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23:00:00,64 +2022-04-30 23:30:00,40 diff --git a/Bayesian Statistics.ipynb b/Bayesian Statistics.ipynb new file mode 100644 index 0000000..86de9c0 --- /dev/null +++ b/Bayesian Statistics.ipynb @@ -0,0 +1,1549 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# è´å¶æ–¯ç»Ÿè®¡å®žæˆ˜\n", + "\n", + "下é¢æˆ‘们进入本文的主题，è´å¶æ–¯çš„实战这里我们使用了两个PyMC3和 ArviZ这两个库，其中PyMC3是一个语法éžå¸¸ç®€å•çš„用于概率编程的python库，而ArviZ则å¯ä»¥å¸®æˆ‘们解释和å¯è§†åŒ–åŽéªŒåˆ†å¸ƒã€‚这里我们将è´å¶æ–¯æ–¹æ³•è¿ç”¨åœ¨ä¸€ä¸ªå®žé™…问题上，你将会看到我是如何定义先验概率，如何创建概率模型，如何计算åŽéªŒæ¦‚率分布。\n", + "\n", + "## 实现è´å¶æ–¯æ–¹æ³•çš„一般步骤\n", + "\n", + "* 1.了解数æ®ï¼Œå»ºç«‹å…ˆéªŒå’Œä¼¼ç„¶\n", + "* 2.利用先验和似然在原始数æ®çš„基础上更新模型，得到åŽéªŒæ¦‚率分布\n", + "* 3.使用åŽéªŒæ¦‚率更新先å‰çš„先验概率，循环迭代执行第2步骤，直至åŽéªŒæ¦‚率趋于收敛。\n", + "\n", + "## æ•°æ®\n", + "\n", + "我们的数æ®æ¥è‡ªäºŽè¥¿ç­ç‰™çš„高é“票价定价数æ®é›†ï¼Œä½ å¯ä»¥åœ¨è¿™é‡Œä¸‹è½½ï¼ˆhttps://www.kaggle.com/thegurusteam/spanish-high-speed-rail-system-ticket-pricing." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/zheming2009/anaconda3/lib/python3.7/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", + " data = yaml.load(f.read()) or {}\n", + "/home/zheming2009/anaconda3/lib/python3.7/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", + " defaults = yaml.load(f)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on PyMC3 v3.7\n" + ] + } + ], + "source": [ + "from scipy import stats\n", + "import arviz as az\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pymc3 as pm\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "from theano import shared\n", + "from sklearn import preprocessing\n", + "\n", + "print('Running on PyMC3 v{}'.format(pm.__version__))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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insert_dateorigindestinationstart_dateend_datetrain_typepricetrain_classfare
4201042019-04-22 08:00:25MADRIDSEVILLA2019-04-28 08:30:002019-04-28 11:14:00ALVIANaNTuristaFlexible
4318882019-04-22 10:03:24MADRIDVALENCIA2019-05-20 06:45:002019-05-20 08:38:00AVE21.95TuristaPromo
7912932019-04-25 19:19:46MADRIDSEVILLA2019-05-29 06:20:002019-05-29 09:16:00AV City38.55TuristaPromo
\n", + "
" + ], + "text/plain": [ + " insert_date origin destination start_date \\\n", + "420104 2019-04-22 08:00:25 MADRID SEVILLA 2019-04-28 08:30:00 \n", + "431888 2019-04-22 10:03:24 MADRID VALENCIA 2019-05-20 06:45:00 \n", + "791293 2019-04-25 19:19:46 MADRID SEVILLA 2019-05-29 06:20:00 \n", + "\n", + " end_date train_type price train_class fare \n", + "420104 2019-04-28 11:14:00 ALVIA NaN Turista Flexible \n", + "431888 2019-05-20 08:38:00 AVE 21.95 Turista Promo \n", + "791293 2019-05-29 09:16:00 AV City 38.55 Turista Promo " + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('./data/renfe.csv')\n", + "df.drop('Unnamed: 0', axis = 1, inplace=True)\n", + "df = df.sample(frac=0.01, random_state=99)\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们查看一下数æ®é›†ä¸­å„个å˜é‡çš„类型：" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 25798 entries, 420104 to 1586358\n", + "Data columns (total 9 columns):\n", + "insert_date 25798 non-null object\n", + "origin 25798 non-null object\n", + "destination 25798 non-null object\n", + "start_date 25798 non-null object\n", + "end_date 25798 non-null object\n", + "train_type 25798 non-null object\n", + "price 22716 non-null float64\n", + "train_class 25695 non-null object\n", + "fare 25695 non-null object\n", + "dtypes: float64(1), object(8)\n", + "memory usage: 2.0+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们看到start_dateå’Œend_date都是字符串类型(object),这是ä¸æ­£ç¡®çš„，我们需è¦å°†Â start_dateå’Œend_date转æ¢æˆdatetime类型。" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "for i in ['start_date', 'end_date']:\n", + " df[i] = pd.to_datetime(df[i])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下é¢æˆ‘们查看数æ®ä¸­æ˜¯å¦å­˜åœ¨ç¼ºå¤±å€¼çš„情况:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "insert_date 0.000000\n", + "origin 0.000000\n", + "destination 0.000000\n", + "start_date 0.000000\n", + "end_date 0.000000\n", + "train_type 0.000000\n", + "price 0.119467\n", + "train_class 0.003993\n", + "fare 0.003993\n", + "dtype: float64" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()/len(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们看到priceã€train_classã€å’Œfare这三个å˜é‡å­˜åœ¨ç¼ºå¤±å€¼ã€‚因此我们需è¦å¯¹ç¼ºå¤±å€¼è¿›è¡Œå¡«å……。方法是对于分类型å˜é‡(object)我们用最频ç¹å‡ºçŽ°çš„值(mode)æ¥å¡«å……缺失值 , 对于float类型的å˜é‡price我们用其对应的票价类型(fare)çš„å‡å€¼æ¥å¡«å……缺失值:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(25798, 9)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['train_class'] = df['train_class'].fillna(df['train_class'].mode().iloc[0])\n", + "df['fare'] = df['fare'].fillna(df['fare'].mode().iloc[0])\n", + "df['price'] = df.groupby('fare').transform(lambda x: x.fillna(x.mean()))\n", + "\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 高斯推断 \n", + "\n", + "票价price是我们的目标å˜é‡ï¼Œè¿™é‡Œæˆ‘们è¦å¯¹priceå˜é‡è¿›è¡Œå»ºæ¨¡ï¼Œé¦–先我们è¦æŸ¥çœ‹price分布，我们使用ArviZçš„kde图查看price的分布和密度情况：" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_kde(df['price'].values, rug=True)\n", + "plt.yticks([0], alpha=0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们看到price呈现出类似正太分布(高斯分布)的形状，大部分数æ®é›†ä¸­åœ¨0-100这个区间，少é‡çš„æžç«¯æ•°æ®çš„price大于150 .\n", + "\n", + "正太分布有两个å‚æ•°å‡å€¼å’Œæ ‡å‡†å·®ï¼Œå‡å¦‚我们的kde图对priceçš„æ述是正确的，那么price中也包å«äº†è¿™å’Œè¿™ä¸¤ä¸ªå‚数。下é¢æˆ‘们è¦åšçš„就是è¦æƒ³åŠžæ³•æ‰¾å‡ºä¸¤ä¸ªå‚数的值。所使用的方法就是å‰é¢æ‰€æŽ¥å—çš„è´å¶æ–¯å…¬å¼ï¼Œé¦–先我们è¦è®¾ç½®è¿™ä¸¤ä¸ªå‚数的先验概率分布。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 模型" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [σ, μ]\n", + "Sampling 2 chains: 100%|██████████| 4000/4000 [00:06<00:00, 647.50draws/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as model_g:\n", + " μ = pm.Uniform('μ', lower=0, upper=300)#设置μ的先验概率æœä»Žå‡åŒ€åˆ†å¸ƒ\n", + " σ = pm.HalfNormal('σ', sd=10)#设置σ的先验概率æœä»ŽåŠæ­£å¤ªåˆ†å¸ƒ\n", + " y = pm.Normal('y', mu=μ, sd=σ, observed=df['price'].values) #设置似然y，表示由å‚数为μ和σ的正æ€åˆ†å¸ƒæ‰€äº§ç”Ÿçš„æ•°æ®ã€‚\n", + " trace_g = pm.sample(1000, tune=1000)#抽样1000个åŽéªŒæ ·æœ¬ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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meansdhpd_3%hpd_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
μ64.1020.15763.82564.4020.0040.0021995.01995.01996.01589.01.0
σ24.7190.10924.51324.9200.0030.0021782.01782.01800.01196.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hpd_3% hpd_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", + "μ 64.102 0.157 63.825 64.402 0.004 0.002 1995.0 1995.0 \n", + "σ 24.719 0.109 24.513 24.920 0.003 0.002 1782.0 1782.0 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "μ 1996.0 1589.0 1.0 \n", + "σ 1800.0 1196.0 1.0 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(trace_g)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bfmi = pm.bfmi(trace_g)\n", + "max_gr = max(np.max(gr_stats) for gr_stats in pm.gelman_rubin(trace_g).values())\n", + "\n", + "(pm.energyplot(trace_g, legend=False, figsize=(6, 4)).set_title(\"BFMI = {}\\nGelman-Rubin = {}\".format(bfmi, max_gr)));" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:02<00:00, 458.50it/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "(1000, 25798)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppc = pm.sample_posterior_predictive(trace_g, samples=1000, model=model_g)\n", + "\n", + "np.asarray(ppc['y']).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(figsize=(10, 5))\n", + "ax.hist([y.mean() for y in ppc['y']], bins=19, alpha=0.5)\n", + "ax.axvline(df.price.mean())\n", + "ax.set(title='Posterior predictive of the mean', xlabel='mean(x)', ylabel='Frequency');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 组间的å‡å€¼å·®å¼‚比较\n", + "\n", + "我们å¯èƒ½å¯¹ä¸åŒç¥¨ä»·ç±»åž‹(fare)的车票价格比较感兴趣。 接下æ¥æˆ‘们将研究ä¸åŒç¥¨ä»·ç±»åž‹çš„车票价格之间的差异。 为了比较票价类别，我们è¦ç ”究一下æ¯ç§ç¥¨ä»·ç±»åž‹çš„å‡å€¼ã€‚ 由于我们使用的是è´å¶æ–¯æ¨¡åž‹ï¼Œæˆ‘们å¯ä»¥èŽ·å¾—票价类别之间å‡å€¼å·®å¼‚çš„åŽéªŒåˆ†å¸ƒã€‚为此我们è¦åˆ›å»º3个å˜é‡\n", + "\n", + "* price，代表车票价格\n", + "* idx，表示ç»è¿‡ç¼–ç åŽçš„票价类型(fare)\n", + "* groups,表示6个ä¸åŒçš„票价类型(fare)。\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='fare', y='price', data=df);" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Flexible', 'Promo', 'Promo +', 'Adulto ida', 'Mesa',\n", + " 'Individual-Flexible'], dtype=object)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.fare.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "price = df['price'].values\n", + "idx = pd.Categorical(df['fare'],\n", + " categories=['Flexible', 'Promo', 'Promo +', 'Adulto ida', 'Mesa', 'Individual-Flexible']).codes\n", + "groups = len(np.unique(idx))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 1, 2, 1, 1, 1, 1, 3, 0], dtype=int8)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [σ, μ]\n", + "Sampling 2 chains: 100%|██████████| 20000/20000 [04:59<00:00, 66.70draws/s] \n" + ] + }, + { + "data": { + "image/png": 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zPwDgC0bwjafKfveM+XlgRzdj/nAyu3NowMvIRAitdUbwNjwxg9XXptg4OxSJMeiJBwle80IDUe8AzuAgVaO7AVDZU+LGOol0PM+rO/cYU9fSArQX2ofYdnz0xLI2vmHo2QETuSPthwa8BY30KwVEQnDkedxHM6v8FZIZ6xgwgsuM9VnRMPTvzZsZCnmGGdj/EntfTd3fcwcHODaUFYy1P2EE8v17YeTolG05WaH48+U49AjeA5sIhKM5z2HPWIDXj43Qka8ice8OOPpCYXcYMzI1bn8vHHtl+oVUJhGMmHfwI9EYx4cTz3Pq9en3BNh6fITd3cb6wxnJEg3syxmEybZxW5fpFM9p0+Dy9RD1DuQdSJmSbxh/2BjgGfOHicY0lmiIBZ0P4Z5IfU7kC77CHS/BvsytKSd7CyVuxhb2wljnSa9XU2E/lmgIPZ8q7CABmjgN+ENRfnDnT/lU99cIlC+k9pOPocobi92sWVV7+QcJvPdeaiw+1jxyG4888VixmyTEGW3M4+XlPR05AUMspoll9TZ6xwIcGvDy4OYDhH1ZnazBg3D8FRg5Er8gs1ezp3ecPb2pYhSJRfVjvnCyU7Ora4xNBwc42O+leywVADx3cGDy4CEaBu/M7KX00uEhXjw0mHzs+3s9bNw2eVCX49jLREaM6yQeZ0KiI31CC/sPPQWDB+Dw0xnFW/o9AXZ1jRW8JUFsz8bcDrmOUn1oI8cPbOORndOcdta7A/p2Zwa/GWmo+GNOa/PwRIj+l36NrXdr6rhQPAjq2z1j66QSxUHa+yeMAHf/n2Csy5jmGmeN+Nl3YB+P7u7l4bTHrnUqezKRluEY8gY5mDVVtDBpz8nYcaOYxQwYmQjxp12pqXOJQQ+Afbu2sP1wFyPpgxxKJd/vwUiMzhEfD+/sSRWn8PYb2bAs0XgGiJ7t4B/N+NuQN5gsrpJPok0zsWZKo7HGgkS1JhLLE1wWML04MbiSeDvaIsZ1yiYmHyDwBiNs372T/uHh+O1MTcXfE/W9zzCydxOP7+mjfzyAZ2ICS8iDIziMNVJ4dr30yKM09WYOsvT09fHYK9uSz3XPmJHxnst9aSVAE6c0bzDCd+78BZ/t+waBisVU//mjUFbg3kSnuIpVV+L42KMom5PLn7uDRx++p9hNEuLMomNGQAV0v3oftsOP55QUf659kNePxTNeWhMNB5PTwZp6nyG875HM24zEO7yRybNdE8HcUePsEWqjg2ly5e5tMLA/9/Ljr0LHpuSebaFIjAn/iRVdMDqpqQbt681f4dAanXpR/6yNbScCjFiMWHxaWXiSqViJPaDC0RgH+jxs78zsYFvi2Z2e9u3JzFK6WExzoM9jnqlJrC3UMSZ7xI7QSM7mydaRmcsigZExCkdjEBiDoDc5dSwYiRqBX8gLx16CQ0/x0iEjE+kJGMcs6HyI5u7HCYYn78w+3z7InuzKlzpG5eieKc9/41hj8MN06tzRF+HgE5mX7bybsd2P0x8vshWNabYeGyF45FXo3YVn3HgttxwdYTwQ5pn9/XSNGueHo38ntYOvGVNcTd5UNv8gvn1Pg9aMJwK0jk1GNszkcT+285jx2dHxbM7fjk+rEEsegweJTgzz1L4+hgoonBKNabYdH8XlN9l77+iL+a+4824g9dkz2XiJLxRFj3fD8GFjCu7Ou/H3G8s0Rn2Z62oLyWbFtMYbz54dH/GxZ9Mf8e1+mPqBl2jqfcY4KOzPGETIR+nMc6jrtY3UDLyKN/45u6/Hg9Y6Y4BhtkmAJk5ZE8EIf/tfv+VLA99AlzVS9fGHoLSu2M2aU+6WNZR98kkmHHVc9crHefz+/yl2k4Q4Y/i9Y0S6tkI4gIoZHcrE6HnHsaNs3NaFJ206Il2vo/dsjHfAM40Hwty/vTtn/59RX4hQJIY3mHn55h07YLCdY/FpV2Ydmu5Rfyo4TDfUDr07jSmD6WtdgkY241DfCPt7Pezf/iJ7n/ylUbVuCkPeIBu3dU1rc9hEp842yWi3RSkgPlVz9FhGhs8SDUE0syNvPFeZ7X1yb1/GnkgTwQhD3iAjvhDR0ePs6hoj3L0D55FnsIU9BDteysxsRCNGIZSgl0P9qbZm349C0dzzZMYrkT396li8HH/2dYGctU35/07BmydHYzE2buvi6NAEPbufJ/D67woqrvHIrngW7ODjxvq/NBNDaRm+tM5v+jloiYU42J+bHVPREHrHH9BDh0zv1+3roczbYZyf+aSNRLT3edjRlRkkP7yzh/6uwxAYzb4mBzs6eG3fEXq6jtE96qdzYJSujj0wsA//3vjj1Jrjfcb7In0gxKITP8cfZ1oms2zgdWyBAaxRn/l7Lo0xiBPvfucpoHPSerbj3/sYnkAkNwieRO2QSTYy6/PK7OxMvCTZswXSvdA+SM/2J6HrdQgabbL2bk/cSf4bjwtHY7T3ezOmag94jNcgEI7lDPRUjO4ltvdBhrfcm/9Gp+Dcdy+evsPJAihzSQI0cUryhSJ8/af38LWhr+EoqaDsYw/BaT6tMR9n7SJqP/0Ufc5FXLnlczy6UYI0IeZCLBbjyOAE6dmO9oN74dgrDO14lJqhLamRXIBRY7pP9mgtGIUGtNYMJEa7gx5C7c/y8uEBdnSNsr0zcyPk0r7N0LMt+fu246OEIzFKvUdMA0AAW9iD1rD56DDbO0cJdrycsdZlzONlzB9iX88Y+3rH8ffFO9Exs85JZkcsMS0rEWCqSY7NZzwQZvfzG4nuui952dCE8XyEYzHj8XZsSv6tuedx1N77M27j+fYBntybuebNG4wkO3LBSJS9veN0DE1waMBLX18Ph/o9dPV0gQZncIgSf3eqKmU4QNfhXew7dAj6jOlqlmiIxvTX1ZTxmDcdGMyYOhbJmgLrDAwYWYigh1F/CF84kpUKTf2shg4mbzmmNfTupGIsN0OTLpHFO9jnpatjj5HJjGd9A+Eo0XDQuP+sgMmso22JBlGxEHuzsqFVI7uwRvJnfTICt4if7Z2jHDlgXiS1ctzI7G47Ppy/gEqcNRZk3CTQDUdjyYGLhDFfOPmYGvs20bX1T8kgOfEMe3zGOVzuOUTFkUexRvzJv2U8GybPTRSrcVvTnXKb/V41uX6/J5CcapdY4zVTCmtuIQcVtqWCJxBmyBvksR3HGPeHOTpgBNHjgakHgfYe62f4td/z2t52ysfbgdR5ajFZ4FbuPcyxoQkOD8aDulgUdt2Ts8bXbG1c+u3tf+0JbOETmYp7ciRAE6ecQDjKX/7sIb7a/1XKnTbcH3kAqhYWu1lF5ahsoPnTj9LvXMhVr3+OJx/6XbGbJMQZYTRrM9Sa4a3GuhjiRQyyZE9NTAQ0OetJRjrA04czmOqkHh6YfF2Ft/cAVaO7KfN2oGKhjE6zIzhMY98mI3tGfDS6PdW533x0mIO9wxzs9yYDyGS3bPSY0YlPy7bFfCMcGfRmTONTsTA9B1+nqzN/NbiJYCSZdXGNpYKC2sHN7Owawz/ax4TPjydgdKgjUZ2WucillDIqSO68GwLjeCbp6L14aDCnc2uZ6GdB18NYfcY0PWcwq3DIvgfp2R+f6qQ1Go0r0D9p1i/9HoKR6KRVHUt83cYPE4Ps6hxlT/c4+Tq7Kr42LRrTRpZmYD/lnszASmsyRvu7RoygYyKeyYvEdHIa7aO7e3n++XiAHg/Qjg5NJNdgNXc/nnHbzT1P0JJ1GUDpxFHqBidZ6xaLJCMBrTWRmKZvzDygs0aNtgXG+qe1wXW6RDbbH47w4tbtjL36G57d15WT2YrGtOnr6PL3Eo7FsMTMpwaGY7HMAFZHmfAkpjEXmkHWyamWCdnTo4229OHy9zHgDRKMRHlmfz/bO0epHN1NY++zOWvYAGMK4WT3HK+oOen6zROtAhqL4ux62XTasi3sQWEUxqnwtHOg32MabFqiATALQif6segIZZ4O86mYJhIzGiKxmPG5o2P4jm/lsd29BIaOZhQKMns6Eq9JIiCcSxKgiVNKIBzlS//9GF/o+TJ1jgjOD98PdSuK3ax5wVFRR9NnHmXA0crlr36KF5+QNWlCzCbFVJ2xVEd789FhAhHNwX4v6V34jsGJvOtt0jMPSucWG0nnCA5hHTMCI3vYQ1PP0zT1Pp38e6IjOjiYyi4VXHEuMd0srQz38ESIwYlQWmU7qBt8De/x7fRs+1OyrZ5AOKPn4+k/YpTn9/bj8KWmK7oCfamZYzHNU/v6ef3YiOnY/fBECFvadaM9u4yphEeem/RhJLJok0kE1YFwhPZ+bzKDB6QV78h83gKhyZ/HqarMxZJrWxLTvFTyOTu0+9XMNuThDUZQsVC8zL8HX3wgYNRvcm6lvR6lE2nZhFiUbceG2HLUCDYssRDRmLHWbsQkeABjCiUYwXk+VR0PcXSX8dok7jk9MNrZOZazwbQlPnX1xYMD0LWF3R3dPPH8C0bgMEXapzKeVewZC0D/Pg72e00DscDW31E6kTuYoNCTVjx9bFdvah88rbHFB0KGJ0JY40Hdxm1duQHQYHvGIEciyxeLRAgf28KmfV0onfk81g5tpnZoM8efvQsd38qidyxImfeIUYij/YnkIEn5+EFiMc3Bzv7ke1vFIjlPV3u/l717dyUfY8X4wdwHObA39bPWjAfCmQVSsiQ+6Rye41gneoyBqvS/x0I09m1iPBgxsuEm+j0BIkE/zT1P4jj6TM7UaudE2lYeqrDwJZwI9GIauo2tCHrHgjB2DM/+54xCQWn8oShP7u1Lfn4lz4NC6v/PMAnQxCkjFInx5V89w6c7v0yrfRzHHX+EprOL3ax5xV5eT90nH6XfvoDznvsEW597oNhNEuKMk72JccJwvOx8S3dW1dW99+P2GZ3/EV84OZVxeCKEjnd97CHzyoKJamX1Ay+j4p2/El9XTtbJHp+isy9tPUokpukZ8+cdSU90NrceH8mYptc54uNIfA+yUV+YSCxGTMeLV2QZ8GR26ob3xqco+nOPjQ4ao9RRHaNqJDEFLtW2RDufOzhA3aBREjwQjnK0p5c9PeOEAxPUDL0+abCQ+1B18v+JghAAO47207nnpZyy8NaQJ2caW188E5KxDjBxTM4d5j7XR4Ymkhk6gGA0xlC8YzgyEchfmj5Nz1ggI7vVPRbIG1RpdE6weuBYF3se/wXN3Zlr20Z84UnX30wZ42uN1kYgaAuZr4U6POhNnk8JKl6xcmy4B4Y78O9+0NiOYf/D+Hbdb3YzSYmg82S3lWjoN8r+j0yE8AQjKK3pGvEBOjk9Mvu9Uz2SWjvX7wlmBtc929j+bO7A6ZYd29i+YwuVY/tp6DPuc9AbhEhmFmromDH9M7vaYmLdZ8X4AfZ0DdE54ktmQesGX8Hhy5zyG4zEKPF3J6fbWmImz1NWAPT0vn4ODXipGdpC6UA8+IoHUD1jfgLhKKXeI9jHcwNeSzRISdZG2mafOC8dGsLrNT6nVGAkowKp1hrvgPEZqYihpxkwOfffl1y/qoCa4W05bbB5e9h/vJsJf+p5T2T4SnxduPzm24XMFgnQxCkhHI3xF79+no8c/TIrrL3Y3/e/0HZRsZs1L7mrG6n+80fotzWx6omPsPcVKcEvxGwa84czij6kOrSZXYD0kveOYGaA4goYRSxGJoLs6jaCsa5RP2XxEX5FjJG+zJLVgXCUigKm3pSPHzQKL5Aqf53QNeqn16SstzOQKqoRjel4FT8NgTF6X/h18m8azZFBHwGTqoSJDEx64ZBQ4rigJ2dUOpG9ikR1ZmYnbsuxEQaypoVNhCLJjvixYR9ufw+1Q8ZIeUxr2rv6KR8/iDViPl0uMY2u3xPIeAwWHUk+Z+mqu57GETKZVpbGqF6oKR87wIKuhyc91hIL4wtG0RiZG4AtR0fZ2TmSUwVyICvLNFlBllF/KDltVsVC1A6k9rjacXw0o2gKGOesLxzFosPYwhMs6Hxo0nYnFFJtLzHNrLH/OdzDu5OXl3rzl2BXxIx9rlDJYCPBrMqmHjKf1qemaF+Jz8jKTJblTJxzllgQR2dWRcOsKY2JKZpgVBbsGJyAWAwC44xMhEyz1uMTxu3bwx5s0UQ2LoizPXXuaDSx8d7k9M2E3d1jGZn1jv4xQOMPRQlHYjhCo1T2v2qyH17+AKcU2Im2AAAgAElEQVTUeyQrQEvdvtvfi9MTf2/uuY9oLEbXqJ8Bb5Cq0d1Ysz7XHKERmnueoGo0d7sBMxmZt3jRonA0xv3buzPOtfSp3/kGr9J1jfiMNZexGNb4c5w9duLofpnI3kdo6X40eZk/bd2v2z/NbTNOkgRoYt6LRGN86Tcv895DX2W99QjW238Jy64pdrPmtfLaFso+/hBDllpaH7mDQ9s3TX0lIcQJ2fHaM9O+Tv2AeenqRFCQXPyetg4m6MvMzBmBnE5mJsw6y/bQKBXjB5K/mwUXnpwMiaZu8BXT9mnvQM5lZiXjVSxM3cCreIKRZCl6SzRIJKbpGvURM9lc2BHvdKVnsrI7UUeHfclsI8SnK8V544/DGRxMPq7+XU9TMX6Apl5jrdWQ98SzKqFojEgM7OHJq+JNhCJYdIQKT9bUMW8/Kisr4gr0EYhEGW1/LdnuiZDxoHdklfBPf14A06C4xCSwbezdhCuYet1G/GGsEV9yGuHerCp/9f3PJ38+Gt8E225y3oSiseSecdY867USxyXYfKl2VI3uMkrq52E8HypjAMETCJuvTevagoqF8waWkwXV4ajOqnQ4yVRifz9Vo0aWzB+OoKIhsoMdl783+dwCsPseOPgYhwbN1yJWju2JtzE9uDEPoCrG25PvE6MNUbrSno9yzyEcoRF84Wjm/YX9HB/2MeQNMuANJh+h2XYdxsbxKuO61cPbMp/b+KbWZs/UVFN+AdMpg/bQaMZUVI/Pj44E2bX/IGWeVACeXWSpof95xgZyz/t0vnCUXd1jtPcbQX/CoDeYPJ8i0cmDeWvUzzP7+pJTgGebbU7uRYgTFI1pvvL7zdx04Otcat2LuuVOWH19sZt1SqhtXEjoww/i+dl11N77Xo4776Nt9YXFbpYQpx2zYiDT0TPmB0oyLsuuQgeJjlOmEl8XJfGApW88t5M8WTGLpAKKtB0b8lEb2U/nkLegem11g68mswEKo7pkov09YwEjC5LVSTNb05edNYLUdE3IDA7DWYUFojGS64PACBC3H+mjuYD2m0kETHYKL1ueoWMTJWN+av1lDNVdmPH4vf5UJzuiNfasqw54TfaKM3ndqkdyqyNmB09Ka5p6n0bHx+gnsrJH6dNjE0F/YrpfwtBEEJtlijNBx8gONLKnHZZOHMVTvtT06lWjuxkvz1xj3t7vJWoyJffw4AS10dfzNsXsvZOQPoWzqefJSfflG/WHcWIESN5gBNehR2nMCrxqh7YQtbqSv3eN+qgucZje3uZJKlWGTQKGMm9HTmY3/fVTWmdklxJ/7zy4lddLSmnueYpw1Rps8XOvYyj/54MvFCEYiVFd4kh+xiSNmhcC8gTCGVmnfOwmVRHTzzFvMELn4Citnt/h9IWpTLtNV6A/57qVU1QzTbYvGMHtMEKfUCSW8dxNVUrfGRymYvwAnWoVY2ZrO2eYZNDEvBWLab5291beuOcbXGvdirrhn2H9u4vdrFNKc9sywn92H0EclPz2NoaO5v+SEkIUR9eonxJfZ8Y0vOyiCYUw62BUTZKhSCikiHYgEqVraNw0iDLrkGVnLFyBzMxbIBIrsDB3LnuetUzpYlqjtcaSVnSheng7zT25VQjngjcYYV/vOF2jflzBAdP1eim5z0zAZNNnT/Dk9maaushNfh2DE1OWaFdTbLgNoLEkAyKzIjjZWUiz4AyMDcQTGch0U2U7s2UHZ8Gozjsb8OiQLyeraXY7PWMB9uesS538eYlpbRQ5mTbz2+0d8WCN+rHEgtQMb8Xt7520XP/W42Ps6Rnn0IA3J2MUisZMsu6GQoKzQiSmsfpCUXwFBXyFv86JqcF9nuk/v87gIJZokImJGdhMfAoSoIl5SWvN327cwYYdf8cN1pfhLd+CDR8qdrNOSYuWr2X0tj+AjhH7xU14eue+XKwQYmqJaXgzybQAQJbsbpplkiIbM8UbjMQrF05f+nS9fF4/NpKTHQg7Kk/o/mbCvt7MzanrB16aZJ1XbkRgFpecWAceCt2Xbirt2VtDZLGHx1jQ9cgUt6IodA+tYjCbvpvObJqpmenuXWa2kXkhAUVJeqXDLE1Ze/dl78mXLtqfquKYPXXaG4ywv89jui3ATBvzz8ZnUerxmG4YPwlb2EtzzxNzMtAjAZqYd7TWfPvBPSzd8m3ebXsWfdVX4bLPFLtZp7RV6zZw5PrfYI/58f3kegJD+fcpEkKcWbL7aYkKiTPJbFrSVOXnZ1q559QYnLJGfDlrycZnsKNqVlp+NtQPvDzlMRYdThauyd6nbL4oZBPl6bKHJw9uT9R0sqLZ+7BNV/uAl8GTWNM5lcnWNRbLZHsyzvh9zdk9CVGg7z92gKpX/okP2R5FX/Ip1NVfK3aTTgsXXHQF26/+OSWRMUb/8+1Ex+e2ZKwQYn6a60BJTK5mZFtOR7DQTM2pqGZ4W7GbMKcqRvdSP/DSlMdll9Ofj3rHTmwz8akMnuQWCZMZnZWs3MyTAE3MK//65EGim37Ap20b0ed/EPXWbxdlg8DT1VXXXMemC39MRaif/h+/De3Lv0BZCCGEEDOr3Gu+JUC26U6LLIbJpkmKkyMBmpg3frLpMCNP/Yiv2n+LXvcu1A0/kOBsFlx/w63cv+Z71PiP0ffj6yFwghXJhBBCCCHEjJMATcwLv3rpCD2P/oC/sd9FbPVNqFv+AyzWYjfrtHX7u9/PbxZ9k1rPfvr+6yYIFVCKW4hTjFLKqpT6plKqQykViP/7LaWULf53u1Lqn5RSO5RSE0qpHqXUb5RSC4vddiGEEGcuCdBE0f3utWMcefB7yeDM8q6fgzV7Fxgxk5RSvP8Dn+CnDV+nbngbgz+9DcInt2BYiHnoq8CngM8Cq4HPxX9PLGwtAc4Hvh3/92agDfhTIogTQggh5poEaKKo7tvaxYGN/8Tf2O8iuvpGCc7mkM1q4YMf+wL/XvlF6vpfZPiX74PoqbF4VogCXQY8oLV+QGt9RGt9P3A/cDGA1npMa/1mrfXvtNb7tdavAp8Azor/J4QQQsw5CdBE0Tyys4ddf/wHvmH7NdHVN2F9139LcDbH3A4rd/zfv+RHrj+npvNJxn79AYhKRTdx2ngeuEYptRpAKbUGeCPw8CTXqYj/Oz9rfgshhDjtSYAmiuLJvX28/rtv89e2u4isvgmrZM6KpqrEwbv//G/5F+sHqex4CO8f/i+cAuV9hSjAPwF3AXuUUmFgN/BLrfWPzQ5WSjmA72Nk3Ux3fFVKfVwptVkptdnvl2nBQgghZp4EaGLOPXdwgNd+8/f8le0uwqtuwibBWdE1V7p5+ye+xb+r2ynb9wf8Gz8PWsrnilPe7cAdwPsw1pjdAXxSKfWR7APja85+DVQBH8p3g1rrO7XWG7TWG9xu1+y0WgghxBlNFkGLOfVi+wA77voKf2m9h9Cqm3G8+2cSnM0TyxvKGf/gP3LnzwJ8fPsvCVsU9hv/GSwyjiNOWd8Fvqe1/m38951KqUUYRUJ+ljgoHpz9L3A2cLXWemjOWyqEEELESc9LzJmX2gc5+KvP8CnLPQTWvQ/H7bLmbL45f1ENK977Xf4jehP2rb8gcv/nZLqjOJWVANGsy6KkffcppezA74D1wDVa6965a54QQgiRSwI0MSdeae+n61cf5QOWR/Cf/3Fct/677HM2T11zViMtt/4D/xp5B7ZtvyKy8dMSpIlT1QPAXyqlrldKLVZK3QJ8EbgXkpmzPwCXAO8FtFKqKf6fu2itFkIIcUaTAE3Mutfaexm+6w5uszzNxCVfxH3j/5Npc/Pczee10nbrt/lR5FZs2/+HyL2fhFh2IkKIee8zwN3Aj4G9GAVAfgL8VfzvrRh7n7UAW4CetP9un+vGCiGEECBr0MQs29LezcRd/4e3qdfxXvk3lL3xL4rdJFGgd5zfyr3qm/zgjxa+uPN/ieoo1lv/UzKf4pShtfYAn4//Z/b3I4CayzadmRQgRYfE7FhSW0rH0ESxmyHEjJI0hpg1W9uPEbnrNq5UWxl/03clODsF3XJeK4tu+Xu+G3k31l2/J/rHj8k+aUKIaTrzgrOQvbLYTTgjLKotobbMOaf3WeqQ3MZMqyl1zOn9RS2554yeZyHR/GqNOG1sP3AYy123skHtxXPdv1Hxho8Xu0niBL3zglaW3PK3/GPkPVh3/5HI3R+VIE2IAgzVXlDsJpwwlSex2Fg+s1sLrG2pyPh9YU3JjN5+sQw0XFrsJpwRakvnNjgDsFok6T7T7AUueykkkOtuefOUx2iVOxNIq/kVEs2v1ojTwo5dOyj/nxs4Sx1h/MafUXnJnxW7SeIk3XZBK8tv+QbfibwP2957Cf/+QxANF7tZQsxrWhU20u53NRZ03FDthfjdzSfTpIKtaSk3vby12k1fwxUzdj9uuw2LSnV4G2Y4AOxuecuM3t5819v0xhm6pVMjCEk/dwqVPsgQU9OvJG2zzs5zM1q1dlZutxCDdRcTK/DzamWj+WfDyZhovjjj9wqX+etS6Z769Sroc9fkvInYp35c4+Urpr7tGSIBmphR217dRNMfbqJejeJ51++pvuDWYjdJzJDbLmjl/Pf8Dd+Jvh/7/vsJ/O8dEAkVu1lCzAt1JzHNytl2XkHHBdwNBJ01Ux4Xtc7eBtpKKSKOiqkPnESJPXf0eqxyDQP1l055XInDZjr6nY+25Hbozm2rSv68oqEs7S8z2fE2v62YydSqmdLXeCVRW6r46OLa0hO6nfGKlXS1vj3jssG6i3KOqy9zsqCq8GKnfY1XT3mM2+Q1n2kLqt3UneCUOrvVQslJTnEMuBrwuVtO6jZO1PrWKtPLg646SHtfjVWuyTmmr/FK4MSC4qlESptm/DbzWVZXZnp5uIAAzVfaNmeBtARoYsZse+Y+lj/0bpTFSvgDj1C7dqZG8sR8cd26Zq684+/4TuyDuNofxvc//wciwWI3S4iis6Z1WirddmwFToOKKRsXrVqI/ay3zVhbepuvnfTvCmU6Ej1XUzItJs+N391AKCv4XNOSu46r3Gmjt+ka09std9ritzV5Z89W4HSqJXkCnLA9M0CtcJl12M1f/56WNxV039lWNpZPOQ0sOwNQVVJ4dijflNaEoKs+5zIjWCksoHLarETspTnPXbZ8z/lULlhYXfCxFqVoqHQRtlcQsZt31vOpLnFQXWLPeL6meu4gc1rkUN2F+EtSAVoiI6W0PqmBHpg8wLVZFA5rYef+tVe8IeeyRGaqNOs1tyhFlXt6AW+Zc/IgtzVf4G+ynDVzkAWmGmgpc9lMjxmtWkPElv/862q9nqjNTchR+Ll2MiRAEzNi20N3subpDzNoa8D+iSepWXJOsZskZskbVtTxto/+Hf+gPkJJx2OM/fe7IeQrdrOEKJrBuouSHdWYsrOioZwKt52QIzPAMBu9bq40sl21pams15K6wjqpZp2cxCh35mVXJ0d9G6vKuWBRNSsaMjvz4xWrCKQFNnk7nU1n51w3IWwvN11on1iQn+jYJDqrFfH2x7RmOtmrmDXViR2vWEnAWc+qxnKWJTtqmbfV23Q1fY1Xmd5WucueDLB02vXWL6hKFp8YqL8sI3AYr8ic5jS08LrcG54ky2C8Rsbf169ZS0tlbmfUbbeypqUiOapf4bKztD7zvJgqk1FopuOspgrOaatMBrZ+dxM1pY4pMwUnkkjRWa/NUM35AFS5HbRWuylx2mgsd035HsgO9JRSrGupJOQwzxAlJAI5t83KQP0lxCzmgYVZEQkAp82C87zbuWBRqpPeUDF5ULVhUQ3nXZU9m8h4HupKHRnT+cwCk3xtTNx2wqLaEpbEz5GJ0kU5x7bF13f6SlozXtvE7XvLFk/6OLSy4LZbURUtqAXnZ/ytpdKF01Z49rO6ZPKAzm5LfY6c1ZR6rcuzBpbWXXY9lcsyp0fms6i2hHUtlditFi5ZWpt7gLLS3/AGeppz17ClZ9fC9gq6Fpi852eYBGji5GjNrj98k3Nf+zIHHGuo/vRTVDUtLnarxCw7b2E17/nUN/mu45OUdz7L0H/dCIGxYjdLiKK4bN3yZGe+v/Hy5OXpi84Vxuh1eocKoDQepDgcqWPd8WDPbbcm12SZrVNb3ZSbjcjOoqxpqSBiL012XNuaUpmQoDPVSYnYpp6q5q5shPpVrGmpYHFt6aQFPerrmxivWAWAtmQGkotrS1m/oIrlWWtZzDp4jRWZ0zXTk0irmyrwVKwg5Kym3GXPmxmL2krzZkosSrGy0Xgew/GA2mWz4kjrIMYs9syMo84cxtfWVGezodw4D85eUMlYm3kmM2IvTwUSeYKcFY3llNgzR/pVVkS0Ou35O5nMS6nThs1iiU9tvJ6IvZwrVtQzMUWHvVA1aZ3xkRpjOm9btXHuRG1u6sucLKsvpanCOAfbakoyin/Y41kfT9lSBusupr/hDakguaQGzroRAJfdSt1ZV+dkQdKzO4nnUCmF2+XOW180fRptfZmTlko3y+rKaGxaMOXjNS0i4sw813W8HS3Vme8hW/3y5IBB2F5B/VlvoLfpGlZeM/Va/vrWldiUxTQ46255K7UXvhsWXcZI9brMAHS5kdX1VCxnqOb85CBPY7krI5CKWZ14294ICy8lUL44I5Apcdo4e0HljBdQUSiiCy5isO4i3HYrDqslI2B11SyA2mU0lrsyqmtGrLmfTfVlLlzJDKN5O7XFRszqMMnSpx2vVMZ00NkiAZo4cdEw+3/+Mdbt/h4vua5gyef/RGV1XbFbJebIkrpSPvK5v+eHVV+lfHArA//2ZrS3v9jNEmLOJTNByk403jk0shdZnYAFxhTCidK2nNtoKEsFSIlAo7rEyCpAfI1INpuLrtbr0y5I3d+KhjJWxjv5157VSHWJPWf6U9Tqpqf5zUbxkZLJO551ZU7OWn9hxu/pAVEiEzhavY6YxUnVuuuIxjNdiQ5V0FmL3WLBbrXgsFmSGZ5E0YaLl+Sur0vPErZVl1Cd1tlO/i0rYArby6ly21lUO72KkDFlY6h2g+nfbNb0YDs2ya2kXoNoWqCwpqWCFQ1lvG1dM6ua0jrrGurLc4Mrs6lo6X3f9a1VGUGk1SSdNVlX2Wy6ZH1dQ8bvGxbX5Jm+mVKep5hDuqq0Tn5phRGY2tMen0WpnOAznVUpxitWMl51FkFXHWFHZaoQhLKCLf78Vbaysq2BwTrjPLVZFDFlI1/MUOqw4jN5LwL40t4PzVVuWqrcVJc6YFnu9FqXLfO5tFssyUA9W3ohjvQph6ubKjh/9TJoOAu3Pf55YnGwaNkabjp/ERXuzIGKsL2CgMt4vZw2qxGcOErRaKJWZ05FQm2xgdUOFS2grARKUsWG2upSAz2BkubkIE9bTQnL6jMHNs5duTA5ShJLG5hg9Q2w7p0Zb0WzDH9iGnXUlZvpTF87qxQ0VbhY3VSOLmsiak19Pg7UX0J3y1syPvvaFi7OGMwx/bychqitJJlRtipV8LTomSQBmjghemKQYz96C6uO/4FHKm/n3C/cS2np9OZyi1NfTamDT376K/y07TuUeToY+NHV+Hr2F7tZQsyJkL3K6CRYHWCxMlodnzbkrqblrEsyOjduhxVqlsDZtzFRujB5ebKjnNZBdVgtrGmqoKnShaXpbOO+HFUZxQm8ZYvhrBsyOveJioUVbjuV7tTUqTKnjUuX1rE2a01XyFGJsjsJuDM75tnGy1fgXHE1lsr8hQ3q40GWr7SNnpY3UVnq4M0Xncva1joql11Eb9PVjFesNJ0O1lrt5g3L64wOsIlEZ7OxwoXLYaWpwsWaePawtboER1bmzVO+jOUN5ZOWYG8sd+UEQWFHJQF3bqbSmdUBV1kBoVkaJv0iu8VCid1GpduBw2bJynzqSdcrpk8JTLz+WhmZhPSgscwkkFJKZVQpTAToS2pLOeec83OOvygrQF5Q5cZlzx+gaZuroGmUwdZLGGy+OtkmAI1muOY8IrYytM3kdXKmnqO2GrdJZb6sJ/2sG6E1s5CJw2oh4G7MW3XRYbMkX+/sQCQ965tv3da5bVUsqy9LnvsJLVVuFtZMNU05s01lDYuprm8GeyoQSQ8Ss+eTRq1uhuPZyLMXVHJWc2Y2fTqFdNQ0ysvnncZod4FSyQDNW7aEepOs7mWr21h+6S34F1yOp3x5xt8qV6VNQ9bGe7u0pgksNtJf74i9HG2x05qefVx4WfoDYrRqrWkWbToS07U1cO7CzIDybetmv5quBGhi2sI9uxj+4RtoHNvJ79r+mjd/9j9xO6dfqlacHlx2K3/+kU/w6AX/hTU0TvjOa+na/lSxmyXE3LFYYO0tqSzU8mtxNK5iXVpAlLuQ3SgOUF6ROCazA1ZSUoJl/bugYTVdC95O2FGF3apygoOLl9RyTnxtW8ZUwsrWKZt9xSWX8Na1Tcn/AEaqz44/pNTovqdyJc0LsqZN2ZxUuFP3Z1UkO4xJdhfuc29l7bJFLGlpBKVM1y0ppagqiXfm2i5KVW+sWki48Rz87ubkNDWLUly8tJaS+Oj8BYuqecMll0GVEfSe1VTBFSvqk8fm01ZTYqwJdFbA2bfFp82tzDlufWsVV63MHI0PT1JYIv0eE8Ufsvd6g7QMktYopUzPD4ANi6tz1i5mr+OC1FTZbP60TMnalkouWFhtTMe1ZgXDBZwv2XxLr4O6qcuOR0ubiJo8Z/6SFrTFhndJWoGcxGtmsVLltlPhtFFZUYmvZIoOsc2ZzOyoxFvELIudsCQVDCytK5tyTZTpXVosxvXKM9uWyKitX1DFmkTgpFRGllMrlXl+pr13E833laa9JkolA5JE5UxtscHZt6WOqV5C1F6Kr2R6r2Xet0nrhRm/nj+NQixXntWanPadvjVIuctOVW092mJnvHIV4xUr8ZQvw2mzsHpBLVaLygysll6NLf58uicrSGPNOv+VhahtkgAt7UE3lrsypuFm3KxFGVO5s9YBOmyzHz5JgCamZWLH/UTufBORkJ97zrmTd3/4SxmjeOLMpJTiHTfdSsfNGxnRZdTf8y62PfyTYjdLiHnDvu4dOZdVuOywOL6nWHYvKf33+M8XL8ld2G61KOwma9uyO41pN5b8yWmzYrdacNmtybUZvnh2z2ZRedfnALD8TdiWXZ1x0WT7CK1oKGdRbSl1a9Ku4zAJSqoWsmrFCqMUftVCotVLJ2uFwWqDNiN7Uuq0UZMnc7aktjTvtMeL1yzjIpPCAQ6rJWM63njFSi5fszj5fAdcDaBSxUoStIbFdaVsWFST+o5Me7x18cyntcTo9FbmqYLnsFrMMzjL3mj8l8f6BVWw8jouvvxNhJa9PVlyXykF7mqoX216vcuX12V0xNPPyp7mN+cWUCjLv4ffUO0GRqrXozVE4wMLZtnCjHVLi1N77C1vKGdlUwWsvp5Y1tYRyTVU7tygwWW3ZG1orNDKSsSWdr6V1SfP7/QWhRzVRK0ufCUtRGxl+bcRaD4HWuIDEiUmBScwOvHpWe+zF1SyKpk9VVn7iU2diWxqbOKctetoNikqY9xhCe6119NYV4O3bDFBZ2pgIV95feOeFUvNSs9nrR1tS1tzmp1ETljeUEpNiSNncGRFQ5lRDCfrNj0VK6hacj7LG8qSgwa+0taMrGqp08YlS2uT5/B0AsVCtNWUJN/j2e0+r62auoZmWJi7zcRsO7nNHMSZIxpm9MFvULX1P9gRW0rHm+7kvVdeOPX1xBllw/kX0N30BAd+fjvnvvolnjv8Ghd85EeUuAvfK0eI048Cm0kH3F1lTA2Kc1gtOdPpMg53WJPVIs32CEvSQPUi6HwtrQnx2zWbTmbCohTlTht9YSdXrzKZAml3Z0zHUkolh/7Pa8vtQDlslvj+Y1XQ+YpxYXkjDHnjB6Q6f1ZFRjUQpSdb81W4xIg+jlIITaR+jv/NEwhPev0ltaUEV22gsqwUll7DuvATBBddyoh2s92zwijfbu+nt7QM0+7wqlTlt8W1pbQ5q7BWNEHdMvD0UtH7NOPBSOZ10qeqtZyHPvo0Y1VrjOIY4UDetmo0OMtwAZed1Qo70173hZfmZhziJis2EsvOumFkqJw2K8FIlO4WI3hr6X6coLM2Y7rogio3hwa8uOyWnMBfp19ij58HZQ3gH8nbloijgv6Gy6Epd7+ua1c3wMEyxmMOJsYsuO0WRqvWxTNSLyWPS8aFaX3yiK2UgYbLjKIwA5NkYROZw7KGeOC9KfcYZzkEPfE7s2GrWoCtYgkc0zjK63FVrzYClv69eR9nhuVvwj7WBd7uvIcopbhwcQ1/8oYYrL+YBZ0PAZNXhi13O+jzRvL+fV1LpenWGGYqK2uodHtzL3c7qKyuShZLicSM93RrdQnnJQIum4Oe1rcTjoFeVgXRieT1a0vsJ1Y2FHA0r6MxcDjr0szbWlDtJtxcyYgvROeIP35E/LysXY7dWQLkPx9ngwRoYmqjxxi/6/1UDW3jD+otLPqzH3LzyqkrGYkzU0tLK3VffpItP/80V/T9ju3f24XzPb9k9Yqpp8IIcaorZDF5NDGFpyYzO7S+tQosVohFoSGz45kYbXfarMSAFY250+Zaq0voHPFRblbYwV1ljPhXthrBSb4h8DSLLnsntdplumdaQqJzblGKtS2VNFW6ptzjKKmiFYYOwYrcstYJDqsFFYvgTFS5LIlnCpvWG89VutJ6mBgwfl7+JoiGoD0r6HJXZ+7d2HBWzn0ONl8FbDN+SZvmVVtbDzXxTENpLa7zb8cFaF8IgHKXjcXL1jPRPcbiKQqUKNLOlXiwu7Kpgs1HhzMPTDxGqx1ql9HdmrZ2zuYkZnFgiYVybz+7MxuvdJh3sKDC/DvdX7eWQeckgwFKcfaCSjYfHUbHp4F1t7w1p0jF2pYKVjWVozX0HYlXBzSLu51lsPI6I3AePJBxnrrsVgLhaPL3sKNq0k57hdvJhTXVRIbG0RO5x61bUInTZqVqyDi/3XYrQ/GgsqbUQc7mMY0m23MzliAAACAASURBVA7EA46YsmPRaefampuNQZHd9xrvPaVg8eXoYAToM35vPgeGswOHzPbls2FxNf7m3L3pEq5eVc/u7nF0Z95DjNtZVAP5Bntc8aqmdqtx/qVJBNV9DVeg0s+n5ddCJABjXWnHxp/7+tQU4kjUuH6lO3dqIsSM94R7envihRvXo4dezrl8/cqlcMQ8qB2ovwzYh0UpltaXsSXt/WeU1g+mBg3mmARoIj+tiW37X0IPfQUVjvDt0q9wx0e/kJHmFsKMw+nigj//KQcev4RVL3wNz6+v5Z41f8f17/zAtPZKEeJUcuWK+snXScTFrA66Wq9nQ41Jp1hZ4exbMi66+dwpBsRqloCzggvqqllYU0J1vg2Ka5cZ/+bJoq1tqWR3d2q7DKurnPxdRMO6lopk/mN5nnVUeZXVZ66hyaGoLXOyprmcqlh8hD8R1Nbnrhdj0eUQnjA6v24jh9VcOUzPmJ8b1rdA6C1Gx69rC4zFu98luZUjo45ySCQUqheBf7Sgh6OUwmGzpDICk2k5D3q2p03RSwUQfncTtJ0Hx18Bi91YXxd/3Jcuq6U8seZbKfoar6S554nkdW0WC6sWtuBQWdm1yTKnk7wGoarlBMOZGZFFtSV4AxHaakvAktuJzt5WQWvjubHHi3VM2Ydwxs+jlW+DsPE6XbqslgqXnUd398bbUIo3kD/rAxjBbfVibKPHuPaCNUbQtzvtbmxWIwgajhcuWXsrgUHj/irddnwY0yUBWPX2jCxvNuuqtzAwOEDd4KvG+yER0Ky9hfTXVucUmMk/UDJZvshls+LKU1QH4lsOlDkYgIxCMeZ3pDKzmAnOMlj3TiOTaTefBRNxVGROUbXajf/igXNdmZNgqQvIl+1Vk/w2PeGqpXQvSL33vGVLcAYHwaRiZOKOtFLQfG7OVNmaUgel1euhHtPPiLkgAZowN95D8L7P4Dz8ODtjK3lk2d/yF++5Lu9CZCHMrHzzRxlfuYHIbz7IrXu/wAP/9Citt3+f85ZPf0G6EPNdThXCeCclewNYq0XlVI3D6jAyQHnWBiVEbS4UoNNHdePl+8G8ZHuhljeUZQRohVBWOyo2RUd5urI6rTUldkhkQHKm2aWx2sCaGVJeuLgaqDYySq541rH1QqhalLfTmVeebE0Bychc7ipYmla1Ll8mSKnk+joguS9ePlaLonz1m1NT6yZRYrfiS8tI5bv7dDaLhfoyF/VlQIHrz+02k/WVtcuhL/2gkozpvoAREMWDouzHbUyXzcNVYWS7qhYZ1z/7NiYdNrG7oXYFSyvLORQP0BbVllLfWkmJ9qfaMonzl7XwdMRGeDTrfZ2d5S3AeOtV9I4EOdmwoLnSTcey67kge31qXLIwzWRTB5UyDVDSz/nEFhsZKtugd6exbqyyDMZGMQu/Cp+1GL9D11RDRimXn382irMhTyXSFQ1l1DaXQ93CnL8tri3NO5Aw02vg8pHetsgUjcDmnxF54pvocJDvxO5gxQ1/wTcuXDTpPiVC5FOx6FwqvvQyx/74da7f93OO3/U6/730K9x82weyFnILcZpRiq4Fb8/phdyw3qRcvVKZHfY8YuULGKm7iCU1y2aqlSdnzc2w64/Tu071kik7vJninbOapcY+TtNg+r1lsULFzJfJPrlvyPiecBUujoTBtHa/iVg8W6XrVsFg/EKbs6C1hiubypNTzfLJ/oy2WoDG9QWvZbxgUXVuUYt17zT+7UtNg2P12wu6vYKZTF1NXj50KPOy1cZ+WtlnZInDBkEKopTCarEw0HAp4SX5i+UkprVONg3YZyknaptG97xmaea03TiHzcLVZ+XPvqcXpilku4R0ibPmwsU1NFWYBGiJgZTqJUbAPNaZGiAhFeDNZK8yPWi8ZGntFFOtlbEurjYzoF7bUonVYjEtDnP+wmp6xwNzNotMAjSR0vEc0Ye+jHVwLy9Gz+bnlZ/i6++/IavSkBAnwO5i4Xt+gO/gzZTe/Wk+1PElHvvu3Yxe8ffcevVFUglUnLLyVlRLmOGBrXMXVnGs1EHtFJmUOaMUtF0MsckLbGRovWDqYxK3DZAoElKVO9I9JxLBSJn5fnEnkkDLp626hLZa882TzVy0tJ6SlXeg7TYY7Jv6CmlsFgtTVQtvrnTz1rVN7Ogco2fMb3TqTaaXpk9dv/asRp7ca7QlY6+qLKuaytnfO3WmL1vVCZTET2pca76WLG5ZfRmHBnKLXBSittTBqM+BozR/ds/tsHLh4prURtaJqXXlqYIqyxvK6BnzJyt9TmlB7p52k6lw243N4YdSl61uKk/uF5e3cqWJEofVvICI1WYEvtb49gcVCzIGZRJTKgse+LfHp9LWLktWnJ0sACs8MZf57nXZrXmzs201JXO6xEcCNAHdW9FPfRvV/ji9NPCt8BdZdsXt/Oe1K5JvBCFmQsmKqyj58mYGH/s+V7/6z0Q23cRvX3kHTW//Ctees0yytOKUUum2s2HR3Ex3SXDarKyYxUGzc9uqKPFNsxNSVXhAUZiskKd2BfheSRZkmC2JvY0aK1yQXqvD7jbWIE13SiQY6/6yMzZm0j/7mtanqkzmKd6RkBggCEwxVdFU9eJJy+QnuOxWGiuc9Iz5U2uy0tWtZGVVlMPxDn/BRWLi1DTyKG9b15y55mmGrVtQmSrOUbcCul5PVUCdwtqWChbXlWaU1jfTkh4AldQYWei0Ihw1pY6p152ehGsSVVnTAjSbNXsD9cnlrKUzk/5+ycqYr2wsZyIYpbW6wPeUzZFcK1kPXLasjrqy/IH6lFO9T4G+hgRoZ7KuLfDcD2Dfg3gt5fx7+D282vguvnnbhaxtKXyerxDTYnNS9/avoy95L0P3fI0/6/wdg/c+wk+eeB/rbvwsl62SCqFiZiilrMDfAX8GNAM9wP8Af6e1jsSPuRX4BHA+UAdco7V+prDbp+Dy06eKRbWlMF+ycwlVbbMQBOZy2qy8dW2TsdVBVjHFQqZkmvb5Ws4rLEBLBCnuamMKpqvCmAo4mx3J1g0FH5rYosA0I9a8HifAUFfGxTnrLGfAXGwQnFRmbN5e6HROpdS0g1Mgp0LiqWQ6wXU6l93KpcvM948DzIuWpDELwBIxY1tNSf7BXqvDyMT7E2/wmcx/zywJ0M40sSgcfAxe/Fc4+gIBSyn/EXknf7TfyEfefi6/v2SRTDcTc0LVLKH5o7/l/2fvvuPkrOrFj3/OzGzvPb1CQkjAAKFKL1JFQBTlpwh2EK+K137v1atXUa9Xr4hekaKABaQYDKGXhEAIpJBeNsmWbO+zs7M7fc7vj2dm95m2fXdmd7/v12uT3Zlnnjlznmdmzvc553yPv24bwX98m893/p6Wvz7Gw/k3svgDd3LeqkXSoybG6lvAl4BPAXuAk4GHMWaW/Ci0TQ6wGfgz8EgSyigSmvz3f/+oEaUGT0hiEl67brA1xIbU/1mn49yWfLkZtiF7deYWZpEbWuJhInuARPIdX5HHtppOsgdbgmEUSvMyaLS7sI7h3B/0kSdea/x/9PVR73+ySIA2Uzhb4b1HYfufwH4Me1oFvwt8kid8F/Lhs09k/cXHU5AoNbMQE8g2fw3lX34Z75ENBJ6/m091PkDXk4/x5/XXUnLxnVx66orJvWoqppNzgHVa63Whv2uUUv8EzgxvoLV+FEApVZqE8ol4ylfCsc39qfKT4sTrh94mJCfDxqUrKvoXER+TMV7QT2ZMt2ZRctKRi8k3tzCLuRMQhJ+6oCg0H27k3/lD9bpFCA9bDY5iaPAkkQBtOgsGoPoN2P4n9MFnUUE/h7NP4R7/dbziO53rTlvE2guWGkNahEgmpUg//iLmHH8R/tp3cD13N59s+Suu9U/y3PPn43jfbVx+8aXG3BAhhu9N4A6l1Ala64NKqROBi4G7k1wuMZjcMmNeTjINY8FxszEvQROvB02IGcZqUeRljq6zICvU+52XOYz3Ynqusaj9eC8RMo4kQJuOWvbD7sdg9xPQ04gnLZ/1addwr+NcmoPzufmsBbx+3hJmxVu7Qogksy08kzm3ryXYvI+ul3/NlVVrydj5Clt3LGf9nI+y8pKbOeO42TL8UQzHz4A8YL9SKoDxnfdjrfXvRrtDpdTngc8DLFgwdFbBi04oH3EKazEThTNWSoAmxGiU52cmTh6iVNTibScbSUxGuGzHZJIAbbroaYG9T8Kux6B5N0FlZW/WGh4K3Mjz7lNZMruU2y5awHWr54z66oQQk8kyayVzPvkHcP2Mzrf+yHFbH+D05h/R9edf8XTa+bhWfpxzz72YRRMwEV1MGzcBtwA3A/uA1cCvlVLVWusHR7NDrfUfgD8ArFmzZsjWdH4yP29zyuKujyRSUHroc6zixOSWQ6S27FBijZLjkluOFJUwe+Nxlxk9ZmHWtJR/r0mANpV1N8CBdegDz8CxLSgdpDp9GX8NfoqnvWdhtZVz1emzeWz1HFbPL5QeBzE1ZRVRfOldcPFX8Rx6GeemP/LBxpdJ3/UcB9+bz8P5HyDvtI9w/umnjm2SvpiO/hv4hdb6sdDfe5RSC4HvAKMK0KaUYSx8LSbBkguHztRntfWnEZ8pRpsBcEZLyxy/86RoMeQkzqQ4rWTmRyyUPRVIgDbVdFajD6zDu2ctGc3bAahW81nnu45/Bs4mmLuMC1aV8dtVszh9UfGErhcixKSyWMhYcTnzV1wOri66tz5O0bZH+ZTjQdj4ILteX8Jz+RdhXXUdZ5126oSkeBZTTjYQPQs8AEjWGTF5ciT/TDxLynJw+wIsLUvRefBpWUZK9unaWzXcBeNFUkiAluq8ffRWbsSx7wWyajdQ2FeDAiqDi3g+8FE2Ws9mznEnc/6yMv54fBkLSiZvlXMhkiariILzv0jB+V9Ed1TR+s7fqdi/llucD8KWBzmweQF/y1yDd/ElzDvpQk4/riK5Q81EsqwDvq2UqsYY4ngKcBemdPpKqWJgARBOGXicUsoONGutmye5vKlh+VXGWlxCTKA0q4X3zU9ips6hKAXzz0h2KcQMJQFaCgkGNQ3NzbTs34S/5m0K23ew2L2PHHxYdRrvBFewO/PTdM2/jEXHn8hVC4q4a5TpSIWYLlTJEiqu+jZc9W3oqqF7x1MU7n2Oj3Q9g+3Q0/QczGJzcBWV+WdhOe4ili9bycnzCymXjJAzwZcx1jv7HVCOsVD1/cAPTdtcC/zR9Pf9of//E2OR65lnGIsyCyGEmDhKT0DGoDVr1uht27aN+36ni16Pn+r2Xurqa+k7tgvVuo/87kMs8BzmOOqxKI1fW6iyLqa+4FR6519A/vILOHFBReIJkEKISJ4evIdfp3PXc2Qfe518j9EZ0qIL2RpczsG0E3GWn0bBwtUsn1fKkrIcFpXkDCxUK0ZFKbVda70m2eWYDPJdJ1KF1x/k+b1NzCvK4rSFsh6ZEBNtor/rJECbAH1eP012F01tbXS21OFsb8TfeYz0nlry++opDzSxUDVTphz9j+myFtORswxXxWlkH/d+5qw8l6zcgiS+CiGmEa2hvRLv0U04Kt8go/Fd8txNAPi0laN6Dgf1fA4EF9KWtQRVtIjsisVUFBdSkZ/JrIJMZuVnUlGQSV6GTRLuDEICNCGSw+H2kZNuk7nnQkyCif6um35DHFv2QdshQA+seaC16W/T7TG3Gf8HtSYQCOAPBvH5g7h9fjy+AF5fAI/f+N3v7SPgcuJ3O9GeHvD2YvX1kh3opkTbmavsLFW+mOLZbWU48+fjLrqM1tkrKVx8CulzT6Yop5SiSakgIWYgpaBsOellyyk967PGbd0NUP8uqmE3c+p3saBtP9e5NoMfaDN+WnUhdbqMFl3EMZ1HB3n0qHy86YVYMnJJy8whLSuPjOwcsrLzyMzKITMjnayMdLIy0shKTyM7I53szDSy09PJyrCRk5lBhs1iyl8W9ZkExt/KIkPNhBDDJvNshZg+UjJA63b5+PrfdwEarY0mi9aaoOl3MNowQR3exvj/Y46HuL7372N6fkvoJw3IAgZLzNlLJm6VjdeahT8tB19OAX3Zx3Mst4LMwlnklc4lv2we1oI5ULiQwrRMUnhKrBAzR8FcKLge28rrB97jri5oqwR7LXTVUtxZTV57DSucrVhdR0jz2rEQNPIA9oV+JsiBtJX8uOJXWC0KpYxlbC3K+B0UFkXodoXFEkpZHdpOY/yjGfisNH9Ohu4O/T5w2+8+cSoZNhniKYQQQiTThAxxVEq1AbXjvuPkKAXak12IFCN1EkvqJJbUSayZUCcLtdZlyS7EZFBK9QCHkl2OKWYmvAfGk9TXyEmdjZzU2cgt11rnTdTOJ6QHbTp9OSults2U+RTDJXUSS+okltRJLKmTaeeQHM+RkffAyEh9jZzU2chJnY2cUmpCJyBLfnYhhBBCCCGESBESoAkhhBBCCCFEipAAbWh/SHYBUpDUSSypk1hSJ7GkTqYXOZ4jJ3U2MlJfIyd1NnJSZyM3oXU2IUlChBBCCCGEEEKMnPSgCSGEEEIIIUSKkABNCCGEEEIIIVKEBGhCCCGEEEIIkSJmRICmlLIqpX6klKpWSrlD//+XUspm2uYGpdSLSqk2pZRWSl04zH1foJTaHtpvlVLqixP2QsbRRNWJUurC0LbRPydM6AsaB0PViVIqTSn1M6XUbqVUr1KqSSn1V6XUgmHse1qeJ6Otk6l8nsCw3z8/UkodDNVLl1LqVaXUOcPY95Q8V2YapdQdpuO/XSl1XrLLNBmUUucrpf6plGoIvWdvjbpfKaV+oJRqVEq5lFIblFIro7YpUko9qpTqDv08qpQqjNrmJKXUxtA+GpRS/6GUUpPwEseVUuo7SqmtSilH6Lt0nVJqVdQ2UmcmSqkvhb5THKGft5VSV5vul/oahFLqu6H35r2m26TOTEJ1Ed3+aDbdn/z60lpP+x/gu0An8EFgEXAt0AX8u2mbTwLfD/2vgQuHsd/FQC/wG2AF8DnAB3w42a85iXVyYWjbE4FZph9rsl/zWOsEKABeBm4ClgNnAJuA/YBtJp4nY6iTKXueDKdeQtt8ArgEWAKsBB4AHEDFdDxXZtJP6Hz3hY7PitDxcgILkl22SXjtVwE/AW4E+oBbo+7/FtADfBhYBfwdaATyTNs8D+wDzgHODv2+znR/PtAceuyq0L56gK8n+/WPor5eBG4LvY6TgH+EXlux1FnCOvsQcCVwHLAM+HHo/Xay1NeQdXcWUA3sAu6VcyxhPf0AOEhk+6Msleor6ZU0SQfiWeDhqNseBp6Ns20pww9GfgYcjrrtAeDtZL/mJNbJhaFtS5P9GieyTkz3nxh6vSfN9PNkhHUyZc+TMdRLfug1Xz4dz5WZ9AO8A9wfddth4O5kl22S68GJKUADFNAEfM90W1aoUfKF0N8rQu+D95u2OTd02/LQ37djXMzIMm3zb0ADoezTU/UHyAUCwAelzkZUb53AF6S+Bq2jAuAocDGwgVCAJnUWt65+AOxNcF9K1NeMGOIIvAlcpELDp5RSJ2KcwM+Ncb9nAy9F3fYisEYplTbGfU+0iaqTsG3KGO72qlLqonHa50QbTZ3kh/7vGmSbmXaeDKdOwqbieQIjrBelVDrweYwP652D7HcqnyszQuhYnkbscXoJ40rqTLYY40p0f91orV3AGwzUzdkYgd1m0+Pewug5Nm+zKfTYsBeBORg91lNZHsb0kvDno9TZIJQxnPxjGIHtZqS+BvMH4Emt9WtRt0udxbckNOywWin1mFJqSej2lKgv21AbTBM/w/hQ3K+UCmC87h9rrX83xv3OAl6Juq0ltP9SjAg8VU1UnTRhXDXYCqRjDI98VSl1odb6jTHue6KNqE5CDbX/wejSrh9kvzPmPBlBnUzl8wSGWS9KqWuAx4BsjNd8mda6ZZD9TuVzZaYoBawYx8WsBbh08ouTUmaF/o9XN3NN27Tp0OVkAK21Vkq1mh4/C4j+/Ggx3Vc9biWefL/GuEjzduhvqbM4lFInYdRRJkZD+Hqt9R41MI9X6stEKfU5jCGhn4xzt5xjsd4BbsUY5liO0bO1OTTPLCXqa6YEaDcBtwA3Y4wRXQ38WilVrbV+cIz71lF/qwS3p5oJqROt9SHgkOmmt5VSi4B/xbj6kMqGXSfKSAbxZ6AQY/7RUKb9eTKSOpni5wkMv15eD91XijFf6e9KqbO11oMFWlP1XJlp4h0nOUaGoeomXj0Ntc2Ufx8opX6JMQzqXK11IOpuqbNIhzA+Owsx5u48rCITlUl9hSillmPMCz1Pa+0dZFOpsxCt9fPmv5VSW4Aq4FPAlvBmUQ+b1PqaKQHafwO/0Fo/Fvp7j1JqIfAdYCwBWjMDkXJYOeAHOsaw38kwUXUSzzvAx8Z5nxNhWHUSCkT+hjHh+0Kt9VDHetqfJ6Ook3imynkCw6wXrXUvcCT0s0UpdRj4LPCjBPudyufKTNGOMYco3nEarHd0JghnQZsF1JluN9dNM1CulFLhq8+hrGZlUdvEq1+YonWslPoVxufbRVrrKtNdUmdxhAKNI6E/tymlTge+hpEwBKS+zM7GuAi415Qg0Aqcr4wswOHsg1JnCWitnUqpfcDxwNrQzUmtr5kyBy0b4wvVLMDYX//bxA5puQzYprX2jXHfE22i6iSe1UyNoVlD1kloHtDjwMkYX7TNDG1anyejrJN4psp5AqN//1iAjEHun8rnyowQajhuxzguZpcROR9hJqrGaJT0141SKhM4j4G6eRtjPtHZpsedDeREbXNe6LFhl2FkUauZiIJPJKXUrzF62y/WWh+MulvqbHjCn51SX7HWYlwcXW362YYxvH41UInU2aBCr+kEjDZIapxjE5EdJdV+gD9hjAO9GmNi3vVAG/A/pm2KMU7kCzG6Hj8b+nuWaZtHgEdMf4dTYv8vRkaXzwJepkBK7Amsk68C12FchVgJ3B167A3Jfs1jrROMHue1GBl4TiUyPas5S8+MOU/GUCdT9jwZZr3kA/8FnAkswEgq8RDgIZQqerqdKzPpB2OIqzd0fFZgzCtyAguTXbZJeO25DDQC+4D/CP2+IHT/tzCS4dyAkVr6MeKnp96DkRL87NDv5vTUBRgNpMdC+7ghtM+pmM77t6GyXxz1+Zhr2kbqLLLOforRGF6EEXjcDQSBK6W+hl2HG4hNsy91NvBafgFcgPGdeyZGZmYHoc/wVKivpFfSJB2IPIwGTy3gwhhn+hMg07TNrRgNxOifH0Sd8Bui9n0BsAOj4VUNfDHZrzeZdQJ8E2NYggsjLe4m4Kpkv97xqBOML4t49aGJTDU9Y86T0dbJVD5Phlkv2RjrHTWGjnkj8AxwZtR+ps25MtN+gDswroJ6MHrUzk92mSbpdV+Y4P3+p9D9CiOFdRPgBjYCq6L2UYwxX9UR+vkzUBi1zUkY81HdoX19nymWyjv0OhJ9Pv7AtI3UWeTr+FPos9UDtGIkTrrcdL/U19B1uIHIAE3qLPJ1hAMuL8YF5qeAE1OpvlRoB0IIIYQQQgghkmymzEETQgghhBBCiJQnAZoQQgghhBBCpAgJ0IQQQgghhBAiRUiAJoQQQgghhBApQgI0IYQQQgghhEgREqAJIYQQQgghRIqQAE0IIYQQQgghUoQEaEIIIYQQQgiRIiRAE0IIIYQQQogUIQGaEEIIIYQQQqQICdCEEEIIIYQQIkVIgCaEEEIIIYQQKUICNCGEEEIIIYRIERKgCTEOlFJ/UkrVxLl9g1Jqw+SXSAghhBg/8j0nxOSRAE0IIYQQQgghUoQEaEIIIYQQQgiRIiRAE0IIIYQQQogUIQGaEEIIIYQQQqQICdCEGD+2OLflTnophBBCiIkh33NCTAIJ0IQYP7OUUqXhP5RShcDyJJZHCCGEGE/yPSfEJJAATYjx9aRS6mql1LXAM0AGsFQp9YEkl0sIIYQYD/I9J8QEkwBNiPFTD7wMPAz8GTgA3AIUAV9NYrmEEEKI8SDfc0JMAqW1TnYZhJjylFJ/Ai7UWi9KclGEEEKIcSffc0JMnniTPYUQI6S1vjXZZRBCCCGEEFOfDHEUQgghhBBCiBQhQxyFEEIIIYQQIkVID5oQQgghhBBCpAgJ0IQQQgghhBAiRUiAJsQ4UErNU0r9Rin1tlKqTymllVKLkl0uIYQQYjzI95wQk0cCNCHGx3HAR4EuYFOSyyKEEEKMN/meE2KSSIAmxPh4Q2tdobW+Cngi2YURQgghxpl8zwkxSSRAE2IcaK2DyS6DEEIIMVHke06IySMBmhBCCCGEEEKkCAnQhBBCCCGEECJFSIAmhBBCCCGEEClCAjQhhBBCCCGESBESoAkhhBBCCCFEipAATQghhBBCCCFShC3ZBRBiulBK3Rj69bTQ/1cqpdqANq31xiQVSwghhBgX8j0nxORQWutkl0GIaUEplejNtFFrfeFklkUIIYQYb/I9J8TkkABNCCGEEEIIIVKEzEETQgghhBBCiBQhAZoQQgghhBBCpAgJ0IQQQgghhBAiRUiAJoQQQgghhBApYkLS7JeWlupFixZNxK6FEEKksO3bt7drrcuSXY7JIN91QggxM030d92EBGiLFi1i27ZtE7FrIYQQKUwpVZvsMpgppWYDPwWuAvKAKuD28JpNSqkfAR8B5gNeYAfw71rrzUPtW77rhBBiZpro7zoZ4iiEEGJaUkoVAm8BCrgaWAF8GWg1bXYI+BJwEnAuUA28oJSqmNzSCiGEEIYJ6UETQoDD7aO61YmjpYrejga8jnbSvV1YCKKt6QSzSskpX0Tx/BOYX5JPQXZasossxHTzTaBJa32L6bZq8wZa6z+b/1ZK3QV8BlgNvDjhJRRCiGmkqs1JbqaN8rzMZBdlSpMATYhx4PYFeO+YnXeOtuCt2kxF22YWeyt5n+UoBapv0Md6dBp79SL2pZ9M6/wrOP7kc7jwhAoKsiRgE2KMrsPoDXscuAhoBB4Afqu11tEbK6XSgc8DDmDnZBZUnNtANgAAIABJREFUCCGmgz0N3QB8aPXcJJdkapMATYhRqmnv5aX9zby2v5mchje4Qm/mFusOipWTABY6C47HUf5BHLNXk1O2gLziWaTllqAtNoI+N67OJuyNlfga9zK3ZTurHWuxVj/F0aOzeVi/n64TPs41557GqQsKUUol++UKMRUtAe4AfoUxD2018JvQffeGN1JKXQM8BmQDTcBlWuuWeDtUSn0eI4hjwYIFE1ZwIYQQM5cEaEKMwLGOPp7aUc/ze5tobWniI9aN/CrjNWZbm/Gl5aOXXQkrP4h16SWUZeTG3YcCrEBu2fHkLj9/4I6+ToL7nqF8+2Pc2fwUgcp/8MSBC/hN0ce5/pL3c83Jc7BaJFATYgQswDat9XdCf7+nlDoeY87ZvabtXscI3kqBzwF/V0qdrbVuit6h1voPwB8A1qxZE9MLJ4QQQoyVBGhCDMHlDbBudyNPbq/n3epOylUX/1H8CldkP48t6Ib574fTf0LaCR8EW/ronyi7GMvpt5F3+m3QVUPgjV9x086/cFPPBp548nw+9sqn+dr17+ecpaXj9+KEmN6agP1Rtx0AvmK+QWvdCxwJ/WxRSh0GPgv8aDIKOWbBIOgAWGVY9Hjp9fjJyZAmkhAiOeTTR4gEGu0uHnm7lse2HsPe5+O0Yi//XPo8JzWvRfX54eSb4Jw7oWLl+D950SLSPvRruOjb6Lfu4aPv3s/Vzq3890M38tRJt/Dtq0+iLC9j/J9XiOnlLWB51G3LgKHSI1uAsb3BXF1QtRGWXQFpEzxZ/uhr4LbDSTdO7PPMEN0uHxsOtbJyTgHHlefy4r5mMmwWLlxePvad93VCdvHY9yNEMjjbQFkgp2R89hfwQet+qDgJLJJY3kwCNCGiHG1zcs+rh3l2dxNaa65ZUcQ38l9h3v77UE1ueN/H4by7oHjJxBcmfzbqyrtRa24je/2/8sOah9l/YANfPHgnH//gVXz41LkyP02IxH4FbFZKfQ94HDgF+BfguwBKqXyMTI/rMHrbyjCGP84D/j6mZ24/DEE/OJuhaNGYdjUkt31i9z/D9Hn9AHT2egEjCZTbFxj7jjuOQuN7sPAcyJ8z9v2JUQkfy8w068Q+kcsOmQWgFB5/AKtS2KxTPAip3mj8P14Xg1r2Gu+LjLzJaVNNIRKgCRFS097LPa8dZu17DWTYrNx29gLuKN1B8dvfgKoGOOEauPQ/ofS4yS9c2TKsn3oG9q9l2bPf4HHXd/jl09u4q/Jz/PD61eRlytAmIaJprbcqpa4DfgL8O3As9P/vQpv4gZXAp4ESoAPYCpyvtd49+SWewgI+QIF16jcrYvN7DlMwAD4XJJh/jC+U0dfdjTurYuIDhDhaHW7K8jLG58KezwXtlTDrZJhCFwpf3NcMjH+WwWBQoxRG3fZ2QNXrBMtXsbW3jGaHm5x0G5eeKMsrRggGjf9H/aabvqb+J6kQY9Tj9vHrVw7zp801WC2Kz5y7mC8t66bw9Tth+3swezXc8AdYdG5yC6oUrLwe26LzCa6/i2/uf5wdB3bwmdq7+M7NV3LKgqLklk+IFKS1Xg+sT3BfH3D9xDzz2BqsvR4/GTbL2K64aw1+z4QPsTzS2sPc+vVkpafBqg9P6HOltNrN4GwZpHfBOCeau12809jMBaUOCmcfN2lzB+u7+the28XJ8wpZXJoz9h3WvQu9bZA/b/yGvI3RpsNtWC0qKXO11+1uZHZBFmcsLgZfLwC9jnaae/OM30M9s6O1t6GbRaU55E6HuZF+L1iiXkfDDvD2wuLzklOmFDPF+1qFGL1gUPPk9nou+sVGHnyrmo+smcebXzmN7/EQhX+5EhxNcP198LnXkx+cmeWUYPnIn+DDD3JyZgsPur/O/X+4h7++cyzZJRNCjJNXDrSwpapzbDtp2QcHnzV6OiZIMKjZ1+jgUHPPpFwFd3kDeP3Bidl51UY48OzoO4OccVdmGBDasb3PR4a7Hd+x7dC0a5RPNnLdLh9gBP/jInxepVCvaWevl7YeT9Kev6k78r1m6a7H5usZ3c58biOQAZweP0fbnLxT1THWIqaGA/805s4GQ+eiUtBZNfR7KAGnx48vMPC50OH08Ozuxon7rJgEEqCJGamus4+P37+Ff31iF/OKsnjmjnO4e/lRyh4+D7Y+AGd8Hu7cCu/7WGpOXFUKTroR2+1vkjVrOb+z/RLXum/yH0/tmNIfSEJMH6MPVhxuoyHd0TvGhmaPMZQLv3ts+xmGwCR97Ly26zAv7x9dI25IvW3gdw8/zqzdbFz1HzGN0qE5bX7jGGutOdbRR5z108eFyxvgSKsTCMWJ4/I8xj66+vx0hebrpTKtNc/sbJj05y1rfbv/9y1VHcP/jj74rBHIBHz9N03I6RHwJ2eIodsO3XXjsqtXD7Tw9tGB4LWyxUkgqLH3jfy8DAQ1wWDyh1ymYMtTiImjteav7xzj8v99g32NDn56w0k8ffMCTn7j8/DErZBbDp97Fa76OWTmJ7u4QytaiO2zLxI84/N8xvY81+/6HF+575+0O5N3BVEIMYjg0I2zZDV2252eYfeuNNpd1Hb0Dn/npkbmqLUfoaLlDSyu9rHva7R6B567q6mGjmMHYrdJ2Ng1d81FblPb0cd7dV1UtY+gTkdgx7GuyBv2PgW1b8ffeIQ2H23jjcNt47KviRSYwEZ3uHcymgIUAwlmWhzukb1vAGreHEPJhmH/WmO46kh010NL9AomydU1imAsQl8nBAM8u7uRjSlwPkuAJmaMdqeHW/+4le/+Yw+nLCjkxa+ex8esr2H5v7Oh5i24/CfGcMa5pyW7qCNjy8By1X/DRx5mVXoTP2n9Enf/5rdUtTmTXTIhhFlbJex7ur/XJBHLcMbY+WJ7xVzeAP54XVlHXjXSY0cJBHXE9m8daeeVAy10u3ys29XIkVYnz+xsiJvBcGtNJzvr7ARCwYhG0+Z0U9/VF/v8nVWw/xlwO4Z+XWBsFy+QdRlDPm3+OM8xGbpqoWqD8T9wtN1J9Uga2/7w8DdNrjO00kNomGB4eJbHN/quSH8gyLaazrjHK27M6Aj1JgVHnqHS5fYS8E/MhYSmbhdvHTEF4Z3Vw7qwMZTxSIzi9Ph57WALDXYXz+xsoCYUUG841Bp3e93/zxjK0dcx6hmtvkBw4HzY86TxE89Ie7KObTHS44cFA9C8J/G5dPQ147nbDiXcZVBrqtuduLzjkDF1pLx9RhlDPeKOBAH3ZJIATcwI22s7ueaeN9lS1cEPP7SSR2+Yzdx1N8O6r8Cc1XD7W3D2l1JqLP2IrbyOtNs3kVk8j597fsTTv/su26qnyXh1IaaCo6+BPU5Dx91tXJ21h+aJ+gYCjD6vn7rOyIAjYfvN4zQCM2erMfypuz7i7pf2N/PmkQS9S51HY27acKiV9XuaYm7fX9dKhrOefY3dAPS4E/eq7W3o7v+9tsNIQhHD0URQawLhAC3gN7LcxeP3wOGXoHE0Qwdjaa3x+EMNPp8LGneOeDiXzddDecsbxpw+MBIZxDvOg/F7jUADo1clwxM6TqFkEq5QI1qPYWhsXZeLlrZW6vZtHnQ7ZW7uux2w7x/QVYvbF+hfWiDM4fbxzM4GnFE9q7tf+xtHG0PHcLD61DomuHL7AvgCwYTDOd+t7hwYBWKvg4btkcFAEh1pddLj9rOtprP/77hCgUqzI/ZCSvT7+5+7Go05nBNg0/Y9vLg3zrDOYMD4TDLrrDKCKPPx8nuN98xQAXJ7pRF8tR8euK1qo/GZCAPPZb4/SrfLR0evlz01zcZ7bLT8HlRghBcPgqGAzBXn8ytJJEAT05rWmgffrOam+7aQkWbh6dvP5pa017D8/hyo3wpX/xJu+ScUL052UcdHyVKyvvgq7qVX8K/6Yer+eCsv7KxJdqmEmPZc3gBeRzvUvRNxuz+gqdz0FO6DLwMafzBId89AY2zT4XZ2HOvi7aMdvHnYaLQnvMJe+YIRmLlC6571xQY5iYZaoWMbWG5nN9m9scmFdM1mirt2YgkYjcv+hnScq+P2vqjnS9DoPtDk4JUDrXBwvTGkqur1uL2A/UMhe8dniNH+Jgcv7G025v3Ub4OOI+Bs5Uirkz313UbQGyU6SClr3UyarycisO6u3JT4SaPrIBgYaADGud/tC1A9wqGN6xI06kvb3yWju8roETAXyRT4tfa46fX4jV4CdyjAdjSy4VAbm6KGdtV3Gj18TfaB5BfOPhfWoAdHKGiraB1kCF79VqPX2OTFfc08t6cp7sWBaE6Xi2OdfUP2Oo9KvCBlvDRsB6DPG0BFBd3R726tNQebh+hd1hp0kF6vP/78qOpNxk8wONBb7u4mv/Udirr2xm5fv9UInswXSsIXIAJGXR9tc9J46F06avexfffAqiNefzC2lzb8+WL+nOlt6x82OBLFdS/Boef7/95a08kblcP7PHC4fWx74WGslXET90aw93kTB9gJaD1589MkQBPTltsX4KuP7+RHz+7n4hPKWXfbMlZu+Dw8+zVjGOPtm+H0z6RmEpCxyMgl5//9hb73f4vrLW8w6+kb+OsrWyZs8rkQwui92t0Qu2B0R6/RkD3Q7GDnkWNUtjg5tPWV/i/5cEOntcc9gqQgo3gvx3n/l7VtpqhrT8RteY7DpHuNq8gq1Nh6u6rDuLK87x/gaBz0acra4sxr6mnq7yHadqRhYOJ+ME7P3LH486LqOvuot498aGOT3QgCfYFgf+OxpcfDvsZuGuqrjaA3NGQRBrLlmSlig1tfYATHYN8/jGH04f3pcG+ZwWsaZtrd5xvo8QMI+Ojpc0fODdz7NLn2AxGNeq01B5ocqPBxDgX5ftMQtzRvN2hNt8vHgWYHla2RAV7E84YeG54vZX613qZ9US8wcV101B+m2eEyhr9FnYNDzQnTWrOzrpvWHjdu/zhlnjRr2GEEKd7Bzyt/21He2lMZ9+LHcM+CkvZtlLUaPZsRF2BcdlTQi80XGyhorTnU7MDh9mGp3cTcBiNo8UYPYw4GjOyHzhbjAk71RmPx59AcMZs/TvAf7imqet30QiM/f/Y2dHOkpZvqjl46TZ9Nuxvs7G3sJlLoNQU8lLS9y5yGFwbu6qoxPUfkRZmg1rh8kcfW7vLhN/XYNdpdxvyyeBd0QtI9XWT2NfH6wdZQaYYeEruxsq1/lEC8CzXxhlruaehm3e7GSWlPTbOWqRCGdqeH//fAOzyzs5FvXL6c+85sI/+h8435A1f+HG55BooWJruYE8diIfuy7+K98VFOsDZyyaabePDxJ1IiM5EQ04Zv+AGDMd8rQJ/Xj0UP3di0BLygTQ2E0PA4wNTQHXpmij8QpKrdyZtH2vDam+DQC0aDLuDHEgwHSsH+z4Z8R2X8HYV77YYI0NK9XcZQwtaDRoMvzpyXeMO++rmjG36GHce6qGobXn0Hw3PrqjZQ3PwmloAXZT8GaALBIDvqjNeS5usxtjMNazrY7KDAvp+59euxeMMBTFQ9t+6nZbDXEI/H0d+oy+iuSrhZm9PDhkOm3oL9z7D3jad55UAoc2XABzpIXk/kkNWOXm9oHls4QDOadxsr23hxbxM2TzflrW+S54g/xCwiwYKzFdwO9jY68AaCFHbtJr19YIihrWOQYWp9PhrtLjrtdvC5qO7opb7LZQx/sw+9FEx0wzccxEWf6f5AkE2H2+hprDTmQ5ka9JaA1+jBGmpYXvi4Bwefb9Rb/Q4ZtRt4p6pj5Ak+ANBkultI93aR7jHNJ+uqgSOvMKfxZSpaNg5sfuh52o9sx+UP0OPxU9vRhwr1KBfY91Mb1dvqr9lMMFxv4aF9je8NzDEcw7DZgVcwyGeNt3dgCGrHUTI9bQNZSuPxuejz+NlW20llSw/7Gh14/TqiV25nnb1/fqzN6yDHWWsEn53x3ztlbZsp6RzDsOg4F4Ze2t/c/3tnr5dndzeOuKd7LKbwhBsh4jvc0sNtf9pKW4+H39+0gisa7oW/PQgVq+DWZ6F8RbKLOGnSV11LsHQpaQ/dyCcP3M5f76/io5/5Juk2uTYjxJgF/EaDufUA6JEtFF/X1cfCksSLBc9uehmfLRe42bjBFW8o1uANL7c/yMHGbvxBDZngq9tBOi7wOiPnUOkAr23bR44vuvERuf/OXi/ZuQHMy16HlwQw89dsxubuAls6ENszk1CCBnVsT0soMYnWaA0WS2TjcUNlKz1uP3PrjWCzxL8NiwpCdh57GxxQMrD97oZuTi2P3Huu0wiGbR47EP9CnsvUmNRaR/SK9Hp8ZKSnRSwy7g8G2VlnZ25hVsy+Groi184KN1T3NzqgyUGaufcoaqhqeM2vXaGg0wjelREM5c1Gte5nbs9hgvPOBCDdFz8A3t/kgOLQH9VvAODNvRiAnN46aGsFzhwyQN9QafRgzK1fT/HC4qh7hw4U6k110eLw9F+LUJ5uI9hfdC7kzaLN6cHucNJU+yZ5FflgTYe5pwKQ7zgI6b2QVTys6QsefxBLIEhavEXhOwYCYVec5CvhuXRWfy9KB/Gn5fXf19XnjTn3C7oPotTS0A6jety7G8CajrOnm5rmOvIzBxYwD59euc5qqo7NorlnFhk2C2ctKeG9A4coyLCwrGKYmad7O+IOeQ5z9zlp2/tPbOmnDFwMShCfubwBOt95irmF2Qn3F6jfTlO3mzmFWUYCJJ+LttAcw/DcxrZDb9HUHXnRw+H2U5yTTkVraDhxQbExfDOryMhsefwHQFnQYxwO7fEHcPV5KchKY0tVO8yK3aa2popAILf/QBzrnPhERdJKE9PKtppObvi/zbh9QdZ+tIQr3voYbHsQzr4TPvfajArOwiyzVlL0lTdpLTqVTzTdzfP33EmfJ/kZioSYFlr2Qnsl2X31CTaI37LZWWdP2KNt6TEawWl+Jxx5xbhCbd7UHWrYtR+muameNudAwya7t54dO97F5Q2w41iXEZyFRCSgMF/h3v8MhW3vUmiPHro2oLHbTVW7k737dg2ZZMPjDg2HatiB1po9DZFBQbwsgwA4m2NuarS7eHZ3bFDg9QfZ1+jg+e2VaNMQRYBARw05zpr+v8NDNtEBfMEg5mMSNL2W6KFWOZ2RiSm8/mDcLJnR1fHKwRbW72mKSKzRGBpq2e70xiSJqGyJnyDicGsPfd7Eva3pnk7eOVRL7caH8fUYPWz9Q7uadkHlC+T3hHq7hkiaoLWxP+P32OPbX0+1m/szd0bzjXExvOgkJe9Ud/Sfsaq/B7cBumrYu3c3SvsIH0t/2xFae4w6VonK5+mjtG0LlkDkUL5XDrTw3J6miDWz1m89yMGGDoL2utghheZ9BoIcaOphVvMGKlreIN3T0b98QdzlMrSOTNJiVrcFqjfiCb0/Er5PMOZPtTiMhayVDuIIJfJx+wJsq+2MTTkfGr5Y1e5k35tr+7OHBrWmLyoBzKHK/bR0dZPTW0uaf/DkJXv27aGp2z3oedrU7abZ4R50AfG+OMMJLYl6NkO98x57E/Z9L0cMHzZTQa8xWkBr45zW2phnFzWUc0tVJ0fanPiD2vjMBWy+XubWPweeHuhpIa95S0Tv88662OHs40160MS0seFQK1/883bmFGTxxLkNlKy7BdKz4ZNrYelFyS5eUqmcEuZ/+TmO/ukLfKjuL2z8ZQMn3/Fnigryhn6wECKx0JVoZboi7fUFoL2GdJslYg2kaL6WA6R5Nb70wv7bnB4/GQ0DiUZ0Xxeq7RAREVooe6PWmvrtzwFQlmv0axV17SLYBe8VLInoLcl0t4InHzJsg149T+TgsWb6r88PkbBBexz40yzYLBZ6IxpeocZ0UNNg72OOeeCU32Ms/GzmsmOvO0q8S9rP7zUSTMxt2YjOKCKQP59A22Ey3O0UdSUONAF0VITk9AZobu3B3hiZqEEFPBHrt+1usGO1KE6ZH9lbGtQai2ugrkvat+NPy+VIaw6r5xvHNhw8BMaQLn5vQzfHFdtIDw+V9HQStBi9LPmOI3QW55Col8rh8lGIcR6UN2+MuT/T1USmq4nOotXovDiXFTRGYxViejrCqtqGP/yrtG0LGZ4OKFgBi88DjOQh0fzx6qt+G0VdnTTPurC/d/Vom5ODGAkvBo6vkcHzUHMPi0pzaHzzcTI8fmY3vUJ76Rlg6vTJ7Gti7zHNuSfMA6Ci5Q06OwuoLsqlq2Pw3pKmbhcFod/L2rZAdnTP4YB0X3dEgB4RDId+bwzVb6LAMMPTgTcj9BzNkck7wnMVu/q8kRcTjm0BYhPg1LT30tnn5X3zCvt7EMNFsgbcRnIcINGFptzW7fSZHmNehNvtC5CZZo29nqN1xIWRRHtXHgfkRY0y0EF06POvctdmPC4npy6IP3qhrO0dAn0+Xg/MwV20nCtLWo0hku5uWHhO/3b2Pi/R75wsV6Nxi/0YpBtlsAUmd3kP6UET08L63U187pFtLCvJYP3x6yh54Q6YdRJ8YdOMD876WdNY+ukHqVx1Fxd4NlB3zwdoaoqTflcIMSabd+5hd4OdypYe9lcnfo+563ZS3voWWX2NzK1fDzrA3obuiJ6u+i4XmsiGXFBr+nz+iOGFdV19WE3rg7U5IofNgREc7G9y4D7w0rBehzK1WPp7YobhYLNjyCvMTd1u2p0DjcWg38uuejudvd6B13rkFfpqtyfchznL5Av7mtmzbSP0xM8MqBQJA8ttNZ3sa0yURS+y6RgvsYWu3mT0dIZketrIdVYbqb5bIoPFiDZzZx/dpiyYed2VlLVuxuZ1gKeHDHfkkglH25y8vL+FY+HEHUpRaDcy9GV42pnd9GrC3iOzcC9BPOGEEv5gkOzmrUaPUFjjewAJe0vCSUsyXbFrgnn9QQj42Lxrf6i8of06jZ4/t6ODufXrjblGEYz639fYHdOotwY89Hr9uH3GXC0zY3kFo5e1ur2X1w+2RvRoFnQfDPWmgiXop6RzB6V1L8GeJ9lebQyZS/d102wKRm2+XvK6I+doZrjbsDXvjLitrWeE8xOjxOvB7DC9V/IdleR3HwSg2T5wLH2BYESPea15GF7UfFlvIMh7x7roDPW0mZ8ys8eYK5jlGngvJZqDFh7aG364OVFSdCKR/qfoaaIjXu9ilPeqmtlfGbVumqOB9+rs7G9y4HUNfkEgzeegwe4ip7ee7I49uFsOU9PuJOjz9F9sMKsxJQfqv+Dm7g5ta5Q+t+coWX2T026SAE1MeY9vPcaX/7aDi2b7eDr7x2S99wCc9SVjvln+7GQXL7UoxbIbv8/h8+5huf8wvj9cQu3h3UM/TggRV7wL/AG38UUfb35WPMWdRsPX5nfFJJ9o6XHzRmVk+vMjrT3sb3RENMZaHG5mNQ9kZCtr24IvLbKHvKvPR5/XT1O3K3b+SwL59gPYouamBUJzbsJD4hL1yG2r7aTblbghdrC5p38Yl9tvrI1V1e6MbFhCTKBS1GV8Zs1uehWA9+rs/YFTdCPebH9TOAiLbGzmOquZFdrXaDQ31vb3jJkb14F9zxBoHrw3r7LZ3t/gy+8xMmhWtG5CH3qB0vZ34j6ma9BFdMeYEEIpvH5jvpy7o5bS9ncH9hr0J0yOEh5SWmDfT0nH1pj7j7Q5oWkX6XVvRgw/BSN4O7LbGKZWaN9rJPnofzUDva5Otz8iWU74fRO9RhsYiWje3l+F2524tze8ltnAnMbQY9sHksZkmALU4s7t5PccxmrKilja/i45vZFBZfj87YweZhhingNuHi56sNnBnobuuD1njd2RF1zyeo6S5u2mvmYgYPQGgtSFFoqP7imL7say93kTDlVVQyRNidhWhXcff1/969kBHl/AOFZtB2O2s8c5p3Nbt9JXGdnbe7i1J5T5MXIOaFh+d+xC2Jagh6y+Zg63Omnv9eLsbIbKF2O2c5jOI2vo4g+Oxv7FtdO9dgq6D1LcuTPmsRNBAjQxpT2wqYpvPbWHWxe0cV/f17G1H4SPPAxX/ASsaUPvYIY6/pJP0fihx8nXTvL/chWHtr6c7CIJMeVordl0pJ1ttZ0RPRcF3UMvqltgH2ybeFerjf139Xr755sM1lmS7u0yDU+K3KuGYa0zZg30keesoiTUSA97bk8zs5o3UNb2NjnOmv6kGvGYh8NZo4YIdbu87KztgNaDESmt252eiLWTCuz7mNX0Kjbf0Iv57jgWf6FZrQd6fnRkTYTKFht42F3euOFOdEDQ4nDzXp0dbyAYsX1Qa4519g2aklsRpLhzp5EC32R7gtcBQ6enb+3xsLveTqNp7bL+hbGj1b0TEdRmeDr6G/lAZLyndeR9DNRFYegYmc8F8349fmNuVHjbMG8gyAu7ayNS2M9uejkiSAurbO3B5fNTHyqDNWqdPhX09c8TarC7yHXWUFC9PiKgira7fuBCRbg3LqH+5zG2yXAnfg8NdqHAYrqgcaBp4Jx2evzDT6gDMe+7RENM0732mB60eMXzB4N4A8GY3kgAlIVndjb0H8NohxLMo6wxZb1sc3o42OwY9KLNYJwe/5BLHeT1HIn7WIv2DbtuM/ua+ofJmoeJmpcriJ7HOBFkDpqYsn6/8Sg/ff4g/77oAJ9u+zkqfw7cth7Klie7aFPC4lMvobHgRQJ/vpFFz36cvd2/ZNWltyS7WEJMGUFtpM82i258xF2DCKNxpbNyI26raNlIw7yrEz6fNxDkaLtpGM4Iyxs9THK4ohfaNTeJBkssEi09KgixBjwUHnsJf3E6u7tLMPf3NXfaSQ/NiQkPyetfFgAjS+BImIdb5fTV0522goLu2Cv50fzOdqLTOiRaVHh3vZ3ZBZkRt7l8QXYcGwgCNBqvP7bu4wWIZnPr19ObswBH/jLTrYnPAG8gGNHrkuWKnd8VZg5qMzwdmI9SOOlIV5837jBQc11EvwbzMNdEQeXuejtzeDmmt9fm78Hm7o1Zp+9Qc09Ez7FZads7MVkqXb4As5o3JHxfGb1VA/W4t7EbKoZ4b4Qa76VRFy7MEg+o0QDTAAAgAElEQVSZBduBtWwquYw1aSMLyIaiB+k9dXr8Eb1q0YF2i8ON3ZU4iNEqtj+nvqsv4gwc7qLPh0e4OHRY9Puu//WOstM4q6+xvxfWzJyuf2e9nex0G7aot1q8x403CdDElPTgm9X89PkD3DvvVa5pfggWnA03/QVySpJdtCllztKVtN/+GlV/uI4Vm/6F93o6OeX6rya7WEJMCcFgMKZRGt34yHTHzscJi9euUEEfwahxk+EhVLuj56iPMEJrNzXQzJP54w0RAyMJBUQmQIGhg4lEojNdlrW9jSXThj+YFvMc9V2xE/KjtxmtXGf1oAFLxHPWvDGifUcn0Ig3X6s3zm3DCXRzeo/hzizr/7s/O+UYjGTB3W6Xl/QR7HskFwGie3vL2t4h3jskUXAGiZcQGC/hCwU5vXVYA7FzPM0GC7y6XF6C9dtoUYk/G4azr+he18FUtvQMejxahpg3l+Zz4DGdexC7nqE9Qc/YUPseq9F+Kgw3yIr3HjYPfZ0oMsRRTDmPbqnlZ8/u4rGyh7mm/SE4+SZj4WkJzkaltHw28/7lRXZnruGUXd9n26P/NmQabSEE+ALmhtPI3zPxUrYX2vfFzMFKpMUx+mE25kxyiXqEwsOFLMHI5ylvfXPUzxvN4fbHJBMYjUxXy9AbmQzVwA5zxUn/PVbx0tEPN/gs6RhImjLcIHMwQw2XNBvOAuvjZ/jl6h33YzT4c48kwE+0+5zeuqG3G8JgyV6iRS/tMFIF3QcnZVjfaHQnmOuXSEBrOpyp+VrMJEATU8rjW4/x87Xvsq7wfzir5yW46Htw/X1gy0h20aa0vPxCVnztWd7NvYQ1R3/D1vtuRwfHv2EihBgQLxAbyZXZwdYeGoyRKXFUD50wg81jG46Sjm3jVJJIiebWTBfxevMSSTRcN9nah9HYzu2pivg7zefA5o9/IWQ8L0DEE04eMsaYaURGEognMpwhwcnQPMILVUfbnFR3pOa5bCYBmpgynt5Rzy+efpNn8+5mmXc/3HA/XPDNsV8aEgBkZmZy2teeYHPpjZze/Dd23HMzfm/qX2USYjoZ7fDBkRqPXquZYnJ7jibXSOYDBSxT90JoQfeBmNvC8+uie4jHayjtUNqmQC+OWfQQ5VQxnvP4UokEaGJKWLerkV8/8RLrsn/IAppQNz8OJ3802cWadqxWK2ffcT9vzf8Cp9lfYN//fgh33+gm9Aoxk4zHkCUxc0UHCanIOgXKOBrmYaNCpAoJ0ETKe2FvM//392dYm/VDKtLdqFv+CcddmuxiTVvKYuH9n/k5W1Z8j5N6t1D1v5fjsE/8hFghpjLbCOaDCCGEEIORAE2ktNcOtvDHx/7G39P/i4KcTNRtL8D805NdrBnhrJu+yY4zfsHxngM0/+YDtLU0JLtIQgghhBDTngRoImW9UdnGX/7yEI/Y7iarqALLZ16C8hOSXawZZc3Vn+XghfexwF+L8/eXU18bfxFIIYQQQggxPiRAEynp7aMdPPnovfze+gus5cdj/fSLULgg2cWakU666CPUXf1nynQ7/PFKDh3YnewiCSGEEEJMWxKgiZSzraaT9Q//nF9Z74E5p2C7bT3klg39QDFhjj/jCrpufIo8+ih67Fre27452UUSQgghhJiWJEATKeW9Y1288scf8F+W3+NfeD5ptz4DWYXJLpYA5q96P95PPovVolj0z4+yZdPLyS6SEEIIIcS0IwGaSBl76+1sfugbfFs9jPu4q8n45N8hPSfZxRImZUtPIe1zL+Kx5rDylU+y4aW1yS6SEEIIIcS0IgGaSAkHGrvZ+cAdfIkn6F1xE5kffwRsU3dRzOksf84y8u94GUdaGWe99VleXPtIsoskhBBCCDFtSIAmku5Is51D99/KJ1iP432fIecjvwerLdnFEoPILl1A6b+8SkvmYi5+76us++u9aK2TXSwhhBBCiClPAjSRVDXNHdTe9zGu06/RueZr5F/3P2CR03IqyMgvZ95XXqYuZxVXHfo31j70U4JBCdKEEEIIIcZCWsIiaY7VN9B53zVcot+m9Zz/oPiaH4BSyS6WGAFrdiGLv/o8NYVncn3dT1n7f9/DFwgmu1hCCCGEEFOWBGgiKeqqD+F/8HJO0odouPgeyj/w9WQXSYySSs9h6ZfXcaTsMm5o+y3r7/kXXB5/soslhBBCCDElSYAmJl3DwXfJfPgKynQ7jdf8lbnnfyrZRRJjZUvnuNsfp2redVzX/Siv/vozdPd5k10qIYQQQohxpZj40V4SoIlJ1bLzBQofu5Yg0HbjMyxcc0WyiyTGi8XKkk//keqlt3BN31q2/O/NtHX3JbtUQggxqQqz0pNdBJHiyvMkS3Uq8mSUDmu7DNvEh08SoInJoTUdr/+WkrU300Qp3Tc/z5JVZya7VGK8WSws/sQ91K66k8u9L7P3ng9T12ZPdqmEEEKIlJCbYSMr3TqpzxlUkhl7OOyFK4e13WQcPwnQxMTze+l+4kuUbPwum3kf/ltfYNmyE5JdKjFRlGLhjT+m7vR/46LAZup+dx1H6luSXSohhBiVRSU5w97WkqKJrjJtkxsQpJq2srOSXYSkapp7ebKLkPKaZ12EPy13WNtW5GdOcGkkQBMTzdlG7/1XUbD/LzykbqDsc09zwqJ5yS6VmATzr/4GzRf8nLP0TnwPXM6+A/uTXSQhUpIzd/G47s+bXjSu+0u28a6fkcpOG35wk8zwzJtWEPd2m0VRkJU2yaVJNfGPTHHOwHBUv214jfOJKIkcn8TmFGSN6/78BbGfJ56MYgK27GHvYzLe5xKgiYnTuBPP787D0ryL76fdxcVfupcVc6dXw0EMbtZFX6D9mkdYQDMVj13BrrdfTnaRhJgkw/8KD1rGt3HWVn7OoPfnZ06t4U69OQsm5XnMjfVRUwDa9OfkhWyOgvgjU7JHMBzLnVGGLy0vCT2Bw3++8Twf0qwDzeB470Nn7qIh9xGwjH0+WZrVwmkLJrZ9lKq9u2a5GbGfTXMKs1hekcey8rwhH99ZfMqQ25y5YvALPt0FK4bchwRoYmrSGt69n8ADl9HR6+Wu3J9x+53fYlHp8IeJiOmjfM21uD/1Il5rNite+Bi71/9fsoskRErpyVsybvtyZ5YPuc1xw2joTCZzIzm+yWlYzisa/hX0iebIXzbixwSsYw8UtMUI5pZM8vd1w7yraJp92TC3Hs35MPCY1fMLh7Wn9tIz0EM0k1vKz6N5zqUjLkkgZ1bs7UrFDVAGs3JO/rAvLJxiet2j0TzrokHPy+H0Ag411DbRezAvM438rDRays+js3h1wsfrYZwbyhSohuskaAqynbkLh9zHZJAATYwvlx3991vguX9lk28F3y27l5/c8QlmFUz8eF2RukoWv4/cL23kUPqJnLz12xx45KsQDCS7WEJMmOE0FCA0eV9FNlpmj+Hzsjf/+EHvt1oUFqVYVp7H4hHMrUomrYx5YAtLhh9A5Zsaut70IloqLhjyMTZL7DHLzxxZ76bC3H82MuaeGFdmBTC8Hpzh6smNvRBQnB3duDfqIDfDRlbU0M6S3AzyogKIWYPMxVHZJTTOGf7cp6A1naGCryWlufjSBr/AkJM+eJBjsww0fc3Has2i4v7fW8vPxZNZhhrkaDbMuxp/en7C+5tmX5LwPn9BZBAQftUnzMofUa9rxgjmFpoDk3jn+lACtmz8tsSfGUvLBh8iuqQ0lxWz8/CNYSjpuceV4sqKDW5HK1wnI36fTcI1IwnQxPip34a+7zyCB9bzY9/NPHXCL/n9Fy6naDyGjYgpL7+kgqV3vcQruR9kRdUfabjnA2hHU7KLJcQYJfimHuEXeFvZWbhDjfKKvKEDtHSrhYUl2ayYlY8jf1n/FeA5RcObr5GflUZJbgZrFhYn3Caw4HzaS88kaBn4DC/NzWBuYeRzxJv7VDLKz/3i7PSYwACMnoWy3OEHrjZTGmxfWm7M5H+tIps/S0tz4w4BO/704fbqDOhYfC2t5e8HYCSjyprnXNoffCwpyyH/9I+TNzd22GK4AW8vXAXAwuLsQXtRgtYM+ipOxVG4goA1k5PnDvSkLCnL5cSTT495jC1Or2ZeZjoZUcdmsF5Hd/YctGXwYOmkuQWsmjNw/riyKhJum2a1UJyTTm/uwiF7tqLp0IEID++NPccg3TpwsHzp8efzwfDPba2s/QFNb44pIFMQyJ2DI3/5sPYzmNEOWywKBebWEQRqS0pz8WQk/rwYis2qsFoseDNK+m8bLNj2hLczvVfHOlcvK80KGZHPadTBCOtRAjQxJQT8sOmX6Icup63Hw4c93yfzgq/y64+fRuYIJleL6S87K4vzv/oIj876NkVde3D++my8h15JdrGEGINEV9iNb/DBhuOYeTNK8IcnqQ/jy78oO52y3ExyMmz05C3Bl5bL6vmFrJo7tmFMZksWL8aTWUp76UADXgGzhzFpvywUZHaUnDai58zOsMUEgKNpDZkfES91dmv5+RF/54Qa7qujhoEpW2RZzMFEIlpDwJoVU454EvX2rJiVx7KKPCw62H+b0RN4PuEOoN7chZTmZlCWl8mS0tyIZzOv5+TNKsOXNx+ABUVZ2KyRpcouG14SltK8TOYP8wIAQF9+bI+djuotzrBZI9oJ5jlEsxYMDKc7riyX980zjs2Zi0tonHs5TbOHHloYPg7h99ayCqPHa8WC2Zy6oGhU61ktLs1lfpzANNwzNLAOnuq/EBB9QSBaae7whqeeNLeA1fMLB92f1aJYs7B40B7ncFw3tzBryCylxdnpLC7N4aR5BQSto+vdz8+wxR2+GX0+gHHBAUgYwCo9SB91goD1hFn5rJiVz7Jzb4DcyGHgq+YUcN6yMtM+UqPdKgGaGJuWffDgpfDqf/Iqp3OV5yfc8pEP8/UPLMcyii50Mf2l2yz8v89/m6dOe5RGXw62v92I89nvgd+T7KIJMW686QWU52XgzizDGmo0RA8Pi26wDNbo6i44sf/3oLIxN9xQLloMykpn8Wpss1aiso0r3A1zr6Bn6bVDNgwhNPRoVuKhWr70Qvqy5gDx2z+DDQMbak5cuAENcHx5LhV5GeSGgiVfenh+yOC9MObse2nxvnfiNLj8aTlxe2HMw9+iZaVZh7zoqIDC7DT6A/chvgbnxDT0Ix9g7GuAPy0votR9Ze+LuD+c4CDcuzYW84ujypY3G6vFErf3KSxgzcKRdzxtZWf1v5LCBL0ecYfZmc7Xojzj3DD34ALkZ9lAWYyewaw5nDg78bnbPPtiGuZdjbakRwzPs+SUYDnpRspyMzi+PNdI0JFVxKIzriX/hIsS7i+RptmX0lpxLg1zr+wPgLXFhrf/HDbXQfh1G+fI4tIccsKfBUsvpsy0iHV0D1N4SF68oaPzi7JZVp7HKfNjk42csTiy58s8jDJR72tftpFxe0FJNiU5RpnmRQXowx2OuaAkZ9DePm96EQ1zr0Br3X9xJ9zrSWbk8TX3TCaSZnofdxSfis2iyMmwkZYTWTcKo2c2N91GXqaNhSU5XHPynAR7NcpTlJ1O1iQsWyEBmhgdvxc2/Ax93wW42mq40/cV/ivzmzxyxwe44VRJoy8GZ7EoPnnt5Rz78LM8qS8md9u99N17HjTvSXbRhBgXHSWnseC0q7h29cL+i1XRF620jgxgevKW4sxdjMouIZ7wle6muZcPNHZC/wWtmVAx0FM0uzCXC5YPDBfLSrP2N7iiFeekk5NhG3xoZX/jangNMv/ii+ksWh3R4I4naAqeMmxWlBpo8nXnL6Nz0QfRQyyyq5WFxctXc9LcAo4rz8OXlj+suWPmwNJcyvBQU9OG5v8SKs5OZ2l5HifMyuPM0HymoR6T+f/Zu+/4uKoz4eO/M1W9W81V7rhTTbcxHUKAAAkhhMCbhHRSdze76btp+yZvsuwmWRISAglJIIHQCR1TjA244d6LrN7bSNPP+8e9M5oqjayRNJaf7+ejj6QpV+ecGd05zz3nPKd6MTPnLIoKwAHjzQHUlBeHp6OFOvSzI9b6eAtmgWPw97782cbaKPtgB1ZbIzvVyVdHKlRUwpqCOSuj1+5Ni58KGctps9JbOD88je3aFVOTJ6UZ9uKBUdKegnloZ+JjDORMJcdhoyyFaYdRNc8tA6VQ1adSWFqJmnsxVC6nrLyS+XPncfEpxnvAnmIvOWh1grKyZFpxVBDTVbSElvLzuWBRfOKJUOCpI9ex2bPDa/YD1mzaylYm2TZjsC6hc4HdaqGgYPgRXoCqoiwqCrIoy3NiUSrhVOdQcBh70SJ0sSZ5ieLp3MERqlXzp8SNQHodhamPXClFc+Xq8K+O8uiRtvkV+SyPGAl351TFHWIguyquxGsWVrBietGQ0z6rC7OZMyUvaj3fWJEATYxc/Wa49yJY+0M2ZJ3Peb0/wrfw/Tx51wUsqk5+JUuIWJcur2H5Zx7g685v0tfZTODXqwmu/b/GBQAhTgBBlTgQ0BYH5BmdkgUV+UwvzgkHQB5nKd6aS5h+7o10liyPeI6d7qJFMHt1+Ar59OKc8KhIwmlQykJVYTYLKgc7sNeumMpZNSVYLIqCLDvZdivzZ8+J+luJTC020lknEsrql7hbEj2CVj/talR2MQO5U+MeGYwJtiKPp83ANLLzYzevVA81I2NKvpPSXAdOm5Vcp41Tz7yA0jyncVV+2tVxj3flGtP9vPYC8pw2FlUXRK258jhLwyMfYAS3FflZ4cBo/vTBDl/klfpZZbnkOW0opSjIjZ/imHjESOGrOp2+fGOaYVz45MhBTz8LMF7/pVMLB0dbYsTeHgoA3JFTDSNeqsjRj3nleSyePT08amlUvDh67Z6Z4XGo9W7x01OT89lGkE10mM57dZHR4Y/cQqK99AwAlk0r4qKF5ZwZSgIy8zwonWP8XDYX5qyBnBKIeC3znDZWzy9nWcyU19hAujqmvnOm5EUHNMqCz1GIPWJaaejtHRohCmRHBEcx0/eCVietU1ZG3aYiD4IxqlVVmEVxjj0q6B1qdMtmsTC9OAdLSfLprX5bXsL/n67ipbSVnRV124ppRSilEiaNaa5YTXBWxJTioshgdahARxl10EBWfOAZauf+sujR4oIqY2psQZaN8nwnZXnOuKmsHaWn4cqdNqJAK2r9XQozE0ZLAjSRut4mePyz6HvX4O5q4i7+iTt6P8WXrj2He249fcTZroQAWFCZzze/8mX+a/4DPOs/A8vaH+D/1blw+I2JLpoQwwpa7DRVrqE/xwhGlk6N6UgoRZbdSkVBFgVl1ZTnZxGwODl13kzy8goSf9ArSzi5QkVBFn1DpeG353JWTQkLk0xRXDC9ksXVhehZ5w9dkSkLsChFfsx5fPX8ci5fXInNanSQ7bbUOjSFOXaWTi3kooXlBHIrqS7MZkZJDk1Va/DZB8saGkHryZ9HsGZ1zFEUZ9aUsHhqIY7KU2DOmnBAvGzaYMd57pT8qA5rlj35iFtVYRZdxcsAWHn2hSyoyCcn8vELrw4HS6GpfEopppfkhKc3Fiy9innn3QgQtZ4rqmWsxvvCE5EQIbLMyQyY7yPsgyMMQXM6V7bdyuwpRjKTGVHTD7VZzsFbjPehOdVORQcHSinmTMlj6bTB92phtiPB9M3B50WOrpaaFwrsCaaD6iTTXcvynNgtlnBw3F56Bh0RgUfsFLzYCuXMOs34oSh6JMrjLAZ7Dg6bhTlleeZaPEMoQK0py6Ugy44Ncz1fktG4WIU5dmwVkesXVVwGwZTXsDnyqRnyIkfoTyQ6Hwy+Lo4EyVtsFgtTi3KMYGOkIzvli+Ju8jjLaC89HXe2ObpfcyHMOBswRuu0xYYnawoWpZhVmoPTZg2POkVmBZ1alI3DaokazQUgtxR/XvQoXKheoengoSnXU/IdJFvnO+f8G8iatypmqriCaca61/kVBcwoyeW8uWXHPeIV2haguWI13YULjebNKoIlHziu443EibVbpZgYPjds+KWRCMTv4cWiD/LVpkuZN6Oaf3xwRfikI8TxynPa+MEtq3h081w+9fgf+VbHfUx74H3oZR9CXfaD8EiEEJmopLgIp9tGjt+Gw2phalE2xbGBGkDxLKb1tVCaU0x2zObBFQVZNPe4gcEOnD2vlFDnxOsoBJrij1k2dFp9ai6E/vbhr/gWz4LWvXE3F5proCrKSrH35CYcPfE6irH7euNuD404rTylBlr34g0E0dgJWJyEwsDegrkElI9e59SEfcs8p82cIrcUgKaq1ViCPpaxFUgySpBtBEKx+8v15s/h9OlZrCwuJddpxeprj+7QWmxgT2EEyBKfCS7RmpiALTvq+BabgzNmlrCnqYc+j9+40Rrdnn35NfTlzeQMe6LpphEbYEdWO6cUvC60xQ7m7iWzp+QxdflpbN+ynhllBbT3G3f48qdBsCFi2uTw2kvPYGbVKPZYq1jCLHZAKTzhX0RPwQK0xRa1/11k4pm+vBqU9uOw2oypd1XlUFhpjHzllWM146zqomxOm1ENllmw/ZFwxuikffGgz/huTf1isiPLKFe23cqBiiuMG/PK0f0tQz6vKNtOfmUBe5p6jBtyS/HNuYx2XUeWvY/yXAcep/G55iusgXYzo7E9a9h9GpQyRpWaKy6Egk4j6UXDltC94cd5yxZD+ztRz12R7CJBxPteo3BHBqIRSTUWVxdit1ooz3dSpAtx2CzhgD2WRSmmFmVzGIZdu7lsehFdhcXk1BlhSa7TxuVzqrAciF2jOdg4+QXFLCkoZmdDd/i28MUfi3VUW/m4cmdgCXg4deW5vLizHr89F7u3e8j1l+kmAZpILhiAnY/By/8OXUc5Uraaz7Rcz6G2Cr54xTzuvGB2wlS8QhwPpRQ3nj6N02Z8gX/+20rOaXiAz2x7FMve57Bc/C04/fYRfbAKMV7OnVMGzlLoNIKUqsJsCK0TiuwtWu1YlCI3J74zv7KmhCffawj/fuWSKqxcCwRgRxtec3pNOAlGViEUThv+irk9GwqnoQLBoR83zKiCKj+F0pZdUbf15M9jILsSvz2PXFctkGTKpzlty2G1sHBKAVNL57LnvVa6ipZw9vJlbDjcDr6AEWzZc1Bel/G0BHXTFgcBiwM99xK8LS/j9HbF/z2bE5beiHtrffimOVPymD7/QlSOnXDX02J25qYsMIJT28gz1CmMq/2NWbNRi86AoD/h47qKFsOi88DTR5u9i6wDzxr1KZiKipjRbVGKa1ZMH1khpp4OZfOY63ay6WgnRWbw5Zy6lDOql4BStPcbnVjflKVQcgbYHLD9EeP5zgJjTVbFUha7nJSSDxgXC65YUsmh1nzKKlNbRxYZW4SSvVC+0LgA4HXBfnf0msLyRYOBk6m7yBjVsVtbzYOaRy0wppY6LcY6pvws++B6ofJF0LILltzANMsL1DXU0x47pbT6NCOxmTX14DSUERHgQKi/X3Mh/Xl9UN8d9dizZw+Ols4tz4fK/MEADQja83BnlzNQNJOCLDtVU0qos11NRVaykVWj3gXZdryOYhzezqh7/fZ8mGluw5BTCgdeijkfDL4a5eYI6FB9tmXTitjf3Gu+8ok5bBaWhC4+lc6A7roEJTZMyTfWt127NH6qc+iRof/xPIeNvOIciDicNavA+MyvWGy8bsMoynYwdZ75t+ZeAu0HwWGeax0j23stb/ZKPP4A1vwyTl2UT2G2nYDLQe6x8ds2SgI0ES8YhF2Pw2v/Ca17cBUt4Pt53+cvdbNZvWAKv37/EmaMYMNQIUZi9pQ8Hvz0Rfxxw2yue+4CvuW+j5XPfg399q9Rl34PFlw18mkc4qSllKoCfgxcBeQDh4DPaK1fU0rZge8DVwJzgB7gVeDrWuvakf2hFC5WFVQbnemiGYnKGfGz0REyViHYmFeebyQOOAQLqwoorymBwpHtzzVUZuq4sqDQ6OjpVAn+5xSaRbNnsK1uMEiaUV1JMHYdSsSFlQWV+aCX0NzkwG/PC4/QhS28CmUGDl5H8j2XLNlFtE5ZSWXLm1C1HHobkj4WjLV8cX/LkQNLbwRPb8LRw/iDrDRG2YieypcbGuWzWMASPYrjtFnxETHC5sxDWwfCzx3J1KtEj9RaG6MF2cU4zUy4UZkszeOHy6uUEZxFslhg9moA5uYCXQ7wuMPlPyVJlsSWqtVgi243f2ENl9dU0tTtHsw0CsbIkD0LGAyatQYqBqfYKaXQWoe/UzoXeuqhKD5gLYodAaxYFD5WXtk0FgZ7mVkznV4d8bii6QmPlaqrlg6uPUz0ulVEvu/z4rOXht4xSSbFxgURVmcuVy+twma1UD/lCrzuAWh/PXHhnAWQOwUql8LBVwAoycuhASPFfCr7nTnK52Nr3Rz+vbIgK/HU05Dq04w6+N3gaoWq5fh1Dh3eBmz+fiyqNflzw9tHDFEuixUWX2f8nEKAluu0Do7EOvOhOmKLkwVXDPPs6BPk6TMHE7OEX9fQrIdx6n5IgCYGBYOw+0kjMGvZhad4Pr8t+yY/rVtIVWEO//uRRVyxpHJcsteIk5vFovjYubNYs/AWvvPEMu7d/xzf7niIGQ/dYkxzuew/jI6uEENQShUB64A3gauBVmA2EJqflAOcBvwA2AoUAv8PeE4ptUxrnXg4JPJvhD7YC6ZCx6HED5p5LrjNK+kxi/ILsuz0uKNHEGLPseHkS7MuwAlU5aeeiCGp6lMjpkVFO3XNjXS3NcQHNHMvhgMvA8b6kpacbGrKcsMB2vzyfAoKnFTOjslCWbbAWEcTmo6pFH57XlQ68ShLb6Q+UJ9wf6bpJTlobWauU1Zaq1YbU6B74ze9X1CZz96mXs6dUxZflxTE/f0RdO6dNiunzyymvC2fbT1NUSMXkdMyjXVcQ0fPyhzd9JUOZqvzF86G48illNLnd4qf8bbs+MDNVzKfLLuVWUmWPlx8SgVef5A39ifvvF+8sJwBXwCcTlgYn6RiWOWLoLiGbEcOafhPCbOnOh7l8AYAACAASURBVGNo0bUJk5poHb9WMGz26rhR7K6yM8Lvm6kl+UA+tCf5mxYLzF4VdVOWw5wiWhyTCGT6Sjj2dnxB8iuNOkbMDBzy/WJzwIyV4O2HxvegZDbaHWAgdP1+5nzw9Uc/J1RHM0ArL8hmeoKN7smL3bA8eTkKsuwMMPw0ykhn1ZTQ5XMCxmj9SEfYxoMEaMJYY7btIVj/S2jbh79kHg9P+w7fOTiPbKeDr185l4+dO0s2nRbjbnpJDvfdcRav7pnF/3nqXM7uepp/PvYYBfeugUXXweqvQ/kpE11Mkbn+GWjUWt8Wcdvh0A9a624gaihKKfUpYCdwCjDsvg/doc1U8ytg/hWw77n4BxVUG18JnD+vDN9w0w9D8mM7LakLXUHPDV0FDmWxSxCkWXKKKZ6RILV39uBtVfNOp2pKdHrrgmx74qE6iwWmzI+66bJFleYoYWLXLKtO2JE9zSyX1pqiHAfzK5J3rBZWFiRNnpKKcFZEiy3p1MWhgplpxTnQaaGmNJes2KAVI7unkZ1ysM0ShWpzKos5cOaHmRmaNrv0RrztLjgWPb2zKMdOrsPGwgQjXqGXJaq08y6Fgc64xw433OqwWphZkkPe7FJjPDpCWbKg25TntOG3Ge/3ZAlFchzWpJkqU6KUMTo6DhI2VZKp+IOPTfCeyR3cWDzULkFrgrasXGqM9o4m0XHRdGO0TVni3tczSnJw9zuSxoEJOXJg5jkAaB0R3RXEpLefsyY85bB01lI6m+uYWj2VrK798cesuSD695Ia41xlzwGig77pJTkUnP0+CnX8OthkqgqzqaoqhM4OmHqaObqbWSRAO5m52mHj7+Cd34CrFV/5Mp6a/e98c/9c/EELt583k89dNDe88FaIiXLRwnLOm7uGB96azZWvruZD/se4c/fzOHc9gVryAVj1L8Y6EiGiXYcxGvYwcBHQAPwW+KXWSXuhod5tgp5rNK+9KDqVvGPkCZPsVkv4yvyK6UXsbUq9kzESVoti1fwp5KmIgKZ0TkSnZ4Qq4rO/GVKbSxmbJCXWUGn1wbiyv2r+lMgbUvq7qVg9vxxlKwDdZ9ww7zJjGmQErY2kIzmeo6ECJCuokUTBEd/dStRSM2M3h8Zoi/lJtj+IZLdauGRR4iA+4auSVZgwfXkqpuRnmVO+But9xswSSCGwOuFm4TjywNs36sNUF2XT1ucJTxkNBI1XJXb6YWhfs9K8BH2vKQugdD5sG3pK77BCAUnAvEhijrLZrBYqC7LY70/1P3kEcganS2YVV7Pkio9D235IsIw0TumcwYtKCRSWJdtceihpr2FaSYB2Mmo/aIyWbf0z+Adw11zCn63X8uM9ZQSCcO2Kar58yXymJ/igEGKiOGwWPnnhbG4+azq/X7eYS19/Hx8OPMnHdz6DY8ffUUtvhAv/SQI1EWk28Fng5xjr0FYA/2Pe94vYByulHBhTHJ/SWtfF3m8+5k7gToDyabPSWtiZpbnMTDCtL12KchxRez0BsPh6xm1RxXgonTvqQxTm2CE3F/r6jPZy5MSNyOQ4rfQULmRBVj74hliu6MgDWqJGVSwWIwV8bKtPyXeybNrxBUzDqS7M4mi7i5JEnf7jccr7je+zzqev6W3y+g4P/fgIoXgkMiV+Rpt3Gck680oZGR4HfMNnDLRaFKdGjEyfUpWPxx+Im+prt1pYVFWAc3qiDapHcC0ilQdabbDkBuOx5jTsQG45dA/zvCQyO+RJl/E5X0qAdrLQ2phz/Nb/wJ5nwGqnd8EN3Ou7kv/dZXxw3HDaND6zes6YdhCEGK38LDt3XTyPj50zi3vfWMaaddfw0eCT3LHjKZzb/2YkETnvi+F9W8RJzQJs1Fr/q/n7FqXUPOBzxARoSikb8CBQBLw/2QG11r8BfgMwd9Hy6P5IqEMUMV0p40w/K3pakyXNU9cnuodmO4508Gbij6g1QNPPgq5jUdM6IzltVq5dMRUa26FtiGNXLTemt0aMHpw2o5i2pmzynEawHNq6YEFFfsqjS6FR11SXHpQXZBnlTZdQopGsArqLFo0oQFNKpbcsYy3Rfm8RA/AXzp9Cv3fkKd3zs+xcMC/BFjKVy8ixZw1Gskkk2hMNMNZv9TWnXpDQey6rABa+Dz0AdLenlFgkrkyp7guXzLzLhg0sz5ldij+YhhNNTil0HgFnihdFRpJpKQ0kQJvsAn4j8ceGX0Hdu+jsYuqWfJafda3i8S1+7FYLHz5rOp9aNYepRelcTivE2CrMsfO1yxdwx3mzeOCt5Vy+/jqu9T3Lx/e9SMHeZ9HTVqLO/yLMvzLhB6w4KTQCu2Ju2w18MfIGMzj7C8ZmW6u11iktwbBbFdWx5815l0LsxqyZJEEGyTB7Tvyi/pEaxTq5UXGaM1NT3IQ4ij0bZl0QFURhc0JZCqNxBdXQti9h1j7ACIDzozc3zrJbmbbgNCOxgsWO02IZccBi7AFWLJ/bE0xhbESf1jX6Mes14/6mUiydWpg8yU5o/VY4adEIAgt7FlNsmgWV+ce1x23eaNYOghEkDqM8Nkvs8SqpMYLZcVqvOFISoE1WA12w+Q/G+rLuY+iiWWxZ8g2+d2wF7230UZJr4QsXzeXWc2aG98cQ4kRUmufkK5ct4NOr5/DXd0/n+jdu4tze5/hs/bNUPXQLgaIarGd9Ak79SNKr4WLSWgfEznmdD4QWDmGm2n8IWIIRnCXYDTqxXKeNM2fFpKE+zjU9GWHuJRAYJvvAUAkzACqWpLdMqSqeaQRnOUOkBR/K8QaWuWVGqv6RKps3/Cbjw5hsyxBy7FZc3mETp2aEiR4oDm0CPxaUUqNKrrOgMh+n7QRJKjeS4Cy0xjgmE+9YkQBtsuk4BBvugS0Pgs/FQPU5PFX2ef7z0Ezam4LMr3Dynzcs5NoVUyUro5hUchw2bj+vhlvPnsk/diznC2/eQGX9C9ze+QJnvPANgi//B5blH4QzPwlVyya6uGJ8/Bx4Syn1DeBh4FTgLuDfIDxy9jfgTOAaQCulQsMd3VrrgfhDTmI2R/weWbEWXJkwiGuqvAjmVx5Xso60reg43uBMRDuO17CpcjXMTTKKmKLz55XR4fKeUElETqCijpsRBXehzeEzMM19HHvW8V2MOU4SoE0GWsPRdbD+V7D3WbTFRm31lfxy4FL+eqgUm0Vx6aJyPrJyJufNLT2hTn5CjJTNauGa5dVcs7yaHfXL+dPbH+T7W97ig/7nuGHzwzg3/wH/1JXYzr4TFr4vI9PrivTQWr+rlLoO+CHwLaDW/P4r8yHTgGvNnzfFPP0O4P5xKOaJxeaMW+e1uLqQktwp4JSMv5PCUGtt5l48uKdfhIAtF7KLRvVns+zW+CnDGWqclyMdp5i+3oyzIzaIzhBF040EOnH7ngkJ0E5kA12w7a+w6X5o2YnPUczaslv5Uet5HDpQwKzSHL5+5QxuOG1a8rnKQkxiS6YW8qMPLKP7ylP4++bLuXnDLk7reJbb6l5k5qMfx2cvwLLsRqyn3mrshSIXLyYdrfUzwDNJ7jvCpEphODHmlo/u6ndlYRaH21zYrPJSZLzsYpkqfqIqnDbRJUgsZo2mMEiAdqLRGurehY2/R+98DOUfoD57AfepT/Fgzzk4vDlcubSSH5w6jbNnl8homRBAYbadO86r4fZzZ7Gj/nzu3/RpGt97gcvdL3PlpgexbroPV+FcnKd/BNuS68dtjrkQApZOLWR+RX44M6EQma4w28h+XTLMPrHnzikjONHDbRP998VxkQDtRNG6F3Y8SmDb37B2HsKtsnlSn8cfPKs5GJjHJYsq+MXyai6cX3biLM4UYpwppVg6rZCl05bie99i1u69lW9s3EvOgae4tnMtZ7zyPXjle3QXLSJr+QdwLvvAkJtjCiFGTykla6LFCWVKvpPLF1cO+76V2UvieEmAlqkCfqh7F8/uZ/Htfo687n0EUWwILuKJwCfZkL2KsxfO4PMLy7lw/hRyHPJSCjESdquFSxdVcOmiCty+83hzfxs/3LKFrAPPsLrjLU577fvw2vdpy5mDb9ZqypZfib3mvIxNySuEEGL8ZPxFhdAeh7LNzAlJevWZwusi0Lidzt2v4T+8jsK2zWQHerFoK9uCC3iF2zhcfhnLTlnIRxeW8+PqAizHsYmgECJelt3KJYsquGTRFfgDl/HukU7+d8cO7Pue5pTedZyx8wHsu36HFzuNhSvwTT+fsoXnUjTnrFEvjBdCCCHSrnC6kdBlSuxOI+JEIAHaeNIaBjrRXUfpazxIT+02gk07yOnaS7GnHiuaMuBgsIrXOZPGsnOwz7+EFfNm8NXpxWQ7MvxqjRCTgM1q4Zw5pZwzZxWwiu4BH6/vq6Nx2yvk1b/O4s5NLOj+Oez4OQBN9ml0Fi4hWLmUwmmnUF6zGEfp7OHTlQshRCayOcEDqNRGXlbPL8cbyLDsgMJIelU5QfsSilGTAC0dfG7obwNXK7iM777eFlwdTXi6mwn2NmPvayDf3YRTD6CAfCBHK47oSnapGXTmrYaKxeTMOZd5s2dzfXmeLJgWIgMUZtu5dHkNLP848HEGvAG2HK6lcc96/LUbKe7awbzWt6lsew52GM8JYKHVVklv1lT8uRVYCyrJKplKTuk08osrcOYVGZvqOguN7xLMCSEyxYyzoaceslLbz6owxz7GBRLi5CMBWiStwesCdxcMdOHv78TT246nrxNfXwdBVxu42rD0t2EdaMfh6cDp7cAZcMUdyg5kazsuCmjXBTTqUroci3DnTMVWMpPcitmUzFxMTdUULinKxirTFYU4IWQ7rJy6oIZTF9QAtwDg9gXYW1dH85FduOr3QMdB8vsOU9jXTEnvIcqburCrQNJj+pQDnzWXoNVh7AljdaCsdiw2BxabE6vdgdXmQFksgIIPPShr4YQQY8PmhJLZE10KIU5qmRmgefrgzZ+ZqUE1aI3L42dbXaexyZ7WaPM+rTVKayBo3Bb6Mp+nMR5PMIA16MEW9OAIurEHPdi1B4f24DS/8nFhY7ATZTO/cs3f/dpCOwV06ALadAHtTKdDL6bfXowvq5RgdinklWMvmIKzoIKyklKqi3OYVpzNKYVZMiImxCSVZbeyoGYmC2pmAldG3dfv9XOkw0VzUwP9bXX097TidnXh6+vCP9ADnh6UpxeHx4VN+7GpAA782M0vGx4cyoUdP1Y0Vgt8/ievgCOXbLuVLLvV/G7BbrVgsyosSmGzKKwWC1YLWC0W83fjy6KMzHkKQIFCoRR8+ZL5OGxynhJCCCEmktJjsD+CUqoVOJqmw5UBbWk6Vqaa7HWc7PUDqeNkIXUcvZla6yljePyMoZTqBfZOdDlOMCfD/1g6SXuNnLTZyEmbjdwCrXX+WB18TEbQ0vnhrJTaqLU+I13Hy0STvY6TvX4gdZwspI5ihPZKW46MvP9GRtpr5KTNRk7abOSUUhvH8vgyl0UIIYQQQgghMoQEaEIIIYQQQgiRIU6EAO03E12AcTDZ6zjZ6wdSx8lC6ihGQtpy5KTNRkbaa+SkzUZO2mzkxrTNxiRJiBBCCCGEEEKIkTsRRtCEEEIIIYQQ4qQgAZoQQgghhBBCZAgJ0IQQQgghhBAiQ4xbgKaUqlJKPaCUalVKuZVSu5RSqyLu/4BS6nnzfq2UWp3icW9RSm1VSvUrpZqUUg8qpSrHrCJDlyVpHZVSdqXUfyqltimlXEqpRqXUn5VSM1I47iql1CbzmIeUUp8e+9okLUva62i+9i+Yx+xVSr2tlHr/+NQoYXnG5HWMOP75Sim/UmrH2NVi2DKM1XvVoZT6d6XUYaWURylVq5S6a+xrlLAsY1XHjDjnpHBO/Q+l1B6zfp1KqZeVUuemcNyMOd9kMqXUZ833udtsrwsmukzjQSl1oVLqSaVUvTI+q2+PuV8ppb6rlGpQSg0opdYqpRbHPKZYKfVHpVS3+fVHpVRRzGOWKqVeM49Rr5T6tlJKjUMV00op9a9KqXeVUj3m/+pTSqklMY+RNouglPqceW7uMb/WK6Wujrhf2msISql/M/83fxFxm7RZBLMtdMxXU8T9E99eWusx/wKKgEPAH4CzgBrgYuCUiMd8FPiO+V0Dq1M47nlAAPiyecyzgc3Ay+NRr5HUESgEXgQ+BCwwH/MGsAuwDXHcGsAF/A9wCvBJwAfcMInqeDfwdfPxc833QQC4YLLUMeL4xebxnwd2jHf9xrqOwKPAO8ClwCxgZSr/yydKHTPlnDNc/czH3GreNhtYDPwW6AEqhjhuxpxvMvnLfN/4zPY5xWyvPmDGRJdtHOp+FfBD4EagH7g95v5/AXqBG4AlwF+BBiA/4jH/AHYC5wLnmD8/FXF/AdBkPneJeaxe4KsTXf/jaK/ngTvMeiwFHjPrViJtlrTNrgWuxOgPzAd+YP6/LZP2GrbtzgYOA+8Bv5D3WNJ2+i6wB6iM+JqSSe01Xg3xQ2Bdio8tI/UA7WvA0Zjb7gD6JuDFTrmOEc9ZZNZ16RCP+U9gf8xtvwXWT5Y6JnneO8D/m2x1BP6OEYB+l4kL0MbqvXoZ0A2UTUS9xqmOGXHOOc76FZj1u3yIx2TM+SaTv4C3gXtjbtsP/GiiyzbO7dBHRIAGKKAR+EbEbdlmp+RT5u+nmO/D8yIec7552wLz989gXEzIjnjMN4F6zOzTJ+oXkIdxkecaabMRtVsH8ClpryHbqBA4CKwB1mIGaNJmCdvquyTpg2VKe43XFMfrgLeVUg8rpVqUMT3o82kYFl0HVCmlrjGHI8uAm4FnR13ikTueOhaY3zuHeMw5wAsxtz0PnKGUso+ivMdjrOqYSP5xPCcdxqyOSqnPYlyl+X6aynq8xqqO1wHvAl9RStUppfYrpf5bKZWXroKPwFjVMVPOOSOqn1LKAdyJ8WGxdYjjZtL5JiOZbXk68e30AsaV1JNZDcY5Ltw2WusB4HUG2+YcjMDurYjnrcMYuY18zBvmc0OeB6oxRuZPZPkYy0tC5xlpsyEopaxKqZsxAtu3kPYaym+AR7TWr8TcLm2W2Gxz2uFhpdRDSqnZ5u0Z0V7jFaDNBj6LMSXncowpbT8GPjeag2qt1wMfBv4EeIFWjMj3Y6M57nEaUR3ND/n/hzEcWjfEcSuB5pjbmgEbxmjjeBqrOsY+73PANOCPoy3wcRiTOiqllmKMnH1Eax1Id6FHaKxex9kYV5CWYwzlfx64Arg/XQUfgTGpYwadc1Kqn1LqfUqpPsCNMS3zUq117PkkUiadbzJVGWAlcTtNyPrnDBKq/1BtUwm0avNyMoD5c0vMYxIdI/JvnKjuxrhIst78XdosAXPtTh/gAe4Brtdab0faKyGl1CcxpoR+K8Hd0mbx3gZux5hK+0mM8r+llColQ9rLlkot0sACbNRa/6v5+xal1DyMzsQvkj9taEqpRcB/A/+BEZVWAT8Bfg3cNqoSj1zKdVRK2YAHMdaRpJIMQ8f8rpLcPtbGso6h592A8RrerLU+mpZSj0za66iUcgIPAV/TWh8ek1KPzFi9jhaM9+QtWutu8/mfB55XSlUMExik25jUMYPOOanW71VgBUZQ8Ungr0qpc7TWjUMcO1PON5kuUTtJGxmGa5tE7TTcY07496FS6mcYF7HOT3ChTtos2l6Mc1cRxgW/B1R08jhpL5NSagHGtPcLtNbeIR4qbWbSWv8j8nel1AaMC54fAzaEHhbztHFtr/EaQWvEWHwfaTeQcua7JP4VeEdr/ROt9Tat9fMYV5U/qpSaPspjj1RKdTQ7g38BlgEXa63bhzluE/GRdjngB4Z7brqNVR1Dz7sBY9TsNq31k6Mv7nEZizpWYaxv+r0ysjf6gW8Di83fL0tb6VMzVq9jI1AfCs4ijkvsscfBWNUxU845KdVPa+3SWh/QWm/QWn8cY6H9J4Y4biadbzJVG8YaokTtNJ4XITJRKAvaUG3TBJRHTsc1f54S85hEx4ATtI2VUj/HGH1fo7U+FHGXtFkCWmuvee4KXYjaijELQNor3jkYF+F2RPQxVgGfNX8OnbulzZLQWvdhJPmYR4a8x8YrQFuHkSkt0nxgtCMkORgflJFCv4932s9h62iu4XgYozN4kda6ieGtBy6Jue1SjKvnvuMv7nEZqzqilPogxijG7VrrR9JT3OMyFnWsx8jetSLi6x7ggPnzW8mfOibG6nVcB1THrDmbb34f79HQsapjppxzjvecagGcQ9yfSeebjGReod6E0S6RLmX8/5czzWGMTkm4bZRSWcAFDLbNeoz1ROdEPO8cIDfmMReYzw25FCOL2pGxKPhYUkrdDdyCEZztiblb2iw1oXOXtFe8x4nvY2zEmLmzAtiHtNmQzDotxLj4mRnvsXRlRBnqCzgT48rtNzDmyN6Eke3tcxGPKcF4I63GGPr7hPl7ZcRj/gD8IeL3283jfgZjTcZ5GEkKNo1HvUZSR4zppI9jdNZPIzq1Z2SGl9g6htJe/xdG1phPYKx9mYg0+2NVx5vN434x5jkl41m/saxjgr/zXSYui+NYvY55wDHgbxhp3c8DdgB/m0R1vJ0MOOekUL8CjGQ0KzFG1U4H7sNYz7FsiPplzPkmk78w0ux7zfY5BWNdUR8wc6LLNg51z2OwE9iPMRtgBeYWAxjpqXuAD2Ckln6IxOmpt2OkBD/H/DkyPXUhRgfpIfMYHzCPeSKm8/6lWfY1MeeZvIjHSJtFt9mPMTrDszACjx8BQeBKaa+U23At8Wn2pc0G6/JTjFHGGozPyafNuszMlPYaz8a4GmNfBjdGNH8XEWkmMTo+OsHXd2PecGtjjvsFjGHJfozI98/AtAl6wZPW0TzRJKqfJjpNcaI6rsLYa8mDEdl/egLf1Gmvo/l7ouesHc+6jfXrGPM3vssEBWhj/F5dgJH5qB8j+PklESe0SVLHjDjnDFO/HIz9lhrM80YD8ASwMuYYieqXMeebTP7CmNp6xGynTcCFE12mcar36iT/N/eb9yvz/NZovjdfA5bEHKMEY8ZEj/n1IFAU85ilGFnT3OaxvgMnVipvsx7JzjPfjXiMtFl0Pe7HmA3gwUi68BIR24NIe6XUhmuJDtCkzaLrEQq4vBh9lUeBRZnUXqEPcyGEEEIIIYQQE2y81qAJIYQQQgghhBiGBGhCCCGEEEIIkSEkQBNCCCGEEEKIDCEBmhBCCCGEEEJkCAnQhBBCCCGEECJDSIAmhBBCCCGEEBlCAjQhhBBCCCGEyBASoAkhhBBCCCFEhpAATQghhBBCCCEyhARoQgghhBBCCJEhJEATQgghhBBCiAwhAZoQQgghhBBCZAgJ0IQQQgghhBAiQ0iAJoQQQgghhBAZQgI0IUZJKXW/UupIgtvXKqXWjn+JhBBCiPSSzzohxo8EaEIIIYQQQgiRISRAE0IIIYQQQogMIQGaEEIIIYQQQmQICdCEEEIIIYQQIkNIgCZEetgS3JY37qUQQgghxo581gkxDiRAEyI9KpVSZaFflFJFwIIJLI8QQgiRbvJZJ8Q4kABNiPR5RCl1tVLq/cATgBOYo5S6bILLJYQQQqSLfNYJMcYkQBMiPeqAF4EHgAeB3cBtQDHwpQkslxBCCJEu8lknxDhQWuuJLoMQJzSl1P3Aaq31rAkuihBCCDEm5LNOiPGTaLGnEGIEtNa3T3QZhBBCCCHE5CBTHIUQQgghhBAiQ8gURyGEEEIIIYTIEDKCJoQQQgghhBAZQgI0IUZJKXWjUupRpdRRpdSAUmqvUupHSqn8iS6bEEIIkQ7yWSfE+JEpjkKMklJqA1CLsR9MHXAq8F1gD3Cu1jo4caUTQgghRk8+64QYPxKgCTFKSqkpWuvWmNtuw9gn5mKt9SsTUzIhhBAiPeSzTojxI1MchRil2A8s07vm96njWRYhhBBiLMhnnRDjRwI0IcbGKvP77gkthRBCCDF25LNOiDEgUxyFSDOl1FRgC/Ce1vrSiS6PEEIIkW7yWSfE2JEATYg0UkrlAWuBauAsrXXdxJZICCGESC/5rBNibNkmugBCTBZKqSzgSWA2sEo+sIQQQkw28lknxNiTAE2INFBK2YFHgbOAS7TW2ye4SEIIIURayWedEONDAjQhRkkpZQH+BFwMXK213jDBRRJCCCHSSj7rhBg/EqAJMXq/BG4CfgC4lFJnR9xXJ9M/hBBCTALyWSfEOJEkIUKMklLqCDAzyd3f01p/d/xKI4QQQqSffNYJMX4kQBNCCCGEEEKIDCEbVQshhBBCCCFEhpAATQghhBBCCCEyhARoQgghhBBCCJEhJEATQgghhBBCiAwhAZoQQgghhBBCZIgx2QetrKxMz5o1aywOLYQQIoNt2rSpTWs9ZaLLAaCU+hzwKWCWedNO4Pta62fM+/OAHwHXA6VALXCP1vrnqRxfPuuEEOLkNNafdWMSoM2aNYuNGzeOxaGFEEJkMKXU0YkuQ4Q64F+A/RgzRj4GPK6UOl1rvQ34GXAJ8FHgMHAhcK9Sqk1r/cfhDi6fdUIIcXIa68+6MQnQhDgpuNqh6yj0d0DACxYrZJdAQbXxpdREl1CIk5rW+omYm76hlPoMcA6wDTgX+KPW+lXz/iNKqY8DK4FhAzQhTiYNXQOU5zuxWU/i1TEBP/Q1QeG0iS6JmOQkQBNiCL1uH0fa+uno96K7jjGt+RXKWtaT17oZm7sj+RNzSqFqOVStgDlrYMY5YJV/NyEmilLKCtwE5AFvmTe/CVyjlPqt1vqYUupcYAXwkwkqphAZqbvfx7tHOphWnMPpM4snujgTp2GLcWF27sWQfRK3gxhz0mMUIkK/189Lu1tYu7eFtw910NzVy1WWd/iI7SVWWvYAcCRYwYvBJezRM+jPnUZBaTXTy4tZUZ3LgkI/9p5aaHwPGrfCW/8Nb/4Msgph3mWw+HqYd7kEa0KME6XUUmA9kAX0Addrrbebd98F3APUKqX85m1f0Fo/Pf4lFSJz+YNBAAa8gQkuyQTzuYzvAf/QMb1yvAAAIABJREFUjxNilKSXKARwoKWP+9Yd5rHN9Qz4AlTkWPhc2Sau5c8Uuutx58+gecE/0zzjCtqd08ly+ynp6Ke5sYeNTb0cfKePoHaTbbeycvZy1iy8lMsvqqTC6YeDr8C+54yv7X+D/Co49VY47TYomjHRVRdistuLMSpWBNwAPKCUWq213gF8ATgPeD9wFGMN2k+VUke01s8lOphS6k7gToAZM+T/VwghRPoprXXaD3rGGWdoWTgtTgTHOvr52Yv7eHxrPXarheuWV3Fn8Wbm7Lwb1XnEmKa46usw/wqwJJ933+P2seFgO28eaOON/W0cbnOhFJw+o5irllbx/hXVlGVbYf8LsOn3sP9F44lzL4GzPmmMrsmaNTEJKKU2aa3PmOhyJKOUegkjGPs80A3cFLlWTSn1W2CW1vqS4Y51on3Wdbi8BIKaKfnOiS6KOMG093l480AbpblOzp9XNtHFmTiH1oKrDWpWQV5GJKsVE2SsP+tkBE2clHyBIL95/RB3v7wfBdx54Ww+vdBN8dp/g53roHIZfPhhmH95SoFTQZadyxZXctniSgD2N/fyjx1NPLu9kX9/ehc/fHY3Fy0s58bTT2PNzVdg762HLX+EzX+AP38QyhfD+V82pkDK9EchxpIFcAJ28yt2zlaASbpH6Bv7WwG4dsXUCS6JEEKIoUhPUJx0Drb28cWHtrCjvoerllby7ctrqNz4U/jDPcZasWvuhlM/amRlPE7zKvKZV5HPXRfPY39zL49squPvW+p5cVczpbkOrl0xlY+cfRdzLvwn2PEovPlz+Psn4JX/gPPughUfAXt2GmstxMlHKfVj4BngGJAP3AKsBq7WWvcopV4DfqyU6sMYVVsF3Ab888SUWAghhJAATZxknthaz9cf3U6W3cI9t57OFUV18JdLof0AnH4HXPxtyClJ69+cV5HPv151Cv90+QJe39/KI5vq+OOGI9y37jCr5k/h9vPWsOrTN2HZ/7yRUOSZr8LrP4VV/2KsVbPa01oeIU4ilcCD5vdujNT6V2qtnzfvvxljo+o/ASUYQdq3gF+Mf1GFEGKctO2Hpm2w5IbRH6vrGBx7GxZdK/2VNJIATZwUgkHNT1/Yy6/WHuSsmhL+54OLqdh8Nzz6MyiYCrc9CbNXjWkZbFYLaxZWsGZhBW19Hv78di1/3HCUO37/LnPL8/jCmuW8744XsNa+Ca98H57+kpEFcs03YfEHZI2aECOktb59mPubgDvS9fe6B3zkOKzY071PVDAAqCHXwU6k5h43hdl2suzHP+tgzLna4dCrxnrfrIIJKcKBlj5mlOTgsGXm63jCCvig+xiUzE5496ajHcwszaUs7wRfe+n3gLKkJwhqfG/0xwhp2W1897oguyh9xz3JyVlCTHouj59PPbiJX609yIfPms6frsmn4uGr4I2fwvIPw2fWjXlwFqssz8ldF89j3b+s4e6bV2BVii8+tJVL/+t1Hu+aQ+D254w1cLZseOT/wO+vgqbtwx9YCDFh1u5tYcOh9vQfeOdjsP/54R83AYJBzYZD7aw/mN56P7G1nt2NPek7YHet8b2vOX3HHIG2Pg87G7rZVtc1IX9/UqvfBPWboT9+b9JgUFPXOZD29+eE2P2UkQ06ncYgUaBIDwnQxKTW2uvhpnvW8/LuZr7zvlP44YxN2H+3Bnqb4Oa/wHW/MtadTRCHzcK1K6byjy9ewP9+5DQcVgtfengr1/xiHW/bz4RPvwHX/De07oFfXwjPfA0G5ANeiEzV4fKOzYG9rrE57iiFund9nvTvC7WvuTftx4SRz0Ro6XHT2usZ1V8NBo2W8gUmd4fYHwjS7x3nPcL8buN7MPkebZOm1f2jex/GSWeAJrN80koCNDFp1XX2c9M9b3G4zcUDH1nEHc0/RD39JZh1HnxmPSy8aqKLGGaxKK5cWsWzd13Af3/4VLoHfHzoNxv47F+2cqzmJvjCJjjj47Dxd/C/5xp7qwkhMtbepl7eOtg20cUQIaPoiK4/1D7q1zLTAoRAUPPirmZaet2JH+DtT/lYR9tdHG03LiC8fbiDF3dNzCiliNFdD121wzwo096Zx6el101te+rv2ROBBGhiUjrY2scH71lPh8vLIzcUcsHaDxrZEi/6Jnzk0Yzdv8RiUbx/eTUvf3UVX7l0Pq/saeGyn7/O77d0E7zyJ/Dxl8CRC3+8Hp7+Cnj6JrrIQgjA7Yu+er+nqWfUoy4ngq3HUhjR1xpa9kBgnEdWEpngq/zj8eeDQc2eph78gWDSx7i8fvq9fnbWJ5hG2n4Q9j4LA50p/b2tx7rC74O2vsx8z4/Fnr+ZxONPMHpYux6OvZP4CaE3YlraZeLbdv3BdrYci36/ev1Bnthan/wiRIaTAE1MOrsaevjgPevxBoL8Y9UxFj99Pbi74bYnYNU/ZexC+0hZdit3XTyPV766mrNnl/C9p3Zx8282cCRrIXzqdTjn87DxPvjNqsEFukKICdPV7xv8JeDH6p9cV3Pj9DbDQBd1nSnUs/sYNO+AZmMd7aHWPga8Q0xHG5POdOrHfOtgG+8cNtYzDXgDON2tVDW8OKoAczzjg2Od/ext6mVPUy+N3QO8tKs5PMUyrlyx7TLQCQ1bjJ9PtAuA7fuNhCGTnNsX4N0jHeEAvLa9n+d2NNHdn0Ldvf1Qt2nwDamTB/FDCgbAHR/cH25z8cTWenxDXBwYL90DRnvsbz7B3semzO+pCjEC+5p7ufV3b5NtDfLyKc8w9bWvwrQz4FNvQM2FE128Easuyua+28/kpzctZ3dTD1fc/Tp/3tyKvuz78LGnjBPkvRcbo4NCiAkT1dE98gaVTa+ObwHcPdB5JPxr94CPlp4Urxx31xupskO6asE3zHOPvAEHXkrt+EEzsAkG8PqDbK/v5oVdTQkel7hTp7VmV0NP4lECky8QTDmwO9jax0u7mpOOMHV2dODf9yL4vXT0eyns3oMl6AXP6JOWpH0Abfsj0LA16qZQM/iDmveOdePy+vGm2mGu25jmAsYIBuKmT6atM9/TAA1bCQY1Xf0prgUNBsEzFmsdQ8cPGCOSaYzQdzf20NA1wJ6mXpq63XS0NWL3dtPjTiFAa9gMnYdHX4jaDbD/hbj/2cNtRjAUO6Ng3PncOPf8nez+huNu+gMtvbx7JD7xzHiRAE1MGoda+7jl3rcpUX28OOVuCrf/3hhp+ujjkF8x0cU7bkopbjx9Gi99ZRVnzirh3x7bzpce3oqr+hxjNK1yiZHp8bl/G3KRtBBinPSPLGOc1prdjT2j69Tsf8HoXJsdprV7W1ifakbJ2vXGPkZ9rUaH/9g7cHTd8ZdlCFFT/PwRneiAD3b+HZp3xT2nucfD/pZettd1A8bUpcgRoWBQ8+z2RrbXdw/79z2BIDvqjaClM8mIQ37vARy+buhtiLuvtddDb6KOcG9TVCc8NliMG6lKp/YDUb+Gphl6xrGTbPd2wd5/oILRbdPa6+FwW0SCm8OvGdMnTcc6+nl2e2NqwUUqAh52NHTz2r7W1BLX1G+Efc+HL0gEgjq1UeFUuNph52Po+s1GkJaMp8/4v3NFrHMM+KCvZcjDH2zt4+3D7RQ0vEF5y5splqk15objfF+Gs6FGPj/m8kPAb5xTIhxq7Uvfa51A+Lzg6UEBua6jx32snQ1GIAwYdRnn0VkJ0MSkUNvezy33vs3M4DH+kf1tsps2wnX3wOU/AOvk2O6voiCLB+44i69eOp+n3mvgml+8yZ7+XPjY03DWnbDhl/DX28A3MNFFFeKkY+lvo7RtY/SV8hQv3Xb2+9jX3Mvmo51orY0RhfpNcODlkRekff/InxPSGjFd2j826zZCTWL3dtG58RF6mo+Yf89cu9R1NK7ZguYN9WZn6R87GqO2M+g0R0vCgcD2R+DwGzF/2Pw2ksGaBK/fWwfbeGVPTMe5twmOvGlk2zU9+V4D7yVYn6fGYRFaqJ2MAHQUgWGCsvqCwfDUMQBa9zK17lkKu/eA14XDG1Hnuk0cfv3P0VsLxKTCbzZHeTv60pf9NDTd2OcffLHze/bHBQvGgyO2X+hpYNehWjYfbqb9ONfS+QLBwQD+8Fqae9xsqu3E6x3iczkU7HRFBBO1G+Dw62nJ2tg94OPVPS34XJ3xF3EjR85HqbazH29XIyroNd51de8aAXlEn2R7fTevhv5/Ar6E0yRHLOJCz7b6bnyBIEfbXeH/tRFfHOlthjbjoofN20NPRzOu9/4Ou54YfVlHQAI0ccKr7xrgw/duYKFvJ3+1fwd70A13PAsrPjzRRUs7i0XxhYvn8eAnVtLr9nP9L9/iuT0dcNVP4Mr/C3uegT9cl3A/GCHE2HHUv02WuxlL1AhCatFAaLQlqGHLsS6e3d4IHYdx97QNmegBjOxlUeuLAsN3dBubm3nr+YfpHxgwpoWlQVxfPuAPdwZ73X4auwcAFe4sObxdHGzrY8uuUFCTpBPVfjBqClrArGtrRAc6KmAISbbfWURBE8VKkVf3aztSHEnxmY+L2QrhSLuL/eZWAeleg9bv9bOnKaJz23Yg+YMx2mhLbSduXyAqkYfXH+TN/W0pj972DPhYu7eFls4eo2PctJ2kr13nYSw6yahDMAjubnrdxijXe3Vd0NfCwOaHONiQIJCK0eHy4g8EeXVPC8090e/5UGnsB55H170LOkBBzz4jWEim7l04+hbOI69Q3fAifu/ILlBorTnW0c+6AxEBvNY0mQHo4bYRjsq5zdHgmCsKxzr6h31faq2j1njuaeyhx+2joyfBVM7GrfG3gTGiaI5mB4KaJ7bWs62ui/Y+D09srccbCn576sP/nzuOtVPW9g5lbRuxdBww7oPwFOe4LItH3jBG/kdjoBN2P0m2y/hbDV0DbKvrZndjTzhQHvH/3pE3wu1S0fIG+956gt0N47+9kQRo4oTW3OPmlns3cIZ7HfdZvo81tww+8aKx7mwSO3dOGc984XwWVObz6Qc38ctXD6DPuhNu+r0xx/y+K6C7bqKLKcRJ4UBLX7ijGUlpTXufh5d3N4cDixB/5JopvxuLGVgdi+h87Wjo5pntjRzr6A+PIkXqcHnZ9t5m3j3UkjyQO7oedvw96qauQ5tx+LrpbW+IHnEfpifj8oQCrRg6SG7v4ej1KLsehz1PA7DhcDv1XQO8tr8lOpmKyesPJk9w0LAFZ+3a8K9PbzvegDI0hGZ8L+zahSXUgYzw6p4WcvqNc2ddVz8bj3Rg96V4lb/zSFwb7orYbNvq76fk0JMj38ty3/PGqGCEjUc6qd//3uA0viQdbY/Zkd5wqJ3ajn5e2NXMugNtUfe3u2KmIaagdt1DsPvJhPc53W3QFjGSqwPhdvEHgsZ7uXEr7H8RHRnUth9gb1MvB47WJk1qYpQ5wBv7W9lc20WP28eBViNACGrNltrO8PqzgKcX1XWU8uYUp/9FaDy0gzf2xweKzT0eNh7tiPt/rO3oZ3NtZ/hiQeh/O7S+LjSqGeZPcCGl47DxOkf+H8X8neaIjIQq6A2fNyLtbOjhhV1Nqa87TMBz5G2O7dmI7mvlUKuxruxwm4sj5nYK4QsZEWn8lVlWm68PS9N7cceMzbKYlgvJ5v9S9kAjVr8LrQkHj+E8KMMdwhvIyCyfEqCJE1Zrr4db7t3Axb1P8V/qZ1gql8LHX4TiWRNdtHFRXpDFQ3eezfuXV/OT5/fy5Ye34p7/frj179DbCPdfLUGaEONgZ0N3+Ep5VeOLEfdo3jzQRp/HT0+/J3xVPBjUPLO9kR1minP7/mdjnhe9hqm5183m2k7eXPc6wW1/Mzp3u54gWL+Foq4deGo3sbvJ6KQe6+znia0RgUdPfdxV+P72OrN0MUNIEetTBiJHVLQGVzuv7WsNZzeMlD3QSGHXLtj5d3RfKwQDtLs8DLjjg7nWXg9lrW9T1LUTgFxXLRv21fNmOGiIKJPZBmqY7IkpTRs0E3yoNmPELq/vMPb6t3H7Amw41D6YqCKi3V2e41jDlWTkLhDUZA80oRTs37tjcAqdqy38N5MmQUmQxMLV1UJh9+6UAyuFxhLwJu2IpmPmZSggKGt7GxoHO+hT658Dcx3W1rouDjT3QschAGzBiJEqrQm/DLEH93vCa4BCFztiLxZ4/AF8fcbUV0vATWO3cWy7P3kWv3aXEXD1xIzC+pt2krXviXA59zf38ub+No6ao0BeT78RTJkj0D6/n6LO7VgCxt9MGF/6vcaUvv4OI7hNtkeZOzqAr+8aSLh9QXXDS9HnjYAXOg7T2uPG6neFL9oM1G7G5u3BMpB6QHSk9jDNvW46XJ6kAU5bn4dARDAZurARN2raXY+3bzA4K2nfjN72t6iHuH0BXtnTfNybnGe7m6lsWhsOnLVSETsJJA++3L4AL+xqYmdDGqZappkEaOKE1OHycuu9G7ip+36+bfkdat5lRlbD3NKJLtq4yrJbufvmFXztsvk8vrWB2+57h+7Ks43EKP0dcP/7JEgTYsIMdgyszdth/4vgdeE3e2/HYpIRRHaSEy2kt3cfxh/UePs66O5zYes0Eg9Ygr5w5/5AS5LOqNYoc6pRaJphaHPhWD0DPnYebeJYvTla1X4ADr2KxWUGHzEJD0LTOn2BIJvWPkb9zjc53OZK2OkJuPtweqI3fXYcfY3ItkrntexntzcaAWt/B009bgKe6DrvbezGe2QDDS3taK1jpqhG6xtiawAwOoINna6EHcLNtUYHtbPfS2fDQbZuedc4Rx9aC8076HH7eG5HE0diAq6WHjcbj3Yw4IvpuJpBt8cfSCljYUnbJqoaX8Tu7Y5L5BHy7pEOejoTb8jtr32XrIGhNqBW0WvNYp/ffjCcvr8nInlHSdNbANi93YA2/wdUXBvueOlBtr70J462u7Ac20BF09qo+0MBliVotEVV4yvDJgk50NIXDnAHE4MM/l2lg0ZgiTES2u7y4DOn7VpC6w1b98JAJ47uw+S6aqloNtY+xo14aw0HX0bve5739h81/r/7WsJ7zfmDwahgJ3IN6MYjHVGjnhEHNf6WeT6p376WjW+9iKPuTSoj2iev7zAVLW9ga41PwJOMCpXF68LefcS8zUtjqxHk9Qz4ONLuipq2mOj94fEHCDZtp2vbM+Hbsgca40YU6zr76XX7OdTqYntdd3z2RHd3SiNuQa3j9j1Ldj5p6XWz2xzhbul1GxcBMmhrCQnQxAmnu9/Hbb9dz8e6/odPWx6D026DD/0JHDkTXbQJoZTi82vmcffNK9hS28mHfr2e5oLF8NHHjGxy97/PSKMthEi7us5+LAFPuGMYSUX0DNSA2cEyF/073a2UNb0RtRlwYePgVKz9CQIta9B47pbaTva39EVMm4zpVMbw+AMc3fwC1Q3PR92edLqh2dn1HTITbZgL+a0Bo1PlO7YpnJgj9rkA3Q3J10P5dj8Td5st0I/TY4x89Pd1DWZOi5Ddn+Ac5ukLr3Oz+friAo/uri7sPUdxulvpdfuo6+znSMw6GFt/Kzn99TibjSmCBT17SOatPXU4PEYn8c19Lbg9g6MaB1p62VTbyfb67rjsmbFZAS1BD4Xdu3h+6yH6PX7w9NJnTpFtidncPHSsDpeXg/u2x6/jAQ6YU9ASTVF1eNop7NpFltvoPJe3vEl1wwtRySdU0IetbTdqxyPsa+lNOJLXUbeP0vboFPxDbXsQ60hbf9Q6t2Md/RwyU7I7PB1GFsLepvBFivBb2zeAt3kvbn8Av8/L1mNdqJ56bP7oQHZfSy+tvZHvyfi28AeCxiic3wudR/DtfGqwLkmmA/Z5/FFBczgJSii5RX87HHgZZ+sOwAgQne42VKKtb7wuBnwBWvrc/5+9+46Tu6oX//860/v2nmxLNsmmEUIoAQIhNGmCgpdyVUAB6/WrP70WsF+u6PXariJWqqhgF0UpYmgJJSCEHgIppGd7LzNzfn98PjM7fWfL7Mwm7+fjscnuzGc+c+bMZz5z3p9zzvuwZX8vunM7Lzz8e9r37eC5t7p4MZKFdPczKcsSYU147V3m59U2YMx9i3yWgKSewbSGe40ewUgQZL4Ptr3P4Nz/HLbRfioOPkn1vocAosHkYMduXt7bw86O/qRu2GDYWFJjR3t/0vIS+xKWABkaDaPCI6jgELt276B7l/k5DBsZWzuf/yu88ZDRYxkOMxwM8cDL++OC/QgVHsU1GJ/IJxLE7mjvj/aWb3yjPX4+3yv3wJa/R/8MdMefC1INM8+lQyO9nThs9A6NcsXNG7m8/Tu8y/JPOP5jcPpXp2d8xix3/oo6Sr0OPnjHM7zzhxu4/f3HMO/dv4c73gG3nQfvvx+85fkuphCHjJFgmGe37ad2b7r1wJK/0HuHgzz02i7q2p7CalHGFfpIZsOhDvBnfs5QOMxI2xbcsXuPaTj4+rZhH+2hreI4ADbtiFx1Tk5B7xjpgoH4Bs7m3WO9IFqHjSDIHHIV6N7CgLee1w/0MTASZMXc4ui2YZ00YHJCirtehKJSo6di5FVwVQCKkVAYjcY+0sOgpw4wGmC1e+4HaykE6sC7nKr9DzNq8wGN0X2q1/9GSWcvYWWjy2c0d2KHULX1DUfreyQUJhTWKQPciNK2pwHYPeccrG8+SPv+IHVr3guMNZJdQwc52Du2rItzqI3XXnwD/POS9mcNj9DeP4KnIjlxSffAKFv2d+Pt2w4Yb3Hnlo3snlNKfVnyxciRYJjOfW/hdrpQ4SC+vm2MlCyk4uATKV+L6tsLGPsp6Xgel2Ps+HhtXy/L5xTHbZ+qafrq3h6OmFuScv+JhoMhtuwfG6oZmUvltluxBo2AfGg0ZAwFHdhDOLwMtDKWe+gb6zlR4ZG0i8mlSnQSO7dxOBjGFpOJL/K8YAyb3LSjA7s1vt/i1X097LYZx39Z26a0x0dsE8Tbv5OwSxNbUIs2jruemLmqoyEj0Ni+e6/xdyQqHYr5rB54GXQlZW3PQLVxU/W+9eyec07KciTaciD9Gm+Rc0Nj0zDlQ+a6hF07wFNKYiVX7V8f93e32cM/YNb5wEgQa8L+Ixd62vtH8Dlt2Ee6GHWMHVfPv9XJaFjTZdlH/2iIuj0PEuhzUhEJ3rYOwmAnW4pPou9gH3aLhdbQYziqFtEeLmZgxMqO9n6WJTxv+cEnjWUyit2AEaTes3kPS+uKeHF3N219IxzVkHDcJgRfvUOj+HtTLI0QDoEl8ZXmhvSgiVmjbzjI+25+gvfu/x8jODvp0xKcJVjTUsGvr1nN0GiIi27awHO0wLt/a8xDufNdBdV9L8RsNzASwtuffgixv3frWCPQTArQ9eojxpwcUzCsk7KyefrTp75+aU8P7qFMQ82MK+jpEggklu/ZzcmT+SMGRoLGFWWzl88aHsY1GDNPRBs9gZH5ZNFOjwwJHrJR1r6Jou5XAM3mXV1GT1/Med4WjKmv3r3RX+3BPoKhMKOhMJt2dNDZb7x+iw7GJVdwDRqN0cHRMI5+Yxjnzo4B/vrCXhIbpo7hhMQGAFpjD/YZCTiGe+Mad+7BsfIUdb1EeduTRgr6FIq7jF6XyGtzDrXRvm8nj7y6l/VbDtCz69Vo3Y5nW1sfbz3zd7Zs+CP+ntcJ9GzB2rM97faWmPlPtlB8j2Uw8f1Ls4bXaFjzvJn4IdK76u1PM68KCKXogRgcDaHMI+fFPUZg4hncw+sP3W5kXUxIqFK754Gk9e5ie4wSvdE29p23q3MgGpQMjoZS9r6kWjQ7Mq/MFfO502iGRkNs2tHBwEgwrn3vHtybFNH6+ozFoUeCIawho/cy0jMXGo3/nI5GEqkAdG6npGMzruGD0brOWpZNo8e3thkJSmJYzMe+fqCPPSkTA42/35GYZQ52dAxQeSB+bcXIeaJ/JIglNJy8U/O809vbY24fZlfnAJ07X0S/uR7HcAdDI6HoUg1gDJV1jBrHR3/C+xvpoYzt+XUP7MYaHIirquFgiNf2Jwe2fcNBeOkPxjqRCUl7ckECNDErDIwEufrmjbx373/zDuujcMp1sO46Cc5SWDaniN9+6Hh8LhuX/uQJ1g82w0U3G1mzfnPFjC+2KMShLX1Lxde3PTokKDzSbyQj6BlrXIbCmqe2dzBkNhgUxpBl+2j6q96xVPT/SJr+sbLU7nkgKfEIEB2iF5Fp2M7w0GB0KFJkTlBpx7/itilveyr6ezRAS2jkRrK7eTMEngC7u8YCL1/f9mgglmo4ZTr3PfNatCflYJq1rMrax4aQOXqNgEKlWBKhpHMzFQc3JN3u740ZwrklftioCgcpP/gk1uAgPrP3a3wKa8dWytuepLztKTxb78HTvytuyGakbn2929j8xP04RuIb670xjVGLNo+nDL2BauAg1XvGen5jv0rDWo9lAOzeZcwdM99DSyi+TiON7MiQQ7cZ/L7VORCXWXSio8OGgyFCvZkXak4n0P1ayttj6+ilPeMvah5R2pF8EUPrsQXBD/YOJ2Vp3ds9mHIu4oHeYSPlP2PzTGOTamxv6+P5XV28GpP90zNoJiKJeQ7n0PhLEQxmSHKTNP/UTKLz5sH++CRD0yz1/EdNTdpRCKDefCju7zcO9rG3ewhbsA+155m4ubyxC3Z3xQzvdAx3xvWYRpR2PEf1vn8yPDIcPV5jM6/G2rK/l77hIG+9+eqkk5lMhARoouANjoS45paNvHfPVznPuhFO+wqc/Ol8F6ugNZV7+d2Hjqep3MvVt2/inuEj4dzvwNYH4M//Mf2L8ghxGHKMdkUbW5mo8Ng8lsGEYViRxB1RCZ/NkhSNw0SRpBuJ85dSqTi4Mem2zv4R2vuGU/YeROZP9Y9EGv1j5c/mLPLgy/uxhrJbUyqSdS8iXYAT2whLLEXVgYQFqrPkHG4HrbGGxl+vyjU0Fji8sreHtphFlhVhnMNt0cA8VtrAe6gby3B8wOBK7CU1X2ZR98uMtG1P2ysHYMuQtTCWNTyMCgdTLiMQTfiRkEGyZu+DODL0WEXdDo5NAAAgAElEQVTs7xniuZikIUPBUFIQM56RUJiBkSC9GeZRlXSMLS8QWfsrLoBOYWzYb3acw23GUgEJIhcvDvYNJ/UyHewbNhcKn5g2s9d3YDRE33AwbQKYSCCcybYUSYC2t/ez9UBv2osXOzsHUOFRBkczBPfhION9+l/e08NAiqQ6tXumuO5ZDPvo+Md5pLey4uAGqvf9EzCys25J6CEL7H+K53Z1mcla0r+2wVGjNz7x8bkgc9BEQRsaDfHh2zdwxa4vcpr1WTjzBlj94XwXa1ao9Lv49QeO4/23Ps3Hfv0vei9Yx2Vrr4X1XwNfFZz+lXwXUYhZL1UvxUBixj102mF/qVKAxzbkI6mrU+lNyPQ4GkzfqMokMgzM70zfJBjbtyLSOOvoj288xmWhM/WPBKkbp8GcjoprFKcZLaE1u9p7cE9i/wMjwbgr4f7eN3AOj994jySKiLz+/lczJ3UAqNr3cNrA6WDbAfaMxM8rcwx3xjXC9/dmF+TC2JC/aEKLFCLJRko6N6fdRmvN6J4XCIbDDMUcW46R7HufpkKheGlv5ufyxCSPGU1x/E0Xa0LP4YtZ9MDtSwjaks8LmcUtRJ4g01DSdHqHginT9YORQOW5XV1YPG6q9/6T4RQBaURisqF0su/5jllSpCf741yr8fuY4i+AaTz9uyjZ9TyvDJ9F7Dkl0iM9kd76XJMeNFGwhoMhPnrbBi7feZ0RnJ39vxKcTVDAZef29x3LyQsquPYPL3CTvhBWvQ8e/y48cVO+iyfEIen1fYlXV7Mbih3URqM4MQ19Om0JAdJEGvGpDKcJ8Nr7hmPm8ow1phKXCUiVebLiQPIQwWy5Ugzj8ib0qoXCYYbadsTdlmr+SDYm0+iFsflXmaQLzroGR9nRMcBoX/x7HsnYORWeVJkvTZEU9JE5c4m9l2CkHt+8q4uX9/TEDYWNnWeXS4PjLGswsyY+6mQgobf85TyvtZWYfj7CGuyn37xQ4RnYnbyOWY6pNCN6eoZGkzKFTrQX1hoext8ztmh6SacxIiFdD/R4MX5n/8zVjQRooiANjYb46K2Pc/mOz3KyZTOc939wzNX5Ltas5HZY+cl7VnHeEbV8477X+Lrl/ejW8+Dvn4OYjFZCiOmR2Fums5wrO9HGx3RLt+BzqqFS2UqcKzUxY/UR2U9i0ow3DvZn7AWaiGwCrek2kVT1M214OHWQmKlnbjIijeZEOzvGOe4y9PKI7FUnrCk309L1yL3VMZCUECZ22GTsUONMUg1D9/VtQ+nkHs3Ei06JIvMGkxLp5IAMcRQFZ2AkyEdueZQP7P4cx1hfQ11wE6y4NN/FmtUcNgvfvXgFAZeNHz2yg/5V/4+vztmP+v014K+Bucfku4hCHLLGS44RMRwMZd17lgsFl3Ip5sq6MUcsuUGeakHvmZbDkXV5deDVyfd+TofxsoGmW0IgF7JP+CKmS+J8XYhPQJRtMqV0pnM+XC5ID5ooKL1Do3zwZ//kI7s/zTHWLVgu/KkEZ9PEalFcf8FSPnLKPO7YdIDP2j+H9tfCLy9Om0ZZCDF12aZKh+nvnZiIQkuKmzjUKnZ5AhgbppdvehLD38TUzeRnRQI0MdMkQBMFo3twlA//9EE+te/TrLS+ieWim2HZRfku1iFFKcV/nrmIa89exF2vDPKfri8aTYs7L4L+8TNzCSFya7LzoKZDqivWhSxTEgUhRPb6M6TkF/khAZooCJ39I3zkx3/j823/yRLbLiyX3AlLLsh3sQ5Z15w0j29cuIzfb3dwrevz6J498KtLYHTm52AIIcZkm5JeCCGmS8rFqEVeSYAm8m5f9xAf/dGfub7zP5lvb8f67t/Awrflu1iHvIuPrucHl63ktwdquN7xcfSup+H31xy6EyqEEEIIIWYBCdBEXr15sI//d+Nv+WbPZ5jj6Md6+Z+geW2+i3XYOHtZDTdfcTS/7D2SGx1Xwit/hge+kO9iCSGEEEIctiRAE3mzeVcXn7npLm4cuY5Kdxjb+/4q2QTzYE1LBb+46lh+MnImd1nOho0/gCd+lO9iCSGEEEIcliTNvsiLx7e28d3b7+Znlv/G6/Vhu/xPULko38U6bB3VUMLdHzyey3+mqAgf5JS/fxZVNAdaz8130YQQQgghDivSgyZm3L0v7OXHt97CrZb/whcowfb+v0twVgAWVQe4+0Mn8jX3J3lBzyP02/fDrk35LpYQQgghxGFFAjQxo255fBt/+/UP+Lnt67jK67G+/z4obcp3sYSpoczLnR86hesDX2R3MMDIHe+CjjfzXSwhhBBCiMOGBGhiRoTDmuv/8jK77v1fvm//AZa5xxjBWVFdvosmElQFXPz4g2fx9dLr6R8aoefn74CBjnwXSwghhBDisCABmsi5odEQH/vlM1Q+cT1fsP8C3fp2rO/9A7iL8100kUaJ18E3P3ghN1b9F86+3bz1w/MJj8g6KUIIIYQQuSYBmsiproERrvzZY5z22he4xvZX9NFXo951K9hd+S6aGIfXaeOzH7iC3zd+gbl9m3nhexcyNCSL6AohhBBC5JIEaCJn3uoY4D0/fJCP7r2OC6wb4NQvos7+Jlis+S6ayJLNauGSKz7GhgWf4Yj+x9n0nYs42N2f72IJIQ5xIas730UQQoi8kQBN5MQLu7q56sa/8j99n+N468twwU2w5pOgVL6LJiZIKcXxl13La8s/zYnDj7Lpe5exZV93voslxLiUUh9RSm1WSvWYPxuVUufE3K/T/NyYz3ILIYQ4vEmAJqbd/S/t49M/+R23hK9loe0A6rK7YcVl+S6WmKKF77yOfUd9irPC69l80xX8/YXd+S6SEOPZBXwGWAmsAh4C/qiUWm7eX5Pwc555+90zXE6RJyGrDLfPBbddRsoIMRUSoIlpo7Xmxw+/wU133sVd1i9R7QphufIv0HJavosmpkn1eV+g79hPcJF6iP67r+Fbf3+JUFjnu1hCpKS1/pPW+m9a661a6y1a6+uAXmC1ef++2B/gfGCL1vrhST+nkq/VXBl2luXtuQMu25Qe3+9tmKaSzA7lPme+izBh8yt8M/ZchRTAdhfJOrSFSL5JxLQYCYb5zO828/R9d3KX87/xFZViueoBqDsq30UT08x31pcJrr2OC62P0fr4x7nm1g10D4zmu1hCZKSUsiqlLgF8wIYU9/uAS4CfTnTfYTXWeB/wzJl8GUkeAh62zL6Gbq5oNbUgKbXsht3XFLkpdtsn/SxdJUvZX3Vy3G1Wy9hzj9oyBwcNpZ5JP3c+zI7ZDGOFLPc6KPY4qM9RPZd6HGmeOf8G3dX5LkLWRu3+uL87SlbkqSS5JwGamLLO/hHe8/Mncf/r5/zU8W3sNUuM4KxsXr6LJnLEtvbTcOYNnG19ivdsv5Z3/eAfvLavN9/FEiKJUmqZUqoPGAZ+BLxDa/1Cik0vA5zAbePs7xql1Cal1KbBQSOr6YB3buwWkyqnz2njqIaSpNsTGyRgNPZWNZQm3R7b4M+nYrdj/I1SsMWUX6PiAt+p6gksmNLj3Q4rpd74YDlVQJ1J0J4QhMUMPqgtdtFaHUjb82SzxDfXUr3/hSTgmnwwm61eX/MU95A8+iOxnmMNO8sn/1QJh4qlQD6rAOW+8RPyDLkqZ6Ak8RZVB5J7rnX8e6YP4aRzEqCJKXnjYB8X3vgIb9v1Pb5ivw218GzUFX8F38x/mMUMW/1hOPe7nGx5nm8Nfp4rb/wbd296C61lyKMoKK8BK4DjgJuA25RSS1NsdzXwR631wUw701r/RGu9Smu9yu0em7/U42+ho2QF3UWTCwTmlGR/5d5uNb66V9aXYI9pUC6sNIK5KTUkU3BYLdgTGpSLqgMAKXuVAu6JB1aVfieuhGFfg56aCe8nnbAlddCo0wRZqd4PbZv4fLXuosXsr1yTdPv+qrXR331OGw31TXidNqrmLU/aNt8mMxzPZbfmPIjsKW7NartsArn+ypVTLc6EFFLjW6UZln2g8oTo7x2lKwir3ATdVYHUnyuf08aCqkDmB0+yvbG0tijptooCG5ZbSMeImGU2bG3j0hsf4vMD3+BK69/g2A/CxXeAY3YNxRBTsOpK1MV3sNTyFr93fJGbfncfn7jrOfqGg/kumRAAaK1HzDlom7TWnwOeAz4Ru41SagVGEpEJD2+M6C1awKC3Dp0iEDhYsXrcx/uctuj/I/axxkOmnh+LUgQ9FdG/PeY+2iqOzarMXsf4gVTI4kQpxbzK+J48l83CqobSpF4lyK4PMTZoWVDpZ24WAWouLv2ErakbZaleQ9AbPxSsKIshj33+JubWJgeaQZsn+nrCdi/Y3Obzjt8sK/NOrofyYMVxCWXwZvW4yoAzelEgUXfR4kmVJZPYclX6MwfFQ07j+J+XZv5Yld/FgHf8Ycdh2/S1WyIXLzIyx4BW+V040tRtrpQmHD86zXjUUUfx2DaW7IOzEUcJfb6mpNvT9Ygnfo4WVPqpK3bDsouit0XeZ22x01SW3XEb4bQlX2AIl81Puq2uOH1P4lSGN0+WBGhiwrTW3PzYNj5+8wPcZv0vTuFpeNvX4axvyBpnh6PW81BX/IUq5wj3er/Kns0Pcd73H+PF3ZKKXxQkC8ZQxljXANuBByezw8QGVvI8luyHM9UUueKGTI44Sxi1Gw2+oDlPKbaBPurKLnFGbC9IpMEy3rym/VVr2V99EmAEjqmSKMQ29hQKt91KwGzM7Ktem3bfQcdYIzbgtqNU+gGDqRpYiSK9huVeB8vnFKfYIjm86yxZzqC7OloPsUlIIm3WAU9d0uMi78fcUqNBp5U1ZYO0o/RIgNTlUSp68V+lKV9X8ZIUryNzoNqYofE64iyL9iSGLU72V53M7rqzsrqAUOlPHcgOO8d6yaYrMUjscDq/05ay5yZyPLeXrwLSN6DLvA6Cdj/DzvKUvSadJcs5WLGaoGv83r6gLbkB31mS3OOZ6jiOvRiypLE22ltTFXAl9RzHaqk0PnO755wzLck8ltYW0bDi1LjbylMEwakTpowdeX5n5os7g27jokRnybKxR1vSPyZ2JEDAbaemKL6u28tXsb/qJEbtAVx2K0tri1g+pxiVxWTH3uKxiwiD7hrKj/t3wtVHxG1T6XdhizmPRz7jEZaE54m8L7kkAZqYkKHREJ+8+3l+8dcH+avnKyxSb6Eu/gUc96F8F03k09yjUVc9iLuogl+7buDMwXt55w83cOvj22TIo8gbpdTXlVJrlFKN5ly0G4C1wJ0x23iAfwd+pid4sEa+tI9vqWRuTLBT6Xcxv8KXlBggG0VuR7RxExEZhjdiXtH2xDSOsk3GELnqPDaMR6HcRXGN4cRGWfOcarTFQX1pdotGL6jysaS2CKvFmD8WsnnZPeec8R+YgjswNkzTbTeaKiPO5EZ0ldm4jPQaNpb7sm7YDHjnopSizOfE6XLTVh7f81jqdcQtmB12jTXwh5wVOG1WPHZr2mGSg57ajM9fXxZTr2YPhbIa763VouKWAIg9MDMNh7WNM7cp5PCzrK6I9rKjjINHWRhxltJemnqIX3vZ0QRLWoCxCwQRVoeHUUcRe2uMTM2JjdjJmptw4aC7ODkwKfc5Oa21CszhebEN9R5/S7RnL9Lo9i5ci2v5BUn7GfDOZcRZmrYXyee0RY+xkCU5kCmtSO4djd2Vw2phaW1RdBifz2nDvfRcSo44i1VnX4Wj8VjCCUs97K05jX3Va2mp9FGUYj5n7IWESN1ny+V0Yi0ZuwDUE1iAxZb8HKmqI/Z5rRZL3MUZrSx0FRsjx7uLFnLs0gWEW85iwFs/ofKlpSwE7X66ixahlAWX3YrDasFpG//T3h/Tg1q15CQay5MvYiS+3sRhsfWlHuqK3TSUGcemd5wAdTpIgCaytqtzgAtv2kD78/dyr/crlDuDxnyz1nPzXTRRCEqb4ap/YGley2dDP+anJbfztXue58pbn+ZAz1C+SycOT9XALzDmof0DOBo4S2v9t5htLga8wC0T3bnLbmXxEcdB5eKkJnqxx0FzhQ+rUtHGn0Ix5KyINqLTze0JW42Gj9NmZe2CsQCqz9fAgcoT47Yt82U3L8rjtLGqoZSGMi8K2F13FqF5p9FetorddWfhtFkpjgko64rdtNYEOH9FHUXLzobmtQzXjw1LTBXJ+l12KJqDwshamE572dHR3wMxDZ1Iw/xA5Ql4561GaU1TmZdac+hRnz95LpHFAntqz4i7zWa1UOl3Ra9yp+rdili3sBKLUoQD9XGtNAU0l/vikrRox9jv7eWrYPH5tM5rotPsKZuIIrc92muglDKSatUcgS43hrRaUNQ3xA/Digz3i+2xDVo90TK2lx3F0Pxzoks9xPa0RtL8l7euwVmzmMa5sYltUuvxtzDkriRUtYz++edxMGHorDKPgnTDRCcq0hvXVOZlf9XJ7Ks+haHWdzDgrWd/1UnsrzopLvlIYiN5XoWPEo+DsuYj6fMb77nDZmHtgkqWzykBm5OAy0Z9dTWLawLUNafuoYy1oMrP3FIPpV4HvYH496Op3MuKphpaKn1x2VtjA9UltYFoD9nyuuKxnhd3iXHwljQw6o6fsx+2OgnZvBT5jEBiXrkvrhc2tncnXd03lXlpqfQlDWdM1HpE5uHQvf550V7kjrL44zw2OBp2VtDva2D3nHMYcZZR6nVQVmokPWos85rlMOol9qJHRCjxdcxPHXhqiw17VUv072OaSnHarBmHJy6rHxsGvqA6uRcVkodZntpaFf19cXUAm9VCTZGbioalrGoozZhMZrpIgCaysmFrG+f936Oc0v5rbnV+E1dZA+qqf8AcSaMvYriL4bK7YM0nObnvXh6r+hY733yVM7/7CPe+sDffpROHGa31FVrrBq21U2tdqbU+TWt9X8I2t2itbVrrPRN+AmXFM3f5uEO7Q1Yj8HDZLZx4zNHRBnZjZTFNZV4W18YMp/GNNQwCLhtFHns0cFBaM+oogoqF0W2azKvBkQGCnSXxQ3e6ipegU33VK7N5bfaiJHYeehwxr8ldDN5yfKU1dJQeiVYZXq/FhtViSfmco/YAu+vOYiimQeqPaRh5zGFgo45i5lcXsXpeOWU+Z8oxY+1lq6LD9VKtPVdf6sFdVEl30WK6i7JLJpHE6ojrBYtrxCkLWO2o+euiryfgsjHsLM9uPp0G10JjqFl1wGm8D+UtqGjDT8fVTeQ1xSbe6Pc2sL/mlGjPjlZWlN3JnrqzAOKGzo3ajZ6zeTUVUL0MX0KWRZUi5G5YbATSfqcdLNaknp5Ek+k/ixsiax6DyqII2n2EzHlhRzWUELT7aaqrTTkcMDK3qcTjYF6Fj2V18Y3wIo89mjVxwdp3U7nyHDxHXUKwOnVgnfgZAiNYb60tjg5VdHpLKFt+Fla7g8DRl9JZekR0vmhsgGaNacg7bJa4vyMqi9LU6/zTwFVEyZJ1NJaNf0zVxOynzOekyO2gudwXP2cxoauopshNbbGb0bJW5s8d6w2MzDnsKVpEZ6mZyl5Zoz2tNmv8flJdsJlX4ePMJdWU+5xU+V1olDlcOWFrDS57Qo+UI/VQ3fNX1MUlLHLbrSyrK0oK1mOD5uoU9RsJLuuK3axqKCVQYfT0RXo603ZE166AovEvbkwHCdBERuGw5sZ/buWqmx/jm7Yb+ZT6Bar17fD++6Hk8Fp4U2TJYoVTvwj/djuVQ9t5wPN5Lvb+iw/f+SyfuOs5ugdlzTRxmKhYxP7qtYStDvbWnEZP+RFQNAen2ci02F2U+Zx4Io0TqwMajk+xo0hrwWzYxFxtTteOaCrzEnDa6Pc1jvU8VRrDvprLvdQVu6OJSSA5RX+qoVVep41R3xw6Slekb4xXL4eKRZxx3EqObSrD57TRYTbwtLJGh6QVue3MX7BkbK5JigyJ9uLkIYI9/hb6vfUMuavYX3USA9XHghkwJvZI2lpOpc/fREtVgDUt8b0UTeVelsQExkkNTAW44ueheJ2ZeyOKPQ5GHEW47OM3rTQal9sIuGJ7Lp02K5V+F/Mq/Zkze1YuprtoYfr7Tf0x8xmbK3xJ6d0jFwtamxqTHjuvwsdprVXGRQJTpkx+ZX5HXIIbiJ+jlqjc66DIDBTtFhUTO8QEOEoxp8TD+SvqWFwboNxn1FVxTJkOVJ1oXERIkHJWo80RvaAS2wMUOx9zNGY5hNg9LKjy01oT4Kj6Epa2NIPHeG3KLGMkIJjoSM9UWQyPay4zgpSW08FfjVKKfm8DA5459Jg9eZEhsB7zuC9Js7xFqgQv8yt80dfssltZvXoNjlYjsHfarNHX4HfZoueGxTUBFi9aTNnS06g7Kruhy5GA2uu0cdz8apbVFeEua6D82Mui29isipaqxOVExipxIkNn99acxqqGUorcDjpLlrOn9syU29mtFlbWl4ydf5zGez63xPhMKrsnej4ZXXJh/INrV8RdJMsVCdBEWgd6h3jvzU9xx30b+Fvga5w6+gis+wK869a0VzeEiFp8PnzgEaxl8/hs79f4U+PvuP/5bZz13Ud4ZEvGTOZCzA7WcTJ7VS8lZDb2HC4PLQuNCfP1R5/D3KPPx52YRXHx2+N645wxjZuUArXRhpROCDHKfE6KzSvnzRXx52uP08aqxtK4eTstlcnrraViiT5fGjYHVC9FWSxUF7lorQkw7Klh2Fkal/Ri7cJKiufHJKdI1Qgris++53HY6C1aQJeZeCBsdRLy10QbcIkJAywWFW3YJ85VKfM6mR/zmhN7EC1KQXHC/Jk0DcWjGkqoDLio9Ls4YWEt7pjegGOajEZ84hCq2rghWfH7rS/1xAXPyVsAVYvxeYx91JpD9Ubt/hSJOjI3bisDLs5fUcfcmoqU8wXHjj1jP/urT+ZA5QlYfRUEWk6I29aCImTzxAX7bTEJSNrLxkbcLKoOUG/OiwzavPjdduaXe8zgYOy9qkwIXjwOY6ius3nsuUM2LwQmvkB8ZcDFsU1lnLOsxuipJfk4UEvekfQ4pVTKQyFkcxNWNmwWxcr6Eo6qT17XMBsuuzVl0KYtNjpLj0BbHOyvOokDCcs3REoesjiheOwCel/9qfQE4gOKYo+DigwZMoPzjcBGa6JBjMtuZW6ph6bGZuzekujnrq7YTdDuS0rskcRqg9bzWH70STRW+DiisYr6Ug8ehw17Qo9cbAU3JPYexgZH/lpoPDFalrghn0plTEwSDfyWXQTlC41hp2Cc130VtFT6qS1yJ2drtTmhehm5lvtZbmJWeuz1Nj5+13OsGH6a9YGf4AyPoi79FSw8K99FE7NJaRO87z546KscseH7PFv+DJ8e/QDvvXmId66s4wvnLKZkkimjhcg7e3bJMwDWLaqMXsm2+yuo8gORRKeNa6JXcAEWVvvp2wVVZua8pXUl6L5R3ir280qvBbxmAo2y+aiBDgDmlCSXpcLnZOWcEuaoIOx6K6lHKJYji8n2SVxFYLERtA5hCw2k3KS22E3tirkMjtRy/8v7aK0JjAUnscO9AnXQvjXtUx2oPAF3inFHfpedE+eX88jr2V/06fc2gCW+vDVFLnbGTJUt9TjAXYrdOkh76Up0pQtcRYw4iukuWswJ88eSmMwp8YCjFd7cj6OompG9xjroLrs12mhd01LB0GiIHX1VNDS34Knyw0hf1mUu9tiNeb4db0ZvW9NSwWgojNtuxVdRz6qERr222OgJLETpcFyihHgTS+IUtjoJW51UtJzJnBIPzcCfntsNGG3qFXOLcQZtEOqPe9yAuzYufX4kAB2uWUWw/1WgkwqfkwpbESjFGYurMy+8bgbvFX4nB3uH4+cPTqAHK3H4m9NuhbAiPPcERm1uI6jIQuQ5m8t9GTOSpnk0YPR2Bm2+tFkda4vd7OkaBCCYYgH7iO7iVph7NHTtACDs8NPvrSfQ81rGUngcNoobV1Bn6yHk9APGZyR6ESj2ULEYQWQwrKkKuKhpOQrcxdFjIU7jGtj+qPG7bSyAsi86i8qhLtj2CAALq/wMBUNJDy/1OCAcc4M1ps1gsYC/Gq9j/EyvGdldMP9UCI89v8NmSbiQMrMkQBNxgqEw33lwCz9Z/xrX+//IxdbfQ/ESo9esYnILsIrDnM0BZ1wP80/H+eeP8t3Ba3lv08Vc/tzbePi1g3zp7Us4b3lNVulyhTikeMpguBec/rj1IxdVByBmrpHVYvzTVO6hqdEcqhdZI2igI25e0ohjbIiZUspMvNFgBFMphoFNuMhOG0N9ZqPN4YWG4+nev4myjmczPs7tsHL+iuSU9dSvNhpc3nJo30qx205iE89usRjz0krc9Ow1hkh7HTaObiylyGOna2BkQq+hq2QpLIkvS3XABWaAFrI4UfXHgbsYrQcZ8tRAZQ1YLBysPAGlVHJPlbd87D1JcSqzWhRep43FJ54/obJGqLqVRu9qTIBmt1qiQX9iT9P+yjUU1ZVzRlUpj73ugYS1KVOdbgNuO3PK/PQPDuPxpE8jnvJ9xBhS6HfZoXYdvHJP9PZIz5xttDfzi9SRVrjCna7BXdkK3WNHyLFNZYyGwtCVHNxb7A6omEBqelcRPrpZ21CFJ5Dd8hUT4gxAaDj5dqWoKXJhnzOHocA8KgOpE38c3VjKWx0DPLuzM+PTpErCEc1S6cp8Dpi/9BjAmN5S4XdG13R7q2OAioSlFixKZTXfEm+5Mbe2JmFJApsjbjSWv7IRf0/kvY0NuNO0DVSabZTKbgFrb0XyObGAloqSAE1Evb6/l0/95nm6d7/Kg8U30zD4Ehx1JbzthgldKRYipeaT4UMbUQ9+maOe/inPlm/kS+rDfOxXI/zpX7v56gVLM2ZiEuKQU3uk0SviGKeR46uC/rbM5+HyBVC9jODzaXKdZBmczZ+3ANfg/rT3H9dcSpenB1vnWO/XkKcGOrLafbKi+MZ+c4WPuYtjFoRuOB67w8e5Dj9Wi+KVvT0AnNhSHu1p8LvsBNx25sb2IhZPbo70vupTCFvsUDAjhaoAACAASURBVGzM3UrsxDmmqTQuk2AqkSydyevhTVFgDrApq02DjgAVJUU4bVZOWVhJKE2DNfbmUxZWws4m6N4Fc1ZNqGhGgowDRgBgzX5URNhZFNOHF1kYLsPFuqolxo/JalFYExrVSimOmFNMeeu/w0TSoZuV4cliAffEKHxehY+DvcMELCmSYEQsOCP17a5i6oo9UFYOgczHzNxSD9vb++noT31RYqT+ZOrLq5Nu1xa7sd5dQ3YBq8WiOH7eWC9xyqC85Qx4/f64m3xOG30JFwOwWKEpfjjmWMEidaWgYTW88Nv4+2uOgPY3YDD1XL2U5p8GfQdg19hN3UWtDDnL47drPjm7/eWJBGiCYCjMTx/dxvceeJVrHH/n/7nvwqpdcNHNsPTC8XcgRLacPjjnf2Hx+Tj+9BG+1vVZLm++gCvfOJvTvtXOR06Zx1VrmjMu3CnEIcNijSYaSOLwwog5TKxikRFwpArkIvPgrEa2x3WLKukaGCWpGypLxa1rkxtJMZw2K1UlxdCJ0fM3zSxKxS9MHTAShSSeEWLPEVaLMoKLF8y6WHph2kb+sLOMtQsrU94HRDMHRpzQUs6ersFoT9W482zM17CyvgRLTfohpdka8MyhMrTPzBqZXZPNohRhraPzxywWhSUhoEjbK+EqNgI0x8Te295AC2puI5Q2jNW9wwvGiDxOWVRJeNDJ1tjYv/FE9GhMHZXOg87tUNI4oeeOU26kYE+11tX4YoKFWM1rx31kkdvOmUuqYf8iOPBKig0yZP4rbTLmP2V5ESVT59DxyxakPfaLymvGnzc7Ea6A0TM/1B29aU1LBSOhcIYHZSnyGspboLyFc0LhsSGv0RXeY4ZIt5zBwYGdZrmKjJ9dYyfBVEt0TEhxPXTtnNo+JkgCtMPc1gO9fPI3mxnc9QL3Bm6jefhlWHA2nPNtCCQvwCjEtGhaAx/agFp/A4ueuInHPf/krsDlXHf/KHdv2sUXzl3Maa2VMuxRzE7eCug35kSVeOwc7Bue+CK+80+DoDkcSqn0vWwlTRAOQpnRMPW77MYws0kGaIAxjMyf4fzvLYOmk8BTnn6byZpK0LfoHAiNZOyBCdq8yZP+Mwi47ASqJ96ondKizQ3HG+8pcOLyhag9/UaDE4x54JmWOcBIN9/eP4x1MmWoWAi+yvQXDjKwlzWO/dF4IriKUS93oLU2eh11TJOz5XTjNXXEzAW0u6BlYgsvTyuHzxhynJhYwjuB4zzSw5d4kWO8pBJTGH4cCVwUpDz2IwmEKpISyEw/h80yufms47DFZqKM9JhWxdSpK8CxSxfEZVCt9Luicx1XzyuLWz9wwuYeY/zMIAnQDlMjwTA/e+xNbnnwX3zS9lv+zfUAylIEF/4849VHIaaN0wdn/jcc+W4s9/4nl27/HufVLOHa4cu5+vYBTlpQwZfOW8y8ivRzIYQoSE0nRX89uqmUvqFg5oQHqVjt2V3ttlhSp3yef+q4Dfm0qsZfwBdffC/UgGcO2CeWcCJJ89qpBWh2d/phoObV9kxruDmslum5+p+tdF0hgbHlBSzl8yBQPTZXJ4sMysc0lTIwEkxKqR8rYeGGmDvUpIKzJH5jmN0pCyvo7DeXVnEGCLpK6fQvGgs4I885VZG5VZ4pzB2bewwMtI8/5BgmVubKxdntc5KaKny09w3jmchwzkKTWJ+Z6lepsfmeMRIX5V49b+xYqMyQsbJQzeJ3U0zWhq1tfOWP/+Lozr/yT+fv8Oo+1Kr3wynXTs+JWYiJqGyFy++Bl/6A777r+L+BT/PxhjP42M6zOeM7bfzbqjl87NSWrIYWCZEvcVeNYxoXdqslP5lK3WlSfLeeR+wQrlKvI+18lonoLD0CFqVOHpG1ifRUTFRJIz2BBfT5mnL3HLkywWVtjF6MzMdcibn2WlZJHsaxsr6EodHk7HsQ06MLYLFw5Np3MBoaCwtLvQ6eK17CEu+ezL224/FXwcKzpxYIWe3RwHLKbM6xHvAcqQ646BwYxaEtqb8fI73w4+RmEYVJArTDyJ6uQb5x74u4XrqL2xx/pNp+EOaeCGd9A6qX5rt44nCmFCx9pzHp+PHv0rzxh9yj/sGzNWfz8WfO5HfP7uby1Q18aO38pKtkQhSC1uoA7X0j0XWvCpYtfpjT8fPKCYU1DJ0EwaE0DzoEKEVvoCXl7REBt522vuGJ93bOQmmzaqaRqUNj7gSSoTht1ri8HV6njfOOmgfMy3ofaeWwl2rC5p8Ou54yklVMs8h70VLlN74PX0izoTlsMjBqDCP1uXLQ5PeUGnPQJpAYJo7DawTmE8m2eZiQAO0w0Ds0ys/+8SI9T9zOJy1/od5+gHDNSlj3I5h3qgxnFIXD6YN1n4djrkE9+i2OevrnPOK6n4eLLuDTj63lV0+9xdVrmrni+EaKPNM42VmIKbJYFCctqMh3MSbMyIKnkoYsFqpVjaUEctHQBI5rLuPJbe0cOXdyCwxPWOS7t4BSe4tsjdNusrvAV20EaBkWS56MbDLIx5pb6iHgssd/Z5aZCVmmquZII7nLZINjpaDxhPG3OwxJgHYIGxoN8edHnqLvsR9zZfh+iq39jFQdCeu+j2XBmRKYicLlqzR6do/7MGr911m7+dc84fkjj3jP5PP/WMdPHnmDS46p530nNklqfiEOI9P+eY/MWXP4sCakFs85p98Y4j3JJQFEHlgdRiIaWxZzmsrmA9r8P4fqV8POjRk3SbqgWXuk8TNVFsu0rK9YkLzlU5vTOEUSoB2ChoYG2XDvHbhe+CUXhZ8zhnY0nQnrPoFj7jESmInZo6QB3nETrPkklg3fY+1zv+JR11953reGb248kZM3LOa8I+q45qRmWqchpbUQ4jBTNMdI6uLNU+9nNglZROEonmusy5VNr2e6BD5TlNSEK5ri3E+RWvPavD69BGiHinCI3lfXs/PRO5iz9wHW0UebpZw9yz/KnHVXU1QiV+jELFY+H97+fVj7OdQTP2TFs3dwp309bc56fvbSWi7514m0Ntdz6TH1vG1pdfw6SkIIAZy5pNqYb5douod32j05WSMunyY6rO6QpdOslSbENJMAbTYb7oU319P1/D1Ytz6AP9hBo3bynOd4Sle/m9YT3yFj28WhJVALZ1wPp1wHL/2R8k0389ldt/Mpz138c/8x3H330dzw51Wcu7KJC46sY0ltQNZSE2IGVPhzv8bSVMUubp1Ti86emecRMy/SppK2lcgxCdBmk3AYDr4K2x5m9JW/Y9n5GFYdxKI9PKqX09l4NkeffiknzJ0dk72FmDS7G1ZcavzsewHbpls47aU/cHroUQa1h/ueXMm3NxzH3rLVnL2igbOW1TC/UtZTEyIXzl5WM7lFkcUsIl1oAFQuMZJ+lDTmuyTx5p92aGdhPQxJgFbIwiEjINv+OGx/lPD2x7EMtgOwU9fyYOhMtpWcwKJjTuftKxsl/bg4PFUvg3O/jTrrG7DtEdwv/Z63v/IXLhh6jKE+F4+vb+X2h5azreg4Fi9ZwbrWKo6sL4lft0oIMWl2q3yWxGHCasv7vMGqgIuO/hHcsT3Ch0qijgVnwkBHvktRECRAKyS9+2DXJti9CXZtQu/5F2qkD4ADlgoeGV3CE+FW3gqs5IhlR3DBijo+UCuJEYQAjEVG558K80/Fcs53YNvDuLbcx8lbHuDU7ttg4DbeeqqSxzYu4Y+WhYzUHEvTgqUcN6+c5XOKJWATQog0ZA5a4Wip9NFQ5jk051o7/Yfc/M3JkgAtH4Z74cCrcOAlOPAK7H8JfeAV1EAbACGsvGlr4qnh43g2NJ9NLKZ8bgtrWsp5/5JqFlX7ZV6NEJnYHNByOrScju0coONN2PoPqrc8yEU7NnDp6D9h/484uC/AM+sX8j3VQl/pEpxzjqS5fi5L64poqfIdml+AQggxQZbDYPHu2UIpJd9NhwEJ0HJhdAj69hs/XTuhcxt0bifUsZ1w+zbsfbujmw4pF2+qubwwupRXw3N5PjyPHY75LKis4Ii5xZzXXMpXG0vxOuWtEmLSSpvhmGbsx1xtzOVsew12biTw5kZO2rGRt/U/DV1AF+x6oZyXwo38k3p6vI2ESltwVS+grqqCpnIvc0s8VAac8gUphDhs1Jd6eH1/LyfMn8F14oQ4jEmrP51wCEYHjUmXwz0w1A1Dkf+7YbgHPdhFcKCLYF8bumcf9B/ANnAAx2hP0u7aKGZ7uJK3dCNbwyewRc/hTdWAo7yR5qoA8yt8rKz0cVm1n3kVPrlaJUSuWCzG4rCVrThXvc+4baAD9m0mvOd5inc8ywl7n+f0vmexDIVhD7AH9uhSduoqntZl7NWl9NgrGfLUoPxVuAMV+Eoq8BeVUuRxEHDbKTJ/it12Am67zNMRQsxadquFty2tyXcxhDhsFGSANjQa4p7n94zlDNKR/4xftB7LJ6RT3Fe/736adt+D0mGUDqEIm78bf6PDWAiDDmEJh7CGR7CGh7CGhrGGh7GFh7Hq4LjlVMCg9tClvRyghAO6lIO6iQO6hDZVzLCznCFvHUH/HMpLS6krdlNb7GZNiZtLit3UFLmwSaNNiPzzlELzWizNa/GdaN4WHDaGRra9TvjgFor3vYq3bRtL+7bhHnrCOEf0Y/zsMx+iLXTjpVd7GMRBLw4OaCeDOBi1OAlbXWB1GPPlLDaU1Y6y2rHY7Fisdqw243fjfjsWqw3MbaLbWm1YLDasVoVSFpTFYq5cav6vLGiM+7BYAOM2iF+5R6nklXwWH3s6Vqv0DAohhBD5VJABWt9wkP/87eZJP/5d1i1cbt1BGEUYCyEsY79r42+NIoSdEE6GKGYYB0PawRAORpWDkNVJ0GxQjVi9DNv9BO1+lKsI5S7C5inB4QkQ8Djxu2wEXHbKfA5afE7KfU6K3HbpBRNiNrM5oz1tFsATe184DP0HoGc39B2AwU5C/R2M9LZj62sjMNCNd2SA8MggjAxAcAgV7MYWGsQSHsUSCmHRQSyEsOkgVkJYCefphY4ZPHI/brcEaEIIIUQ+KZ2D1DxKqYPAjgk8pBxom/aC5M5sKu9sKivMrvLOprLC7CrvbCorzK7y5rqsDVrrihzuv2AopXqB1/JdjllmNn1WCoHU18RJnU2c1NnELdRa5yzlZE560Cb65ayU2qS1XpWLsuTCbCrvbCorzK7yzqaywuwq72wqK8yu8s6mss4Cr0ldTowcfxMj9TVxUmcTJ3U2cUqpTbncv0yAEkIIIYQQQogCIQGaEEIIIYQQQhSIQgnQfpLvAkzQbCrvbCorzK7yzqaywuwq72wqK8yu8s6mshY6qcuJkzqbGKmviZM6mzips4nLaZ3lJEmIEEIIIYQQQoiJK5QeNCGEEEIIIYQ47EmAJoQQQgghhBAFYloDNKXUR5RSm5VSPebPRqXUOQnbLFBK/V4p1aWUGlBKPauUas1y/ycqpYJKqRcLtaxKKYdS6qtKqW1KqWGl1E6l1McKuLyXKaWeM7ffp5T6hVKqOpdlVUrpND83jrPfZUqph5VSg0qp3UqpLyqlprwaeC7Kq5Raq5T6k1Jqr1m3m5VS7yvEsibsv0Up1auU6ivUsirDx5VSr5qfsb1Kqa8XcHnPNPfVq5RqM4+LBTNQXp9S6vtKqV3mZ+Y1pdQnstjvyUqpZ5RSQ0qpN5VSH5xqWQ9FSqkPK+M8P2TW15p8l2kmKKVOUkr92TwHa6XUFQn3K6XUl5VSe8zjbr1SaknCNiVKqTuUUt3mzx1KqeKEbXJyvp9pSqnPKaWeNj+jB5VS9yilliZsI3UWI4tzm9RXBkqpa83P5g9ibpM6i2HWReJ3+b6Y+/NfX1rrafsBzgfOAuYDC4D/BkaB5eb9TcBB4FvASqAZOBuYm8W+S4A3gfuAFwu1rMDvgKeA04FG4FhgbSGWFzgBCAGfMB9/HPAs8I8cl7U64edcQAMnZ9hnANgH3A0sBS4EeoFPzkDdTqa81wLXm3XcDHwICAKXFVpZY/btAJ4B/gr0FWK9mo/7NrDF3H8zcCRwdiGW1/xcDQH/Y+53BXA/sHUGyvsTjHPmKRjnovcCw8B7xilvP/B9oBW42tznhVMt76H0A1xs1svVZj19H+gD6vNdthl47WcDXwMuAgaAKxLu/wzGuflCjHP13cAewB+zzd+Al4DjgdXm7/fE3J+z830e6us+4ErzdSwD/mC+tlKps7R1Nt65Teorfd0dB2wDngd+IMdY2nr6MvAq8d/pFYVUXzNRCR3AB8zffwncOcn9/B74klmpUw7QclFW4AygGyifoQNsquX9FLAj4bYrmYbGeaayprjvpxgLvmZ6/IeAHsAdc9vngd2YyW4KqbxpHnc38LtCLSvwHeAW4IpcHAPTdBwsxPiibs1F+XJQ3oswLoJYY247BSOwm/bzRMI54UXgKwn3P0zMl3aKx38DeD3htp8BG2eivmfLD/Ak8NOE214Hbsh32Wa4HvqICdAABewFrou5zW02SiLHZat5/J8Qs82J5m0Lzb9n9Hw/w3XmM88J50mdTajeOoAPSH1lrKMi4A1gHbA+cq6XOktZV18mTSxRKPWVszloSimrUuoSjJPRBqWUBTgPeFkp9Xezq/9ppdTFWezrwxjR7fUFXtYLgKeB/08Zw4peV0r9n1LKV6DlfRyoUUqdZ3bnlgOXAPfmqqwp7veZz/nTcXa1GnhUaz0Yc9t9QC1G78C0mMbyphIAOqdWwriyTFtZzeEj5wJTHo6bZv/TVdbzMXqF3qaM4XfblVK3KaUqC7S8mzACyqvMffqBy4GntdZtOS7vY8B5Sqm55jbHY/Tg/T3DrlZj9PDFug9YpZSyT1d5ZzOllAM4iuR6uh/jSurhrAnjuzpaN+Y5+xHG6mY1RmAX+7l6HKPnNnabnJ/v88SPMb0k8l0gdZZBinOb1Fd6PwF+q7V+KOF2qbPUms1hh9uUUr9WSjWbtxdEfU17gGaOt+zDGErzI+AdWusXgEqMD9i1GC/6dOBXwJ1KqXMz7Q+j5+zftdahQi4rxnCrE4EjMLoyPwq8Dbi1EMurtd4IXArcCYxgDJFUGA3IXJU10WWAE7htnF1WA/sTbtsfc9+U5KC8ifs/FziVaVg3Y7rLqpSqwQg03qO17p1q+XJZVozPWANGcHQF8B5gEXCPeaGioMqrtd6O8Xn8irnPboxhTpnOI9NV3o8BzwE7lVKjGL1nn9Fa/yXDLtN9zmxA+XSU+RBQDlhJXU9TPhfNcpHXn6luqoGD2rycDGD+fiBhm5yd7/Psexify43m31JnKWQ4t0l9paCUuhpjSOgXUtwtdZbsSYw2xFkYQ9WrMTo8yiiQ+rJl8yom6DWMq7TFGEHKbUqptRjd0wB/0lp/2/z9OaXUKuAjQFKjQSnlBH4NfEprva2Qy2qyYHRvXqa17jZfw0eB+5RSVVrrxDcqr+VVSi0G/g/4L4yovgb4JvBjjPkq015WrXVigpergT9qrQ9msU+d8LdKc/tk5KK8RiGVOgFjCOrHtNZPFWBZfwHcpLV+YhrKlmi6y2rBCIzeo7XeAqCUeo/5PEdjnHQLprzKSLjzc+B2jIsmfuCrwN1KqXVa63AOy/sfGHMg3w7sAE4C/lcptV1rnakXLZefs0NJqnqSOjKMVzep6mm8bWb9caiU+jbGRdwTU1xwljqLl669EyH1ZVJKLcSYF7pGaz2SYVOpM5PW+m+xfyulnsAYnXM5EGkL5bW+pr0HTWs9orXeqrXepLX+HMaVok8AbRhJEl5OeMgrQH2a3dUAi4FblJG9MQh8EVhi/n1GAZUVjDGruyPBWcxjGOdx+Srv54CntNbf1Fpv1lrfB3wYeE9kWFQOyhqllFoBrCK74YL7SL7iEBnWNtXANxfljTzmRIyJpF/UWt801XLmqKzrgC/FfMZ+DnjNv68psLLuBYKR4Mz0Osbxn8vP2GTL+xGgX2v9aa31v7TWjwDvBk5mGobDpSuvUsoN3AB8Wmt9j/n5/gHmBa8Mu0z3OQsC7VMt7yGiDWMOUap6mvK5aJaLZEHLVDf7gEqlxjKZmb9XJGyTs/N9PiilvoMxYmWd1vrNmLukzlLIcC6W+kq2GqNn/8WY7/GTgQ+bv0fO3VJnaWit+zCSfLRQIMfYTKyDZgGcZlT/NMYk/1gLMK7uprIbYzjQipifHwFbzd+T5obksaxgjD+tVfFzziLptDM9brKmWl4PRkMjVuTv6U6bGun5iHUNsB14MIvHbwTWKKVcMbedjpFVZ/s0lC/RVMuLUuokjODsK1rr705r6eJNtayJn7EvAoPm77+ZtlIaplrWxwGbUmpezG3NGKMBcvYZS7htIuXN9BnLxfk3Ul67+ZPquTM970bgtITbTgc2aa1Hp6uQs5l5vn0Go15inc70fyfNNtswGiXRujHP2WsYq5uNGEPyV8c8bjXgTdhmJs/3OaWU+h7GsOh1WutXE+6WOstO5Nwm9ZXsjyR/j2/CuCC3AiPrsdRZBuZrWoRxEbgwjjE9vVlRvm6+gEaMg+UGIAycZd5/AcZcp2swxspGUjifE7OP24HbMzzHl5meNPvTXlbzzXoLo1G7BGN40YvAbwq0vFeY23wIo5F7Akag90wuy2pu48GYj3Ndmn3cQEy6f4zsRPswTjhLgXdiZMeZjjT7uSjvWozJot8kTRrXQilrivuvYHrS7OeiXi0YjeOHMdLrH2n+/gRgKcDyrjP38SWMK3MrMZJ07AS8uSwvRhavF81jscl8XweB/4jZR+I5IZJm/7sYWaquwjivSJr9+Lq/2KyXq8x6+h7GhPGGfJdtBl67j7FG4ADGBZ0VmEsMYKSn7sE4Ry/FOGenSk/9AkZK8NXm77HpqXN2vs9Dfd1oln0d8d8FvphtpM7i62y8c5vU1/h1uJ7kNPtSZ2Ov5X8xehmbMJbD+ov5WhoKpb6m+wXfinEVexhjotyDwJkJ21yBEc0PApuBS1McVOszPMeXmZ4ALSdlxejFuh/ji2s3xsnZX8Dl/Q+Mbt0BjCsHvwTmzEBZr8QYNlWbYR/bE25bhpFFZ8gs65eYhtSuuSiv+bdO8bO90Mqa4v4rmJ4ALVfHQQ3GRZBec793AlUFXN5LMNYX7MNIxHMPsDjX5cVoBN6CcR4axFjz5VOxnxlSnxNONss7jHEl8YNTLeuh+IMxHHy7WU/PACflu0wz9LrXpjm33WrerzC+p/dinKsfBpYm7KMUY+5rj/nzC6A4YZucnO/zUF+p6koDX47ZRuos/nWMd26T+hq/DtcTH6BJncW/jkjANYLxHfk7Yr6XC6G+lLkDIYQQQgghhBB5NhNz0IQQQgghhBBCZEECNCGEEEIIIYQoEBKgCSGEEEIIIUSBkABNCCGEEEIIIQqEBGhCCCGEEEIIUSAkQBNCCCGEEEKIAiEBmhBCCCGEEEIUCAnQhBBCCCGEEKJASIAmhBBCCCGEEAVCAjQhhBBCCCGEKBASoAkhhBBCCCFEgZAATQghhBBCCCEKhARoQgghhBBCCFEgJEATQgghhBBCiAIhAZoQU6SUulUptT3F7euVUutnvkRCCCHE9JLvOiFmjgRoQgghhBBCCFEgJEATQgghhBBCiAIhAZoQQgghhBBCFAgJ0IQQQgghhBCiQEiAJsT0sKW4zTfjpRBCCCFyR77rhJgBEqAJMT2qlVLlkT+UUsXAwjyWRwghhJhu8l0nxAyQAE2I6fNbpdQ5Sqm3A38CnMA8pdQZeS6XEEIIMV3ku06IHJMATYjpsQt4ALgN+AXwCvBeoAT4eB7LJYQQQkwX+a4TYgYorXW+yyDErKaUuhVYq7VuzHNRhBBCiJyQ7zohZk6qyZ5CiAnQWl+R7zIIIYQQQohDgwxxFEIIIYQQQogCIUMchRBCCCGEEKJASA+aEEIIIYQQQhQICdCEmCKl1JlKqYeUUvuUUsNKqV1KqbuVUovzXTYhhBBiOsh3nRAzR4Y4CjFFSqlLgZXAk8BBoB74LDAXWKa13pHH4gkhhBBTJt91QswcCdCEyAGl1ELgVeBTWutv5bs8QgghxHST7zohckOGOAqRG+3m/6N5LYUQQgiRO/JdJ0QOSIAmxDRRSlmVUg6lVAvwY2Af8Os8F0sIIYSYNvJdJ0TuyULVQkyfJ4GjzN+3Auu01gfyWB4hhBBiusl3nRA5JnPQhJgmSqlWIAA0A58CqoATtdbb81kuIYQQYrrId50QuScBmhA5oJQqBrYDv9ZafzDPxRFCCCGmnXzXCZEbMgdNiBzQWndhDP2Yn++yCCGEELkg33VC5IYEaELkgFKqClgEvJHvsgghhBC5IN91QuSGJAkRYoqUUn8AngU2Az3AAuATQBCQdWGEEELMevJdJ8TMkTloQkyRUuozwL8B8wAH8BawHrhBJk0LIYQ4FMh3nRAzRwI0IYQQQgghhCgQMgdNCCGEEEIIIQqEBGhCCCGEEEIIUSAkQBNCCCGEEEKIAiEBmhBCCCGEEEIUCAnQhBBCCCGEEKJA5GQdtPLyct3Y2JiLXQshhChgzzzzTJvWuiLf5ZgJ8l0nhBCHp1x/1+UkQGtsbGTTpk252LUQQogCppTake8yzBT5rhNCiMNTrr/rchKgCSFgaDREKKyxWhRWi8JmUSil/n/23jtM0qrM37/PW7mqu6pznpzzMAw5zBBFkEGEBXMWMKy7uoZdXXfZn7vquurqGkD96goi4oICKhkkS5rE5Bw756rurlx1fn+8lXNPd0/1DOe+rr5m+o3nDVX9fM6T9JXRKCBBM5R1jAqFYvoSDEcRAkwGlY2gUCgUbyWUQFMoJkCX28eODg/7ekbY0z3C0YExBkYCWLwdNEW6mCH6mCl6mCH6aBP91BlGqWKMCjmKRhSJAM0EZjvCNQPqF0HrGph3mf7/uKBTKBRvOR7b0YXJoHH1iuZyD0WhUCjGxbN7e3GYjZw9p6bcQzklUQJNoRgHY4EwL+7v5+UD+s/Rfg/LxBGWdWO9LAAAIABJREFUa0e41NrBMuNxZoYOYzV4IeYci2JgxNrEsLmJAWayL2qnO2ilzysxEMZEhNpogKUGN3PdL2Lf8YC+Y+18OOP9cMYHwVFbvotWKBRlIxSJlnsICoVCMW48vhAeX6jcwzhlUQJNoShCMBzlhX19/PHNTp7a1UN1qIdrzRv5nmMfSx3bMUfG9A2NTmhcBo3v1f+tnQ9Vs9CcrbgMRlzArJTj+kMR9veMsqvLzetHhvivfX30jQRoYoCPNuzjevlX6p++HV74Dpx9C1z492B1leEOKBQKhUKhUChOFkqgKRR56Hb7uefVo/z29WMEx4a52fY6jzpfY87Ym/oGtnmw9G9g9kXQdhZUzRxXSKLVZGBFm4sVbS5uPmsmUkp2d43wzO4e7tsyk290nsdyUwdftz7O6pf+G7HlHnjbN2DFjSr0UaFQKBQKhWKK6XL7aKy0omkn1+5SAk2hyGBnp5s7njvI4zu6qZf9fKP+BS4Tj2IMj4FtIZz9z7DiBqiZO6nnFUKwtMXJ0hYnn7l0PluOD/PApnbes3kGiyLr+b71Xub84eOw+2F4xw9U2KNCoVAoFOUkEoIDz8DMc8BWXe7RKCaZXo+f1w8PsqChkqUtzpN6biXQFIoYuzo9fP/pfTy5q4e5Fg8PtPyZVYOPI0YkLLsezvsUtKw5Kd4rIQRrZlazZmY1n79iIb98aQ7XvbKAm8N/5Mt77kd0rMfw3nuhacWUj0WhmA4IIT4N3ArMji3aCfy7lPKR2Pp3xdavAeqAS6SUzxU55nrg2Ryrlkgp90zKwBWK6Uo0Asdfh+aVYHaUezQlEa+O7LBME/N1tAeCo9C7G2adX+7RvHWQUv93iu2xQFjPAfaFwlN6nlxMkzdcoSgf7UNevvnYHh7Z1kW9JcK9C1/ivK5fI4bCcNbH4dxPQfWs4geaIuoqLHzpqsXcum4edz4/h5teWsodnu9R8/PL0a6/E8Py68s2NoXiJNIOfBnYD2jAh4CHhBBnSim3AQ7gr8A9wN3jPPYyYDDl976JD1dxyhGNQsgLlopyj+Tk4OkET4f+/1nnlXcsJfLEzm4ArlvdWuaRnAJEIxANg9FS1mH0evxIoNFpnbyD7vg9OOpg7vrJO+Y0Qwk0xVsWbzDMnc8d5KcvHEII+N7qbt7Z8V20Yx2w9Dq4/N+gZk65h5nAZTPx5asWc2BNG//fg/P5aMfXOPOBD+M+th3X27+m8tIUpzVSyoczFn1VCPFJ4Dxgm5Ty1wBCiLoTOHyvlLJ/omOcroQjUYyql1pxOjbC8DH9+99gKvdopp4cfzMe3d7F3HoHi5tObjhXXqTURfO09/Dl//vb6/FjMRlw2XK8U6O9oBnBPgWl6Hc+qP+7/Iay2gevHBoApkBUj522X9mAPgupULzleGpXD5d993n+5y8HuH6xnc3LH+Bdez6PZnXChx+Fm+6eVuIslfkNFfzolqvovO5+HmI9rte/y7G7b9VnyxSKtwBCCIMQ4t1ABbrXbKJsFEJ0CSGeEUJcMgnH0/EOQsifvfzwCzB4eNJOU4i+kQCPbO+ibyRwUs53SjOie2fK/V0aikTZfGyoLC0WQpEoe7tHTvp58zJwEPY+Br6hco+kKAd6R3gy5uFLMNLNkRd/y/O7O3PvdPgFOPiXKRtTt8eHPxR7n6WEyMRC9XzByfls+EOR5LhKJRyEvY+D3533mDIe+jgZ+D0gy9fmRAk0xVuKwbEgf3ffFj5x90ZcNhNPXuPjW10fx773IVj3Zbj1eZh9QbmHWRQhBNeeOYcz//ZeHrD9DTMP/47tP7iBgN9b7qEpFFOGEGKFEGIUCAB3AtdLKbdP4JBdwCeBG4B3AXuBZ4QQFxcYwy1CiI1CiI19fUUiIQ/+BfY/mb18tBc6Nk1g2LCjw80zu3uKbjcwpguzwbFgSccdDYR5ZnfPuI2naFQSjU6icTTVDB3NNlanSRTCwb5Rjg96Odg3Wu6hlE7/ftj5EHRtm7RD+kMRPIM9BMIRgmO5jfIEUkLPTgif5ImIFEGws9ODL/Nz070dTYYwhE/+3+axQJj2IR+bj8XEbftG2PXQCR/v6MAYT+7qZqjE75JCPLGzOxGuWjKj3bF8v5T04ONvAHqUwBM7u9nWrr8n3mCYscAExGjQC/ufxNQ3kT8vE0MJNMVbhsd3dHHF957n0e1dfOHS2Tyy8FEWPvMxqGiEW56DS75S9ljt8TKj1sGGf/gZT8/4W1a4n2XP967BPTxc7mEpFFPFXmA1cC5wB3CXEGL5iR5MSrlXSnmnlHKTlPIVKeWngMeBLxTY52dSyrVSyrX19fXFTxLJMGYmYYb3QO8IB/tGGS3BABGx0CtJaec93DfGaCBM57Av46RPFxSVf9rWyZO7igvGNEb7wBf7vnK3550ZL4pvGI6+Uvq9HRuA9jega2ueDSQERqFj86Q8r7z4PfpPqXgHITg2BQOZhGvselPPd+rfV9q22x8outnTu3vYenyI7R1uXjmUI5wtMAKdsWc42qMX6ujcklgtpeTYgHdyvSqnEPGrjsQnToaPTuh4AzFhVsr3zkkjdk3h2DV2ufWIhad29fB0CRNYeYnoQt/gHZjY+CaAEmiK0x5/KMJXHtzObfdspqXKxuMfaOUzhz+J4fU74Oxb4eNPn9LVEM1Gjcs/9u9sPuM/WB7YwtEfvp32rgl8MSkU0xQpZVBKeUBKuVFK+U/AVuBzk3ya14AFk3xMQJ/VfeMvfyAQnliY0M7O4kZ9t9vPm8eHE06hUm3UNCHnG9JFFOgiqEhY5riv6/DzuvCLRuDYq7D/qfHtH+fA03qxi1IFXjSk/xvK9GqkeNCOvwaDh3RRVCrhwPjyYvY/mdvDmo+Df9HD/U51+vfnXh6NwLHXIKRPDkRSPLLxanpp7HsCBg5A375kKFpKeOrRAS9bjg9xqL8EUXso9i6eagwdTX5GxwZ00ZrBZOlTjy80qccrldcODfD8vvzRCru7PAlv3OS3KiufuFcCTXFas69nhOt+9DL3vnaMW9fN5cELjzPvD1frieDvvheu/jaYJrGyUBlZc91nOHDxD1gS2cvQT69h58Fj5R6SQjHVaMBku71Xo4c+Ti4hH727XkT4BugfLTEMS0pEXEyMk9cOD3BkIGmYnpBRdeAZXUQVYvjYxJP1M72M42FknGFSqYz2JkKk0pCShGEmBJ7OffhHShBqh1+AQ8+d+HjiRELYvB0TP04JhCJRXtzfh9t3Yu/ZpDJ8DNzHoXtHYpEoxUAeSf+4Hukf4+GtHfhjEwbBXOIO3fB/+UDs3R1L8eYWIxzIFu6TFB57bMBLjydH3mo+2t/QP6MhHxx6VhetU0T8HQlOYm6kLxjhrwf68z4jgG6Pn2FvEIaO6Aui6R68fT1JUSpKfQ6eLjj4LEjJxsP9vLCvjx0d7vHd+ylGCTTFacvDWzvY8KOXGBgLcPeHVvFPoTswPnwbNK2E216CxdeUe4iTzqLLPkTfVT9jEYcRd29g+/5D5R6SQjEpCCG+JYS4SAgxO5aL9k1gPfCb2PoaIcRqIB7yOF8IsVoI0ZRyjLuFEHen/P73Qoh3CiEWCCGWxY75TuBHk34BXdswj7TnXR0MR7PyvpyevbR0Pqk3w83DWCDMw1s7aB/KneMSN1dKDXEEsPp6MA6XWMTk+OtpouRQ3yi9hYyccFA3jFJD9YSh4CmikYguxMI5hFyauDsBFTp8lP09I7rxmce427f5Ofa++If0hcdeg8Mvpi870RDNDGy9m6kZ3IohhzdkchH0jujP6rm9vZN21P7RAK8eGjjx0MKcz0Ff5hreScVI4XdzV5fuYQ5HCpw/EsZ7bAv9IyeQG3bw2RMq7BGNSnZ0uAt6mrccH+LVQ/nD6gLhSNr+gXAEty8Iex7Ju0/W7ZwGIZ8iGsLp3svebjd9o4HskGp3u972IpXR2DuaIchTRVnJMvnoy3jdPWx85Oew8w8MeYMc7BsteO9PNkqgKU47IlHJNx7dzd/dt5WVrVU8/pE5XPzi+2HzXXDh5+FDfwJXW7mHOWW0nHsjnnfezTzRgfWeDWzfW0JOgEIx/WlC73G2F3gGOAt4u5QyHvO1AdhCsvH0z2O/35ZyjJmxnzhm4DvANuBF4ELgGillhjU+9Ty9uycrad4e96IUEGgev76uczi3KCo5xDESSpyndmAjvXtfYaAET1/HsBdvSk6Kni9UwMhxHwfvAPTl6QOekUvW5fbxwovP4N33HOz+Y44dJu652NXlyQihyr5ZoUxj0X1cz3saB53DPrzB4vk7Wiz00hAYhpETDFff90ROb8qmo4McH0yKksz3ompoO43dz8XWyRMKxz3y6sP0ePwJT8uTO7vZdLSUUNFcL6m+TIuGONA7QsXoEVzuXembpOYJBUYS16QV8qbseojK0UO43Htzr49G9Dy5wRyTnMHCxVsiUZnTI9Qx7ONg3yi7SghRzsfjO7p5fEfye2JXp4f9vcWKyWTc11hFzGiecY4HKSVbjg0xEvseikQl4RQPW9XQdqoH3wTg+KA3UWDE6dlP5cgBzCPHkwdzt8OeR3UhduxV6H5TH6ss7R0U0SCBMTePv7qVmoHNRbf3lOA1LmfdICXQFKcVbm+Ij/zqDX72wiE+cO4sfnOpj7p7rtBL9b77Xrj8X8Fw+rf/q1t9DSM33Eub6KXi3g1s372r+E4KxTRGSvlhKeUsKaVFStkgpbxcSvlEyvpfSSlFjp/bU7ZZL6Vcn/L7t6WU86WUNilljZTyIinlo+MYVfYsb5xMb48QBf/Y5yypLpNhdvl4/fBgbNMSZsWjkfxKbdfD+k8KhwcK5+5ER/rocvvZPZll2T0daTlKh/rGMAeH8eYr7516bybgGdDvXwnW2Fh//mdehDeODPLCPj2kLhKVbO9w696PPFh7NsORF/OuJxJGDhzMXT0zMJKVjzQwGkiv6hfDEA3iGD2ClBLH2DGMYf25//XgAI/v6KbbPb6wL0NQ9yTGBZIvFKF9yFdolwyyn2nV8I68uZfh1GqcwdEsb3HitYiE9ep8qWONZFyblLp3rHe3/nvHZl2oBUb0ffsPZJw9+96/tmkjT2/OMwEB5Cx26vekFTgBPX9+09HBNMGTSSTXO9+T/++9xx9iy8FOBseCbD42xGM7JhbN7faF6Gs/wJaDHQyMBvjztk4e2Z48pmPsGHavHjmw+dgQL+3pgJ5diJjo6hxKEZcdm/W80LgAHhuAA89QPaSHvEaKfO4ael6msec56vpfx+Yrfl3FxGk4EsUbUGX2FYoJc3zQy/V3vMwrB/v55vXL+Xrtk5h+e4NepfETz56WIY2FqFtxBWM33U+DGKbqvuvYs3tH8Z0UCkXp+IZzG9B+Tx5vT4lEIxDyJ83UPY8U7c1VTJoc7BvVG9ceeHp8hS/yEfTC4ecSv1YNbc+dLzd0tARBkzH6lFDBfPl6oUg0JhwE3R4/xwbTDW9/KML2dne2cA0H0nobpa3P5W5MDWUL+fVwzvbXsweUargXEIpxj5Q3GCYQjnB8MIdwySXIc+X5dW1l0yvPsPnRn8PRPO0AwwE9DDUawZ/HIDUHh6ga3sngQHohhvi978gMPytCNAq2sY5kSFo+Mu+TlPhCYZ7f31s4TDaFSDTK1uPD7E3JQ9JTCCUikvLu+Ibh4DOwN3P+Jcf74R3M9vCO9MCRl3JW/tx4dJCdncl31tyzhYbel/RfSg17PfISDBzEEE5OiuztHsG373kGNj1Y2jHi9O5Ky61Mvc37ekboHQ3w4v6+cT/XJCkHjEaoGdxCXfszvHSgeC5q1dA2uvZvwhJI/w7Sva3x48be/9jzM4X0e3h0wEswEs36TBvDPhq7n8cYyQhXLTJh01ukN+Tu7hE63OVrXaQEmuK0YFv7MNf/5GUGRoP89gNLec/hr8Az/wZL36lXaaybX+4hloW6pevwvef3uMQYVb+7jmP7J69HjUKhQC8uADy78zh7u2LGmDs71yzVVEjYDflKrB98Fvb8ObGXlJJX9nVOTrNpv1sXHUEvkahkb/dImgfG3rMxe59cpd2jobT8NsfYMSpGjyRWP7y1g43bd+hFDHrSJ4f29XjSwuyyqvrlKAceikT1MKpYyN/W48O8dniAsVCE9iEvvSN+XjucNPq2tbs50jPAwKEt6YJ095/08KkUWtsfobX9kaRwC3g4cLSdXZ3pxvXAiFfvrZSr9HbMcB/xh9jePszIcD8Pb+2g1+Nne7s7OVsvJfg9aP16aJ0/M4TQ04nm14tVdLp9bDw6SHC4O3fxkZAvbb+cHH5BL74xdCTNsI2Ew/SPetPey9cO5a6U1z7k5eGt4ytaUjO0FXHkhcIbxccz0q1HuQBjgQggaB/2gYygycIhofFXN9VDJ4HWjkex7H8EZARBVJ+YyJXTl8eID0YyckK7tkI4W9DE72nOPoMZrQQKFmJJTBron6qB0QBRKbEG+tBynLco4yipn69/YTAcLd7bME8j53xeP01GYsIw/bi7u1K+C0VMmmQ8mxF/iG3tw3S60++H070HYzhXmGeOsUfCOVs8mIKZBWLEhKvtThQl0BSnPM/s7uHmn76K1WTgjzfXsfapG/RSxG/7Jtz4S7BUlHuIZaVu0QWM3PwgFoLYf7OBvkP5ev8oFIrxkGrAVR5+jJ5dMW9ab3qI0aajQ7y4P9fsch7jx59uLPSMBBgY9fPXg/lnqPNNFuctyR8Nsa9nhD3dHo6miCXzaA5DPNUI2/5A/h5WGYMY8sSEXTjpDRkNhPD4wxzqHyMYjjLkDULYz9BYsKBB1DHs070kMY9lvAltJGWXwVG/LkakREpJc9fTHNm9EQ7+BW8wnPQYpHrQUk8SFzwdmxj2BfFmFG155dAgu7s96cIoBY8vxN6eEQJv3o9v1+MYgx5ePTzIof5R9sbCQJ2evbD/SbTeFNEa9Cbv3fHXso474M72whzuH8MfKqEfVZo3Mikijvz1fo5seZZAsYbkUlLpOYBIrZx36DnoehM5fJztB47iDYbxpYwlHmI44gunHScu9JPbxq75yEvQuYUj/aOJ53p80EtLx5NYAkkxbAzlz7UyZxnYMOgNYoj4kQVERqavMhCJ4A2FOdI/xo4MgZ6ZC+rxhxL9t2QJ4bEFG4/HPiPx0LyXDvQzcKxAasL+p0pudp/pkLX6e7GPJas8/2lbZ84Q68d2dPHXgwN6uHYwT0XYPOHXqWGO6eg7GyLZn6FEdUgh0raNE4rda7c3/TkYo/kEbGz/7Q/ovfcg7bsolYbelxP/73b7cfvTP1sG/5B+4bJAWPskc/on4yhOa/5v43H+8ffbWNbi4p7zOnD9/v1gduiFQGZfUO7hTRtal5zD/ht+T9UDf4Px1xvwfPAhnHPWlHtYCsUpTVRK/KEIkZhRafd15izo0T7kpTrl94TZ0b0d7HXQsDi2Isozm3ZymVn/VYsGE/vTpO91tEheWCau4Z1YAoP0Nl6EPxRBIrGZjOAdINQzCDQTCfmRUtI7Eig+Y57rOmI4R/Zj93XR07QOAKuvG5zooslRR8g1m1cPDVAV235bh25Ur22Fg/2jmDSNVTP0tQd6R2lwxjooFAhVGkkxpByjR+C4P1aG25WyTYi/xJpot2YUjMzp+RC5565zz9LDxiODGI4NZeUDudx7sAX6aW+7OrGucuQQ1FSnH2Dvo1A7H5pX5fRImLs20hmK0un2UVdhoSUc1T0JfUOJHhPhSBSju0P37jXm7t2e+u4E/LpRGy7yvG2+TpyevbG8tFn6wrF+GOvH4wsS6B3l1c6FOD0eFjZU4rSZkudIUc/NXU+DsYLu5vW0d3qYW1dBjYwCBryhMKFwlAPuUapGA+DQDXRB+r1o7Mnf8qHCsx9c+n1N9RTW974CTRvSN45GU3L/JOx9nKiUbD42RFewm+au/EU8RgNhDJre0H2w+89Y6+fm3TYTY2gMY3gEqvPvY4iF9Vl93VQN70wsl1KyrT0pGIOjQ5jzhE/2jfjxhaLUOMyxfdPXO8aO4xg7jteRrJcUDEcxGfT33hsM4w9Fsfp68Y0FwR8v5HEeoBfVsZoMzKixpx9YRnG59+Bxzsfm68ZUQFCLjPfcHBjk6KiHBQ0OErI5MfB0ESjRRb7NVFjCiNQL799PpHElj23v5pygn/rKPO2VZJTXDvVSiQ8nYAqN0Nr+CGEgUOnHEnLr3uoVNxY892SgPGiKU5b/9+IhvvTANi6aV80f5j2C68+3QNNyuPUFJc5ysGDF2Rx/5wP4owbE3dfiP5ojlEmhUIyLHZ1untmZEtKYkegfR6YWCYnbDSPdaeF/Ts8+XF0vZ+0LUDOwBVNwmL17d2EMZhuQicII8VneGBWjRzCFPImxJjxqHZsJtuuVzioOPcbgWJDjQ176cwmWnBeU27CPixhD2IvNn1KBsGMzkUBqPkfS6IpXNkytlLiz082ze3LnMMn9T2FrfzlxTXEMUX12PBjwYR05kli+t2eESs9+GnqSIXfhSJQejz+tV5zHF2J7h5vjeQpa1PXnyD1D9+7lKtZgDfQlnnk0sT5HhchIVK8Iefj5nPe12+1PhHX1jwZSimAkt+10++DYK0T79iKHssvQy4wctriIGU2pwJlVMAPdmAf0Qg9+Dzs63FmVKJ0evVKwLxRJ65GVeinxyYbjvbooHwuE9YIwZFciNIbHcOarrphBLoHtGE2G9xmigcQzSBSZkMmiJVZ/L/4xd6Ipds1g7s9vnD3dHnZ2evCGIlgDfQR78hcDyaSx5zlqB/J7veIVWW3ezqztxoKRtHd1W8dwyjuV5Ej/KEcHvYn2CcXQIgGQknBU8vDWDo4PenlqVw8v7u+jduANqofezLnf1uP6czTtSeba2r2dVIwexuXeQ/XQdipGS2vVoUX81Pe9goyLNvdxejx+Xj/cTzgaTXx/xfGFIuzs9CSu3+jPl1Obfn/iHvpuTyBvUaXG7udp7Xg8q+UJwJZ9Rzh+5IBe3TZXy49JRnnQFKccUkq+++Q+fvTsAW5eYuabkX9He/1lOPsWuPI/wGgu9xCnLWvOOIvnAv/HvMfeQ+2vNhD+0O8xzj6v3MNSKE5pWjqfTP6S4kE70DuCpgni7rPUPJlt7cM0Oq24fUGcM3VjKnXGOdP4Mofc1A5sShjRHW3JokciGsI8NgCDI3rYk9kBrEy3kAsVrghF6BjNbXC4fUFGBr00RaIEw1HsFiPdHh/HjgyxpoD3JbUIgNsXxBuM0PGXe6FqWWx9MnRt45FB4nPxA6MBaiuSvcdb27P7O7V3dmHw+fVQxpQQK0MkSDBiZPObWxOVCOPERQTUALpo82UYYft69TDEzmEvhTuz6fhDEfLMw6cV4DSEx4h4RjCG9DnxzGd7dMBLf3eIc1stRKVkNCO8KnOc0tNNxchhtJSiLL0jgUTRAyvDzA6GqbCkmHjDx7B5NXz2ltgYssdcM5AUJ3HBkvqcDh0+wHD7UfYGR2ipsmE2ps/xe4Nhjufpxwe656WvKkBD/JqikUToZyqWQD+WQOGCE1LqQYW5zlc1vCNjW70/36A3qHv5AH8oKSR3dLpZ0uSMnXt8BXTMsQIW5pAHQ9hLxGgvsofuEa8zeJnVUE3HsJfBsRArWl10u31glEVFYpw325NhnVJKhBBpEyxxkRbq3QeLGrP2F9EgzV1PExVGQo2XAUb2FKnIWuneh9fRhjQ50pbrwrx46F/q+wS6l8sQycit9XTqz1UYE9+ZLR2PFz12JsawVy/sk4IUAill3uJD8UIjuUJWjaMdxKecanO1X5hklEBTnFJEo5J//eNOfv3qUb6wbJRP996O8A3B9T+DVTeXe3inBOvPPYv7vfdw5nMfovXu6zF84P8Qcy4u97AUitOKbo+P4VhRALv5GKkeo0g0SjASTRiXuw+nGy0DYwGMWpGcFikTuRrVQ9txRvtA6EZmPF+kciRZWbC1I1m9LhrL0YrTV6Df2f7eUfpkH+5hXdCsnVVD+5CPPpOfrb3ZeT+gz8pb/b1px8gkNVzQGEoahZ1uf5pAy0W851LV8A58tkQfcozhMUb89ixxlkqPx08oEs0SPank8iRl0u3x0z7kpdX5JtWD2UVh4gJHAE2xvmJxE3l7h5tFjZWJbYd9QTCa8AbDHBv0pnm1ctG/4xlcBaocdnv8+Ic9LG12YjfrZp4vqFfb6zFVEjHklpWpIYUeXyhL1A8e3IgViKALI5spXcYOFPG+eoNhKmLeLY8/xKZD3YyN7EmIc1FgEiGTlw8McEFq0ZMioZqDXn1s+3pHWEt24/acbS6ALceGWNbqwmwoHHBmDI/S1P0sbteSxDK3L4gjJpIN0fTPWN/WR5g1q4auWAuDYCSKxx/GYsojEFPyHuPVUlOveUenhyVNlWm7xL2LLvducGeHVbZ0PgWAJsOY2l8G87qcniW3L4jNbKSx+zmM4TGs/l4Gmi5K8yKFozLl+ZXePMwQ8dLQmz/XLvE5ytELLSplwV53Db0vwZ7ksYXfkxhboR7mJZGnOMpkogSa4pQhFInyhfvf5OGtnfxw6V7eceRbiIpG+PhT0LSi3MM7pfibS8/lx6O/4IqNtzD31zdifO+9MP/ycg9LoTjl6R3xUxWJpnnLbL5erP7CDYcdo0cS2xzuL55n1trxKP115xCw1umFEDJD6aTMCg2Kk9kHqxj1fX9lPHXk6vpexZQnXysXcS8E6GFI3R4fOHJvu+X4UMJoc4wdwz6WKo5k0XtXyMMzHjwxg79jz2vk8pnEZ+hz5XiFItEsgQC6h6kUvEUEXBxfMMK+nhEWNVWyq1s/dmMszLNYPdC+fa9R31e4l1QhkQu6vttzLP29j/fEAoj07cceTRV1pVvNA2MBukfTRarHF0rLgctHZpEJIG8LgoiUbGsfps5hZnZd8YJjLvfuxP9TJyZSw2Ndw7poSC2ssif27PN9ZqN7HwfD+QAYclR1DIQjacV+sjj2SsFv0d0bAAAgAElEQVRxx782fKEIIhpOhKTGr8NqNGCMhQgmxNLuPzKWFu5aQKDJCIhsv3Rq5dd8Ijn/oHWPe6loR1+iekj/5BWTkNZAjkqtqRQQlZOFykFTnBL4QxFu+/Um/rz1OA/Nf4RrD/0bYsbZcMtzSpydIJ+69gLuWXwHe8NNRO59N+wZR39ehUKRk2NHD7KtPd2zlCnOctmCqQUB8pHp2anr1yv+mYNJwbXl2DCbjw3R1PVMSePNFUJYiIEx3SCyFRCcxvDERFD7kF5iPReZnpLMQhIng41HB/EUEUnBIsZmMS9ZIYqdO87hgTHCUZm/kmehc3TszlkZcTx4g2F6D2zCMMH3IR9DGUJrX+9IWthfPg53dmct63EXnoLoHwvmzEs6EeK5WcMp4y/0vkQldA6OUDFyEKu3i5o8eWG5ctISxy/SlHnQG4zlr0Zp6XyCpu5n09ZntYOIkdp/MO5BkzmK7LR2PF60L5kvFCEqpe69BUQJgv1wiUWTolKy/Wh3wYmy1MqWmaGY5UAJNMW0ZywQ5qO/eoONew7xYutPWN3+Gzj7VvjAg+CoLffwTlmEEHzt5ov40cz/Zkd4JtHffUBvZKtQKKaUYd/kJZhrsfyNkUCY44PehGcmM6Rqsoh7qJI5XdkUEk2Z1dvyYQ4OU9+bu2DK6cDQWIYXZxzhfacKw74Qdm87NYOltXYZr7DPLFYCub0w3e50Iz68/+msbUq5+1ll9yeIL1ia4Ds+pIe9utx7qB3cnNfLVsgrtK1juKDAHBwL0tDzAq0djxUdjyk8SoVnfw7vlX4X8xUHSQ2zzsfmY0OJXFAhI2kiNpOtJYjxI/2jeAPhdIGajA5Po3poe9HjnUyUQFNMa9y+EB/4xWsMHH6Tl2u+TsvQRtjwQ7j622AoHsqgKIzJoPGdD6zjG3XfYkt0HvKBj8Kb95V7WArFW4rxerFSSQ0Z6ymxcls50TILAhRgoh6cycBbSq+xE2AsQ1zEixOcjuR75lo0faLCMVZ6c2VDgTzDTCyduatvplIOeRzPi5ssirVMKNZ4eTxhyZXuvVneq1InX8ZDrlDg8dA/FmRXtyetKEgoGi0e4lgkJP1koASaYtoyMBrgPT97lcbOp3nEfjsVWhA+8iis+WC5h3Za4bAY+fFH1/FVx+28IZcgH7wNNv2q3MNSKBQlYPPlNySmg8A5cUovNDCV7DqB8MBSKFbUYmJMj3sXZyrEZ7zwSikUqwgJlEehTTLFwmZzFeuZXKbvTezOKKpTLAR5OqAEmmJa0u32c/OdL3PVwF3cYfwexobFer7ZjLPLPbTTkroKCz/92Dr+XvsKr2mr4U9/B6/9tNzDUigURUjNP8uklGqEU01mGFTl6NSXp1ZMX0N5uqLu2MQR0anxNk8F8eqZJ0r7JBUbKoQSaIppx7EBLx+88xm+PPJNPqvdDyvfDR95DJwt5R7aac2sWgd3fvRCbg3/A381nQuPfQle+n65h6VQKE5hSk3iz8TlLr0BsCKd1EqCitIoVGBDURpvpcmXTI/cVKDK7CumFQd6R/j8z//Mj0LfYIHWDld+A879VO6MTsWks7Ktih+87xw+epfkf10Wznv6XyHsh3VfVs9AoVCcNAp5BhWFmYpcIIVCcXJRAk0xbdjR4ebbv7iHX0a/TbU5grjpAZh/WbmH9ZZj/aIG/v2GNbzv/k9wb4ONc5/7pt4k8/LblUhTKBQKhUKhmGKUQFNMCzYdHeS3//sDfs5P0JxNGN5/PzQsLvew3rLceGYbPR4/73ni/Twww8aZL39f96Rd9S0l0hQKhUKhUCimECXQFGXn5f19bPr1V/iO9n8EWs7B9L57wVFX7mG95fnU+nn0evzc8MqN/GmBnRWv3QmREFz9HdBU+qpCoVAoFArFVKAEmqKsPLrlCMEHP81ntZfwL7kR6w0/AaOl3MNSoDey/pdrl9E/GuTa7Vfzx8VmVm78BURD8I4fKJGmUCgUCoVCMQUogaYoG/c9t5l5f7mVs7R9+C/6CtZLv6TC56YZBk3w/XevJhyNsmHn5Ty8xMiqzT+HaERvGK4Zyj1EhUKhUCgUitMKNQWuOOlIKfnfBx/j/L/cxCrDEYLv+iXWy1SVwOmKyaDxw/es4cqlTVy3+xK2zPskbP0NPPRJiJw6fU8UCoVCoVAoTgWUQFOcVMKRKL/41S+4YetHqDZH0D7yKOaVN5R7WIoimI0aP3rvGq5c2sj1Oy/i9Tmfhm2/gwdvUSJNoVAoFAqFYhJRAk1x0vAFI9z3k9v58JEvEnC0UvGZ5zHOPKvcw1KUSFykvWNlMzftvoDnZn4GdvweHviIXjxEoVAoFAqFQjFhVA6a4qQwPOrj5R/fyvt9D9PecDFtH78XLJXlHpZinJiNGj949xlUWk18+HX4yVzB1bt/CPd/GG78XzCayz1EhUKhUCgUilMaJdAUU057Vzcdv3gv14Q3cXj+h5jz3v9WxSVOYQya4BvXL8dlM/Gp5+HbM+CmPT+E//sg3HSXqsKpUCgUCoVCMQFUiKNiStmx400CP72MNeGtHDr3P5jz/v9R4uw0QAjBP759MV+5ejFfOn4eP638DOx7DO57H4T85R6e4jRECPFpIcQ2IYQn9vOKEOKalPXvEkI8IYToE0JIIcT6Eo+7TgixSQjhF0IcEkLcNmUXoVAoFApFCSiBppgyXnn2T7Tcfw31DNN73W+Ze9Vnyj0kxSRzy8Xz+Mn71vC9oQv5T/OnkQeeht/eDIHRcg9NcfrRDnwZWAOsBf4CPCSEWBlb7wD+Cny+1AMKIeYAj8b2OwP4JvBDIYSqXKRQKBSKsqFCHBWTjpSS5373fS7Y/XX6jE3YP/x7WmcsKfewFFPE1SuaaXJZ+cRdRkaArx++A3HXtfC++8FRV+7hKU4TpJQPZyz6qhDik8B5wDYp5a8BhBDjeeluAzqllH8b+323EOIc4AvA7yc6ZoVCoVCcfsyrq5jycygPmmJSCQZDPP/jT3HJnts55FhN7d+9SLUSZ6c9a2ZW89CnL+CVyiu5LfQ5It074RdXwtDRcg9NcRoihDAIId4NVKB7v06U84AnM5Y9AawVQpgmcFyFoig2kwr3V5w4431/VrZVTdFI3no4bVPv31ICTTFpDAz0se2717C+/162Nt3Iws89jtVZW+5hKU4SM2rs/OGTFzAy60pu8v0jPncv8hdXQveOcg9NcZoghFghhBgFAsCdwPVSyu0TOGQT0JOxrAc9uiSnJ04IcYsQYqMQYqPP56e1yjaB0yveyhg0AYAmRJlHojgVGe9bYzYokx9AjPvO5TjGSfjMqqelmBT273iD0R9dzCr/Rrav+mdW3/YLNJMquf5Ww2U3cddHz2bFeW9jg/drDHrDRH95FRx5qdxDU5we7AVWA+cCdwB3CSGWT/CYMuN3kWe5vlDKn0kp10op19ps1gmeeuLIk/xn3GTQsBinp+dn7YIZ5R7CW47FTU766s/Nua7ZZU17V8wGjWaX/pmpspXXQe21t5a0XcSgT8AsbnJO6HxSTO7ntMIyPg+OSct9/ohWuOpyW/XJnYByWpPXNVUTF3luxbTjFBmmYjqz8dFf0XL/O6iQXo5fex8rrv9iuYekKCMmg8btG5Zx243XcEPwdo6FnETvfids/nW5h6Y4xZFSBqWUB6SUG6WU/wRsBT43gUN2o3vRUmkAwsBAKQcwlUmsjDlmErDUMlC3Nu82pYi38XoAZ9faWdHqGtc+J4rfUk9H2zU513ntbQDU2FMmAqvnTPoY4oIi7u06EXLN2BsmYHxGRbpxHjSdnOcxo9qetazCYiRo0SNlmpzpExaVVhNeR1I0CyGwm/WxT5Xx3eyyMq++lPyg0s4/WqG/U+MVRFlnk9GsZb0NFzJYsxq3a2nWumICsr5yfO1s2mr0z3nY6MhaN+aYxWDN6pz7NTmzvx9Mmpb4/E0lQkCNY2om+hc2TP8+vEqgKU6YSDjMqz/7W9a+/ne0m2fDLc8zd+2V5R6WYppww5lt/PC2Ddxq+gavhBfDHz8Dj/0jRMLlHpri9EEDJtJ47xXg8oxlVwAbpZShUg5Qs/xtjDlmFdymchzGnVETVC6/quh2Umj0159LwFqfd5uxiuS4/Jbs7cKtZ+MwT+NaYQWM+IClGgCTMd2MSTXo1sysnvAQGp3ZXtJKizHNwBMIFjXmN/hWzMq+97PrHLRU2TBpGnZztsgvbJieqLgpvF8hESqFlvA8OK25vV/1lRYWxu5D2GAnuORdeGpXpW3jsploqLQyozZdKMypzRYOqZQqQs1GjWp7/ns3o9pOcOEGZI53q66i8FdJLoFajHyeM7+lnpDZhc/eitfewsrWqoz9pmjiR2YHBgxXL8dXokcRYE6dg5AlO59tuGoZPmvjhIZnTAnDnMyQzLRnJ8FpMxV8T4pxMoKSlUBTnBD9vV3s+q8rOLfzbl6ruY45//ActS2zyz0sxTRjRZuLez/7dn7c+i1+Gb4KXruDyD3vAu9guYemOMUQQnxLCHGREGJ2LBftm8B64Dex9TVCiNVAPORxvhBitRCiKeUYdwsh7k457J1AmxDi+0KIJUKIjwMfBr5T8rjMxcMcDeOIqVk9o5pFbRMzcgA8zoW4XYULNElD6SGa+YzyOPnC3PSxLCp6fOs4PZESffs0z4bBhNNqImiuor/u7BMyovzWhsT/454vKbS0gFdNE2na0WrSqLSaEmJ3qHplYp3dZMBsyr53Av2erppRRVwXLWioSJzTVMA4rbQaCc2/OuVgpV1p2JDfW9rZciVnLF3KmpnVNOTwznQ3XZb4v9mopRWoSP1//D0ZqlmN1WTIegaaEMyssWOyV9FXfz6gF6+oLSKOIkZbTm9q5n2qtBR+TyssRs6aU5N33WST+j7FsZkMhEzpgt5szHze+p3L5fEC9PdxHF5IgYCWM/DZm0veJx+aJnA1zsny0I9VzGa0ct6Ejj0zRUi11RQW7eMh10SLIeX2Bc36ZE7YMH4RPlUogaYYNzs2Pk/wJxezyL+NN1b8G+d89m7MVpUor8hNbYWFuz9+Pj0X3M4XQ7cQPfwyoZ9eAr17yj00xalFE3APeh7aM8BZwNullI/F1m8AtgDPxn7/eez31MbTM2M/AEgpDwNXAxejh0t+FfislLKkEvtJ4zBnulqCqYnmyn3Q+Exx2GAveuJSx5V/Jjt5gHiYWzF6GtfhqVyQtXxpS+k5Pmtn1WCIWVeu1Fwmew1Om4mRynkErPUIIVKM7tIuNqqZ0rxhgtxGthACj3Mh/XVnY4kZ1/FzpYb1GfN4pSRAwxJo1OcT4gZ7rmdSV5luNFbZjJisdjzOhSVdE+ghXQsKePmkZoLWNWhCUONIiqWu5svobloPgMtmRiBoqLCwqKlS9/rkGHBf/bkELdVZgidgS594WHfGYpacuU5/v+zZ78/CxkqWt7horEw3rufVV1BhMTJn+TmJZXazkbWzarCaDLDgyqwQwWq7meUtLhwWIyZNQ8bCRFM9c2aDlrjWOFHNwNpZuqBzlCDgUj3VS5udxN+7uACA4p46IOHh81sbxvWcAUYq5+deUTO3pMmSYmGF4ZkXgtFCZ9vbs9YFLbm91plhvoE83xepXlwtj/dxWYuTFa2u9M9+DuL3PJ5/F7+Pub6tE5MqBb4UvfY2qmxmljY7VZEQxfQiGony0m/+gwV/ehdGEaHjXX/grBv+vtzDUpwCGA0a//T2JVz5vi/wMf4Fj3uI8E8vgTfvK/fQFKcIUsoPSylnSSktUsoGKeXlUsonUtb/SkopcvzcnrLNeinl+ozjPi+lXBM77hwp5Z2ljilToDmteujbrJqkQe2pXEBdRX6Dp5RciFw5TPHcmEyyZ+Lz47SWFuIzWrWEXGaNx5kutDpar8ZqNGSFa6USNlUQNSTPW2M3YzMZ0ISg2WVNK8YwXJWdm7OosRIW5gkBtbgwr74Jvy2ZVhj3anU1X5p2znxENXNOQzzz6kOzL2HEuQApjMwsEJ6nrbop5/KIvQEal4FFz5cKG+yEG1bQ13B++niECW99epig0ZDpbUy+Hx7nQsLG7Bwsp81EZWVSjMS9Xj2N6+hqjnnHTPpEa2rIZVSzEIl5ccwGjTNnVWO3GDFqmv6uGbM9E7m8PmGjg6bUfMeWNdjNRhzNi2DFjWDMFi1Oq0kXXBlU280sbnJSOzt5X+an5p1ZnYkQQb+1IeFNTRxLCMYqZhOw1OG3NSbuhckoEtcax2tPiu1SPGx+W1LMa0IgiQut9DBXhyV5XXGBn89r6rPpXi+zQaO/7my6my4l0HJOTvFfYTHicS5guGpZ2vJQwwpdfAjBUPUKehouImKwMlydrLEUn9zJV1AkQYpw8tkyU3jz7aO/S3HyisgSsJmMWIwGFhT57gya9fd9eav+nVI4by73JFtqyGbQ7KK+0pzIo5xqlEBTlMTQQC9bv/sOLtz/bfZVnIXts68wZ9W6cg9LcYpxxdJG/uOzn+AL1f/DptBMePBWog9+EoJj5R6aQnFCCIMl4WERQuC0maivtCZmglevvQDXwgvzVj6sSKlatqAhZmRmzBwvbck2RCLGpLE75tCdgiFjBZrIMFYTA0035mwmA4vnziZSkzSUlrY4mZvRgNWoCWYvWZNlv6ydVQP1i+ltuICu5ssT57CbDQmRGDcsCzG3voJlLboh1Vplp8JiTNyHTGMZwDL7XLBUYLSV1tOp0WXFaTFy8ZKZDNSsSZwz7hUZql5J0OTCbNfHEDY6EnKn1mHKOVMuAFushUzQ7EoLlUpl8cwW5jfkLlgRccQMP0cDUaODEecCIjULCMU9ELH73d18KaFKXSTUV1iYV1dBfW1N3on+EecCxhxttLiyo1qk0PA4F2LSBEuanViMhphgThdZ8QIe3U3rxx9Gl0FUSjpb3kZP40W0uFI8gY4MD0oOD1opVFrjRUcy1+g3cMYs3ZuaeH1nnQ+agfraWvrrzyFSIMzXa2/Tr9+Rs+NGgrgnZ6BmTd581MzQOZOW/D44f75+/NRLGLPPwG9tZCQlZDBiqiBgrSditBF2NDOnzkHAUsNI5fyE525xkxOExljF7PTzVyeP43XMJGx20t18GX5bEzaToSSvXhLBoib9O2kw9pnKRaq46W5aT1RLftcFrHWJEOwxxyxmrbhYD/FNed/Cs9fRVFk4DDtXOG4ct2sJ/XVnY6iZDejeUMiZhpcgU3ylTjb4bC24bLHJnUVXM9UogaYoyqaXnsD3w/NZPvYqbyz6Asv/4VEqqyeeI6F4azKjxs6dn76Wx9b8lB+Er4c3f0vwjotVvzTFqYetGgxG/LYmBqvTq6AJYLBmdWLWvaUqv6HR1XwZPY3rqLTFjA2hz5TnmvHNZQQPV6+go/Vqepv0SbMqu5mwqXD+ht1sQDNoRJr00B6r0YC9ojrL0F09o5qWKlvCwA3NvCixzmW3EDJXETUkjaRZtUlDNGxMN0pLLUjispkxFamaeM7SuTSdexOaq3BxA7NBY2GTE5fdRMicXmhiZVsVXnsLfY0X4lh6JT2NFwO60F49o4pZMc9YrpBMa/xahAb1i7PW99Wfh3XRpVnL44SrZuv/MZoZmnF5YmyZz1dqRoSAgKUGCVTPXgGzL9KNzJil6bfU4bW3MVB7JgAWo4Fml5Vl+cJGhUAToqBnd1mLk/MXNLM8VrFTnmBEV1Tq14AwFNZ6dQvpaVzHQK1elVSailRijHncZtc6WNbiTCsukYrFlPHOOVsAOHNWLOco4x2NP3ODJpBC6BMr9bFczsXvSITNpeZMxkMw/fbmdEFry1+kJi2kN4dikJqRgbq1nL+olUjM4+y3J71VDS4rpsVXMVB7Fh7XIgbqz06su3xJI5cubkgrWV+ICxfUccH8OgK1SwqGU445ZhE0VyOtVVRaTaxbWF9QwA+mVJitcFQkrnNBxqSFFBr1sxbjqtOfzZwFy7AuvISq2gbsRbyWMzPy1JpdVhY0VOjfQ0LTiyi1roUFV9JU7aK7aT2za+3QvBpP2/rEfhGDjTNmVDFr8ZnkC4dOfAY0I5inPldNCTRFXsZ8AZ6484usfOo9CE2j/foHOes9X0OcKk0kFNMWi9HA7e9czcKbv8mtfA33YD+Rn12KfP3nhae3FIppSqbxL8kOawI9vyPeA6q34QKYewlRg5WwqQISpbgFAWs9QzXJEK7OliuwGA2JcKgsRHrT45A508OkL48blqkzxZ0tV+KZezWYkkLMoIlERT6A/jkb9CINFckQrlyeutSCKGOOGUQ0SyIfyBYLnctb+KAE4na41WSgra4KLE5sJkPhCnsJb1u64WU2aAlRLAwmwimFG4yahhAC2XImYbOz8NdS0wo9TC+Gxajx9nNWYLTkH1O+Kn3Vdv3dcNqMdLZcERu1oL/+PIbmbtDPZbToNSKIvS9CMG/NJaxZroerRQ0WhBBYjQYGatcmwslkLIQx/o5U2fPn8NhMRmoclkTJeqnlF3NrZ9fgspkwxVyJlyxq4G3LdDERDy8DoDEWsurMIaqFIGyqIGBvoqPtGkyO3O9vgsXvSFyLLVOEAaLI35G4hztoqWWgOTnpsKrNlaj+KYWR9YvqobJRf74mayI3bElzJSvbqlja7MRpM6WFlXoqFzBYs5rI3BSBnjJ8if6OJCYscoSJxneorbAgNTOdLVcw5kpOBFhNBj2UU8u+dofFSKXVlPT2kE9yxE4f+8yGahcxkhG2jL1GD6m01OF2LdJDcLXxFfQRCFa0uhLfA65V1+beMPbMalsXsnzhgpze60q7DSz581UrLfp111ek3FNNA6uTM2ZWsXJOG7XnvQ/q5hOxJL+zpWbEsOomXC3zaXDaWNzkZPkF70gLV7908cl1TChLW5GT7Tve5OB/reNt3T9jf+16aj7/KnNXq5BGxeTy9hXN/Nvff4qvNt3Ji6HFiEe/QOiud4K7vdxDUyjGTenNd3XDo66+Ga0iGT4lYgY0msaF85PLZVQ3kCO2WmbX5Rc31XZzVp5MvL+RFILGSiuLmypZ0uRMq2omNZNeJCKFSosprXJj3KgfjyMlYnTQ3XJ5WjgmQMBar4vTcbC6rYqlTU4MVdnNqJe1uHJWaWPFjbD0Opib35OVGtp14fw61s4ef6hd5j2ZX0JeYap+kHFZLOCsOTUsbnLispmxW3XjMK55U3uHSZnsrSWFRmuVLfHs/fZWaFuLWH4DflsjHtcimHkusnEVIHQhVbcQ2xk3c93qAh7ITAN52fW5NqLGYWZBQ2XCoK6wGBP5Xm2pwtnihHmXwoxzchwHrl3ZwqWL9QmAVO9PatGKhIex1NDLErYLpRQKETHvIhLcrkV5+7UZNA2zQcPequd6LW9xJsItR1wLSypbnzi0EFChG/9D1SsYrlqW9ZmRmvmEqw31NF5ccN94SPLMGjvNLhuNsd5/0UXXwpz1RIw2+uvPyfqOKETq5M78Bgc1DgsjroV0tF4FliKfj4yxxieTVrVVFcw7W9lWhbPAd7DJoDGztrjna+aMWfo77GoiNba74iS3JFECTZGGNxDiz3f9F3Puv5K50aMcuPB7LP3b32OpyF2WVqGYKC1VNu649Sp2XvIL/jn8MUJHXiX8o3Ngyz3Km6Y4JbhyaRPrF9VTn5Uvkf0n1tN6ceL/bdUZeULzLoGZern61LLjkdjnYLTlwoKFCpa1FKouJphRY8do0NKKYMSNyjl1Dj10R+oFSHxV6TPpZ8ys0gszVFhg7nq9AuE47cXUgg/ZHr78zJwxC6NB08OdDBnXXyzUyGBKKJxLV8xk5YwaMOT2BtVWWLK8SlrM0+KoL9zrrhjxwgu5chFlQp8JTAYt8YxrYiGIs2odLGioZElz0nNgNAg8zvl47a2JHERLrPz9ihlVUD07qewAXG3YrGaWNDuTjZyLGvwZ68fpOck6mhBgr0kfV+rhNb3q5qWLG/T3MYbDYkwU2zhjZp73JsWDOV5WtlVhMxnSno0EyOPlTG0rgEl//yosxqJVBdMQIrG9URPQsJSowYLP1pSVPxanwZk/3+pty5pY2ZZ+b4I1+mc4WsD7mYrJoHH2nBrMBo01M6s5a35T3meVymDNGaw693LOm6tPbthMBpxWE7NqHdhNhjRPXuY9nV3ryGpwnsnsGjs1S9ZhMmhoQkJtein/hQ2VtLhsk9c3beZ5MP9y0LT0T0A8N7hA6OpkogSaIsFLb+7mjf+8hncc/nd6KxbDJ19m/uUfm6oa0QpFAoMm+PSlC7jx1n/hY7bvsynQBg9/mvA9N4Gnq9zDUygKYjMbkuFKMePfWNWmh82k5FL5bM1EcjR4jecKCbMDXNl5Z5aYQTinPt17dtbsmjSRJ4Ru6GGv5YwZuhHhtzYQNLn03JIcHhCL0cB1q1tpqbJB65kE6xbjdi3BX5veQ81qMiQKA+Co0ysQ5mLFjVDZzJgj29Nl1ERhj00KzbGKfwsaKqlfeWX+DWvmZi26cH4d58/LLuxgt5gxr7oRcnjh8glbgW78Llx5Lo6qRoarltM8b2XObQsSO7wlR0WRuEDLTLtb1VbFBfPrqLAYWdriTKvQuaLVxdK2eoZqVic8G5omuHJZE805CoTEaZ4xV68WmOM9A2BOSqRMrnuy5Fpd/E0hldaU4iwZxUPyebSK4a1Zok8s5KC+0sKyFlfasUOxoh6Zz+SsWTUsbsrhxRGC0mcsJJjsnDGzmosW1OsTF45aDEs3pIWStmWE7S6PFdOpSqlCetmSRi6YX4fVZMgSKMHapXQ1X56WI5pJrs8J6Pe51FLy5tpZmOrm0uC0ct3q1kTRn9UzqljaUrjBeF2FJXk/286CmjlZz9xuMTJ3dsrnPEOgOSv0pu+ThsGYCIuWiUkJoS+fu14vNHMSOLn+OsW0pGPIyzP3fZ9ru39MhfBz7Mx/ZO41X5rwbJlCMV5Wz6jil5+7ie89uYInX72TLx38HfxwLcbL/xXO+ph6JxXTl0uw+TYAACAASURBVLgxY7LBoqtZjMaMQDhNoGVuGmd+Q2XBsDizQeO6FTFhczy5vKXKhlETtA/59O2Mmp7n07iUtqhky/Ehqisd9GkX6jukfn4c2flxGC2E65bA6KBuajavyt6mFGZfgMswTINRY1/PSN7NApY6iOdRZdBQaU1eM+jCN9eYQb+hKd72Yk2Px4vVZACTk0Xnb2BOJJrwBAohkFKOaw4zZK0hQDgtOGBOvYOBsUBaRU/QJ67yVdczGTTmN1Sws9M9zotx5fQ2NcS9vxX1WfczDaNF90omBjLFPVDj5ffHKcyWn3Eu5s7XcVc0w9Ao/qoF4CgxEmjepfQG9fuaKQjNRq0krxKkFz5dO6uGsbCVHo8fX+NaqJmLQYi08M3lrU784QjNLmuWOANdgG9Y1ZK2rMJizOtVl4iEOMvX26y+QBXEyUW/j6nfh157G9hDUBcrTGKpgNYz03drWwvDxxL753wvF1wJIS8c/Eva4maXjS63b0KjlpUtwDZqVsZaexSp6DmZKIH2FmYsEObeJ15gycZ/4YPadjpdK3G8505mNueZGVUoTgI2s4GvvmM5W1Z+nVt/dz4f8/yYix77IuFNd2Pc8H39C1uhmG5YKnXvVfUsMBgxkTLT7WwlUtGM2zgDO+BuvZjukSgthY5XIg1OK5ctaSQSkWmGmqYJLpxfR6XVhD8cIRDKEEJzLiYXMmYACQHUZVcvTMVq0g3VRU2V7O1OF2KrZ+gz0EuanWxrHybYnt202e1aDNYOCPshHEg/eOa5l24oOJYTZTxR1JomsKaI3Bq7mYGxQIE9kliNGqFIlNHWi+j3+GlLMd9bq2y0pnoW284C84kXUhkvV69oxpAqROoXQ+/urHYPOYlXsKxohNGeqRkgMN542prqGqi+CvdwfgP9gvl1+IIR/Zcl1ybPYa8hatD304pUE02l2WWlfcib+D3+WbKZDNQ4zMSbyYQr23IKTiEEZ83OFpH1FRb6RgOJbU6EXP3kSqWt2p52XXHRGg8JLbVE/1XLm9IEb9Rg1nMSC1E9W/+Jxp5TrnfSZNV/Mlg7q5pgpLAHD/T7W5Wn4umcGTOIWt/D7FytS6YYJdDegoQiUX7/xhG6n/o+t4TvQzNoDK//Ji0X3VbyzJBCMdWcMbOan37uZn78zBruf/E3/HPvr6n/f5cj13wI7fJ/1XMZFIrpRGN2Y2UANAPB1nOJHB0CIGKpIuIrbWZ3pGIuVKZ7KTJnzPPNoMc9SWajBnH7ZcY5ICN5PRJxQ67WUdzoshgNXLuyBU0TWQItlSXNToaO2dNCsyBW+XLBUtj7GJAidOw14/PeaUaIhErffrzJc3k4Z24N3kCkJKN5Xn0Fo4EwR0oxlKsnlu82XrIaJDcuyx/CCumqNn7tcy6C3X/KFtoTJXauvNVLixAv3NOaIwQuTVhkNMpet7Cebo8/+4CWShjrj/3fmfZ3qKXKxoZVLfSNBohEJVEJIkWIn+hbd9682hNKxx6HtixIS5UuPGsdFlqrbbhieZo2s4HLlzSmNTYH9DBZ70DWcfL1giwJzaDnveaqAJpvl4wJlUycNhND6MWVnHkiGDRNsKCxeNGfqUAJtLcQkajk4a0dvPDEA3zS93MWae0Mz7yUqht/iDVfPLpCUUYsRgOff9ti9qz6Il94cD0Xdfw/Prr5bsI7/oBx3Rfh7FtyzpwpFNOZuLGZ6VHKhadqCcxON0oWNFQwc8kJlnzOkX+VSl2FhUsWN6RVcCxEKR4Gk0FLhtABTqsJj7+AoCrFc5PK3EtgpLv0Cca4d6oy2Ug771UUCOEzGTRc9uQ56yp1j1ouMWA0aFQtfxsun35fMxvinihvW9ZEJFrYes8SYONkXn1FwZL8J4O1s2uJtjbDrgIbzTofgmNpixwWY8l5j6lU2c1ZEwoANK/WvYXCAM5m8HvSVgshEu/6SOwdj9//+ESKa5z3UghxQqUA4uXzU3MS6yss1Fda2NXlybdbFvFxz6ixJfrExXHkmhyqqNd/UpmMWgapkwZNK6F7W/r62RfB0BFwH6cU5tY5cJ/1dpzRwYmPbQpQAu0tQCAc4aEtHfzpuZd5v+cXfN/wBr7KNuQ1v6ZqybWqCIhi2rO4ycldt13KH99czPv/fAWf8N3FpU99jdArd2K6/J9hxU3Z1d0UimnK0mYnTquJhiLVy/Jh0LRJM/BzUao4O1HWzKrmub29yQUVDTB4OGWL8ZaHdOo/48Vsp81p48jAGHWZuTjVs/VCGpVNOXfNha1pEavNhyDToxDHZGOOw06Nwzy+in8FKBa6dsaM6kQ1yBMl3qw6QY7eWwDMugAGDuTp6zVOEi4j/V+DpmEoJjSdkxE0XATNkL/ASgaVVhMLGiqoi+je8iq7mZWzmzBnVXudJGZflPPZGFMK05wfa99RUKAtuILUz2Cl1cTVK5onLPQnlfqF2QKtslH/2V6aQBNCUNU4Ayg8aVUulEVzGjM0FuS+N47zyEtv8F7/fdxlfB5pthC9+GvYzv+M8jwoTimE0CvAXb7kg/zshQv59Yt/5POee1jx0CcJP/ufGNf9A6x8NxgnZowoFFON0aAV7GdWkAVXwDj6EZ0sFjZWJkr2FyNLnDQs1QVa7TwYOJgoXX4yqK2w5PGwiHGJMwBazvj/2bvv8LiKs+HDv9lddckqltxxoRoMpoceeEkIAVIgkIQUEpJQQgghIb1CypdKCgRSeNOTN5BAaMEUU2xjbINx75Isy7Z6l7b3+f44K2l3tdXaJvu5r0uXpC1n58ye3TPPmZlnjJ8kMhWcpSKVdZ/SNuNE6Nsz8fbyOih/S2ZfazTYi7ecwtH/E5m0pMDMqi6DkVBgs/gqiuMFt5lQlaGFlEsnztsqqOAsmYUXJV9+YwqQAO0wo7VmfesgD68/yLYd2/gYz/CEZQXmYlBnfgr11i+lf9IRooBUlFj4wmXH03fuHTz48jt4cMOT3D70OKc8fQf+FT/Gct5tcPpHc7ZWiRA5FaPxVAjC1+hKW1HZeGbB0hqozvYVbRk1Mikmcw6SgoRUzTZ+4vWOVaS/sHhGja6pFy/DaLhsZ7yMMtpzOi/O/LuYwxOzJRsjtY59e+w5j5kKVPNMArTDRJ/Nw1NbOvjn+oOU92/n9pJn+YXldZTJjDr1erj4K1AzP9/FFCJjGqpKuOfqpbS99VgeWnUN9236LzePPMU5y79F4JX/h+nU61FnfcIYqy7DeIWYGuoWZf81aheCs9/ouYtWHEoIUJKfxAAiilK5Gbp4qIpK4fjLoSh3WTdTVZlg/t0Fx+YuXXzWlKW+2P1UJAHaFDZg9/D8zm6Wbeti+752rjKt46GyVRxb0owurkSd9Vk497bC/nITYpKOqivn+9ecQu/bj+NPr72Pn72xive7n+Wajf+geOOfCTachOn0D8Mp75feYyHy5aT35rsE48wWmH9u7PsqG4zFaHO43tGUVH+80YMmIxVSDOaP0IuE886GvsZ8l2JKkgBtimkbdLKysZcXdvawoaWLC9U2PlG+kYvL1lMcdELtiXDmj1Gnfbhgh8IIkQ0zqkr52hWLcb7tWJ7acgUfWbODE/qX8/7e1Zy6/Fvo5d+Go85BnfhuWHxVbq7UCyEMUfOETpo9jUPIHJ4bEpwlVzUz5oLXsSyZU01Lnz3LBSpQ0+bASPuR2x6rXZDzZSMOFxKgFTi3L8AbrYOsauxjZVMvrr6DXGjezifLdvHH8s2UBBxoSw3qxGvhjI8ZVytkOJc4gpUXW/jQW+Zz/dlHsengefxrUzvf3vomF/vW8K62jZzQ9k1Y/k107SLU0Rcba7Yseqs0yoTIoXytLZQX5mLwuY7Yc/OxMyo5dkaaC/2W14GtK+fztjKuZr6xdleC9biORMfOqKRzOMY6c2KMBGgFxu0LsOngEG/sG+T1ln6621s4KdjMeZZG/lG8kzmlRvpQXToTdew1sOQao5FZwFmMhMgHpRRnLqjlzAW1uN91Eiv2XMF92zrZ27iD8wMbuHhoF+dufpSyjX8BQM84CTXvbJh7Jsw7CxoWy0lVZMxo5r5Z1VO8wSnSt+ACsHZO/WAjlxoWG71Ph0PPk5xHJlgyp5olcw6D9zaLJEDLI601XSNutrYNs/XgAB2tjfi6d3Gc3s9pphZutLRSaxk2HmspQy28AI7+NBzzP6gZJx2xV+OESFdpkZkrTpnNFafMxu07jTV738kLu3q4u6mH6dadnG/ayUV9TSzt/w/lm/4KgC6qQM1eajQUGhbDjMXQcKKxZpN89kSaqkqLePfSOSkt7CwOM8XlUH9svksxtSh1eARnQhwiCdByaNDmpLWlkbbWPYx07MU/uJ8GXwfHqk4uVZ2UKB9YQKMITj8O87wrYe4ZMPcM1MyTwVKS/EWEEAmVFpl524kzeduJM9Fac2DgfNa09PP3vQOs3dtHtaeNU1ULZwb3cVZXG4s6HqMsYAvbQI2xDtD0Y6DuaKhdZPyuWyQNCpHQoQRnqa4tJoQQ4vAh3/yZ4nODvRusXXiHOxjoOoC1rw3vUCdmRzfVni5m6n7OVEHODD0liAlH5WyC04/HPO/dMPNEaFiMajgBs6T4FSLrlFIsrK9gYX0FHzlnAcGg5sCgk23tw2xvH+GZ9hF2dA5T4R3kOFM7x6t2TlZdLOnqZF7ns1T5ByO2Fyybjpp+NKp2kTExetpcqJ5n/EybC6WTWCtKHHEuXzILi/S4CTGu9PBOrS7EKAnQ4vF7wDkIzoGon0F8tj481j4C9n6Uo4diZy+l/pGxpxYDs4E6XUQPtdiK6umuPpXemgVUzDqa2QsWUzX7GEzT5lIlc8eEKBgmk2JRfQWL6ivG1o8JBDVtg0729dvZ1+dgY5+df/c5ODDgwO4ZYT49zFc9LFQ9LPD3cLSzl4UdK2jQA5gJRmzfa6nEWz6bQNUcmDYHc2UDRdMaKK5qQFU0GBPjK+qNnriiCiMduDhilRbJ3BUhIhz39nyXQIicKMyzfzAIPgcEA6CDuDw+Bh1udMCP1kF0IIAmCEE/OhBE6yAEfWifBxVwQ8ALfg/Kb/ytAsbfyu9B+1worx3ltWHy2jH5HJh9dsw+Oxa/A4vfQZHfQVEwfnYZpy5nUFcxTBW9uoYevRB7cT3BytlYauZQOX0eM+Yu5Oij5rGwvgKL2ZTDyhNCZJLZNN7LduniyPt8gSB9Ng9dI266Rlx0j7h5ccRNj9WN1eFG2bsodXZR7u6hIdjHbP8gczwDzB4+yCy1lVpsFKlA3Nf2qmJ8pnJ85jKCpiK0yQImC9aqY9lw5k8pLTJTWmSmyKwwKYXZZPw2KaPcptD/ZqUwmcCkVMLpc8fPqJI5UkIIIUSeFWaA5hyAe8cn1JYBsddCPzRuXYSdMuy6DAelYX/XYNdl2CnDba7CaanGU1yLr6SWQGkdlNdRXtNA/bRKZlSVMGNaCQurSrmorozy4sKsSiFE9hSZTcypKWNOTRkQf8FWrTUuX4ABu5chp5dBh5dWlw+by4fXMUzA3guOAUyuASzuAfDYMPmcmPwOivxOSnwuTNqHmSAWAnQMB/hu67aM78/u772TsmLptRFCCCHySWmd+aUilVJ9wIFDeGo90J/h4kx1UicTSZ1MJHUykdRJpFzVxwKtdUMOXifvlFI2oDHf5Zhi5HOZHqmv9EmdpU/qLH0naK2zljAiK90+h3pyVkpt0FqflenyTGVSJxNJnUwkdTKR1EkkqY+saJQ6TY8ch+mR+kqf1Fn6pM7Sp5TakM3ty+QoIYQQQgghhCgQEqAJIYQQQgghRIEotADtoXwXoABJnUwkdTKR1MlEUieRpD4yT+o0fVJn6ZH6Sp/UWfqkztKX1TrLSpIQIYQQQgghhBDpK7QeNCGEEEIIIYQ4YkmAJoQQQgghhBAFIisBmlLqdqXUNqWUNfSzTil1Vdj9Sil1j1KqUynlUkqtVEotSWG705RS94ee51FK7VVKfSAb+5BpWayTO5VSe0LPaVdKPaiUqszu3kxeCvXxPqXUC0qpPqWUVkpdkuJ2L1ZKbVRKuZVS+5RSn87aTmRYNuok9JzloefYlFJvKKXek9UdyaBsHSdhz79QKeVXSu3IeOGzJIufnWKl1PeUUq2h79eDSqnPZW1Hpjil1GdCdeUOfedclO8y5YJS6q1KqaeVUh2h4+vGqPuTnsuUUrVKqb8rpUZCP39XStVEPeYUpdSq0DY6lFLfUUqpHOxiRimlvq6UejP0We1TSv1XKXVy1GOkzsKk8B0n9ZWAUuoboc/mA2G3SZ2FCdWFjvrpDrs/7/WVrR60duCrwBnAWcArwJNKqaWh+78CfBG4Azgb6AVeVErFXfBNKVUELAeOAz4AnADcCLRmZxcyLht18mHgp8D/A04EPgZcCdyXpX3IpGT1UQGsBe5KdYNKqUXAs6HnnQ78CPi1UuraDJY7mzJeJ8DFoe1chVEnzwJPqKnTmMxGnQDGlyvwN+DlzBQ1Z7JVJw8D7wRuwfh+fT+wLRMFPtwopT6I8T37Q4zP1VrgOaXU/LwWLDcqgR3AnYArxv2pnMv+iXH8XoFxzJ0B/H30TqXUNOBFoCe0jc8BX+YQPucF4BLgN8D5wKWAH3hJKVUX9hips0iZaC8dSfU1Ril1LnAzE7+7pc4magRmh/2cEnZf/utLa52TH2AQuBVQQBfwzbD7ygAbcGuC598C7AOKc1XmKVAnDwCrom77LrAj3/s2mfqIuq0e0MAlKTz/J0Bz1G1/ANble9/yVSdxtrke+Hm+9y3fdQI8DtwN3DNVPzOZqhPgHcAIUJ/vfZkKP8AbwP9G3dYM/CjfZctxPdiBG8P+T3ouw7iYqIELwh5zYei2E0L/3wZYgbKwx3wL6CCU3Gyq/mAEuAHg3VJnadVbyu2lI7W+gGqgBeNCwErgATnG4tbVPcQ57xdKfWV9DppSyqyUuh7jS2ktsAiYhdEbBoDW2gW8inGFKZ6rgTUYPSLdSqldoe7HouyVPjsyWCevAaeFrpgQunr7HoxekikjRn0cqvMIq8OQF4CzptpxksE6iaUKGMrwNrMuk3WilPoMxmfuB5koW75ksE6uBt4E7lLGUOlmZQwnL/jh0rmmlCoGzmTid81yEn9fHwlSOZedhxHYhR+vawBH1GNWh5476gVgDrAwGwXPoSqM0Uuj38FSZwkcYnvpSK2vh4DHtNavRN0udRbb0aFhh61KqUeUUkeHbi+I+rKkvTspUkqdAqwDSjF24hqt9Xal1GjBe6Ke0gPMTbDJozGuCvwTY7jWQuBBjA/tlzJX8uzJdJ1orR9RSk0HXg2NabVgdK9+NeOFz4J49TGJTc4CXoq6rQejXuoxrogUtCzUSfT2bwfmEdYNX+gyXSeh7d0NnKu1DkzB4fPZOE6Oxrj65wGuBWqAX2OcSK6bXGkPO/WAmdjf12/PfXEKyqzQ70TnsllAnw5dTgbQWmulVG/Y82dhDHOL3sbofVNlakMs9wFbMD6/IHUW0yTbS0difd0MHAvcEONuOcYmegNjmtQeYAZGz9ba0DyzgqivrAVoGGM7T8M40V8L/FVFTlaPXoBNxbgtnAljDOjNWusAsDEUnPxSKfXl8EoqYBmtE6XUxcC3gc9gHGzHYnz5fxf4TsZKnT0x60NrPZmEDbHqMNbthSobdQJAaC7ez4DrtdYHJru9HMpYnSilSoBHgC9prafSySRapo8TE8Zn5MNa6xEApdRngReUUjO11tEnKpH+OexIkqxuYtVTssdMte/yCZRSv8C4EHJhqB0TTuos0mTbS0dMfSmlTsCYD3uR1tqb4KFSZyFa6+fC/1dKvY4xjerjwOujD4t6Wk7rK2tDHLXWXq31Xq31Bq311zGuGH0BGM2SMivqKTOYGK2G6wKaor7UdgPlGFc0C14W6uQHwMNa6z9orbdrrZ8AvgF8RSmVzeA7IxLUx6HqJnYd+oGBSWw3Z7JQJ8BYcPZ34GNa66cnu71cynCdzAZOAv6sjOyNfoyLGUtC/78jQ8XOqiwcJ11Ax2hwFrI79PtISHyRjn6MOUTpfl8fCVI5l3UDM8IzmYX+boh6TKxtwBStY6XUL4EPAZdqrfeF3SV1FsMk20tHWn2dh9EO3hF2XrsY+Ezo79H2j9RZHFprO7ATIxFhQRxjuVwHzQSUYHTpdQOXjd6hlCoFLiLxHIo1wLFKqfAyHw84MU6YU9Fk66Qco6EQLsB4hD7VjNbHoVrHxCFGlwEbtNa+SWw3nyZbJyhjKYp/YEzmfywjpcqvydRJB0amptPCfn4H7A39nen5frky2eNkDTAnas7Z8aHfU6m3NetCV6g3EvZ9HXIZU/f4yZRUzmXrMKYmnBf2vPMYzz46+piLQs8ddRnQCezPRsGzSSl1H/BhjOBsT9TdUmepSae9dKTV15NMPK9twBgtchrQhNRZQqF9WoxxsbIwjrF0sp6k+gP8OLQjCzEOmh8BQeCK0P1fxchs8j7gZIyDqBOoCtvGy4RlxAKOCj3n1xgpoC/HGNv5s2zswxSpk3tCz7keY1LjZRgNzf/ke38zUB91GF8sl2B0Bd8U+n9W2Db+Bvwt7P9FGBM0f4WRYecmwAtcm+/9zWOdXA/4MFJizwr7qcv3/uarTmK8xj1MoSyOWTpOKoE24FFgCXABRir1R/O9v4X4A3ww9N1yU+i75j6MeTIL8l22HOx7JeONQCdGD/RpwPzQ/amcy54DtgPnYjRqtgP/Dbu/GqOB9EhoG+8LbfOL+d7/Q6ivB0NlvzTqO7gy7DFSZ5F1lon20hFTX3HqcCWhLI5SZzHr516MXsZFwDnAM6F9WVAo9ZWtHf8LxlVXD8a8sZeAy8PuVxiNoi7ADawCTo7axn7gL1G3nYsRmbowItzvMUXS7mejTjDmEN6Nkd7ZhdHA+g1Qm+/9zUB93IjRuIz+uSfsMSuBlVHbvRjYFNpuK/DpfO9rPusk9H+s56zM1X4VWp3EeI17mFoBWrY+OydgZK1yYvQ0PkjYyUh+JrwPnwl9J3swetTemu8y5Wi/L4lzfP0ldH8q57I6jF59a+jnH0BN1GNOwcia5g5t626mWCrv0H7Eqqvoz6PUWeR+JPuOk/pKXocriQzQpM4i92M04PJinO/+A5xUSPWlQhsQQgghhBBCCJFnuZyDJoQQQgghhBAiAQnQhBBCCCGEEKJASIAmhBBCCCGEEAVCAjQhhBBCCCGEKBASoAkhhBBCCCFEgZAATQghhBBCCCEKhARoQgghhBBCCFEgJEATQgghhBBCiAIhAZoQQgghhBBCFAgJ0IQQQgghhBCiQEiAJoQQQgghhBAFQgI0IYQQQgghhCgQEqAJIYQQQgghRIGQAE0IIYQQQgghCoQEaEJMklLqL0qp/TFuX6mUWpn7EgkhhBCZJec6IXJHAjQhhBBCCCGEKBASoAkhhBBCCCFEgZAATQghhBBCCCEKhARoQgghhBBCCFEgJEATIjMsMW6rzHkphBBCiOyRc50QOSABmhCZMUspVT/6j1KqBjghj+URQgghMk3OdULkgARoQmTOY0qpq5RS7wGeAkqAY5RS78hzuYQQQohMkXOdEFkmAZoQmdEOvAj8FfgHsBv4GFALfD6P5RJCCCEyRc51QuSA0lrnuwxCTGlKqb8Al2itF+a5KEIIIURWyLlOiNyJNdlTCJEGrfWN+S6DEEIIIYQ4PMgQRyGEEEIIIYQoEDLEUQghhBBCCCEKhPSgCSGEEEIIIUSBkABNCCGEEEIIIQqEBGhCZIFS6nmllFZK/SDfZRFCCCGyQc51QmSHBGhCZJhS6kPAqfkuhxBCCJEtcq4TInskQBMig5RSNcAvgbvyXRYhhBAiG+RcJ0R2SYAmRGb9FNiptX443wURQgghskTOdUJkkSxULUSGKKUuBD6GDPkQQghxmJJznRDZJz1oQmSAUqoI+D1wr9a6Md/lEUIIITJNznVC5IYEaEJkxleBMuD/5bsgQgghRJbIuU6IHJAhjkJMklJqPvBN4CagRClVEnZ3SWgytU1rHchLAYUQQohJknOdELmjtNb5LoMQU5pS6hJgRZKHna613pKD4gghhBAZJ+c6IXJHAjQhJil01fC0GHetAP4B/BHYoLW257RgQgghRIbIuU6I3JEhjkJMktZ6GFgZfbtSCuCA1nrCfUIIIcRUIuc6IXJHkoQIIYQQQgghRIGQIY5CCCGEEEIIUSCkB00IIYQQQgghCoQEaEIIIYQQQghRICRAE0IIIYQQQogCIQGaEEIIIYQQQhSIrKTZr6+v1wsXLszGpoUQQhSwjRs39mutG/JdjlyQc50QQhyZsn2uy0qAtnDhQjZs2JCNTQshhChgSqkD+S5Drsi5TgghjkzZPtfJEEchhBBCCCGEKBBZ6UET4rASDMLIQejdDcMHwdqJtnbiGunD5bQR9DpRfg8ahVYmNCZ0cQXm8lpKqqZTXjcbS90CqFkAtQuhdhGY5NqIEGKigwNONrcN8a6lczCbVL6LI4QQIg8kQBMimtcJB9dB6yo4sNYIzLz2sbv9WOjRtfTrKlyU4NQleKlAGaEZZgJUKAfVA71UKweljIAKjD1fF1eiZi2F2afCoovg6EuguCL3+ymEKDhNPTYA3L4AFSVyihZCiCORfPsLAeCxQ+OzsP1R2LcSAl4wFeGaeTrbaq5gxWA9bzhm0aFmMm/uPE6ZV8uSOdWcNGcai2vLqC4rQinjarfWmgGHlwMDTvYMOtnbM0xrawtDHXuZpzs529TGOQPtzOv8M6Y3fguWUlj0Vjjx3XDS1VA6Lb91IYTIO53vAgiRScEAoGT0iBApkgBNHNm6t8O6B2HXU+BzwrR56LNuYmvpGTywt4GXWhwUW0xcfHwDHz5pJm8/cSa1FcUJN6mUor6yhPrKEs5cUAvMBZZgdftYsaeXZ7d38a3GPoJ+L5+Y18kNdbuZ17cK9fQd8NxX4bSPwIVfgOq5OakCIUT2ODx+6QkTGPV9VgAAIABJREFUk/LMtk5mTSvlrIV1+S7Kodv5BJRWw3GXGf8Hg8ZvCdiEiEnOGuLIo7XRS7bmPti3AoorYekH0ae8n5XuY/jJ803s6bYxc5qfL73jeD70lvlMryyZ9MtOKy3ivafN5b2nzWXY6eXh9W38dW0lD7XP5/gZ7+MHb/Ny9sCTqI1/hk1/hdNvgIvugup5k99nIUTO9VjdvL5vgLMX1jGnpiyt58rsMzEqENR0DLs4K98FmSz3yPjfjc+C3w2nXJf684MBGGiB+uNAySdEHN4kQBNHlt7d8PzXjcCscia87W446xNsHzDxo+d2s7ZlI/PryvnlB0/lXUvnUGTOztW9mvJibrvkGG66aBHLtnVx38vNfGCZj7csuoF7rruNk1r+AJv+Blsfhv/5Jpx7G5jMWSmLECI7Rly+sd/pBmhTmdsXYMP+Ic5aWEtp0SF+b3md0LER5p8L5qLMFlDkn9+d/nN6d0PfHjBboO7ozJdJiAIifcviyOAchGe/DL+9ADo3wTt/Ap/fju3sO/jO8g7e8+Br7Om2cc+7T+Kluy7mmtPnZS04C1dkNnH16XNZ/oW38v2rT2Zfn50r/3aQr3g+ifXm9cbctOXfhD+8Hbp3ZL08QhxulFL3KKV01E932P0q9JhOpZRLKbVSKbUkn2We6lr7HQw4PBwcdIKt59A20rsb7D1G5tzJsHXD9sfAdwgBgSgsQV/odzD3r92+AYaOmCUeRQGQAE0c/lpWwG/Phzf/AGd9Ej63Bc79NC83D/OOX77K318/wMfPW8jKL1/CjRcsotiS+49FkdnEDecuYOWX/4dPX3wM/9nUwaV/3MeyJb9EX/sno5Hy0MXw+u+MIZpCiHQ0ArPDfk4Ju+8rwBeBO4CzgV7gRaVUVa4LebgpGmmF/avz27Ad2Gv8dg3mrwwiM/Jx7rN2wYF1MLQf2t/M/esnMez08tSWDoYc3oSP++/WTlY09uaoVCITJEAThy+/B174Jvz9amOe2c2vwFX3YjNV8YV/beFTf91AVamF/9x2Pve8ZwnTSvM/jKayxMLXrljM05+9gFnVJdz+8GZu3byAoU+ugePeAc9/FR6/GbyOfBdViKnEr7XuDvvpA6P3DPg88GOt9X+01juAjwNVwIfzWN7DgvK6jD98zvwW5EjgseenZykfcjD/zOr20dJnhwNrwNqR4IGd8et9/2tGYJdFPVYPAN3WxD3EQa2xhoZci+Ssbh+N3ba8lkECNHF4Gm6DP14G6x6As2+CW1+FOaez+eAQV93/Gk9t6eBzbzuOZ+64iDPm1+a7tBMsmVPNk5+5gK9fsZiVjX2886EdrD3rPnjbd2DHf4whjwMt+S6mEFPF0UqpDqVUq1LqEaXU6ASWRcAsYPnoA7XWLuBV4Pw8lHNMQfWT+z3gSa+xYgp4KR5qylwZRjrA58rc9lLhGkr+mGAw/6MaAj5oet6Ys3eY6rN58PgDyR+YIasa+9jRMZL4QY5+Y63U7m2MOH04PP7I+23dxtDIdAR8xudN5NWa5n72dFvxB/J30UMCNHH4aVsP/3spDLbChx6Bq35O0FLGb1bu5f2/W0cgqPn3redx12XH52U4Y6osZhO3XnwMj3/mfCpKLHzkT2/yU8dV+D/8mPHF/6fLoXNLvospRKF7A7gRuAK4GSMgW6uUmh76GyB6olRP2H0RlFK3KKU2KKU29PX1ZafEcXj9QVr789B73rwcml5I6ykWf/Jy6lQDG63h4Doj+27aDrG3pb8Z9r4M9iTv8c7HoXXVob1GNJ8L/ImHqsUUDAUG9u7I2z12Y/5dCoFmx7CLp7Z04AtrkB4ccBIMZib49AWCeCfR2F3b0s/r+wYyUpZEhhxeBh1egqFj0+sP4o/XQxYIvVdeByubenlp9yHOtwy3Zxns/u/ktzMJwaDG689/b6zLG8Dty11QHi6Q74suSIAmDjdbHoa/XAXFFXDTS3DCFYy4fNz8tw389PlG3nnyLJ6986IptZ7MyXOreeaOC/nAmUfxm5UtfOSVcgavfwYsZfCXd8G+DDUOhDgMaa2f01r/W2u9TWv9EvAujHPfx8MfFvU0FeO20e09pLU+S2t9VkNDA0Burux7HWxrH2Zb+zCDdg90bga3NTfD2rJwRd8fCPL01s7Yw4iCAdAx6vQQh3Z7/UFcXn/yB4ZzDYeebE/+WEd/+oWKZc8yI/38IQsFo55QmW1dxu8U5gA29Rjvg9Nj1HtP10H27lzP7m5r8pcdOgC9exI+ZGvo2J2c0EcyjSGOuzqtPLUlwRDFKK8297G6eTwo39YxzO6uHA51C44fp3t77eztTeH4A6Pnra8xYW+uxWdPaeTNhgNDPLejK7XXzaLlu7p5YWd38gcm4nOl9f3VPeKm1+ZGhT5L+QzTJEAThwet4dWfwZOfNtIy3/wKNJzAnm4r73ngNVY19fH99y7h1x86neqy/M81S1d5sYWfXLeUX33wNLa2D3Pl/3Wz/Z3/NtZI+7/rjIW2hRBJaa3twE7gOGD07B/dWzaDib1qMe3ttfH8ju6Jw5syYMTpM64g2/ug8bmxjIZBT6ih1bzc6MFxJW/4tvTZE8+paHx+YuMtGISenWmXe0L7OazRuLaln/YhJ/5Qz8z+gRhB184nxrM3dm5O+/WjbesY5tXm3PV2un0BY/7SoQhO8jiy9xrDHSPmPiVuZjq9/rH5SabenbBvJZb9q5lmbcLtm3gBYNDhZcAe1uhtfxN6sp9lWCUIPgJBTW+MeVjNvbGP+eYeG2v2phZYT/YCTEufPWGCjmBQx+xN3tk5ws7OJMMsQ0oHdkL3dmNOXBwNvWtS+jx1jaQ4lDjBa8VycMCJzZ3jeXDRPZKdm2HX03Ef/kbrAOtawnpq/R44+Drezu3s7BxJvdc/AyRAE1Of1rD8W/DKD2DpB+Gjj0N5Hc9s6+SaB9fi8gb4163ncsN5C1FTfHHLq0+fy+O3XUCRRfG+f7Ty2NL/hTmnw6OfMBo1QoiElFKlwGKgC2jFCNIui7r/ImBtKtsbnaTvysJQnLFhU6EFfi2eOEPVUshQuKNjhD3dVujYBM0vjd2utTaGsXntExtvQ61GuvsM6rN52HhgfD9Sau9koFE0fWBjevPoJnGueKN1kB0dI8ZQuVSHCAYSB2Yl7j7jMV3bIgLy7hF3ZLDkDvV4OSOPiW3tw3GHCK7ZO367uX9P0h7B1c19vJZicJOI2xdIHvwEIhv0RiA58b3Z1j7Mun0DY2sPJrOry0q/PTdzvQbWP4ru2RX3/v9u62Rz2+R6F9VoYB+r5znEpI3HrGjs5eXJDscc3GfMvxvcl/JTNrcNsbIx7EJJwI/f62YwSQbKVG1rH6bXljhZirOrkZ6h5L3Cox9/1b0Vd/8B2hs3sr+jK2kylkySAE1MbQE/PPVZIxnIW26Fq3+HNll44JVmPvvPzSyZM41n7riQMxdMnSGNyZw0Zxr//eyFnH9MPV9adpAfTf8het5b4LFPSU+aEFGUUvcqpS5WSi1SSp0DPAZUAH/VxuXQXwFfU0q9Tyl1MvAXwA78M2+FhrE5MIGwBv5wBrKw9R3cxdCAcTXfFwiysqmP/26LcyU8mLmg0x8ITr5RmKbuETcbm8KG99kmDpdqH3KybFtXgkAq/eDQF5q/s7q5j+3RiSaCAfC5sLp97A+fT9i5Ke72LD4H9f3r8exbA/1NBPet5KktHTy1pYM3WgdYGx54RQSW43+39tnpG4rdGxMx3+gQ4lJfIMjOzpG0e5F3dI6wfGeCY8I5aJzThtvGbmrqtcUMwhyhoZm+QBC7x0/7kJE5tNTVw9z2ZWknuYllyOHl+R3d4/XlSd5LGggGMWkf06xNCed1tQ0mz3Rq9/jHe8HdI1HHc+rHqdXpxT7ZHv/RhD1pJu4Jhl9saVxG6+qHWd3cl7BuEvVarWsZoDk0PLe13xHZ+xXi9gUYdhpB4K4uK21DTjqGXSn1hm3aP8COzhGGHD7QOqf5gCRAE1NXwA9P3AJb/gEXfw2u+AneIHzp0W3cu7yJa06fy//dfA4zppXmu6QZV1NezJ9uPJtPXrCI37/ew2fV1wnMOQMe+yTsfibfxROikMwDHsZYC+1xwAOcq7Uebbn/FPgF8CCwAWOdtHdorZO36IJ+6lufxuILNbTdI9C6Oum8sFeb+tjVOX4V1+MP8NSWDtoGnbhcdkwBN9vbIxvTEQ0YrXF6/Th9qTWywufgHBhw0tJvNCxfa+6fmHrb3jeh1yJVDo8/bo/IiMsXp1E43uJp6bPj8o4/f8jhpS/JFfFEdnaOoJPMIdvRYcUfDOK19YE31EgebI05bNS67VmGdr404fYIXgcqMN4j0DUSVf4Da2DPMlbs6WVr+JysBAGECvV8bNlrHLKBQ0jcUWVrYXbXSzHn8U12YMmgw4vLF6Bt356JmSS9zoSJT4JaM+I0jrdAUDPkMNb1stpt48lN7KPDA4399gSCRqAbDET0rlp8Diwd61mxu5uNB4Zw+wKUOUMXH5yxe5m9/mDKvZydIy48/sB4b3n3tohyRTx22MXOzhEae8aPv4h5Xc0vGcOK44gVPKzda2QW9PgD0PyikcY/GZ875rwzU8BjDIlMJ+Lo3GwknUnRsNPL7q4EvVUB39icR48/MGH4Y7HHCLb8Cd6fXpubXYleA+NCwKqmyCHOG/YP0tKXfE6rJ/S9q/MwG00CNDE1BQPw1O1GyvnLvgf/83WGXT5u+OMb/GdTO194+/H84gOnUmIx57ukWWM2Kb7z7pP4/tUn8/xeB++3fwnvjKXw6I2wN0kjQogjhNb6eq31HK11sdZ6rtb6Wq31rrD7tdb6Hq31bK11qdb64tB6aMmFGuJVtr0or91onNp7Eg459AeCDDm9EXNj7G6jAb5/wMHsrpeZ3fXyhGDGr8cDtLYhJ7u6rBFB3iir2zd2tTgZa6z5IK2roO2NlJ4fbsDu4aXdPby4a7xHZLxRM7FxEx0UuLwBdnSMsHyX0Ssw5PDS0m/nwKAThvfHfd0+m4cXd/UwYPdENPC01mn1EphaVxpzt8B4H90TA7Smg+20tCYZ0tX4HPXdCRI32SfORUp2JV8ro6kWbw5W7NvDbtOaUnfodWP0ePgCQUpdPUajPdF2AIIBqqzNoCdehCjv3YS1s4l94fPvGp+FPYkvGu7ts9E26OSZbZ282tyHxWenb/1/oDf2sMCgVsaQ/p1PGEN2Q2qHtmKyto8NBX5hZ3fS6PO5HV2s3x/n8xpjHyG1gHbTwSFcvgDOeMlp3MMJE9AcjNGjFgwGqLS1oAMBvP4gzb02tKOXEnc/RfbQRRi/BxxhvUgH10HnZsyhrKrGsaaNIb99jcb31dB+I+CLwx8IGr2WaS7ts6qpbyz5TKxtBsIuZK1tGeCVPcYxGghq3H37aeh7nXJHW8znp2tu+zICnsg6HXJ62dGR+ryyCmdmypIqCdDE1BMMwn8/B9segUu/DRfcyf5+B9f8Zi2bDw5z3/Wncefbj5vy881SdcO5C/jTjWfTNKy4avALeGqPg3/dkP76K0KIQ1LubKeoZTnR48NinfeXbZ+YHS3Wd1VZzyYq7GHD88Laip3DkY3sg9tXszx0dX7Fnl5WNfYaF2lGUsxepzU2t48NBwaNBuVY71FqDZe2QefYnKR4vTux9rHCvn8syA0Gg1QP78IUMHqcesJ6zvZteTWiMae15qktHezusrKjcwSn189re/vHGnhAzOUIvIHI3j2XN2oOlA5G9DBZXT5soSAvneQA5ohAJ/nznt7ayf4BJ1prAsEg/kDQ6EEaY9SdKWhsN93haX5v2PEStR/NPTbQQaYPbKC+7/XYG/C5xue29e1hmrWJCsfBmA9t6rFNHNYZFeg4vf6Ihnt5/3a8W/49Vraa4R0MOb1j2ffGAv3Q/RF7MNQasxxV1r2UOsM/a5rOYVfMIXA9oXlFB6IS1szteC7mtlMx2aFwsXqNyu1tVI/sQfU30jHsZMTlw9e8kvr+sAsqXVvp2LRs/OJLqA5VaHO7u6xY/E6KvWHzWds3jM1zncDRT9P6F1i5pyfiMzgm4DXmovk9xpDLUK9esrmFy7Z3jc27K3X1RKTTf33fAGt37wfA4k9xkfvePXEuMIx7eUtzxP+dwy5a+uwpz4GrtO/H5E4+3zdTJEATU4vWsOwu2Bwa1vjWL7G+dZCrf7OGYaeXf958Du89bW6+S5lzFx/fwL9uPZehYDlXDn4ed2mDkd2xrzHfRRPiiNBjddMa1sDrGnEZSTkAi6Mn7WyE5c52aoZHO/KM1pXSAaqse6kZ3j72OK8/SK/Ng9sbPpQuaARZafSEjSaasLojG/9Wly/+OlAhTm9kY8wS1oPY1GPjwIDD6OUJa7UqxwA1wzupHtwBzkFMHW9SaW+ldnAb0QadXoZCw+BoeoGgrReL18rB/S0Th2iGxEra8mrzAN0j7rG5X5sPxki60jjeKG/qtfFGizE0ajQZDBhzWp7d3jU2NC9lMdZUGx1+2jliNBY3tw3z+u5WmlY+TKB/tMciMrht7onsedGh4NftcqC7wuovdPvB/c2YA7HnCjUfODgWiBT54/To7FlGoPF5o9EfSkah4vQupWJ3lzWi97bE2hraw2BK297eMRI55HewdUL2y2nWRqYPbqLcGbpI4XPx5v5Bem1ugj4vtYNbUcHI929LkkQdvlTWcdv9DJ6O7ZFzrcIEgzpu8OIPBBMujKxGE4DEyPQ57DQusHgDQbpG3KzY0xvqUY4sh9MXiDwWYqylWmHfb8zbG9wHB9bgHWrHFPRFBp2hgO5g83b27WuCgb1GcGbrxu31TwhQtc9F3cDG8ToPe8D0gbCLyX4PxXuepDjUC1pl24uK9z3mHGRu+zLKHQfxd26jdnBr7MeFxHtPYvEFghOODwCzo8cYxt7ySsrbOlQSoImpQ2t47quw8c9w4V1wydd4cnMHH/3DG9RVFPPk7RdMqfXNMm3JnGoev+18/OUzeNfwXXi0Bf5+TcQEayFEdoy4fHSN9mxpzda2YdABTAEP5V3rcHY2Jr1SG7f9EOplqnC0Mc3aSIlnPADa1mE0Kot8toihTXGHVsV+ZfpDZbO5fWO9Tx5/gKZeG1vaho3GXpwCajQq6KdmaAcV9v2Ut68eaxhb3T5a+hz4ml9mbkfYGl+hxqYp6IWWV1AjxvdUqSd2dkCNxh8MsudAB9Z9bzKzdzXTB9401nbSGlPAQ33furEeA5PXaqQVj/JG60Dk3K+Q0d6BzW1DtA066bYa72X1sJHFMrxx12fz4AsE2ZtCKn2PP2j0FjkHoXUV3kAwdkNR67EkML4Bo+dUp/LdrTVKa9y+ADs6R+gaCpUp7CUGHV7MoZ7J6GC70r4/9najOjxbeu2s2BM/VXx6wjY+GnTEGPDi9Pixe/zsCc0xUmE75Qqff9mxkcpB42KG0RsWY2Nhy0Vs2Pg65c72iH2P7pWOZbRXq3vEHXN4sMVnR/tcbN+8Lu42NrcN8fyO7pg9ssu2d7GlfRhnjAAnnDcQJDqOG70gEd4T9cqe3lBiC41WMFov4UNitcc24XisGQ7VVV8TMevSPTKWYr/XFsrC2LvbWG/Q5+eFnV0R65dpraF3D2Wubioc7QBUj0Rlh9UaFfTC7v+iCFLqGb+YMfrdMIHV+I4pc/XQMeway1KZyhxNFfRR5og9wkAFvRR5h5nTuZwyV4z14Ow9cec0ZpIEaGJqGE2lv/73cN5n0Zd+m1+93Mzn/7WFMxbU8MRtF7BgekW+S5l386eX89inz6d0xjG8z/ZFvE4r/PMD8YcvCCEOnWZsCNyo0aQWgSDU969ndtdL+AKaXd1WVjfFWHTVOYhpqAV0EMdQ7MVhbU5X0oFyDX2vw74VY//v6rJyCLkkGHH56B+xQTCA1z++gcYeG7StH8vs6PEHWLu3n6e2dNDYbaPS3kqF4wA1wzvpHHFh9jvxhNbQKvLbOdhhNMwq7PuNRnnYcDWtNR1jDeRQb2GMslldoQZ72OLJM3tW0dC7hlndrxiBayjtd+nAboq9EwMxFfRRPbxrQiKXnaH5fIGgpsfmpn3IFSrHaJKAGOKsWeaO6iHZ3WUdGzq5rX2YfUmSE1TZ9gLQeqAVvespzIHIYV4m7cPitWLxWpnb8Syl7p6xHiV7WODQ2m+PaLADvLLjgDEkLU5a/+ihdaP1YE1zqKfN7eOpLR3s708cxM7teB5/QOP2BqhwtFHq6mG0tnd1W9nTbaXP5mba8O6xxnLd4MReH7vDeJ2EafZ10PicxRgi+mbYPLRizxDFnsgG+Ja28d7W3V1WVuzpZV+/nQG7xwgKdZCZPauSfk47hpMnvdnVZcU2EjkU0+f3jyUz2bh/gGFXqqnpdSg1fOwpH409NjaFepIH7J6ICzsjLl/sdctizFdrG3KyrWN47HM0sRQGU9BLsLeJSnvk0NToC0+p6A5LwBN+XD4Tyko7YPfQ1DNenvDAdJq1mbqhLZS4+8eGX48OHZ7VvYoZMS7u5Jol3wUQIimt4eXvjqXS91z6Xb726Dae2NzBdWfO44fXnEKxRa41jGqoKuGRW87j1r8XceO+O/hH4KeY/v1x+MijYJ56i3QLMVVopTgw6MQx4MAfLBprcIyut1Q7tIOhulMjn9TyChaPn7nd8TORdQ87mJNiGYxhOUaDo3PIzuygptzRhlZmdFgjraevfyxIig5kFEF0yyvss1VFbnykjc2DFoZK5nCsZzfD3llQXB27HGgGQ8lKwq9C1wzvpMTdj154VuiBio5hlzHnKEx04Ks1+EJBVXRTs9iX+gWomd2rMAc9oblLscserc/mYcP+QSIGz+sgRXueYkMgyNJ5NRSHbg6fp2P2OwiaStAmS8Q8rFQb1yMuHxv39VBePvF7e2bvaoZqTwGMHoTRAowGUm6/n559uxkORvYMTRtpwl9RTFPjHuYftXDCe9/UY+O4GZVJy1Y9spuNB05mac340M/wuXGja6v1O7wsrE+8rdHeqLGemyhGb+zks+jN7nwJrUz4imsAjIW4S2fgCzuGVdBPQ9/EJRBHA9dpI41Yq08AjJ7JQYcXt91Gg47sNZvdGTvpRl3vG5R4BmC+8ZqjywFE6xkYgtIG45/uHWzdsJZA1XFAgl7PcDoAmCAYMN6X0vFPTXjAP/qeWd0+3tjVQtBkYVbovt3dNkxBL8VgJCepif9yPYnWB3MPG0MgMS4+DOwdX9Zj9DNd7mhHKzPeOEM8Dw446RgY4rzAJlh4IZTVsqfHhnGkKvodXlRRKaaAm6DZyNy9783nUe7YFyJGA8TRDKnA2DIgpmCCz6csVC1EmJU/gtd+CWd9kqG3fp8b/vgmT2zu4MuXn8DPrlsqwVkMlSUW/nTj2dQuuYyvej8J+1agl30xp18uQhypdscJtspcnVGJC5Iz+52UWPen9Ng+uztiHka31c3qPZ3UDm2jbnAz0wfHM95t2XuAht41zO14FlOMnqDB/l58nZHzwbqtLgLtG6na9yxF9g5m9L42NlckejJ/SZyhigBl7vFeEq0VzqhgbE+M+usadtMWpzEbzu7xwYG1FDkm9laWuvuN4AygczMq4KW+742xxCTxrG2J3JdNBwYp8tnGGpOOsEZg+DDWWd0rqe9fDxhDNKP3Ex2gxG1s25ygDGWuOOvUjW9oQhpwrcEScBKI/s5XCpvbj9PrZ0/LXiz+ib15iZKQhG+ufcjJ1nUv4Qj1uoT3vnj8gZhzeDiYfobQdIOzojgBu0n7MAc9lLrHM42GJ0Yx+53GUOEEqmx7Yx4v0YFuvEZ+qacPRRCnN8CIyzu2aLvF56A8KvGKCvqNZQJCvcKWwMTjP3o+22gYVj3SyPSBjWzY1x3WqziahGViIKy1Zkbva8zqXjl2m8VvH9uPKvs+NEQs7RG/N1VTNdKEKeA2Mn42R2aVjtWzbw56mGZtYkd0gpmQtk3P4+nchdftYvXa1+izjV8YGH0/i3xWZne9DBhDPS3OyCG50wfenLDd6QMbUU7jYkLdwKa4wx7zQXrQRGF79Wew6idw+kfZf873+MTv1tEx7OL+D53Oe05N9ZrykanEYub+D53OVx4z88C2Hj676a/ouqNRF34+30UT4rDW0Pc6vTMunHC70kGmD26io/yqlLc1q3sFVJVMbGjHcGDAiSXqgpWOkyioyrp3rOcpVsNl/8DExuDYsD8dGBuSWOruwVtSS7mzPWn5IgsWtj9RXWKxAgRfkkQlo3bu2MJRlbGHc4U3zAFK7O0EPf1U2ZKkzo9SN7AxFGQa2odd1MJYQzrcaLa85h4b1vDAUwepGd5FheMgPTPfOh44xhA/aUbs/ey2ujjQ1UqsRWYsfgeKxD1k/oAmYB5/f2KlfAeweK0EdDDu3MqGUPCz4UDY0LWRNph2fMLXT8WBASfegJ3qsiKOaYjcn3gBSDKzulckfUws4fOlEhld1wvCLuLMM37N6F09ngQkpGZ4p/G5qjLm1o8lPEnAFrpYYA64I4730WGz4UZS7Mkd7T3stbrptro5YWYVVaVFoaGTE1XZ9jHN1kypp59i7xC6pjal14H4iTxKPP2UePpp9pjBUjYh42a4MkcHL+yEuSlekDYPNuGtnUmZqyv2nLMwucwNLl0PonCt/gW88gNYej1vnnIP1/x2HSMuH/+86RwJzlJkNil+dt1Ses78Iv8NnIt66W6CO57Md7GEOOzN6E1hEVmMhmNvksWYe22euOsJJX+B2I37ZMMCU12Y1eKzY041FXbUKwCh9bnSbfbEL5s54KZzJHnCh61twwS7Js5lSkVZVKDn8Qdg+CB0bBofohXeONQBdFtkEFwzvAtLKGtiwiFVURpj9C6WeAZQYXXYPuQaS5YSS6KFfwH67J6IoCz8+Ax/pjnoiTkqo8TdR5mzkyLfxLJqrfEOxE7Rn47Reh5x+cbmUCUyenEhE8pcPXHvS5QpsCHeMgYwITgDJsx52JJtAAAgAElEQVQ9TMXosR8daMRaFqG5d3x+oErhMzjaA9zYY2PDgcGYc/nAGDoK4xcnNh8cjvvYVIzOZQUjGYo54Ca48ykqrRODToC6oS0RwXAyyjXES5t2J38g0N+6lT3d1rQyQh4q6UEThWnNfca8s1Pez5MLv8lX/riBeXVl/PnGsyUZSJpMJsX3rl7Kj80/ZvaGWzj1Pzejp83BPP8t+S6aEIeZ9AKNp7Z0MLc9eeMyHUaq9LB09hmYu5NImbuHsu74DdZkAlqnlr48TKxhedGSrRUW3iOXaDhmytrWR/w7o+fVsb/rBrdOeBdK3T34Lca5bDSzXSqi5+aNSjWgBmNB9FRFN3RXN/eN9b+NDt+MFu92MAKI4pH1WTkq4w1thMh19SKFPrNprXMX/4KK25fesQxQ5J1Y7jJXV9pJMyYj3c8gMJZ1NBmNjhiSmF6GWSNZTLiINdziiDVsOx6/28mM/tSSgox+ryRb5y0TpAdNFJ61v4YXv0Nwyfv4Ycnn+Py/t3PGghoev+18Cc4OkVKKr737NNaf8wAdgVqcf30/vv70hvUIISLpBL0U+VQ7ND53LDpbWqEwha0LF2vNsslKZzHnZPOOagc2x1/EOaQnNPyrP9QQDV9TrMzVFbM8JaHgJ+3hoSlINGQyHdG9PqkEx4kMp7t2XBomszZbrIyfh8J0CK3qWL3tFY7cLo8Tb7hihEmM73OErZU4kOLC0LnSkiTTaL5IgCYKy7oHYfm38J7wXj4xcjMPvdbGx89bwN8/dQ415cXJny/iUkrxmavOYc25vyXg99H/+/fisaU+DEAIESk6nXpJqsNqtDGJvqF3Yra4TChzxUjnX2AKMbiNWFsrTLmrM+l72zbkpH3IiS/FtQ0S9cKkLpczYgzGkNTCkyzIjk9T17+BusHUF5Ivc3VPSMMftrmMO5TerWw4lGU7RuWixyncZC8kJHMgxhzdTJMATRSO138LL3wD69FXcvnBG1jXOsJPr13Kd997MkVmOVQz5SNXvo21Z99PnbeTfQ9cg8uVubH5QhxJUl0TKto0axPTbM0pDdURuRNvDadCVRoWiNvipBPP7OtlJjhLZzhmqsyBQzuPmbSfMndPWs+3+O009MVejLo3lZ6oMHPan0v6mFgLq+dDKgtAF4oJC2FnWDo99IdKWr0i/7SGV++F579G95zLuHDvR3D4FY/cei4fOPuofJfusHTlu65j02nf50TPVt68/yMRi5sKIbIrVka1I030AsoifeHJSlIaojZJpe7J98xmYzhrIelPc/je6ELoQkSTAE3kl9bw0t3wyvfZWnc5F+67gWNm1fLfOy7kjPmpp2YV6Tvvms+we/EdvNX1Mk/ffyfDzsIaFy6EOHwdclZKkTe5nhclcsefwjDKwz24LjQSoIn8CQbgmS/Amvt4tuRKru68gRsuOJZHbjmXmdNK8126I8KJH/w+HQvfx4ed/8f/PvDDiExLQgghhDj8pTp3UuSOBGgiPwI+eOJW2Phn/qCv5muej/O7G87m7ncvocQSa3lNkRVKMfejv2d45nnc6bifH/7mIbpSWENICCGEEEJkhwRoIvc8dgIPfxi2P8pPfNfzzIxbePbOt3L5kln5LtmRyVJMzY2PEKhZxD3OH/GV3/yLgznIUCSEEEIIISaSAE3klrULzx/eCXtf4hu+TxG44PM8+unzmFdbnu+SHdnKaii78XHKKyq41/Nd7vjdk+ztlTkiQgghhBC5JgGayJ3uHbh+ewn+3mbuVF/l7Td8lW9ceaKk0C8UtQso+viT1BcHuN/3fW753Qvs7BzJd6mEEEIIIY4o0jIWOeHd8wLuhy5j2Onl7un38o077+TSxTPzXSwRbeYSzB/9N0dZBnlQ/5BPPbSCjQfiLMgphBBCCCEyTgI0kXWDq36H+ZHrafE38MQZf+HHt3+EOTVl+S6WiGf+uZg+8DcWs5/fm37CTf+7iud3TH79GyGEEEIIkZwEaCJ7gkH2P3wXdSu+yhpOpe+6J/jMey/GIkMaC9/xl6Ou/QNLdSP/KLuXu/5vDX9btz/fpRJCCCGEOOxZ8l0AcXjyu+3s/f1HWDy0kmWl72LpTb/lqPpp+S6WSMfJ70PpICc9fjP/qb6fa566k85hN1+5/ARMJpXv0gkhhBBCHJYkQBMZ19d1kOE/Xcfx3iaWzf0cb//E3ZQUyaE2JZ1yHUoHWfzErTw7/X7es+p2eqxufnLtUoot0hMqhBBCCJFp0sISGbV54zp8v7+Uud79vHnu/Vx1y/clOJvqln4Adc1DLHJt55X6e3l18y4+9qc3GHR4810yIYQQQojDjgRoIiOCQc1Tj/+TY55+HyXKT/91j3POFR/Ld7FEpix9P+r6h5nhPsCq6T+i72AT7/71a+zqtOa7ZEIIIYQQhxUJ0MSkDTu9/OXB73Pl1s9iL5lJ2W0rmH/Khfkulsi0498BH3+ayoCV56f9gOP9TVz727Us29aV75IJIYQQQhw2JEATk7L1wADLfn4znxz4OX31b2H2F1ZSPmNRvoslsuWot8Ann6eoqJQ/cTc3123i9n9u4t4XGgkGdb5LJ4QQGVNfUZzvIgghcqShsiTfRYggAZo4JFprHl69i74/foCPBJ6k/8QbmPOZZ1BlNfkumsi2GSfCza+g5pzOXSM/4Y9HvcCDK5q46W8bGJJ5aULEpZga2U8H607PdxEKglJT4/0qVM7yefkuQoTZ1aX5LsKUUFlyZOYNMBdYdmoJ0ETaHB4/d/9jOUtfvJ5LTZtwvu2H1H/wATAfmR/qI1JlA3zsaTj9o7yt76+snvc7djS3cOX9q3lz/2C+SydEQSorNufttfsazk35sa7yOTgq5mexNFODxGeJmZTClEYlVZVYOGN+bRZLlFg6Zc0lv6Uy30WIUFqAGZq9xdk/buqlB01MZc09Nr58/1+4fe8tHFfUDx/6F+UX3Z7vYol8sBTDex6AK+9l3tB6Xqu+m7PUbq5/6HUeeKWZgAx5FEcw67TjJ9yW34ZP6o3T846ejq3q6Iy+ese8qya9DXvlQgCsVcfhLJsz6e1NxoyqwmrM2SpTe7+Om5G5YGB6RTEnz6mOe7/fUh7xf5HFlDBImnaY9twETYmHyvbMupjhmiU5Kk1ydRWFdWznSmlR/i6gxSIBmkjZU1s6eOCBn/MLx9eprqyg+JaXMJ3wjnwXS+STUvCWm+FTL1JcUsb9nu/wqzkv8/Ple/j4n9bTa3Pnu4RC5Nz8ugqWLmiYcPuC6eXMqy2P8YzkAqYSPCX1h1wmrXJ/uneXTKyDVPXOuCCDJTl0jooFMW+vLCka+/vEWdNS2lbAFLvh2zvjAjrnXJZ+4cJoU1HyBwHVZcWctaCOEktmGqPmBIeVrerYsL+PgSTX7I5PsR4Plc7TNcO+hvNy9lo1ZakdB4lMO4RtFFKAGc9UG+IqAZpIyu0L8O0nttP46He5z/xLTLOXUnrbKph5Ur6LJgrFnNPg1ldRJ72Xd/f/gbXzfkPrgX1ced9qXtzVk+/SCZEVAVPsE355sYX6+SdxdH1kb4XZZKK67NB6CU645ENpNYKWnHdF0sfE7YVKsbPNF2doVmmo8a+Vibk1ZQm30TvjQkaqJ55LgnGCmVHaZNRjXQYTeUwc4qQImpK/X/Ha/dFBkCnGHJfOOe/AV1yDNhXjKalL+DoLp1dE/H/SrGk4y+cCcOLs9IKbTA32M5sSNCPDesus007I0CtOPQFzSUZ6kFNRm+bn4YSZVcyaNvF7LNnnNlrQVMzA9LPTes6h6ph3VdzvnkTCA3RvUWTPb1kavWdBlZueXgnQREL7+ux84MFVnLbp63yl6F8ET76O4k8uM+YgCRGudBpc9yd416+YPbyJVRXf4L3FG7j5bxu4699bGHH58l1CITIqYC6NP1dLKWMYcEhRnK6GgelnpfRaNeXpNbzCEzbZqo5BhzUq7JULGaw9jaG60+iYe2XElWWLSdFQWcKCOiMYCJhjN9SWzqvBWXHUhNvPmF/LyXOrcZc0oICq0qIJPX8zq8Zfz1dcjb1qYuZfHXMo3PhtI9WLgch5RRaTwmxSBMzJr5THGhK4cHpFRocAzq8br7vg0ZdywswqIDJZTHjPV3995DzBZMM4y0ssYz2jdaHgsihRwBQm59OxlErWgZa2dJOQ6DRK0DPjonSLMymuBO+1t6gae2Vq2bHTTfBRVVoU87tpdnXiAO2sBXWctSDygkLQlL0hgkoHIv63hI5zZ/k8o3c2gVjDkV3lkfW9eFZVOqVJ47GHTgI0EdcTm9v52K+f5Z7hr3OteTVc8g1M1/4BiqZWN7HIIaXgrE/ALauw1M7n284f89y8v7FiSxOX//JVVjb25ruEQmTFMfWJG/bmsBZxeFDmLpsZ8ThHjKBnXBoNg7AhjT5LFf6iSvrrz6Fj7jsZqVmCq2Ku8XlVirk15WMNrtOOqkUpxSlzjSvMOs5rFptNnHfMeOB1/IwqjqmvHAuYRsJ6++yV48MEi0yKo+rKqUrSkEzeg1aExjR2WXzB9HJOO6qW+soSumddGnc44ah44UJ1WTHTk/RCuEqN9+yo2vKUhjdWllfwlpOOpSQ0B7Gs2ExliQV3aeR7Hx01RQ9bHB16Fh402yuPxltci65ZmLQcEWVKUP9BFXuIW8yAccH5ab3uZIX3dARMxTF7puL11jVUpd528RfHf19rylK7WHLG/FoWTC/n0sUzkz42aI6/TXfFPALm+MfzaJKReENXY/WQhatIMag7fubEIOb0o8YvBGk18bVHqk9MadvR5tWWRXw+opOELD5hcWj7iymqTjYfNfHFHoiVQCbBd22Orm5IgCYmcHr9fOnRrfzh30/yhOWbnG5uhWv/CJd8VdJaidTMWAw3vQSXfJ0TB17kjZpvc4llOzf++U2+/vg2bG7pTROHl4pSS9xGr6dkesRXZ9Bkoa/hXCpOvHzCY4drlwKp94RMeH7NEkaqT0JZJjb4PKX1EKMRlUh4IBPd+CsrNRp+ZUVmppUVRQyv8ltK0UB5sTnm1fiSZEOKEpxr4vbFVB9FoKTG6K1JMjTR///Ze+84ua7y4P97ppftfVe70qoXy5IsSzbuBVzBhJKEkhCcEMwPCEkgkDcQXiCBAHmTkEAIhJbXeSmhmGJj425ky7IsWbItq6562b6zfWd3+vn9cafvzO6sdmdnVvt8P5/57M6tzz1z7z3nOU+zuFIG+5lcJdMlaK2rSJGtvsyB227BkiU9d3pZBbvFxNIqFys3bKPSZSNgm7oszWjUshhRVsadTdjMJpo23kRv3fXxbcJmB31114IlMYBPT9xxWdNkZaPlittZ11CGwzV5XWDZTZOuY6DqCgarU8svDK14M5TlnqylLMm9V89g+HnZ8mbW1pdSV+qgKcn1brRsNTDZkhawlU86vs9Rh81izhiHlKyQDlZeTldjajyg314d/3/bsqop4+4ANjSVsbrOmKyoLXHEFfN0plKSe+pviltHmyoT19xcOTPXw1wosVvY0jz5XgxaU++NMkeS4m4zlEKzycS2ZVU0lDsI2iqYcDbEN4koC2OlK9i0JHHsXBLBuEsrGF31FvprEhNZI2VGPGPMkhip3UBX421EzHZCTuP3cWRQToPOhLdX8lsjNI2VfSQpfnIyoqAJBeBw5zD3/Pvz6Fd/xIPOv6emxIr6k8fg8t8ttGjCQsNshZv/Bv70KWyucr48/ll+sfTnPPTSCd7wlWd59GAXulBR24KQhlLqQ0qpM0opn1Jqv1Jqxj5O6bOwTqvRxQ5Wbk4/G7ayetavXMYNq7O7iw9WbsbrXhqvS6ZzGBd4S1oZK12OSu7ecx1PrLgZlt+UdXXKYS7/XZTJzOq6kowz6zFMSrFpyeRMf8nH2pxhcAhGfFZ3wy0Z15U5rWxuSRxXoaBmNaZVb0jZLuYKmX72cVcTK254Fx1L7qSv9tpJ8YLpTDjqqVl2GVUu26RsEw6rmcuayti6tDJlkBh3qYvdF6WN1JU6sDesY6LuioyZMkdKV8f/T2T/04ZFsmYN4dJUZWSSK6hKzUZnt5hxWicPik0WKyUb72a46cZJ61a2NOJ1L4vHt21dWoGjpnXSdpmU6L7aa9jQUIY1qrQOVWykt+467trYSG1JYlCcnuExhrsqVeHz22twVjZR6rCytMqFciesttpkobnSxWDV5qh1+C76aq/B76idZM0ZLl8HZUsmWb/GSlrpWnI7daV2SuwWxt1Ls1qzKqNuxtkep4YyB2aTwmW1UJ50nmz19MqnSMYRspYw7jKs6TrpwW8oSyhoCUV86n40fW0sGyoAS40EJpYMWmdvfeZX4OjyuxI5COxlYCsh6DDeYwNVW/EnKWlv3tyELUlBXVE7vQvxqrr02F1FxOygu+GWuEWu1GGN/06x9m2tSY3RBChZeytDK98cj3P1upfRU38TZRXVKdul/0ZhS6oinDzZ4rJbuXIeykWIgiYAEAxH+NrTJ3j715/lPu+3+Bfrf2JZehXqA8/Bkq2FFk9YyCzZCh94Fq75M7b2/oKXa/6OW2xtfPCHL/P+/7ePjqGJQksoLHKUUu8Avgp8EbgCeAF4VCk1o2Jgy2vcNFe6KLEbg0On1cyGpjK0MmUtglrltrEhmuAhPXPhuLuZocrLuf1aI/g+bHagMaWk8F+axV3QmjJrn6OG5q5JiS/OJXC+3GnDasswG502QI5ZCypctvjsOxixbK01brzulkkudNpkJWxxUVdhKIAmlbAs2s0mbCtvSh18KsXSahc3ramNu31liu3paL6bbSsacLpcoMwEbNlTxeeK02rBtPo2NkaV0YxxcE1bYe1dYLERKl+W4oZqXJ9itHwNIYs76qYX/d2UyRiMNm4yrINTZORM/6XXNpSCUqyuK5kcX+coY+uKye53JqUYqtzIYNUWllQ4UUpltQKlE7K4cdktNEStpt6SZQRtFSmD9Bgbou6hZQ4LLeu2Qd16wpNcC5N+4cbNBNOse6vrSwx3280bQJkI2Ku4dV0dIatxrSm/Q/N23JvuiVt0tDIxXHEZdouZpVXuaQfEVrPRupamTXhqrgJSLa9NFU6uaJk8cLeYTFy5rHLS85Qp9suV4ZmrctsMRTVtXUwRny5Da2y/sNkRlztO+ZIp940Ru3c2NpVz/aqkmFJHGay9E7vD+L2vWVXDtutjFsjcLU3LqrJnt40dJWxxxScFMiXcUUDfsnumPI9WCqurnCXVxnOazYo97m5JKY/QUJ6wUCurY16K2IuCJtDWPcpbv7GL7z+5l4fL/4l3RH4Dr/swvOdXRoctCLPF6oQ7/gHufQS7xcSXxz7FYyse4LWT57ntK8/y3Z2nCYUjhZZSWLx8DLhfa/0drfVRrfVHgC7gg9PtGOvgLSaF1WyaFO/hslpY11hO683vBVcsqD61c3fZLFQ4rQSncXlDmelsvovrrkm4uFW4bBkHz0opKl02VtaUcPXmTVy/qobrVk3xPi+pm7QoPathpkF2tn0nbWK30NV4G+6WTdB6/aT1Q5WbmHBlHizGrDHNlW5aa6IDOZV63uQWrXDZGKjaTH/1dsIWJ51NiXIwMde3Esf0rlYmEwlrmVKJs2QbnCUlZomYbPH2crsciQPaJs/yx4jFvvU03Mxo2Sq0ycJI2ZpJadpT3TcNWRxWMw1lDlbXl0DrDaxcvpyNTeXYLGbY+HbKnbYUq05c5AzF05MnE9LdU9Pd/8C4f5Okg9W3MbFk+sLoLruFTc0VrK4rpX755VCfW5bS4fINDFVv5erl1ZQ5rNx1eWOKNarUYcVTsw1PzdWJjHtag8kMNje60XAjnnDELD2TLVDLqt10Nb4egPrlG6NLFSy/kea1W/E7aglay2itdrO2vpQat23KGm/NlS4uS3I9XVlTkvJ8Lalw4rdXURJ1I6wpsROJxiDWV5Rw25XruOx1dwJQUhq9zxo34y1ZjqfmasNCaMkcpxY7T9jsxO+oJXbPLE/LCrqmvjTFGt5Y7qRjyV04LOb4veOwmg3F0hl9l1UYc1jrG8vY1lpFXakDW5Lima7IxFramqZgJbtPW1q20Zjkyppen+z6LO+xiGPyREtKYhgNsWtfWl9Fb9119NW+js6mO6B2ctxismtr7B532SysWjI/SfIuzaqAQk6EwhG+9dxpvvrUCe6wv8bPy7+FPTgOb/sObPr9QosnXIq0XgcffAF2fIl1u7/O7rJdfNP1Ib7wSJgH9rfz2Xsu45qV1dMfRxDmCKWUDbgS+Oe0VU8AU2ZAMCljpvWGLesxdb8M4/3GirSB5uq6UphB3an+qq2YHZNjg9w2C+UuK3arBatJEUwrBj+RlnRiZcydKEPh2devr+fpo9ESGOveCOluXdGMbCGLC3N4glW1JZQ4bDw3XENTJJbsJ2mQtfZuCPvh5NNZrytithGqWQ92x0WHM8cuOZZ0JaUFkhQXbbLic9bF/48Ry/iWEk+TZabfYTGzrraMjpPRBTVrcDcNMTZcitN6OKuMVpOiq2Y7zqWaDXU+nLWZa6mls315Fb852JWyLBZnlaoEJZOQPV5jr7SeyrU3GfdjWWPm3TIMZmNMpWgYbmWKkbLVxN7UMQvwvnMD8WOH3WYYGk7def09MN5Pee/jlFeUAv6UwXwuaDRjpcupLbHTMEVdK22yGTGXmYgl3FCp9++guQcCxtfWahfVbhuVG/8Ep9XMhfYXaSp3pEwKaGXGpBSlDiulDiuUtxjtfWFv6vkytGfluhvgwh4uayqjeXk1daV2Qs1vo3vXDwCjZtfB0VVGcpCKpViTjrFmaROhhjeC081wpRutNWOlK8FyBEJ+wHAtNUUCOMc7AUMB8lpTLajVaRMwqc8EXLW8CqiCgxnuFXtJSuiL2aTiqflV9Dkcd0/Ospl4XhWZFOPh8nWokjpiknpqrmLZ8hpjuiyL3AojZm/l0mb0uZH48t6660mWwGQCwjoeKxubENMKcE62fPrt1TgnuiixW6h0GUXZHVYzOEtgPP/lg0RBW6S81j7Ep391iGPtHr7R8DBvGPoZlG8w0qTXXVzWHUHICZsLbv88XPZWzA99hD/r+Sy/u/IO3u95B+/6zovcfXkDn7p7/UUX9BWEGVIDmIH0HrcHeEP6xkqp+4D7AOqbW42FSS57LL8p4SaYHmOZLebSWQGMxr/6XI3GjHIoNbX0GzYkFLBSp5UBbwCTgrDVBQQYqMktZT+kJSiwZkg8YHUy0XQV/YNWVnt+a7gmXv673BTRxCe/Y0qd1Wk810zhppRl0B+LQ93UXIF5zEdvVMd12SyMB0Ip2wZd9ThC55lQ9ayMWnYC7ibwnsXftB3s06fKHi2bKvgfWHMneB6If20st9MR+2K2UL/uWm73DmI+3Za6X4NhlaHpCtY0Wqg210Kla4oWSeXWdXVYzSbu2thIKBIhEIrw7PE+AK5oqaQ2mio8dgvFrG2bmiviKfZTsNiyK2fTxJRPl6q9o/luQ4bYgpW3wqlnUrbJeKtb7GB1GRMWDgf4/EkrVdrf+JFSDxFzcbVOr9glKxw1yanWM92KNhdhWykEDJkqXLaU0hbpNehuXVdHyFwGjELFMsOSVFoPQ+enlcs4QQtc2IPTasEZVTRtpkSkk0kpUGa8Ja2TFDyTUtic2S2xYLiWQrRY+AoHg4FuhkyzLARutkI4hwRfJjMdS+4k2UmvsdyROsmQdEkdS+5mleUwMDopW6PfUYvJXQN4pjxlyFqCNqcqmEFbOVonms9iMrG1qRJXNPPkmvpSjveMph8qjrdkGbdedQXq2MNAkiWvYRO48u9dJgraImN4Isi/PNHG9188x7XuTl6q/y7lQ8dg+/uNQXOmjloQ8sGSrXDfDtj1VRqe/T88ZN3D05f/GR85Bk8f7eUDN67ggzevyuiCIwh5IH1ImXGKV2v9beDbAOsu32I4zSjA6gL645YnwJhlnhhKGWBpjDiIlDHXilvpxwNjuWc3ba1201TuxGIyMV67hY4MVjKWbE24IkW5ZkU14ejo+dZ1dQTD2RMMhEua0MPDKWm4U2LpSuuh5Woom+ya2Frtxu63A8Y1bWoux2k1U18WkzN10Lm8xg12N4Mmxai1hts21PPgqx0p24Tt5Ti3vpPbwpF4/I63fjsdtsuoL00d2F2/qgYN7DqZPrDLMDpP/jEsaVaZqNKXnNFuktFn6TWJWJ7qlTiB6St0Jdr99evr40qRzWLChonksndLqyereRGrMUBfnkPShelQqBRXsKyurBgxbW3daYNaVxWsvZslrpOsapyqTASJtp4my6ZJKSIZtLwqt40tLRUp2Rxj3Ly2Lu4qf9uGeqxmEx2DTjz9YykxTunZNS+GUocVXDYYB6qWJ4WDZLq/Eu25rqFs0sRDMk0VhnW5qcrFgfah1JUxK09la+6CKgXuGgLOMExx3impXgn9p2a2T1oM6pIKo/0jWuNpvo0r1XHOXThHd8OtoBTKpFhRU0JVkoul22bBGwihlOKOyxp4/HB35lMlNXk4oglZ3PFEKMtr3Zz1eOPry5yW+AO8vrEsoaCV1IO9jP7q5aA11W47/V4/JpsTKpelKt4ms6Fg5xlR0BYJ4Yjmgf0X+KfHjzPq9XL/st9yY+/3UaEqeOf/wLq7Cy2isBgxW+HGj8P6N6N+/ee84cQXONB0BV+zf4CvPXOSn+5r589fv5rf29actdCvIMwSDxAGGtKW1zHZqpaC22bhmhXVhrVryVYobUiKMwNabzDczOIzu8kOPkmjCpMpqtjlrqCZlEqNzUgaBMYHr1WTswTWJcXIlTqyZ5HLmSwDlc0tFRApg5ExwJh9vrw54SrliFpAUmbVbW42NJUTqEvNvFjhttExAM3Rws+p74LMCma6G1SMlbUlOJMUzvoyBz0jPuNLqWFxillpgs1XQ9UKeuuuI2idfSKRZJzR615RUzLj4sIAI03XQ83cZMG9rKmMfq+frmFffNnSKpdxX4bG1ucAACAASURBVPenbpucBbEyWYu0uWhcuWn6kznKDQtExVKYGIRzu4zlarLC7rKZiZQ1JZS56D2+rDqz9Sg5Di12X7VUuXFpb8p9n60rKXNa6RvzZ155sdSuTbm2Env2chyGbCbDeyRTUiGba0YZta9dWRO3UKcbsJdVuaA2U4bTDDRdYXyOPJjzuTPiqMBU1sSd9csh3MLewOl4tsRSuxVTxEZV0oSDzWLCG3U5jZWySLbEO6xmfMGEl4HWmq3LKjnhuI03rJ0+LjYFsxXW3I4vOil0+6rqhBW45Spj/UyV1FkiCtoiYOeJPv7hkaMc6x7l3Q0dfKb0uzi622DTO+HOL6UOKAShENSugT9+FF77CbYn/jcf7/kg77389/nE4Fv41C8P8q3nTvGx29Zwz6amjNmbBOFi0VoHlFL7gduAnyWtug34+VT7KpWk8JitxkxrMhb75DpReagskX7I7a1z+07PxxNX17IWW6OFiuQ4Insp1o2/gzUt2YHTambbsiqwZ1cos4VNbW+t4qWzA/Hvy2tLUiyCV7VWEQhHQN8dT7KwpNKJ3WahrsVwh5w2ecs01qBMLKlwYl1ZTW0WRTKGO0vsmbY4oGxuUn07rGYqnbYUBe2KWBrx/iw7kdmyF2PKrI+10Syk1kZD6dKZE0TZLWZo3W5so0xQuTz7MbNgNinq0gpUm7PcLM2VTk71jU2Z/j6VHB7m+o3TbzMLUs38qddVm+TW6bCaGfMnLGhlTmvWpCK5nfUiWJ3kMW62ELImFG2Towwmkiez0s6Y4Te7ZW0d4YjmSNcwA15j0mpJhTMeC5cLMStdpvOlnLLpClHQhLnj1QtD/MsTbew84WFL5QTPr36Q5gsPQVkzvOsnsPbOQosoCAmUgs3vNJINPPuP1O75T/6v7TFOXPNhPn5mO3/x41f55g5DUbttQ/28pLkVFg1fAb6vlNoL7AL+P6AJ+M85PUvyeG4x3L5xy0eGi23ZTka156IHjZmZyl0PjHTdDpOZePxcJIxJKepKp5AjNrVuL4XqVYar50WQrjikc8u6uknFd+vL7bh7LJNqRU3LujdBNJZmEku2ooc90P3qzI45BS1VLswmlaIcZyZNyUm+V1qvTwzYY3W3Lpqk80Qtcem10hIi5Phw1m+Ecy9kT7hitmW+9xujdRGX35hVOZ1rtrVW0jvi51i6e+p84KgwvAumommLYY1PasvV9SXsPTOQYnFMbs3Ys72hsRy33UKFK7tiHTFZjJ8iLRnSDWtqGPeHM++UzqrXZ48jzgOioF2CHOoY5l+fPM7Tx3ppdEb46WV72X7hv1CdAbjh43DDx6ZM9SsIBcVRZqTk3/pHqEf/F2te+SIPljfz6rUf4uNt67jv+/tZW1/KB25awT2bm8T1UZg1WuufKKWqgU8DjcAh4G6t9bm5Pxnkqp1taalIST+94GjcYiRQKc2SrGIarl1ZY8z692bfJm/jpVwObDIb8Tl5Ij2rHhhWpeRkMTljnUIZrFqBu2oF+shrhE1TK40ApQ4Lo77p45kyxYlNh6+kBTiKf8XtUJqnRAzlzay5/GoGnct4tdMb/6njFRVyPU5JHVz2lszrXNUZy0kAULM6sf+k/fLj0WS3mGmpcsUVtIt6bma4U2mslMXqSbmWUrhpTa3xLKW1R2O5k9/ZYsR2hiPZz+20mVnXMHUClHFXM/4SF9SmJsGzW8y5v2MzZHrMJ6KgXSJorXn+pIdvP3eanSc8VDlM/Nemo9zc9V1Mp7qMzFR3fDGvnYkgzCm1a+E9v4TTv0U9/fdc8fKneKpmLXuu/yCfPV7Cx356gH9+vI17r2vl965siafOFYSLQWv9DeAbeT1J4yYi47sJRkqyZve7ankVZzxeVteVprgoZcRRAc4KQuEqmJj7gu+N5Q4OdQxTXXKRz5bFNivLR22p3WiDAYeRPS6DNWJtQylj/tC01ihtcVJtC+OaNunQAjZtLrt2VpOvnU25edXcvKYuH566AERspXQ1382SfE4iK0XZss3YQ2HoTCSQ0InVs8fiyOquNyUrb035ml6Hbkoc5eAbor9q6/TvjmRKG2A0cwKOi+XOjQ1ZXUlj3LKujmAokpItM28oRahyZTTX/sJAFLQFTiAU4dcHOvnOztMc6x6locTMdzcf55a+72M+fgqat8Pbv2fUnxKEhYZSRoe14hY4+hDqmS/wun1/yWMNmzh86/v4wulVfPE3x/jnJ45zz6Ym/vB1S9nSUiHuj0JxUlJHaPVdEE2fngmF4tqVOVgO1t8DJiuYTDg6R6bf/iJw2SzGDPbBGQ4V5jobcOsNMNaTccBb6rBycw4JAUKtt7CiyXRRo+8bV9emxr7G3KTmeUZ9WtLjHWdKpraxOo0BfFLujDmNAy5vMTLkRd0OK11WuoYncFrnynKcXdb0bI56KgvRmjtmFms4B33Qmzc3TduXrW8s43DnsKGQLdkKVcu5xV4VT6qRE8ui48NDU4bczohcrFKZLMTZiF3O2obpS2mkU1fq4IzHS+UULpDFiChoC5TOoQl+tq+dH+09R8+In411Vn6+/Shbz/83qu081F8O7/iB4Xcug1VhoaMUbPgdWPtGeO0nqOe/wsYX/oIfV62g+/b3863Bbfz0QBc/f7mdFbVufmfzEt68pclI3S0IRUQs8+JURXZzIilWa11DKaUOC3Vl9vkMkcjMujellhqYC2wuI5X5LIhYHFB2cS5zk6zz9hJj4sgxTfKQYqNxC4RmaGld90YAzNFYspkOJ16/vn5qm+SSbUZWx+iBV9WVUF/umNHgfa6IZX7MaLXKocZeCnPwIOYy0RizCFvN0Uyw7hqmskdZzbFsiCknyk2g0kYYvjD3z3cOKKXi7o4zpaHcwZs2NaWWCMlCembIQiIK2gIiEIrw1NEefvLSBZ470YfW8Oblmr9atZOlZ36COjgIS66Eu//JmO0RxUy41DBb4Io/MJKJHHsEnv9XGp77JJ+1l/PJq97JE6438YOTVv7t6eP861PH2dxczpu3LOGOy+ql8LVQFDisZu64rGHqLHczxGRStFTl8f5ecwdEcqyhNFWs00Ig135zIWY/rpmmSPcUXN5sJGKYMnlKBqYtIWAyQVLcm1Jq3pSz2Hg9lrXRaTNz9+WNs4trjtVDK9JwktetqKYvXII9PDzznZu3Q8PlBVHQZksuyhnAbevr8+a+O1NEQStywhHN/nOD/OZgFw8d6GTAG6C5zMpXNndxR/ApXGeehO6IkfnudR80TNWimAmXOiYzbHiz4eZ1/kV46TvYXv4v3hT5Fm9aei1Db3wbD/qv4mdHRvj8w0f4/MNHWNdQyq3r6nj9+nq2tFTk/MIWhLnGkcF9a11jGRPB8MXHe+WTmVoPhAXJzWvqsobo2C1m1jdOnYihqMlg0bKYTdywujaRzIL0GnsXgdWZvVZZ8/aLi0ubQxxWMy0VzuzlE5yVRn26TJhMhjX7EqaYyviIglaEhCOavWcGePRQF48e6qZv1I/Nonjf8gHe5X6ZlvaHUcd6wF0Lr/sQbP/TyfV3BGExoBQsu8b4jPbAqz+AAz+m4qmP816znfeuvo3ezbfyeHALj5wK8K3nTvONHaeoctu4YXUN166s5tqVNfm1PghCDpQ7c4ulEoR8Ub7AYnTmgqr5TC6Vh3HaRVl7qpZD/8nJMYvr32zE2R3+xVyIJswSUdCKhM6hCZ4/4WHnSQ+7TnoY8AYot4Z4X0s3b1x6mOV9T2O60G4Eha96PVzxHsPtpMCzMYJQNJTWww1/Bdd/DDpfhgM/gWMPU3fsYd6jTLyn5Wombr+DPeYreLC9lJ0n+3nw1U4AWqqcXLuihmtXVXPNiupE8WFBEBYXShkJKxo2FVoSQcgPjvLMVj5LVFlde1fuLs1C3hAFrQBorbkwMMGr7UO8fG6QnSf6ONXnxYmPm9zn+XxVO1dVH6VmYD+q02dkjFpxC9z6t8aDU2yZowShmFDKiMVcciXc9Y/QdQDaHoW2R3Du+Bw3Azc7KtArrqa/6kr2RtbxiMfBo4e6+Mm+CwAsr3GzdWklW5dVcOWySlbXlYpLpCAsFja+rdASCHOFvLZnjtTJLQpEQcszwXCE8wPjnOwd41jXKK9eGOTwhX5KJtpZrdrZYOngH0r6WFPdTuX4GVQ4DH1A7Tq48o+NTFGt18kDIwgXg1LQtMX43PJJGLoAZ3fCuRdQ53dTc/xx7gbuNlnQdWsYLl1DG0vZ7W3iyWPl/OLlUjQmSuwWrlhawRVLK9nSUs6GxnLqy+ySzl8QBKGYsbphYmhBJrYQFjeioM0SrTUD3gBdwz46B8fx9PcxMtDNsKcL70A3lrEO6rWHJtXP9aqfd5sHqNaDmOyRxEFsy6BuPdS/BVquhuZtCzNDlCAUOxUtsOXdxgdgrBfO74auA6juQ1T0vMTVI7/iauAvAe22M+pcQqepgWO9NbxyupL/p+vp0lX4nfU0NzaxvqmMDU1lbGgsZ0Wte/ZB5oIgzBnVbhvLa9ysqisptChCIWjeBqPNhlvfJYg7mma/cj6KPQvzipqyMN9Fsm3bNr1v3745P+58obXGGwjTPzzK0EAfowM9TAz1EBzpIzLmgXEPFt8ANv8AjuAQlYxQpUaoZBSbmlw/IWyyESppwlzZgqVyKZQ3Q2WrYSWrXSvWMUEoJsYHoOeQEUQ9cAYGTsPgWeNvcDxlUz92unUF3bqSbl1FL4biZimro6SynsqaBmpqG6iubaC+pppS56XfiSql9muttxVajvlgofd1giAsfEZ9QUoLUDdusZPvvm7hWtC0Bh2BSBh02AhojIQJhYL4feP4x8cITIwR9I8T9HkJ+byE/OMEfF4CE15CvjG0bxiTfwRzYARrcBR7aBRnZAxXZIxSxlmm/GTLueNVbryWCgKllYSdKwiWVDNUVoezsh53RT0md41RD6O8BbO7BrO4QgnCwsBVBctvND7JaG1Y3AbPwkgHjHZhH+mkZbiD2oEONo6cxz7xEpZAEDwYnxOJ3f3aQh8ljJrLCVhKiFhcRKwusLow2VyY7W7MdjdWRwkmuwuzxYbFasFisWG2WLFYrFisxsdsthrZtkxmQEVLa6hEiY2GyyVWVRAEYREgytmlSVEqaIPeAG/9xi4iGiJasz30Cl8I/hNmwpiIYCKChUjGfS3RTy42qZA2MabceJUbn7kUv7WEEWsdw44yuh0VmF0V2EsqsZfX4a5soLSqHltZHbiqcZutOZ1DEIRLBKWMTJGl9SmLTUA8Sb/WhgXO24eeGGCov4fBvm4mRvoIjPajx/tRE4NYAiNYfEM4xruxaT9OfDgJ4MKPSc3eq+E+9RleNm9CKYVJgUkpTFHlLabDJc8ZqWgk/RMfvTFjjS5BEARBEOaPvLg4KqX6gHNzfuD8UoMx573QWKhyw8KVXeSefxaq7AtVbrh42ZdprWvnWphiRCk1CrQVWo4FxkJ+JgqBtNfMkTabOdJmM2et1ro0XwfPiwVtIXbOSql9CzFuYqHKDQtXdpF7/lmosi9UuWFhyz6PtEkbzQy5r2aGtNfMkTabOdJmM0cpldcAZEk3JgiCIAiCIAiCUCSIgiYIgiAIgiAIglAkiIKW4NuFFuAiWahyw8KVXeSefxaq7AtVbljYss8X0kYzR9psZkh7zRxps5kjbTZz8tpmeUkSIgiCIAiCIAiCIMwcsaAJgiAIgiAIgiAUCaKgCYIgCIIgCIIgFAmioAmCIAiCIAiCIBQJi15BU0rdp5T6rVJqSCmllVKtGbapVEp9Xyk1HP18XylVMf/STpLrQ0qpM0opn1Jqv1LqhkLLlIxS6kal1ENKqY5o296btl4ppT6nlOpUSk0opXYopS4rkLjJcn1SKfWSUmpEKdWnlPq1Umpj2jbFKvuHlVKvRWUfUUrtVkq9MWl9UcqdjlLqU9F75utJy4pS9qhMOu3TnbS+KOUGUEo1KqX+O3qf+5RSR5RSNyWtL1rZC02xv3/zxVy813PpU5VSlyulno0eo0Mp9RmllJqHS5xT5qo/WWRtNut+bDG1VzrqIvvPxdRmag767Xy316JX0AAX8ATwuSm2+RGwFbgLuDP6//fzLtkUKKXeAXwV+CJwBfAC8KhSamkh5UqjBDgE/AUwkWH9XwN/BXwE2A70Ak8qpfJWmT1Hbga+AVwL3AqEgKeUUlVJ2xSr7O3A/8K4R7cBzwC/Ukptiq4vVrnjKKVeB7wfeC1tVTHL3gY0Jn0uT1pXlHJHO5JdgALeCKzHkLE3abOilL3QLJD3b76Yi/f6lH2qUqoMeBLoiR7jz4FPAB+b42uZD25mbvqTxdRmc9GPLab2ijPL/nOxtdls++38tpfWWj5GJsttgAZa05avjy6/LmnZ9dFlawso7x7gO2nLTgBfKnRbZpF3DLg36bsCuoC/TVrmBEaBDxRa3jTZS4AwcM9Ckz0q2wDwgYUgN1AOnMIYyOwAvl7sbY4xuXMoy7pilvuLwK4p1het7IX+LLT3bx7bYcbv9Vz6VOCDwAjgTNrm00AH0ezTC/VzMf3JYm+z6LXk3I8t1vaaTf+52NqMWfbb89FeYkGbnmswOqEXkpbtArwYM2LzjlLKBlyJYflL5gkKJNNFsBxoIOkatNYTwHMU3zWUYlibB6PfF4TsSimzUuqdGAOCF1gYcn8beEBr/Uza8mKXfUXUfeGMUurHSqkV0eXFLPdbgD1KqZ8opXqVUq8qpf4syf2imGUvGJfI+zdf5HLP5NKnXgPsjO4b43GgCWjNh+DzyMX0J4u2zS6yH1us7TWb/nMxttls+u28t5coaNPTAPTpqOoLEP2/N7quENQAZgyzaTI9FE6mmRKTcyFcw1eBV4Hd0e9FLXvU53kM8AP/CbxVa32Q4pf7/cAq4H9nWF3Msu8B7sVwc3g/hjwvKKWqKW65VwAfAk4Dd2Dc518GPhxdX8yyF5JL4f2bL3K5Z3LpUxuyHCP5HAuVi+lPFl2bzbIfW4ztNdv+c7G12Wz77by3lyWXq1hoKKW+APztNJvdorXekeMhM1XzVlmWzyfp5y8GmWZKUV+DUuorGGbr67XW4bTVxSp7G7AFqADeDvy3UurmpPVFJ7dSai2Gy90NWuvAFJsWnexa60eTvyulXsRQet4LvBjbLG23gsuNMUG3T2v9yej3V5RSqzEUtK8nbVeMshcD0i7Zma5tculTMx0j274Lgln2J4utzWbbjy2a9prD/nPRtNkc9dt5ba9L1YL2bxj+oVN99uZ4rG6gLjnrSvT/WiZrxvOFB8OHPV0Dr6NwMs2UWLacor0GpdS/Au8CbtVan05aVdSya60DWuuTWuvY4PtV4KMUt9zXYFgmDimlQkqpEHAT8KHo//3R7YpR9hS01mPAYWA1xd3mXcCRtGVHgViii2KWvZBcCu/ffJHLPZNLn9qd5RiwQNt4lv3JomuzWfZji6295qL/XGxtlsJF9Nt5b69LUkHTWnu01sem+YzneLjdGL7P1yQtuwZwk+p7Om9EZ0j2A7elrbqNAsl0EZzBuHnj16CUcgA3UATXoJT6KvBujM70WNrqopY9AybATnHL/SuMDEpbkj77gB9H/z9O8cqeQlSudRgKUDG3+S5gbdqyNcC56P/FLHvBuETev/kil3smlz51N3BDdN8YtwGdwNl8CJ5P5qA/WXRtloGZ9GOLrb3mov9cbG2WwkX02/lvr0JkTymmD4Z2uwXj5amBu6Pfq5K2eRQ4CLwu+gMcBH5dYLnfAQSAP8WwCH4VI2BxWaHbNEnGEhIvi3HgM9H/l0bX/y+MDDdvAzZivEw6gdICy/0fUblujd4fsU9J0jbFKvuXoy+RVowX9peACHBXMcud5Vp2EM1CVcyyA/+MMVu5HLgaeDgq57Iil3s7EMRwB18F/B4wDHy42Nu80J+F8P7N47XP+r3ONH0qRja67ui+G6PHGgH+qtDXfxHtNSf9ySJrs1n3Y4upvbK04Q5m2H8upjZjDvrtfLdXwRup0B+MVJs6w+fepG2qgB9EG3Yk+n9FEcj+IQwt3I8xo3tjoWVKk+/mLG17f3S9irZ/F+ADngU2FoHcmWTWwOeStilW2e/HsID4MYJVnwLuKHa5s1zLDlI7mKKUPenFHcBIn/tzYEOxyx2V7Y3AgahcxzHqtKik9UUre6E/xf7+zeN1z/q9Tg59KsbA/LnoMbqAzybfmwvlM1f9ySJrs1n3Y4upvbK04Q5m2H8upjZjDvrtfLeXih5AEARBEARBEARBKDCXZAyaIAiCIAiCIAjCQkQUNEEQBEEQBEEQhCJBFDRBEARBEARBEIQiQRQ0QRAEQRAEQRCEIkEUNEEQBEEQBEEQhCJBFDRBEARBEARBEIQiQRQ0QRAEQRAEQRCEIkEUNEEQBEEQBEEQhCJBFDRBEARBEARBEIQiQRQ0QRAEQRAEQRCEIkEUNEEQBEEQBEEQhCJBFDRBEARBEARBEIQiQRQ0QRAEQRAEQRCEIkEUNEGYJUqp+5VSZzMs36GU2jH/EgmCIAjC3CJ9nSDMH6KgCYIgCIIgCIIgFAmioAmCIAiCIAiCIBQJoqAJgiAIgiAIgiAUCaKgCYIgCIIgCIIgFAmioAnC3GDJsKxk3qUQBEEQhPwhfZ0gzAOioAnC3NCglKqJfVFKVQBrCyiPIAiCIMw10tcJwjwgCpogzB0PKKXeqJR6M/AgYAdWKqVuL7BcgiAIgjBXSF8nCHlGFDRBmBvagSeB/wZ+ABwF/gioBP6ygHIJgiAIwlwhfZ0gzANKa11oGQRhQaOUuh+4WWvdWmBRBEEQBCEvSF8nCPNHpmBPQRBmgNb63kLLIAiCIAiCIFwaiIujIAiCIAiCIAhCkSAujoIgCIIgCIIgCEWCWNAEQRAEQRAEQRCKBFHQBEEQBEEQBEEQigRR0ARhliilblZK6QyfoULLJgiCIAhzgfR1gjB/SBZHQZg7/hx4Kel7qFCCCIIgCEKekL5OEPKMKGiCMHcc1Vq/WGghBEEQBCGPSF8nCHlGXBwFQRAEQRAEQRCKBFHQBGHu+KFSKqyU6ldK/UgptbTQAgmCIAjCHCN9nSDkGamDJgizRCl1BfAHwLPACHAF8CkgCFyhte4toHiCIAiCMGukrxOE+UMUNEHIA0qprcBe4Mta608XWh5BEARBmGukrxOE/CAujoKQB7TWLwPHge2FlkUQBEEQ8oH0dYKQH0RBE4T8oQAxUQuCIAiXMtLXCcIcIwqaIOQBpdQ2YA2wp9CyCIIgCEI+kL5OEPKDxKAJwixRSv0QOAO8DAxhBE5/EhgHtmqtPQUUTxAEQRBmjfR1gjB/iIImCLNEKfVJ4F3AMsAFdAOPAp/VWncVUjZBEARBmAukrxOE+UMUNEEQBEEQBEEQhCJBYtAEQRAEQRAEQRCKBFHQBEEQBEEQBEEQigRR0ARBEARBEARBEIoEUdAEQRAEQRAEQRCKBEs+DlpTU6NbW1vzcWhBEAShiNm/f79Ha11baDnmA+nrBEEQFif57uvyoqC1trayb9++fBxaEARBKGKUUucKLcN8IX2dIAjC4iTffZ24OAqCIAiCIAiCIBQJebGgCcKlQiAUoa17lI6hcXpG/PSM+PD6Q1jMJixmhd1ipr7MTnOliyUVTlqqnNgt5kKLLQiCcOkwcBqUCSpbCy2JIAjCvCAKmiAkEQxH2H2qn+dPenj53CCvdQwTCEXi680mhdtmhkgQZ9hLMGys08AYLjBbWddQxqbmcja3VHD9qhqaKpwFuhpBEIRLgI6Xjb+ioAmXKA++2sHahlLWNZQVWhShSBAFTRCAk72j/ODF8/zylQ6GJ4KUmwPcUTfIvSt7WWf3UBPqxj3RicXbg/INQWDMcBC2ph5n3FJB33Alpz1VHNi/jE9HVjBRs4nN69dy+2X1XNFSgVKqINcoCIIgLCDaHgOrA1bcXGhJ5pxdJz0sqXDSWuMutChFQ1v3qChoQhxR0IRFi9aaxw/3cP+u03SePcZ15qN8u+ocG91tuMbOoQY1DAImC5S3QOUyqFsLzkpwVoC9DExm0BrQ4BvGNdrFstFulg6c5mbPr1A6AiNwdPdSHnt+O18vu5EtV17LW7c201LlKnQTCMIlj1Lqc8Bn0xb3aK0boutVdP19QCWwB/iw1vrwfMp5SRKJQCQEFluhJVmYBMaMzyWIZ8yPZ8wvCppQMF45P4jZpNjUXFFoUTIiCpqw6NBa88zRHh5+7GHWDvyWr1hfosneY6wMVcPSa6Dh3VB/GdRvgIplhiI2AxSAfwy6D0L7XlYf/Q3r2n+Bmvg5bc81843f3snQqrdx703ruGp5lVjVBCG/tAE3J30PJ/3/18BfAfdGt/sM8KRSaq3WenS+BLwkObsTvH1w+e8WWhJBMPD2GxOsmfr0oM/4a3XMr0xCQTg/MA4gCpogFAMHjp/itQe/yi1jj/B65SFitcDKm2HNJ6D1BqhdC3OlLNlLYNk1sOwaLNf9BYz2wLGHWb73v/hS33cZPPcTfvhft/K1unfynlu3csdl9aKoCUJ+CGmtu9MXRq1nfwl8WWv98+iy9wK9wLuBb82rlJca3r5CS3DReMb8VLtt8k6+lPCPwenfQuVyaL5y8vpjDxt/ZUJh5gx3gKtalNs5RBQ0YVEwdO4gJ375JTYNPsFmFaSn5mpC1/0dlvVvNFwW54PSetj+Pmzb/gTOvUDZC9/gw8cf4t6Bp/j6/9zD9xrfwUfv2sS1K2vmRx5BWDysUEp1AAEMF8ZPaa1PA8uBBuCJ2IZa6wml1HPAtVwKCtpoj+FmWL6k0JIsGAa8AXad9LC6rpQNTUUQE+QfBXtpoaVY+IQDxt+JwVkdZtAboNI9M7fdcETTOTSxIEMbDlwYwmxSbFxSnnmDcAjO7wZHBax+w/wKdwkjddCESxo90smp7/0Jpf/3Bi4bfIrD9W9i/E93Uf+RJ7Bs/cP5U86SUQpar8P87h+iPvgCrtXX/PO92wAAIABJREFU8TfWH/N1z5/y4+99hT/63h5O9V2acQeCUAD2YLgv3gW8H0Mhe0EpVR39H6AnbZ+epHUpKKXuU0rtU0rt6+tbABaiszuNwdOljtZw4SXwjcz6UL6g4QE75g9d/EEmBuH8nmiM8iw5/rgRz7cAGZ4I0j/mL6wQQR8EJxLfZ2EU7R728dyJPs56vDPa70jnCC+fH6R31HfxJy8QZ/u9U49JdPTevETjJQuFKGjCpUnQx+ijf0fgX7fQcv5XPO76HTr/+CW2fuh+XM0bCy1dgvoNmP7gZ/Deh6ltaOFrtv/gvgt/zfv+7Rd85cnj8YGCIAgXh9b6Ua31T7XWr2mtnwLehNH3vTd5s7TdVIZlseN9W2u9TWu9rba2Nj9CT0U4tGAH63llfACGzkH7S/NyOl8wHC+zkpFzu2H4AgRmNpCPEY5oTnvGCEx1jpkw1js3x0kn5IfAeNbVO9p6ef6kJz/nzpVjD8OxRxLfIxGjtt5F4A0YSvtMlXdfyOjLg+HJrxU9F0p8IYkpZuIOPKeIgiZccugLexn56jWU7vkKz4S38siND3Lnx+9nVeuyQouWneU3YLrvGbjzy1xnPc7jtk8wuuNr3P1vz/Li6f5CSycIlwxa6zHgMLAaiMWlpVvL6phsVSsOjvwKTjxeaCmKkrbuEV6Yp/fl44e7eeZYnpQeoGt4ggFvgPbBmPIzi0H80AU48xz0n5oT2VI4+mto+83cH3eGDHgDkxd6PZktmP4Ro7be6KSw1JzJWacK+UFr3J4DuMfOXfT5ippTzxRagksSUdCES4egj8BvPoX+3h2MjQ7xD5VfYMNf/Jy3vv4GTKYFMLNjMsPrPoj68B7sq27ks9bv848Tn+MvvvMoX370WErBbEEQLg6llANYB3QBZzCUtNvS1t8AvFAQAXPhIq0y0zE8EaRjaGL6DWfKPFkIRv0hZuW/lgPdwz6Gx4MAC8fDIebel6ML2qA3wPBEMI8CzS1dwxPsPNHHuf6k58LbD6d3TK08hmd+jTO6uyIRQ4Ht2I9j5BwVQ4fiq3zBMOGI8VzM1eMxHghxpHP2Lr4LntEeGDhTaClmjShowqXBwGkm/vNWbHv/g5+Eb+GRG37JJz/yZyyrXoA1ViqWwrt/Cm/6N7aZjvOM61Oc3PlT3vbNXZzsFR9vQZgJSql/VkrdpJRarpS6GngAcAP/rQ3fon8D/kYp9Tal1EbgfmAM+FHBhC4QO9p62Xd2oNBiFA2ZPLb2nOlnx/EcLGexnXVk3hTUueK5E33saEtco9a6YG546YriqC/I4c5h40tgHIY78PrD0XVJboehqFIanGLCYa5d8roPwcEHEi7IsdisofPxTWLt+Pjh7py8Y7TW7D83yLPH+5gITD0h8NLZQU70jsYnEOaLUV+RKfNnd0LH/kJLMWtEQRMWPPrIQwS+cQN+z1k+bvkUq9/3Xd7/hi0Lw2qWDaVg2x+jPvAc7tqlfNf2L7yz/5u89d938OCrHYWWThAWEs3A/2DUOPsF4Adep7WO+Rv9H+ArwH8A+4BG4PaLqoEWyuBmNRWRsDGoyxZTNtIFbY9NG3M2PB7MyZrz4Ksd7DndbySdOPrwzGSdiokhY2DacxgGJ7tx7T7Vz/Mn8h2HVKRK0Ikn4MSTM9rFFwzjGZvhvZSJ/lMXZSVKlgPg+ZMeHjrQOf0OI50XHduVib5RPzvaejmdlKBiz+kBTvaOMR4IwcmnjAQ4OoI1MDz9AWeoZIYjmgdf7UhY5toexeYx6tfrTPdb/0njbyRDfFqG4YgnmjxlKqnGA2HaB8cZGg9woH2I4fEg3izxb5E8KNExK1+cofOG62iUCwPjtPWM0u/1k/Eih9tTFNSsnNk55y64vSM+zvePG+/Z3mMLLnZXFDRh4RIJ4//N36J++h6OBOr4Usu3+NuPfpRtrVWFlmzuqF0Df/o0XHUff8gj/NjxZT7/42f5+18fmTpAXRAEALTW79RaN2mtbVrrJVrrt2utjySt11rrz2mtG7XWDq31TVrrQ1MdM8bwRJBIbADTdxyOPjQ5YUIkkn0Wv68N+o7BQJaBSefLhltaaGq3wx3He9nRlltGSU+/x0jbHprDbHIj0cF779GMSTp6R33RAVwqhzqGGZlq9t1zYk6yMuZKOKI51DFMKEMih1nhHzHug6SBbefQROa4KQxLZoq7HoDnuPG75cpYH3S+Au37EstmOIB/8ogRhplNzkmce8GI7ZqGXK1x49GEHCO+kKH4RyKEkgfZ0bT5ka7XqOt9HlNg6vaZCIbZd26AfecGclJmYmEFx7qjxw14sQ2eyEn2bOw/N8hjh7py3t7c9jDusbPx7zuO9/LU0RmGxwYnoH3/zBSUgTMw2sPDr6Up5hf2Gq6jAGd2oqOTD1lDMM6/aOwzBb5gGMZ6jPt1CrTWM3Ir3n26n1cuDEJfGxeO7WWs+/ikbdxjZw13WDDayWco+p4xP4O53vd5QhQ0YWES8DL2/Xdh3/t1fhh+Ay+//n/48vveNOPaJAsCix3u/id467fZoE/yTOlneOWFJ/iD7+5ZkCl7BeFSQWsSWfZGopbt5Piw83vg8C+MDHKZBkexmfZIlkFHbBA51msMuKfAH80SR8if0ZKnR7sxhyao73l2yuOk88yxHn57rHdWLm6myGTlzBcMc6pvjD1t7YkBUjpdB+DU0xd93plyxmOkEz/ZN3Pj6bR0v2YMbCeGAHjp7AA7T/Rx4MIQhzpSrT/+TIPdnsNwega/nY7eDyNJHhfT1P9KH/wmKzE2f9K+vhHjPpsnrGMd0P4S/Wdezdg2fX1Gsg8V9hMKR3j+hCdjlsXB8YTMuQz0s3lAmrNNmGTbQafKnPH3zUbIT8XQYew+D/ah6a2TprBvsgWv8xUYPAOjuSuGdOw3XAUBUzgwWbkPB2GsB5M/B8tlGkPjgfjv0z44zuOHu1N+r2A4Qlv36KR3zrHuUR4/3D3j2E9fMEzPiI+D5ya/QyuGDhvFy8F4T594Eq8/xK6THp47UdgyKqKgCQuP0R5Gvnk7ztNP8E+mP2bN+77Dn9y0DnWpp3jd/A7U+56gzO3i547Ps77jAe752k72n5td0U1BEPLE8IXEv+O+hLUtTvR7tndXzMrVsR/O5Dg4P/prw5J34knaOvrpH/Oz79wAp/Y+Sl3PzpnJjxHXM+IL5ubiloW6nuezr+t8JjFAykRUee0f8yeU0GSCvlnFeJ3vH48P+GIDwknOCUFfwkqYgeGJIKFwhK7hiazuZ6HxIcP6E05VnqerMTURCCcGr9GB9/Ge0WljBTuGJhhPl2U8e8zTWY+Xxw93Z4xfcnkvUNv3guGuBobb5vHHDPmCU6SbT58oCBkD/Uk/VyQ8pXVHRQyZBoczK84q6YCDbc8Tbn9pTuO10xWFhu5n5jSsMJfJjxrPHtwDCcP+qC+Y8bdq7Hoay7lsz3nqecYDIfrH/HQmJQbyBcP0jSYUWVM4QGPXk5SNtKUeyjPZGjUdA94AI74gzx85y9NHDKU6Nn6ZCCTuo6NdIxzrHqF9MEkRDgfxH38GS9CLPzi1ghsIR4hoTemI4XIac0edsp2Tnu8ZWyjzhChowoJC9xxm9Os3Yhk4wT+UfZp3//mX2H4puTROR+MmuG8HppU383em7/Ip/R3+8Ns7+em+C9PuKghCHpligigQivDs8R4OdmSbbU7ad7gdxnoZ8AZm7sac7F7pG+bc2VOcibrKDU0EMem0Ad35PdB9cGbnSCZm+Qtmr4MFYM5gQYsRCkemvU5fMMyZfi/7z6ZNRgUnjBpXvUemVNK01nF3ufTjvnJhkJeiyk48r0f6sc7uRJ/dRSSUOEZMafAFw+xo62X/uUH2nhnI6mq654yHVy8MTXmdyViChoIxEQxzrDvVzfNo5xCdAxlcP72euGXrYMcwR7pzdw+NuaBmckW1hKJW4bGkgWs4yPn+cQ53jjA8kcEVLOryG7c2hfzGxEHvkbiaoCIBwxJz+JfQ9sjkY8SZ/GwFw5oTvaOT6sRZRtpxey9gGZ8mkYvOfFxgkkU3Mj5AX09XFklmT/LdNuIL0j0cnZiZ4p5+5lgvO473prgIx5KIBMZyi/d88kgPz5/0xO9/gOeO9/HCqcT+pojx2zonclBalILRbvTEEBP+EIRDeMb8cbfUnSf6eO7QORq6dxiWq6HEuCV+peEg4ahir0MBI0ZXaxjtwubrp2ykLSX+77X2ISPOLEooHOG19iHaukcpG2lDRYKY+44BmWvQxfFO0WbhYOoEgn8su9fDHCIKmrBg8B17Et+3bmPc5+Prrf/OJz7yUZZUOAst1vzjqjKyPF7/UX4n9Dg/K/kKX3jgBf7xsWMZZugFQZhfJj+DsQHKwHjaQDbTAOz8i3DmOXae6KOte4auduEZxkwMX4C+NvrH/DNXBv2jxsB68BwMnp3ZvkloNAfaDcUlHMkcYxKJtmm6a5gOTtA1PEFoaOrESafau3nySM+keLdwwIfNP4Bvmhl5/KOc9nh5+DXjPHZfH02dT2D3eXj8sGEJ6B0cAR2O/9bdIz4uDEytuIJhobD7Jit1Sme3TNV49tLU+YTh+tp7NLHi9A76X3uMp55/AVMk6VpHs1v//KEwjx3qZihqjck+iYARlxT04fWHGPOHGIoqZhnbb6SDfq8fc9hQ0PoGR9h3boD2s4kYrqbOJ+HIg8aXNJdJrz805YC6o6uT4YkkZSYNX69hPekYGk/EnE1lQUm29p3+LQy3xxX2ut5dTBxLTfQydU+burZnxBePa7T7PHHlO3WXCHU9z7H7lUPsOZNQELNlSHSPncUc8qYk34k9w/1jAY52jfDgqx3RyYbc1cqJSc9flisdNp6F7hGj/bUGHQnD2ee5sPch9r7wJMP7f8rZfi/nkhSomLuz23sOLuzBFE6bEDjyIBVnjNIItr7DRozu8IWUa+g820bYb0wanPF4jTizcAgC44SiY6BYQXFbIDEpEp6B2dMS9OIY74rLxPndRCKaYNdhw3qcIdZ2rhEFTVgQjOz6DtYf/z5nQ9U8ce2P+MS9v4/TZi60WIXDZIY3fA7e8k0uCx7i6fLP8+izz/PhH708bSpeQRDyQfZBUHblJ9XFMRSOpCgoviSXvvFgKAclauYTNKFwJD6Lbvf1YQ0MEYloI+jfP0bpSGpSBH8ozIEz3UaGSZjS9S8b6W5VABx8gAMH9sUVnlx8yDr7BukYmqC9J6Hg6NioOjAOJ55Ed7yC/8hvcI+dm/RuNJ/ZQW3f7qQlxr6xzHXJv+hgVLlWkQCuceOabYGERa+x60nqk1w5z/aP05MxRjj1Pqnu30eNZ29O2Rb3nh3g1Vf3YfcbA/jBw08ZsWlJ9Pf3UzF0iIpBwx1uPBCaMtW8ZyyAPxTOGLMVwxR1rTztGUMHxznaPZJi1Uu3YsUYTUqRf+SQkTykfdCbQQlIxRcM89TRnkQ6fYxnqGM4MdB3d+2J/x/7Hcz+4UlPQO+IoQB4/aFUl7lkRroM614ygXHQESP+KhPBcQgF0iYUkkornHwKxj2MB0NcGByPTw7UePZMigPV2rBUWYOjVAy+FpXbh9YRzmVQ8s2hCSqGDtPQvYNQRDPiCxJsP4DLm8iWeCLq4hl7jALhCCePHyXSP0f1wfyp1tnO4QnO9BjK0MhEELf3Qvy+mPq9lf05D0eCnOv3Eoy9B5VC6TDjp3fz0m9/laqcn/7tnBZMr+/ZQfVAUsKb0S5ePniIA/t3Gd/H8u8GKQqaUNxEIgw++DeUPflxdulNdL39V7znjusu/XizXNnybtR7H6LG5OUx998xeOQZ3vnt3fSOSPIQQSgI2kjNHSsYq7XmRO8YKgfdae/ZAQ51ZrZgHOkc4eTT98+hoAaxodPYmJcaz17qenfx/EkPjx7qgrM7KRs5Hp/l7hv189ihboKHH+LCkRfjx9Bac8YzxvhU8UgxAuO0vfAQh8+nWo3OeMaIdBhZ3AKhVEU1NoYb8QXpj6Ym9wXDdB00EohEwsHJSkL/CfANc+HkQSaCYcqGjzE0HuSV80luktHCzZa07H+xY2X6yRq6n8M13p7x0iwh43jpST+mwhKMnjtNIVVp30PhCCYdItSeGDRmmoyL7RVzZ/WMpSV4GE+LXQsHWdL+SMJakMbQ8JBh7cCIIdr/zAOJc0UP2zNNf1M6ciJ+DLTm6SlifPyhMEe6Ugf//WN+zqcpKiNx5S9xbU5PhuSr0aFCW88owa4syVm9GdxSu1/DfPiXNHYlLGen+8biCpPz1GOMvPJLHj/cPXmywT9qJIPpeDnxgGUhGI2XSmf3qT7aj+zOsEeqddU20ctvj/Vy7NA+KgezuCuPdHC+38tQzxlGTmY+ZjbKh46mfB/zh7LGcqV7CCRndpwusUcorOPPNgA6wqk+L31j/tSMptFzm8M+OpLbPZp90XTi8SnPMysuJLVdplIKc4woaELxEpxg4P53UfnKN/mZuoOK9/2cWzevLLRUxceya1HvfxpHRSM/sn+Zy3sf4i3/sYujXfOXnloQBAPfiR0AnOg1Bt4p8SUTQWMwO9IFnpOM+WKKhTGKTA7Oz4Q3EGLfuYHUgUwys8hcUN+RGIjGrEUvn00duCbHpsRjukY68Iz56fcGOJ6LS6bnOLbAoKHkJMnbn5TS+rHD3QlLWhrPnzRkSE4UMOAN0BWdTbf7B3h89yvxGJFYoWOTDnH2dBsjp16kf/cPjbptUaq7DYuGCoxNbsPR7pQsfJkyUqaTKelHusI1eYOpJx1PZjhmciyOPxhKTUGfVbhnjJpT0ZT9Kho/WDaaOX387mOZlVEwEpzEyK6kacpGEgklVJrae8YzlpDbc5JTT99Puyc1Vs8XChOOaNxeI2bJFPbh96WVIYhybiDzciBueUwhFJi6mHUUz5g/RQExm0yMB4zvk8oQxN01s//mTq/hIvibg108cWSywur2nifYF62rlm6dT7qXzGGj3VMT6OjEdieeyCpDMo8f7iYUnZiw+RNKvMOfeAcMegMc6x6hc3j69gLiz+SYPxR/niujFsIYlmiMYufwBGf6vfHU9lX9aeUaos+HInGd7YPjoDWNHUlKWWCK5DBaG7Fk/acY6z2bum6sl1A4ktUteZJSOg+F2y15P4MgXAxjvQx87+1UDBzkG44/4Z77vkBLtbvQUhUvVSvgfU9g+tm9fOH0t/hBsIvf/6afr777Sm5dV19o6QTh0ic6gDjUOWyUxp6E0aEf7RikPmS4yez3lOL2DrHN/Go0Y2OlsaXWOMezuw52DvuozrA8ogGtGfUFKXfaJg2GMxEKR7CEUydzlrT/hqGKywiFNSYMy5Bj7Cwj5WtRaTPH/V5/3KoQSoqBDUc0SmtMSYpHJKJTZoUrBw9Mkqd05CSjZavi38f9oXg5EZf3AlqZON/Wi9mXOtg+2jlETfT/6v6XOKHrGB5ItRY5/B7c3guc8RoFgGtL7UB0+HvwAdwjPkrDLfHzK6D9lSfi19XUOQez86OdRhxxFBU3saQraOkZ9zJYy5I2eexQF0s7hzO7/keVsIjWvHx+ELtlmKahQaqveHPmg+WIOZRQhrJlr5yMcZ6YVbbfGyAQirC2oYxI5yuMB8OYw35CpuSSOYm2cUz0Ut2fPf5nUmHlLAz9/+zdeXhc1Xn48e+ZfdXMaN8syfK+29gGY7DBZl8KSaBACAUaQtIkTZpuya9Jm9BAm7ZpmlKyENKSNGQjIYRAShL2LRiIAQMGg20wxpYt2ZK1SyNpZu7vjzv7phlppBlJ7+d59NiauTNz7p2re897lvcMj+EAfVhcmt6Qjj5/Qsyc2suVZq7p2AgGBYZD+vDLg11DWJIT84SVd++izdmAY/Awvu5X6Kg5M+F5x9ARToxGAr+JBQNKG9OHIqrxrwT29p0MDvZhNGzUh/02pyZfi8wBjZyLOTUIJDGPJTbiVB1/lhPla6O/R97T7u9gyJF6IbVGg8fweRQawxA/XzNpR1Vc40pZ/z54Xb9uvHnwBDReFNvQ38Ph7iE6B0fBE/cGgVEOdQ+N20s8FSRAEyVHO7aH/js/gH24k6/5/oEbP/opvI5ZuL5Zodm98KF74Lef45o//DcLrR185H8/xmcvWc+1p7YUu3RCzDpKC6LadoK/M6EV3t27l37PYkKallCxtvo7cR1+Hn+9B4vJQEJt4sTbwAYIP1p+IvuirensOdrLcHgIX3OFI20AFO/E4CjvdA5grBxNLAsa3p7dhMKV5Krj+nDGAVeLPl8qTnLKa/9YkPbOQV453EPD4W48dnP4LYM88OoRLq3Wf7WM9qRU1kDvOYgESCFNS8hEGGl9P5Y9wzwAnf1+zFme7+j3RwO0SO+DAmz+Dsr63qLXsxyjozGaBCGtPIKa6Hy1zn16sg026p8ZrkD+9g+7qW9sYXWjF2NgKJpcI5vIpx/s1HsNxkuCEBlyNhIIsq+jn66Ofgbe03tpFBrlXS+hKQMBk4uQwcygqznr+9XktGxDau+PabSPmmOx1/aPhHv/kopvHu2honMnY+ay6NtkC85OJGWg7B0ezRiwHekdph6iwdnQqD7H02PXz/lD3eMneDncPQxx7ca7DnVTZjOxqNpNIKTR3jucNYMpEJ3j6e7fH33MMtKVML8xWS4NL7bhDj1phyvx8cHRAM/tPsr2pTUYgqNYRrrwO+pwDB8Bt4va9sxLXpj3/AIALXxMe4fHnzcZYfV3pqbqD7OMJg4J7krqkRzLMpfNMhq7GAyNBjjSk/j36ul5g32G9N+BYzAx+3WvXz8XvHFDRbXRweg8xohgKITRMPUDECVAEyUluO8xRn/yJ/iDJm5v+S8+fc0V2MxzOBlIvowmuOhrULmEU377OR50d3LFrz7Dwa4hPn/hMowGmbsnRKGYA/2onoNgTLxZl/Xvo9+zmGP9/mhiApu/I1oR2X2kF5fVBCZ32vdNXoA+bSa3wIi+iL2m4el5nUFnMycGIZLXtrN//IyOfenSo4/DPKYHTP6xEP3+sZSgYPeRXtoMsSFqkUpcQ9tv6So/iUi1wz6cedFcb/drDNvr2Ntf2AWjkwPC+B6S7kG9pdyCXjH39L6BZ2w/2WLByPdc1vtm9DH7UBvu/rezFyQUwD7URsAUq91Xdr7AAVsVq+ucWSvJCSJz84YD0e8lOSA5MTiC02qkwmlNefm+945Qc+wNQE+lbwokDg8cL0BTWqzxQcUPE+zcR2iwk8HRIHo3VYwxNII5kPq9vnKoF49dPzesI10oLUj1Mb2n2ThyHGzpq6vxp99Y0r73Do/TqxeI/Z1F5r1tSNNzlPZzMzze5w9wtNfPkd5hlCH1mGcSmdeogLK+/Zk31HLLsljRuVMfAuvyJTx+tNfPqHOE7qFRKrp2Yhnt5qj17JzKeKBTPz+G81loO8zX/WpOjQ7xGUEjQy0Pdw+xrMKYNkCr6HoR0Hs80wXVpuAQwxmmv8UPtzze74++vzMu2UoQlTCUGODlQz2srPcw1SRAEyVj5NnvYHro/3Ew1MBjJ93G31xyJgYJKCbmlI+iyluZ9/Precj9j3zw93/JJ7qH+M8r183t7JdCTKP4rHHJE/gHRgJgSl+5Ss4291ZHYoVW0zR9QeqW03mjM4Br4F1cA+8yWrchus1gmnW/kkU+fdyAIip2PR4LhVLKNR77cDt9beO/xjn4Hs7B98hnqeH4dNoQCyQTt8ncK3E807y+HMQfv/ITuxKe23nwBM3ljuSXYAyOpmwL6IuSp5G9c0yLBjPJGRIDIY0DnYNUOK2JFVxNyxok56u/fT97T/ThsVuo4RXauoczZ2tMsy8aGj3hYN7b83rqBhOQLvlGgiPpe6lzGboXvwj48f6RhCUcInO0xpuv2HA429pv6TkHDzFq8eb9unjGoD7vLvb3MH6PXPwWY8GQPl9tktOwIsfQNRDLLBn/lqagHnC5+t+BY0mjqJI+O3kJjUxCmkZb0vXVPxZMmy0T4Nhg+nO4O3nJlCkgSUJE8QXHGPrlZ7A+9FmeCK7hlXPv5hPv2ybB2WQtOht1w+8os9u4z34zwTcf5KrvPjduIgIhxMTEJ+8wjY6fpEfFL3aaIc36UJq5PdGMhe8+w8FjscDEcnRnTuU8HG5pHhjRP9860knaRvGkCq59OMeU+hkqxo7hI+zNM6jLVabhU9nE9/7F1ljL775T1jv+57YlZfnTz5P0QUBXZ/oMh8mt+AmvSbO4dDopySwKqLPfT58/EO3FiCSRSddr4opkdMxDnz99g0O25QHGC9A0TeOt9tSFtnNZvy5yulj9nfh7O3j8zXEWxs6RyjBnDfTAyNvzenQJBdAbfty9exO2C4S06PmS6RjY3v5N/KfmXc5dh3s40JWakGXnwRMJy4PEpJYj/ULqqduZAwPsPJjYl60IJSwBkuto486BkZTlLzJlzgU4nCHpTK5zHSdDAjRRXMPdDH3vfThe+R7/E/ojuOrHXHn6imKXavaoWQE3Poq5dhnfNf8HJ3f8lPd/8xn2H5uaSpIQc018Kun4Ckv8HJtM4oeIZUqykKllN6Lq+LPjfk6y9j4//rFgQua3dAGAIamymGvPhtKCqFDu81MSTX3FJ+Jo3HyV2LHI7/Pj5w5lEkiqzB3oGsTVn7oelbtvHweO5L++ku3AI+Nuk7wEQi7zmGqPPJJH72rMrkPd9IfP53S9hNl6MvOVbU218QLS7qEx+kcC0TXDInKpfEf+Xio7n09aS29ylBbCOtKZ9rnIvlrGEgOK5Ayc8UHrrkM9KcGNzd+eENCkmwv6xpHehKUrDFkWTs9FJNtkIcVnB829By2/z8i0pEDWuakFIgGaKJ7Offi/fSbmwzu4yfBJNn70G5y1or7YpZp93LVw/f+hll7EFww/4NMjd/DH33qaHW+nSTkshMhLZMHeTDfybAzhAO1IzzB72vsSJqdHZBqquPPgiZSKVz6ytRpPliE0mjLkMGfTkL46omcoe6VuvAX4m43vAAAgAElEQVSVJyNd8oj4CmcuOvr97D/WHx0Kls2gP5AwjDOX+UDG0Ag2f/4BY3JAWqre6UwdRLvvWH90qOVsEv9n5YmbMwl6kAmJ39vQWJBXD8f+hqciwErn2BSP8DmcQ/KXBMOFa0zIlwRoojje/D/Gbj+Tod4u/tp+Czf8+d+zunFy46pFFhYnXHEXbP4UV2i/5XbTv/PxO5/g3pcyr3EjhMhNIBjKMKwnu0hLeWTOSvzk9Jms+tizKdkeczWdA9uzDRuEqQ3QCiXXYCJdT6xhwr2cs1c+mQkTTGPDwkQk9zClW3YvkgRExBjbJnYdKwQJ0MT0CgXRHvky/PRq3hit5gvVt/HlT32EeWkmUYsCMxjg3Fvg4q9zcnAXv7LfzFd/9hi3PrJvQq3/QgjdWx39HDqR2+Ktc0EuizlPxWtFvgp33c+00PVc4endU+wiiFlGAjQxfQa70H54GeqZr/GTwDbuXPxtvv7RS2SNs+m24cOoD/2MJkMnv3XdxMOP/pa/+fmrCXNphBC5Gx4L5jwHQsxtkxmWWmg2//FiF2HWiM9EOBO8fVx6y0qdBGhierS9ROg7WwkceIbPjd3Igc1f4etXnyJrnBXLwrNRNzxEmdPOL+230LfrPq6784WJD+8QQggxoySveybmjnGXIBBFJwGamHov/QDtzvPpHBjh8pEvsfyiP+fzFy6TNPrFVrMc9ZHHMNcu5w7L11l56Idc9q3f55RiWAghhBBCTA0J0MTUGfPD/Z+C+z/F86GlXBb8Cp+57kqu29xS7JKJCHeNnuFx2cV8wXgXH+n/Jpd/82leOTTBDGxCCCGEEGJSJEATU6PnPfje+fDSD/h26H38nf2LfO+T57NtSXWxSyaSWRzwxz+AzZ/mKh7iVu0rfPiOR3no9fZil0wIIYQQYs6RAE0U3tuPoX3nDEY69nLj6F/xVOPHufeTW1lY7S52yUQmBgOcezP80a2cor3KLyxf5h9/+DvufGZmTXwWQgghhJjpJEAThRMKwdNfQ/vhZbQFyjh/6MtUb/wAP7jhZHxOydQ4I6y/HnXNPTSbunjQcRO//L9fc9P9rxOcIQuPCiGEEELMdBKgicLw98Ld18CjX+YRtZmLh27ihkvP4Zb3rcRslNNsRlmwHXXDw5S5nNxrv5kjz/2cj931IkOjgWKXTAghhBBi1pOas5i8jjfQ7jiT0N7fcXPwOm4y/xU/+Pg2rtnUjEq3XL0ofdXLUDc+hrluFd+x/Cfz993Jlbfv4Fi/v9glE0IIIYSY1SRAE5Pz2j1o/30W/X09XOH/PPvnX8OvP72F1Y3eYpdMTJarGq7/NWr5JXzB9CM+1PmfXP6Np9nb0V/skgkhhBBCzFoSoImJCY7Bbz4Hv7iB3aEWzh68mdPP+iO+d/1GmW82m5jtcPn34fS/5CrDI/zr6C1c++1H+P3+zmKXTAghhBBiVpIATeSvvx3t+xfD87fzveAFfMzwJb724fP4zNmLZfHp2chggLNvgktuY5PazU8MX+Lv7vw/fvaHQ8UumRBCCCHErGMqdgHEDHPwWYJ3X8fYcC9/O/rnBFd8gAffvwqvQ3rNZr2TrkV5m2i5+0+4ny9x7b297Gk/iy9cuAyTJIIRQgghhCgIqVWJ3Gga2o5vEvr+xRwaNHJV6J8487KP882rT5LgbC5pPRN1w8N4ytz8wnYLR3b8jGvvfIHuwdFil0wIIYQQYlaQAE2Mb2SA0buvR/3u8zwSWMsXq2/jtr/4EJetb5QsjXNR9VLURx7D3LCa2y23svq9H3DJN57mzfa+YpdMCCGEEGLGkwBNZHd8L0PfOgPjm/fz1cBV7Nt2O9/7+NnMK3cUu2SimFxVcN0DqBXv4/8Zf8RfjnybK771FL957WixSybErFJbZit2EUQJ8MlIFSHmFJmDJjIae+1eQr/8JENBE/9gv4nrrrlO0ueLGLMdLrsTylv5wNNfo9XayZ/86JPs2b5aEsYIkUGjz8Hh7qGct7eZjVNYGjFT2MzSnj59FKAVuxBijpO/eJEqOMaJe/8G8y/+lNcD9dy54vvc/FeflOBMpDIY4KwvwqXfZE3wNR72/BP3Pr6DG3+wk96hsWKXToiSU1mAZUhMBkWZzVyA0gghkgWNs7/X2j4LG37KrLOrz0kCNJEg1HuU9tvOpfzV73K3uoDeK+/js1echcMyu058UWDrrkFdcy816gQPu/+Rnv07uOi2p3n1cE+xSyZESUmetttXtjjr9lqalnw9OJu6Fv7jVadO2XvPJEOOxkm/R8DkLEBJSkuZzcSialdB31ORecTFkL1+3NeXF3AIqJalLJmc1OSjfAKNLyHD1A9dbfDaUx5zWU0sqCzsd1hsTpsp63k000iAJqI6X3+c3ls3U9b9Ot+t+jvO+uv/ZduKecUulpgpWs9A3fAIdoebn1tv4ayxp7j82zu467mDaJoMFxECwGjI77ZrNaVv6Z7KP6lRa/nUvXke0lUsp8uQo5Fu38oJvdYc9x0XogK+qNqV03kzavHR7Vsz6c/LZkGVi8U1ZQV/32W17rSPj1jLCRn1Y5i1MSPPevmG5sKe4walEr733E19QFHhtKY8ZjIqfAXozS82Q7jFa8zsps6TeL0YtfiKUaSCkQBNQCjEnntuwfvzD9AXtPDElh/zkU98jkpX6h+1EFlVLYYbH8PQcBL/GPg63yr/CTff9zKfuXsXgyOBYpdOiJITMGVPuGQ1xW7TkYBFA1y22KiGgMlFW+NFOX3e2ikYqj6ZoUVltsyvrXYX7h4UNOT3Xt3la5hoFckS951Vl9nw2HMfjlrnSR1e57FbMh6L9trtNPocLK/Xg6YhZ+69fsnlqnanfvay2vyDsUyNCtk4rKa0+95ZuYmQ0ssZNFrRVPrvxGcvXLBRM8HEPA0+O80VpZdALf58BDhWfRpVab7riAavnX73wqkuVtRIXINQvo0yrZWxHmpD0vAEbQqzjE+ktzRfEqDNcQNdR9jztfNYtvur/MGyCe2jT3Dh2WdL+nwxcc5KuO4BOPXPObv/VzxV9W+8+MqrXPKNZ9jd1lvs0glRUoYdDTlvG1/xrffYo41oIVWc+SSRFmpjHgvVd1aenPO2+fY2ZjJq8dJefzZtDRfk98IJ3gfj8yO1VrqYtzw2ZLTeY2fpBIKe5MonQEfNVoImvULrMJtY2ZB78O1zWFIqw5GvMX6YmDND8B2/TchgoaPmjOjvFqNKyDqZaybStL3CStFftpBezzKGHPMIZQi0vQ4zx6s2c7TurHE/Z01SI0VyYFhTNoGGAWclBqWocpX+/LUxixeLpy7j80rBoHPeuMMFC9WIHz8MON/gONfGj0FnEyPWirzeO6LMZqImS0A7VSRAm8PefPYB/LdtpnXgZR5p/RwbPvtrWhoy/9EKkTOjGc77J7jiLmpH3uNx9xdZOfwH3v+t33PHU28TCsmQR1FalFKfUEodUEr5lVIvKqW2FPL9/daqlMfGzPqwro6aM9FyCLLiq0tKqWjvWnf52pzLkU/M4bfVZH1+1KJXdKvyqKiN2KoYto9/n9lw5vuyPp88tyt53tygM354fninM/S+JAup3HoEO2q2pn3cHNdjoRSEKhZGeyTqvXZcGYKe8eYjxhtyNBAInz8Oi37ulGWprCZXtrMNka31xH2f3iYAhu214fdJ1Vm5kYA5cT6T0xo7nxt9qb1Kfe5FKY9F5pGl9MApAwPuVpbXe8g091Ipxfb1y3C70g+VjDAbFOakBoX66tjf5jyfI20wPK4s55YlSwNGZG9M4ah+oj1XY+ZCDjtVaMpAuTPz+bShuRyzMftxyvR3npyEpce7Iho8GZSKHoucShr+rkYtqUNWA6bYOakpI52Vp0R/zxTox4uMSlhcU1aUpaUkQJuDRkdH2fHdz7D4d3/CoHLy9vvu5+xrP495AsMShMhq+SXwsScx+xr5z8A/cWvVA/zbg7v5kzufp73XX+zSCQGAUupK4Fbgn4F1wLPAb5RSTbm8PpeMipohtVJe4dZv+gGzE7MldWhPv3sBIV8rkFihjVSuI/XIoDFzZSM5iEjXK5UuKUhb40V0VW5g0DkvpUIbz242pg0Mss3/OFFxUtqAFfTK7JKa7JVsgJDFzZH682KfZy3nWPVp0d+H8uiZTHa04byE3zMN2YsESACdlafQWXkyR+vOTtlOz5iXPrCIDPEcttUwbK+dUHCQy/lX6UocklXvzbFHoKyebt8aTpSvA8CYpvI8ZknskcplD/o9qcGow1PJhuZyvBkCzUXjnBdWkxF33LFINyfMFzcfKxq0eptZXltGS4WTmjIbBldldJtsw3cHXPOzlici3TFLtiQ8B2/A1Zx1u/hAu6M61oa0fvsf59VQMj6FyWBIO+Qw3VDUdHo9S1Iem1+RJmmOMiY0TuQ7fHB06QdorkkN0Hq8ywFwRP7+lMIZSXinBXN67/hryvK6smjZpmOMmQRoc8zBt3bxzr+dzqlt3+NF34VU/NWzLF+3udjFErNZxQK44WHUumu4sOfHvFDzr5w4+Abn3/oUv90tC1uLkvBXwPc1Tfuupml7NE37FHAU+Ph4L/TbqhmoXJf2uQavPe2crx7vCgAWN8WCCF9ca3VLhZOWCichgxVLld6iPuRsSKwVtG6L6wWJPWELBxNmg4G183Ib8hafFCRgdKQkFbDF9QgtqErsKUmuqETmSo3XS5Y8LyaiwWfXK9mW7NkP6zy2hKDXaTElBQqK41WnYjSoaCC7dVH6oDBf6XrYRmyVjNiqCBmt0e9ALwUZpwx01GyNDukacLcCatwezuNV+v161OJjRb2H0xZWQlksy6HPYUk7lEspGDV7APDazSmZmbPN9xtyNoIysKDKlRAAZZMuMUWycqeFNY3e2BI+OdR6uyrWpzzW0BgLahbVxJ2fad4vPviL32eH1RQdsmcxmVlc7WbtPC+LMwxHHXTOo69sYSzTZ1IDTOR7AqgIB8dZk4hYXCxoaUl6MLYDkbT48YF1wBIrm8VsZF5dXcrfZzKvw8b65tTGk/jepng9Q2MpWTRN4f3w5DHvr7p1LZUuK+4MwXf8NWiez8HaRm9KcDgWLmPycMPNCytpyRD4lVlNVMUNWV228iQgsXElm/hrisNioj6ciCSX83uyJECbI7RggJ0/uZmaH59NbaCNXad8nY2f+TEut6fYRRNzgcUBl34DrriL8tEj/J/189xof5I/++GLfPonL9M1MFLsEoo5SillAdYDDyU99RCQU+vViDs2nK6j5oxoBb6mzIYpTe/ToLNJb32vXc36Zh/r5vmoqG9BoVhZ76HSZaXSZeWsZTUYnT6GFr+fhur44EIDZ6wSHj8Z3m4x0lTuYEmtW69I5Zjusav8JLoqNnKs5nROXxTrQVg2r4bWKhcL1m5lRX1iZbWxtpoFSenWG30OFm+5nAG33rvgsZsJGqwMOpsThky2LlqW8DqDycKqBo9e8XFWpQRoK+s9LF13evR3FTekbG2jl8UZelfsZiOrG7ysqPckZK2rSGqlX7Iu/XDFiPghUcdqtnK8ahNASsXw5Pnl1HlssUAg8t1EvoeK2BC2gNmdUsm1jTOSZdTqo6PmTAZdzZTZwkFFRax3devi9EFotdvGoEvvEB5x6UFFZBH0zsqTU3p5uio26v9xxM4zXx6p7DP1usZ/T03lDsxGQ2wIoDsc1KcJrM5cXA3oFebkXkp//amw5MKUlxqTot3jVZsxxO3nvOZW1jf5UgNoq5syuzkaiKTT41uNZrDQ7VtFe+32lAAN9Lluaxu91C47jZOafJiShgTGByCh2tX4Vp6b8HxHTayHbHldGSc1Zc9KaDAYEr6jBZWuaI/VwioXWutZLNx6ZcqQ06DRHm00Aj1wdlpMVCzbQre9me6KddEe8V7Pcvx1G8FahstqYn5l4vlvztBb2NSyMH0QFSlrlYvm8DBCpRQmqz2h53rYXhttkHGnTSyU/jq3sMaNz2HBZzfr51Dtao5Vn4bfFvs7iQw1zzhSwBW7btnMRjY0l1NWtyDjvhSKBGhzQNd7e9j3b2ew4a1/5w3HBgIf28HaCz5c7GKJuWj5JfDxZzE0ncInB7/BU7W38truVzjn609x/ytHJB2/KIZKwAh0JD3eAdQmb6yU+qhSaqdSaufwsB80LWFOUfxcHMOC7amfVrEAlIFe73IwWWj0OWiqcOBqWs/6Zp9eaXaEW5PDFdati6tYl6ZyFqtX6rdyo1K0VDiodtuile9c+R11+O3VaIakzH6tazE3n4KvcSl2sykhacTC5iasKy9JqJwalKLMU85Fq+pYUOmixm2js/Jkenwr6arcEN0u5ImNHl3b6GXVulNjFTJDrOwLqlwsrS3DZjbialge3c/IUMA6T/ogOJ7TamJhOJAcqlgNpA4LdFVkXmvLoOBofSwoCJrsjIZ7qZITJdR57KiqJbSuODnWMwSoSAXSrFfKF9e4ObU1safr9IWVeJOCoPierpX1Hk6eX07AnKmim7kLKtJjeaT+nGiPr0EpltaWMWKrSjkefnu1PgfHnD6rniHLsL1hr1559drNOKtbE57LOBzTbIfq5bDq8oQe2wiPI/a6UPKQXoNRbwRMEsmoOOhsJmByYnD6cIbn67Hi/WDzpO/drEydH5eRMkQTtUQsqnZxcmsFZqNBPzfLWzF4Y404oxYfY2Y3FU4rPb7VDDrnobn0S83m1gpq3DaCBmtCL4+KO+eBnJKh+JwWKsLnp9dhYePS+WAKH7vy5OGZGstry1g7z4vFaGD7shoc1fOxN+s9TuVOKw6LiVGLh1BZI1jT97jFH8+EHjBH+mUNvOEGipUNnsTMkkYrIZs3/F8XvZ7l0afK7OZob3CyyLqRR+vOosxmDs9pM7Cm0aOfQwYDYxYv/e6F9HhX0lFzBsdqthI0WFlWl2EeX3NsmCOW8H6Xjb8232RJgDabBQO8dd+/4rxzKzX+Azy98hbW/e2DVNblNK1CiKlRVg/X/BIu/jpNQ3t41P7/+LjtIT7zkxe58Qcv0tEnc9NEUSS3Dqg0j6Fp2h2apm3QNG2D3W6j1mNjRX0ZWrrbqTVNr44jQyax+NZ6qwdWXZ5SCYpUfU40XxAuS+QJ/RlfeUXGzIdGuwfzmivSf3Y2BgP4YkPIIr0d3b7VYPdlrMCbjAZ8Tos+Py1cvu1LqxO2aa/dHt02U+u1z2FJCIBXNXhY2ZD7yI/kVvshdwtBYyyArfPYaN1y1bgJRMpsZjqqt2TNQhndh7rVGFxVGZJDqOj7VSdlrPPYY/sZSS0/zxc7vjazMTrUDeJOTmelHvg3bsxYtsi5oxksLIobtueymrh0bQPuhacyXHdyeNvxxxq6rCaayh24raaU7yMUTgKxsNrNspZGPWnUeEzW6HlSueEDLCrAWmuR4Zg9vpWcct7VnLe8NhZAGOIbMJL2NyloMxsN0WF1uRwbj92SOgRu3il01yR1yCsIGG30+FZHz78KpyU67NWepZElZMw+D2zcpCGexOUYGrx2HFZTSq9hbDijCYdZ/79BkfHvJXJ8F1W7MibDidd66qVcuCr9cOjR2pPw26o50bBND4LTNeBGel2TngsZbfq8vqql+gM1sR7Cc5bXcPqiKgZdzdEGtfa67VhWXxbdZqApLgCOPya2wq8BmMnEFy8RJW1g75P0/+IzLBl5hxdMG6j84LfZsiD3DFFCTCmDATZ8GBadi+HXf8mN++7gfVVP8al9H+Ts/+jib85dwodOaRq3ZVyIAugEgqT2llWT2quWotxhwWBQHKvZinm0h0afg2Bb4jYLqlzsHoj9bjSonFOPpxMypK/wDszbDj2P6pUVoxmCY4CeIW5tUznM80KPPozOH9AnyXdVbOTsZTWMBUM8ufd4zmUYSsiSmJu085ci9aq4YUQpFbG6NRDQG24ivWxjtgYYzP55oxYPNleF/vokZpMhtlixR690nShfy0iG5CVK6XN+sq3mmFPigEjl3xILvsudFsrjhv4FjA46as+goe03sV6TpReBFiK+AAkBen36eZB+WzW1qkffPpwpNG0SBl8LgZG+6K9bFlUxPJaUSKFqKRx/M/prtdtGtdvGkMeWsITKmNUHoUMpH6HPjRt/lISyOPCsvZRjL78z7raZ1kWLiAwZVUrFPjryGm8THH8LPA3QsTvje0TS8td4bBiAXYd7Ep7f0FIO/W2pL1x8PgTCw/eVyjmFaiQeqPfaSddcGT8cscFrT5scZNhWA3QlPpj8+TYvcIJ+dyunNFfD/tTP0uK/r/DrsyWyaa100tHvp8xmxuix0UvSWofht+v1LMU+3IHB4Ys1bdm8MDYYvW5pNg9dlRtxGwxAKOFzLCYDR6rOhabEDge31UR/eM1Vk0FB7Ur9J47DYkqZg4kygMHIynoPBoNCrZjPg68Vd468BGizTX87R+/5W+oO3k+vVskvl/wrF/3xjVjyHO4ixLTwNMLVP4PX76XqoX/gp6Yv8ZT9bP76/vfzkxeauOmSFWxqndjaJULkQtO0UaXUi8A5wM/jnjoH+EWu7xMwOwmYnaxv9tHXVUbfwFD0OZ/DAgOxJAEXrx5neExl+lTbydOZUp7Xm7YBDRbpmQi3Dw9hfieuh2Px+ViP/Rx/IMiQoxG/vRqb2ZhxvasE88+AA0+yasMZrKqMj2dzH5q8dp4Xn9OCP7nybyvThxId/H3qi+KHnLVuA4OBQK8JBvsYnHcGVDogZRqrAmWERYnzlbLVkSNr0p23opbfvd4efbzMZiZd6LqgygUnMr9forhj1LIFbLHvpLXSBVXxKcENoAy0NV7EssDT+oPhnkptbHTcT+orW0TVcb1yHlL68E7N4mI4mP28a6lwcsBiotJtxZIuiKtdqfeavrdD/93bBO46bCYjVpOBareNY/1+jK5K6Et9uR5Y7I72DiZ8FdakngmzPSU7JECV28rx/tiX3V67jcqUrWKW1rqZt6Q6/ZO2cE91OnYfDHcnPGRp2QSHXoj+fuqCChSKKrcV+uM2LGvQgw2DIaEX3Ol0EwT81krsw0exGA3UeuwMKEts6CV6r9VJzeWY6st48eXEYhmc5QyqFpbXlWE2Gqg9Yks7TDN52GVaJv07Dpic+v46KmAoEtSlvmeD186w26UPXYw0OIVPa6NB4bTo15HW8D67rCZOavLF3ql5M6Z39b/vAfcCBtxJ87gWnQ3+Xtj3MPF/L26bmaZyJ8fimss2NPlgUUvci/XtF1S7eONImpMvjXKnhQF/gNFgLPiLDg03GlhU7abSHf47WHw+BEfjGiimPo+jBGizxdgwQ8/cjuHpf6M8OMqPbVey6oP/yPtbZF0zUeKUgpWX6RfAp7/GlmdvY4fz9/yo/0I+esf5bF29kM9fuIz6NOl+hSiQ/wDuUkq9APwe+DOgHrh93FcaUhu/ypxOypI6i9bM82EbGs6tNLb0Q/gi84giKdOHG7fQFzwQfV4RbqXX0OeFGU3YA/7YCsQAVhfzK50M+AO8Ok4PVApXFay6nMnkL2sODzn0jwUJReauReZzRPbb16L/W79OrzjGiyRH6dVrxCGbD1xlMDJEXjLElAuqXAnDLVc3eDEbFe1WE73DY9HHL10bzsA5boCmV+QWV7nQjDb9d3ea9eUszmjPzrBjcvNbRuOyOPaXLQbrAVTrmbC7M+vrbGZj5nk4EZ4G8DZDz0H9+/LOwwCcv7IO3m3F1OunqtELb4S3TzP3qMJl5ShJPTENqdkZVzZ4EnrmQK9Uxwdo4w31MxkNscWM85njPH8rjA7C/kdij9lj+9LgtVOdafHi5tRlKwBWt9bTW3kFFpsT8zuPQnBAz6iY5u/dbEjf41bttrHO52NeuV0PzI6mbtNXtiTcw304+z5WLUNTexm1hD9//lZ4/ZdpN1VomI0GltWWJa7EHuaxm2ltatZ7q40W6H4XrO7E79jmxaBS16HLxcJqF53ZYqLwd2vyNNBcfxodx00JSYHS2RLO6vqrXXG9nwYThPQeuOXxSZEigXZkvcoJLmKfDwnQZrpgAO3lH+J/5J9x+Dt4PLSWdzd+kQ9dsC1jGmMhSpLFCWd9EbXuGkyP/RPX7b6HK10Pc9uei/mjPedx9ZZlfGRLa+xmK0SBaJp2t1KqAvh7oA7YDVyoadrBbK8LGmyM1epDy0wGQywOmr8V+tujLdQQTo4wMrlrst1sYlWDB2t4OFzQXkG/x4zXYaFnaFQfumZfB0dfiQscUyulpuqleDv3RocITseaPuloBjNdzRdAU7g3zuJI7NGoyJwpLRKkRpJ0JGfI07JUoPRFl3vAMw8CsaA5EnQFQ7FjFrmPrp3npdFn54UDOXaZRZIx2PVeoHqvDUKOzBW7yFy+5ZfS/2qsqyB56/hvM9P6WtuXVmMKlfH6kT49ocji89JuB0DNyszPZRI9r5M+v+V0oqFlZIitzQP16wi9+xhaOLvpgmo3C5Y1wGvh19u9aRs6FlS56Oj16z1UYUtq3IwFNEayxB7ttduobX88//2KZzRHv7tkG5rLoSUp8CxfAD3vZRxqCvr3Ve4Nv6fJoA+szpMCmiriEqKUzwdX4ujs+AyFWbmqONJwQez3NN/BeDFt0F5B9ELSembs/K7NfF6tm+flUA6JmyMLl0eyO4YMWQIuc/iYeBrx+Bo4J88VNaL1ikXnwkh/5g3r1+p1FffUd35IgDZTBUbh1bsZffJrWHoPsCe0kJ97P8O1H7yGbeO1gAlRyspb4fL/gdM+je3Rm/nb/T/mE4YH+O+nzubSZy/ij89Yx/WbW3IbkiVEjjRN+xbwrXxeEzTaUOGK+IWr4ipJFmdqcFG3Rm+dLUucnJ/AWQm+LIvf1qzAmiacqnRZOGV+eXh4TkusBypB3OsyZGCbsHFqcS0VTszO9PclzWCeUGt0hcvKJWvqo8O76jw2VjV46O7yog33kC3s7PUsJ7jEB47sa63FMxsN1Hny6MW3eWDB9s7x5JsAACAASURBVPA8H2JD+Myp2QYTGM00ljs53D2E3WzEllRptoYDRqvJmBC4xHPbzGBOvT5WuazMr0ra5+ql4+/LZHmbOFp/DsZoMJz79715YeIARqUUTquRLlcLroF3074maHKkT7BhNOkV64r0Q4jHlW2+m7Mi83DJtMaJfMLn9cIqV/Y/jzQ9jwnK58PQCX3oYD6SPnSsYjkMvhpLkmHSew8D5Yvg8HtpX5P5rXPbzm4xxnqqgZ6KdTh69wE9qeskVizQGzk8+S9Qf96KWn2+GuiNRGkygkaZrFmDz0KSGs5M4++Dl/6X0LPfxDBwlH2hZr5j+Cwbz7+aWza15LRivRAzQt0auOYeOLwT5zNf5y/e/CV/ph7kF49u5qPPXMD2befyoVOa8k4nLsRUGLfSYbZB4ziVqdYzsz9fnbh2WI3HxhtH+2jw2ov7d2B1o+daSW9FU3WsR6mA4o+5UorWKhevKI0xQMsQBGxsKWf/sQFs9syVsGzf5Np53pRU+JE5VSnih/dVLNB7ZJzZZkzp1jf7YosJv5ZYGqfVxLal1bgn0ECVHOxMrTTzoowWvRIfSdqy+DzY+7vU+Wc56PWuoDecLMOUT72n5bT0j1tcMDqQ/jnQE6Rkq7gXisWhB5DhNPjJ51pWvmY42sPWFc30BwzgCQeMgRG97pjmGnXeiloCofGHfgad1dB8aeyB2lVg8xAkzXDdHJyxuIpj/Wm60SJLSFQvT3kqZLTQ612O1qSlDhNWakLBGVCydQgJ0GaKo6/CzjvRXvsZanSQP2gr+NbYtTRsuJibzluaPiuTELNB4wa46kdw/C2sz97GVa/+nKuDj7Proe/w1cfOpfLkK7ni9OXR9V6EmFZFbBMrs5kTWpgLqdpty7AgbBotW+jqrCBotEFTmvlzaYKzSMIUm6WwlaPq8nLahnpZ1lCOX6X2eJU7LZw8P/2aTLloTl5sd/H5dIzmkP1SqfTBWdycl1xlXEssSV6Byzif1+ePzb/LaS6X1aX33MT/gSijPt84uo1bHw6caemJcTSVO3DbzDT6CjA/ecn58No9mZ+P9Jq0boPQWObt8pbmO6pfO7G3qlwEFQtxKUVCH7nJqs8fTWO84CTjN20w6kHkiRzmfjpTP9vrsKQPPo2m8XsiyxrSzoObbSRAK2WDnbD7Xnj1bmjbScBg5f9Cp/I/I2dRv/w0vnDuYhbXpFlnR4jZqGoJXPoNDOfeDK/czeId3+Ufer/NyI7/5vFn13F8/qVsPvcKFjRkyNglRDG0boPBY8X7/Bwq0+k6/05dkEel2WzDb6/R1xzzxM3bKW+NpRlP4nNaWN/sm9RyA+nUrTyDupYl4J1Yy37erC7qKkZp68kxAUyypReTTxbMfKyo97BgaZ7XQ6NFz1YX5/RFlYwFQxlekEHzaXpGQNM4jceu/K/XkZFCFpMhugD5tHGWeFbhySavcNdB/9GExeezva3XYaYD8NkzfM9LLkxtoBlnaYRMTAaVMD90tpMArdQMHNO7/PfcD/sfBS1Ih30Bd4au5af+01m7eD63nLuY1Y3pJ68KMevZfbDpz3Cc8jFoe4nh53/IaXt+ifvgF/DfcRMv20/CsPQClmy5HFtF/ms1CZEri8lAZfKCtMmcFaVXqQu3aA85EnvfTltYyUggz4p4WNqevIaTsr6m0TcFQ8ZMFj39eyG5sgd7qxu9tPUMY5hIq75xnGpYWb1eYc7X4vMxjw1hzrG3LWrROTCa2CtizrKQeEYmayw7J3rK9UKtaznP58A/FmJB8ny6mSSfjJLTqWmTvuZgjoGe22Zm/dKFqEzncfywUItDH6Y9wb/P0xZW0tHnnzNTeSRAKzZNg8698NaD8OaDcPgPgMawo57H3Jfzjc517Btt5pI19fxkS2ti2k8h5jKloHE93sb1EPwqfW8+xtvP/ILqo4/TsOsm2HUTbfbFGBdup2bNuaimTakTi4WYBIfFOLFKebFZ3bDqckZ2JS6uWynDhFPlkPjBYjKwrK6MOk9hewMBaN48sddZXdmTwSw+D4Z7Uh8322MZJQvorGWF69E0GBRLanMcPWSZ5h62XJXVQee+8edmNp2q/73ue0j/PYc5jJNiMCbcJ7VceuAXbs/9/WtWjL9NBm6bOf1i97OUBGjF0NsGB56K/fTp+WIHK1bxQt0NfPfYEp49UU9NmY3Lz2jkzk3N+WWPEmKuMZooW3Eu61acSygY4qWXn+PI8/dRe+xJ1rz6XdRrtxNUJgar1uJash1D61Zo3KgnbhBiLpiBcWSxTGSU2IybbmB1h5O7TICzCrr2p65RV0I6mi5ixeKKCQ+nm3K1q6Fy8fgBWiTxReNGvQG/aln27aeIkgvItJMAbaqFQtD5lr76/OE/wMFn4cTbAGj2co5XnswLng/ynfZFvNbmwmI0sG1pFf+zYR5nLK4q2JAAIeYKg9HASRs2c9KGzQyMBHjg5bfZv/MRPB3PcUr7blYd+yo8/W8EDRZCdeswt2yCeadA48kZJ1ILMWNFKqjGzBXBXNNeCwHoQcOyP5qSzJyTFRn+5rCa9bXMJmv+GYV5n2RK5ddT6WvWf6aZK5wt1GaRuuh0kwCtkEIh6HkX2l/Tf9pehMMvwoi+/oRm99FfdRK7yy/lgb6F3NvmZaRbHx5xxuIqblhVx1nLqudUF64QU8llNfGBTUtg0xIGRj7G03uP87PdbzOw92lWjr7G+kN7WdX2TSzcCkDAOx9T8yaYd7IetFUtA4PcmMQMZvfqi+d6sqy/JkS+SjA4A3BYTJwyv4IK1wQyW5usqUlt5nij3cJqFz6nRYY/F4EEaBMRCkLvIejcr88f69oHx/ZA+24YDa9AroyMVSyhveF8XlVLeKS/mYfanQx26xOwl9a6uXZzJVsWVXFydIFRIcRUcVlNXLCqjgtW1REMncauQ908984Jvv1OO/6DO1kefJP1XfvY2PMg5a/8BICA2UWoYQOWxpOgbrU+LMU3X4I2MbMkL5odVu60cGJwNO1zQsxUtROdC7j4AtAmliRntlJKSXBWJBKgZTI6pAdhPe/FfroP6EFZ134IxlpZQjYvg2ULaau9mLdo5vmhRp7oruDIYX1ypcmgWF5fxmXrvaxr8rJ5QSU1BU4tLITIndGgWN9czvrmcti2kEBwM68f6eOFAyf49eEeThx+i+qeV1gf2Mv6d/ax6N2nMREEYMxox1++HHPDaqyNa1AVC/V04u46CdzEjLKptYKhkWCxi1GynBapIs0p42XUFGIaza2zMRiAkT7w9+prjA10hH+Oxf7tPwI9h2CoM+GlIYOZIUc9ndYmDpV/gH3BWl711/B8fzlHe5zQo497dllNLKx2cfoyF4tr3Kxr8rKi3iM9ZEKUMJPRwJp5XtbMiyxfcRJ9/st5va2PZ9p6+f7RLkaOvoHrxBssCBxgecdBlh/7KbZd34u+x5iy0u+Yx5inGZO3AYu3HntFA6ayOnDXgqtWX5BVgjhRIsxGAx6HnI/JlFJsbCmn3DmBYXJCCFEAMz9A0zT45ccgOKav7h4MhP8dQxsbAn8fmr8XRvowjKVf8VxDMWTy0mcq54ShnCPaRg6YK9g/4mP/WAWHtSqO40Eb0m9kPoeZRp+Dxno7F/vsNPocNFU4WFzjpt5jkwnXQswCZTYzpy6oCC/Y2wpsJBTSONrnZ29HPz8/1k9fxwGCnW9j6T2Ae+g9GvqO0tz/JjVtO3Cr1OtNCAN+o5NRUxljZjdBq4eQ1YOyezFEfmwujFYnJqsTs82ByebGaHWE0187Y2mwLU59UVm53ghRcPVeyZwshCiekgzQugdH+ePv7EDTNDQNQppGKPyvpunrMkR/B+4de5IgBgIYGcNIACMBzcigZqFP89Cv1dGPnX7NQT8O+rFzXPNwXPNyTPNygjKMRjNldjNeh5kql5Uqt/5zTtz/a8qsNPoc0aw2Qoi5xWBQNHjtNHjtbFtSDSwAzgb061LP0BiHuofY0eOnu7eX4e4jjPUeRfW1YxjqwOLvwjzWh310ADdDeFQ3ZRymTA1RxiB2ld98oCAGguFrXhAjQWUK/xv7PYCRkDISwEQIIxqAUoRQ1JTZqXTZYkHeh+6RpQeEEEKIIlO5LEKX95sqdRwYBDrH27aEVSLlLyYpf3FJ+YtrJpe/WdO0OZH6TCnVD7xV7HLMMDP53C4GOV75k2OWPzlm+VuiadqULYA4JV1BmqZVKaV2apq2YSrefzpI+YtLyl9cUv7imunln0Peku8pP3Ju50eOV/7kmOVPjln+lFI7p/L9ZXawEEIIIYQQQpQICdCEEEIIIYQQokRMZYB2xxS+93SQ8heXlL+4pPzFNdPLP1fI95Q/OWb5keOVPzlm+ZNjlr8pPWZTkiRECCGEEEIIIUT+ZIijEEIIIYQQQpQICdCEEEIIIYQQokRIgCaEEEIIIYQQJaKgAZpSqlwpdZtS6k2l1LBS6pBS6ttKqYqk7XxKqbuUUr3hn7uUUt5ClmWilFIfVUo9rpTqUUppSqmWNNuUbPkBlFKfUEodUEr5lVIvKqW2FLtM6Siltiql7ldKtYWP9fVJzyul1E1KqSPh8+kJpdSKIhU3gVLq75RSf1BK9SmljiulHlBKrUzappTL/0ml1Kvh8vcppXYopS6Ke75ky56OUurz4XPoG3GPlfQ+hMumJf20xz1f0uWf62bKdbbQCnHdzuUeqpRapZR6MvwebUqpLyql1DTsYkEV6l4xx47ZpO9Pc+l4JZvo/XAuHTNVgPvvVB+vQveg1QMNwGeBVcA1wFbgJ0nb/Rg4CbgAOD/8/7sKXJaJcgAPATdl2aZky6+UuhK4FfhnYB3wLPAbpVRTUQuWngvYDfwFMJzm+c8Cfw18CtgIHAMeVkpN2crteTgT+BawGdgOBIBHlFLlcduUcvkPA59DP3c3AI8B9ymlVoefL+WyJ1BKbQJuBF5Nemom7MNbQF3cz6q452ZC+eekGXadLbRCXLez3kOVUmXAw0BH+D0+Dfwt8FcF3pfpcCaFuVfMpWNWiPvTXDpeUZO8H861YzbZ++/UHi9N06b0B7gQCAFl4d+XARpwWtw2p4cfWzLV5cmj3BvCZWpJerykyw88D3w36bF9wFeKXbZxyj0AXB/3uwKOAl+Ie8wO9AMfK3Z505TfBQSBP5qJ5Q+X7wTwsZlUdsADvI1e8XkC+MZMOf7ojUC7MzxX8uWfyz8z9To7Bcch7+t2LvdQ4ONAH2CP2+bvgTbC2adn6s9E7hVz/ZiF9yXn+9NcPV6TuR/OtWPGJO+/03G8pmMOWhkwAgyFfz8V/aL+bNw2vwcG0VuYSl3Jll8pZQHWo/cAxnuImXFs480HaonbF03ThoGnKM19caP3SHeHf58x5VdKGZVSV6FXHJ5lBpUdfR2SezRNeyzp8ZmyD63hYQ8HlFI/VUq1hh+fKeWfc2bZdbbQcjlvc7mHngo8HX5txO/QR+m0TEXBp9FE7hVz9phN8P40V4/XZO6Hc/GYTeb+O+XHa0oDtPBYzJvRWxoD4YdrgeNaOJQECP//WPi5UlfK5a8EjOjdqfE6KH7Z8hUp70zZl1uBXcCO8O8lX/7w2OgB9AaU24H3a5r2GjOg7ABKqRuBhcA/pHl6JuzD88D16MMjbkQv17NKn7M7E8o/V82m62yh5XLe5nIPrc3wHvGfMVNN5F4x547ZJO9Pc/F4TfZ+ONeO2WTvv1N+vEy57IVS6hbgC+Nstk3TtCfiXuMEHkDvyvts0rbpVsdWGR6ftImUfxzTWv4JSC5HKZUtXyW/L0qp/0Dv2j5d07Rg0tOlXP63gLWAF7gM+F+l1Jlxz5ds2ZVSS9Dn/2zRNG00y6Yluw+apv0m/nel1HPAO8B1wHORzZJeVjLlF/LdZDHescnlHpruPTK9dkaY5L1irh2zyd6f5szxKuD9cM4cswLdf6f0eOUUoAH/CfxwnG3ei366Ui7gwfCvF2ua5o/brh2oVkqpSOQZzmhSRWqkWSh5lX8cxSh/rjrRx7YnR+bVFL9s+Ypk06kFDsU9XlL7opT6OnAVeoD/TtxTJV/+8IV8f/jXnUqpjcBfAv8Ufqxky44+dKAS2B2XEMkIbFVK/RkQybZUyvuQQNO0AaXU68Ai4L7wwzOm/HPIbLrOFlou171c7qHtpD++MEOP8STvFXPumE3y/jTXjlch7odz7ZglmMD9d8qPV05DHDVN69Q07c1xfobCBXQDv0U/OS7UNG0g6e12oI8lPjXusVMBJ4ljOQsmn/LnYNrLn6vwBe1F4Jykp86hyGWbgAPoJ3d0X5RSNmALJbIvSqlbgauB7ZqmvZn0dMmXPw0DYGVmlP0+9IxLa+N+dgI/Df9/L6W/DwnC5VuKPjl5JnwHc9Isu84WWi7nbS730B3AlvBrI84BjgDvTkXBp1IB7hVz7pilkc/9aa4dr0LcD+faMUswgfvv1B+v8bKI5PODPvl1BxCJQmvjfixx2/0GeA3YFN6h14AHClmWSexDLfoJfTV6F+SF4d/LZ0j5rwRGgY+gZ5m5FX0iY3Oxy5amrC5iF5Mh4Ivh/zeFn/8cegacDwAr0S82RwB3CZT9m+GybU86z11x25Ry+f8F/WLTgn5h/wp6ttULSr3sWfbpCcJZq2bCPgD/DpyBPiH5FODX4fI2z4Tyz+WfmXSdnYJ9n/R1e7x7KHo2uvbwa1eG36sP+Oti7/8EjldB7hVz7JhN+v40l45XhmP4BHneD+fSMaMA99+pPl6F3uEz0YOadD9nxm1Xjj7ksC/880PAW+wvLFy2mzKU//qZUP5w+T6BHp2PoLf0bi12mfI8X74ffl6Fv4+jgB94ElhZ7HKHy5bpPL8pbptSLv/3gYPhc+QY8Ahw3kwoe5Z9eoLEG1JJ70PcBX8Ufa7uL4DlM6X8c/1nplxnp2C/J33dzuUeil4xfyr8HkeBLzHDUnmH96Mg94o5dswmfX+aS8crwzHM+344l44ZBbj/TvXxUuE3EEIIIYQQQghRZNOxDpoQQgghhBBCiBxIgCaEEEIIIYQQJUICNCGEEEIIIYQoERKgCSGEEEIIIUSJkABNCCGEEEIIIUqEBGhCCCGEEEIIUSIkQBNCCCGEEEKIEiEBmhBCCCGEEEKUCAnQhBBCCCGEEKJESIAmhBBCCCGEECVCAjQhhBBCCCGEKBESoAkhhBBCCCFEiZAATQghhBBCCCFKhARoQgghhBBCCFEiJEATogCUUh9VSu1WSvmVUlrSz33FLp8QQggxWXKvE2J6SIAmxCQppa4DvgO8C1wOXAXsCT99O/Cz4pRMCCGEKAy51wkxfZSmacUugxAzmlIqcoNaoWlaKPzYPOBt4Cuapn2paIUTQgghCkDudUJMH+lBE2LylgI/j9ywADRNOwQ8C2wvWqmEEEKIAlBKlSH3OiGmjQRoQhRGR5rH2oH66S6IEEIIUWBl4X/lXifENJAATYjJCwF1aR6vB05Mc1mEEEKIQjuB3OuEmDYSoAkxec8BVyiljJEHlFLzgVOBJ4pVKCGEEKIQNE0bQu51QkwbSRIixCQppc4EHgYeA74BuIEvow8JWaNp2tHilU4IIYSYPLnXCTF9pAdNiEnSNO0J4HzAhZ5m+NvAa8BpcsMSQggxG8i9TojpIz1oQgghhBBCCFEipAdNCCGEEEIIIUqEBGhCCCGEEEIIUSIkQBNCCCGEEEKIEiEBmhBCCCGEEEKUCAnQhCgApdQ8pdQ9SqlepVSfUupepVRTscslhBBCFIrc64SYHpLFUYhJUko5gFeAEeDvAQ24BXAAqzVNGyxi8YQQQohJk3udENPHVOwCCDEL3Ai0Aks0TdsPoJR6FdgHfAz4jyKWTQghhCgEudcJMU2kB02ISVJKPQrYNE07LenxJwE0TTujKAUTQgghCkTudUJMH5mDJsTkrQB2p3n8dWD5NJdFCCGEmApyrxNimkiAJsTklQPdaR4/AfimuSxCCCHEVJB7nRDTRAI0IQoj3VhhNe2lEEIIIaaO3OuEmAYSoAkxed3oLYvJfKRvbRRCCCFmGrnXCTFNJEATYvJeRx+bn2w58MY0l0UIIYSYCnKvE2KaSIAmxOTdD2xSSrVGHlBKtQCnhZ8TQgghZjq51wkxTSTNvhCTpJRyoi/eOUxs8c6bATf64p0DRSyeEEIIMWlyrxNi+kgPmhCTpGnaILAd2AvcBfwIOABslxuWEEKI2UDudUJMH+lBE0IIIYQQQogSIT1oQgghhBBCCFEiJEATQgghhBBCiBIhAZoQQgghhBBClAgJ0IQQQgghhBCiREiAJoQQQgghhBAlwjQVb1pZWam1tLRMxVsLIYQoYS+++GKnpmlVxS7HdJB7nRBCzE1Tfa+bkgCtpaWFnTt3TsVbCyGEKGFKqYPFLsN0kXudEELMTVN9r5uSAE2ImSgY0jjSM8yRnmF6hscYDYSwmAx47WY8DjMVTiuVLgtKqWIXVQghhCgZmqbx3okh5vkcGAxyjxRisiRAE3NWKKSx82A3T+49xrNvd/Hm0X6Gx4JZXqGx3t7BeWUHWWd+jyZ1jIpQJ6bAEIQCYLaDswo886BmBTRuhHkng8k6bfskhBBCTLfD3cPsOtSDfyzEklp3sYsjxIwnAZqYcw53D/Gj59/jly+10d7nx2hQrJ3n5aqT57G4xk2D106504LVZGBkLEjw0B8o2/8rqg//FufIceiFfs3O21odL2sVYG2gssxBk1tRSQ+GQy/A7nv0DzM7YdE5sOaD+r8GY3F3XgghhCiw0WBI/zcQKnJJxLQKhaD9FaheLo3RBSYBmpgz9h8b4LbH9vHAK0cA2Lakmr+7cCnbllZTZjMnbjzYCS9+D166C3oOgtGqB1iLzoWW03F4WzC1D3Do7S52vNPFc+90MXQkSJnNxNnLarh0m53TLPswvfMovPEreOM+KF8Ap/8lrL4STJYiHAEhxFwQDGkYFDIcWwgxtfoOQ9fbEBzTRwyJgpEATcx6XQMjfO3hvfz0hfewmox8ZEsr121uocFrT9342B547lvw6s8g4If5Z8AZn4NlF4PNE93MCKxs8LCywcONW1vxjwV5Zl8nv329nUf2dHDvy2NUuqxcsuZGLr/671ne8yQ883W4/8/hia/AGZ+FddeCQVa6EEIU1q9fPUKdx87J88uLXZTS8uaD4GmAujXFLokQUS+9182hE0Ncurah2EXJn6Yl/isKRgI0MWtpmsZ9u9q46f43GBgJcO2pLXxq+0IqXGm64dt3w5P/CnvuB5NdH5J4yp9B9dKcPstmNnL28hrOXl7DWDDEE28d596XDvPD5w5y5+8PsL65lms3/YQLHXswP/NVeOAv4KUfwEVfg/p1Bd5zIcRcd7R3uNhFKD1jQ9C5TwK0UjHcA72HoXZlsUtSVIdODBW7CDNL5z44+gqsvAxm8SgBCdDErHSs38/n793NI3s6OKnJy79etppFNWkmLnfug0e/rAdmFjds/VvY9AlwTLzl2Ww0cM7yGs5ZXkPP0Ci/eKmNu3a8y1/c/Qq3uK1cf+o3+fCaF7A/fhPcsQ1OvhHO/kewOCb8mUKIIhsdgv6jULGg2CURYmZ45wk9wVb1MpmfLXLXsVv/NxQAozn7tjOYBGhi1vnd6+187hevMjQa5AsXLuPDp8/HmJz2d7ATnvgX2HknmB2w9bOw6eOTCszS8Tos3HD6fP50cwtP7jvO937/Ll99aC/fdVTxiU13c73/R1heuAPefhwu/x9p2RVipnr3aRjpB09jSU+WD4U0DnQN0lrplDlqori0cEIRGR43803ntUQZgSCEgrM6QJMJMGLWCARD/Mtv3uRjd73IPJ+DBz+9hRu3tiYGZ4FR+P1/wX+t04OzDX8Kn34Ztn+h4MFZPINBsW1JNT/48Mnc98nTOKnJxz8/dpSTd53HQxvuQBsdgO+eBb+/Vc+KJISYNKXU3yml/qCU6lNKHVdKPaCUyjieSil1h1JKU0r9Td4fFhjR/y3xyubbxwfY3dbLu10yrCpZ7/AY7b3+YheDgZHAxF885ofh7sIVJkcS6otkh7uH+NWuNoZGczifB7vgtXtgZGD8bTMEg/uPDTA4mb+dEiMBmpgVOgdG+JP/eYHbn3ybq09p4p6Pn8rCalfiRm8/DrefBg//AzRtgk/s0OeAuaqmtaxr53m58/qN3P/np7G8royPPuPiCvXvdDVuh4e/CD+9Gvy901omIWapM4FvAZuB7UAAeEQpldIao5S6HNgIHJnQJ0UqDf7eWLBWQvr9Y3QOjETToQeCeTQETaLCf6zfT0ff5IKePv9YfuUdz2BX2oefeOsYzx/oAk1jtKedX+1q40DnYOE+NwftvX4e3dPBkZ4JziHc+1vY/2hhCzVVZkoP7v5HoPvdYpdiwvYc7WN32/TXKdq69XO4b1gPmh5+o0Mvx8Dx1I0jx3egI49PiDWGjQSCvH7k/7P33vFx3HX+/3O2F61WvViSe29xXFJc4thxekgCJByEeqGmcHQ4uC93hADXw4+7EEggwAGhhBIghRRMElJsJ05zt+Uiq3ftrraXmd8fs31ni4oll8/z8bAlzczOfHZmdvb9+rybm5ePaX+2iyLLqcm1aFjNcZvmyXIh0ARnPAe6Pbztf1/k9fYR/uvm8/jW21dgNqTFs7s64Nfvh5/dqJaCfc+v4b2/gdpF0zdoYGVzBQ995EK+997VdIdtrDnyAX5f/ymUo8/AD7ZC/6FpHZ9AcKajKMqViqL8WFGUfYqi7AXeD9QCG9K3kyRpFvAd4BYgMqGDtr0ArU+Xtm0kAINHJ3S4UvnroX5eOjqY/DsQiZX2Qk+3avAPnxjXcXccU9uQTIRnD/XzyonhCe0jg46dmourB16hvudZGDhE9PhzWP1dtJ1igeYORHhyXy/B+PVwByIZP8eMfCZ6EE5vrzMBF3Tuzlnc5QqgnOYec4AjfaMcGyjBMzXJZJ8ZfzhK74l9cOJ5KaqK1QAAIABJREFUcHedkmOmT+TI8hiuzf7fw7H4xEbvHrU+gadzkkc3NoRAE5zRPHu4n5u//zKKAr+7bT03rWlOrYxF4IV74N510PoMbP0q3L4TFl01fQPOQpIkrl7RyPbPbeYfti7gix0X8QndvxD2jsAPL4NDj0/3EAWCswkH6vde0iUkSZIB+CXwDUVRDo5/1+mh1CV60Dp2Qc+bEPSM/7BjJBJTjZYTgz76sz1b3gE1zCjdgx8ajf9Ux3h8wMtocGIaFlRjLaepcSyS46lIGMAD3lPvlbSEBjDE/Mkwq6rhN5GipzYU9PiAl1A0Rr9nar2unmBkTOLi+ICXQ73F79Ox3RvFPWj7utx0jpw+4biBcIyXjw5yfMDL7rZhjg1MnoCfVC/xaYohGj9fkQD+cJRQND5RNB5nap77d0+ni9dODvPonu6xhTwGXPH9nh65kUKgCc5YfrbzJB/+yavMrrHzhzs2sLwp1aeMztfggUth+10w/zK481W45PNgtEzbeAthMer57BWLeOT2DZywn8cm91106FtQfvVe2HX/dA9PIDhb+A7wJrAjbdldwJCiKN8rZQeSJH1MkqTdkiTt7h8YnFDOUiAYQlYUUEr0Zp18WW0KOwHSDZYd2Z6txIxxeghSwkiRVHNhb5ebF1pVT1y/J0gkj1F5oNvDH9/MP0v+zIE+njvcn7mw63XVU+HP9ZaZQsMw2pt3f6cKXWxqctIO941OyXEAXP4wzx7qp7W/dK/K3i43h3uLj3HAG2JgdPLE5rEBL6+dHH+IbTgqMziJ4v5w3ygD3hDH48IsKTAmgcf39kx4H+5AZGI5jFPIMwf6eHLfeD7TuWpOSlt2YtBHZzy8Mkeghf3qvzMAIdAEZxyKovDvTx7iq3/Yx5ZFdTz88YtpcMaFV8gLf/5HeHCb+iX/7l/Aux+CipbpHXSJrGh28qc7N3Lj5rVc4foiOwwXwJ+/CE/907THQwsEZzKSJN0DbATeqSiqIpIkaTPwIeDWUvejKMoDiqKsVRRlrcnuVHOWtDdM/e7tz5mNjckKb3S41BynEmZqB0ZD7N67D//JV0sdqiajwUyDRdvATBuPnPCIpAygSEzGH46y4/gQb7S7NI9ztISQqpwwy2g87yotTC9xauoGdkLbi0X3eaaS7k0wRLwYRk9deFXivLv8E/eEajFmgZB+/w8eLa1QRNFdKkRjMq+cGOalo4PExhLuVgK+UgpfjIMjfaMTGutzh/vZfnAseVyTjLsL9v0egm70odLz3iIxBXcgDEAwElPDE4s+F8d2noKRGJ63/giHn0gt9A5A20tj2s9UIQSa4IwiJit85ZF9fO85tRjIAx9Yi90c7xZx5Gm47yLY9X1YeyvcsQsWXzu9Ax4HFqOeL1+9hO99aCN3xj7DL7kSdtwLv7tVrdAlEAjGhCRJ3wbeA2xVFOV42qotQCPQI0lSVJKkKDAL+HdJksZmIWcXPGiP5zl5B+DE36Bvf8bqmKyApMMTjJQk0BJFI7zBiRmGCRFg9XdjDLuywgw14owGDsdf6MkIiYvGjUitECJFUYqGz0lyOOWdkuWcXLxYJMxTezrpnWCBkSll5CT0HRj3yxOnrL7veWx98Zwn78C48/8GvSEGvaG81yJjuadH7UumKLj8YZ7c1zOp3qGSiEXUkN8Tf8u/TdgPcoxuV6BgIZVX20Z4fG9PMpdP1joHcmzME5+Jc1bX9wIOT/H8UUVR8nqZtTjY48kNJR05CQNHkn8OjIY4Plk5ZYGRVBizBoPekPqMKpW+fWqIYOszVHQ/X/LL9nd7aO33Eo7JPLW/l70HD8C+3xUumKZxTbOXpP/9YusgR+KeakVRVBHY/rLav7IYnu4pnyQXAk1wxhCOynzqV2/wy1fauWPLPL5543K1hL53AH57K/ziZjDZ4dan1OqMlvLpHvKEuHRRHX/85GZ+UfVJvhm5BfY/gvKzGzXDfwQCgTaSJCWKf2xVFCW78s59wEpgVdq/buDbwGXF9q2XQ9QM7FSNNimr0a4nHt4XDarVxQ605d+RUvyLf7wF71z+sGaZ66rhN6jrzzNznG74VMxSf9pLr3YbLcED0Ni9ncaeeFL+0WdUw9yXKmIS3vt7qtufYH93Cfl5x/4KJ3cU3y5JkZM53pPd+Sr0FxZoJ4d8qsE+2ldQmAfC8XvixPPQ9VpqRd8BOPSEKi40KgsO+8LJgiMvHR3kpaODHOkrwZhv36GefzlGa7+XUFRm0BvO3a4nXkBhEogBnoSAkhV63XHBFdM4boLDT8DJl3i1bZhX27S/C2OyQk98XzmXUo6pVfoA9j+S6U0pgcQVM0Y8lHsOa28UdCcnZN7qdPPE3p4x5fvleNA6X1ULV8R5+dgge7vcHBvwMuwrcK5K4eh2OPJU3tUvHR3k2UP9edfnUMKzTIvEM8qbKJLT16au0KogG41P2nS/MaaKuelez78e6ufRPSUW7B3tVcPLi3y2Jxsh0ARnBIFwjI/9bDeP7enhK9cs5gtXLla/Yt94CO5dCwcfhUu/Ah//G8y8cLqHO2m0VNn4zW3rGVn1Ce4Mf5JYx27kH189LbkYAsGZhiRJ3wX+HtV7NiJJUkP8XxmAoij98QqPyX+oVRx7FUXJY32l0McCmENDaoU0nV5zm5iiEIjEiGUZaJ0jfhQp8RWctu7gY6rh4epQC3ZEAjBwhIpjf1S3HGP00/NHBnjmQIkhT1rCJPG+pPGZC07XAZo6n+DJfT2EozIvHx2ktW8UiTRDLm0GP9sjpyglhDr5h1OCGNTn4yTlmXhDsZI8CKX0ehr0hnizw8Vb+/ex/+XH8Pdk3mLpb9MVCKeERDr9ByDiVwVt5241fDaN44O5xTyyjXipkEBNuwc0txo8opYgLwVZ5o1XXmBvu3YYcEe/iyP9o3hDEQ70eHilbbg0b403v2A4NuDlz6+3Yve2IckRGjsew+ZrT53b1mfg4J9SL4jmemhfOznC7jziL/tWtHdkeomiMVn1RPYfhFiUjmG/5uvGRdZO9nW5eaFVo2Q9ajgfvXszPG+A6ql2tedsv6/LzVCeXD1TaKho7mvHsF8tEBNOFU1JeC/HMt/xeke2ICvwYm+fOmGQ5xg2XweGntdT0QzpLx1LGG5CBEb8qvCeojZIQqAJTnvcgQjvf3AXfzsywL+9YwUfu2QeuDvhoZvgj7dD3RL4xItw6ZfAYJ7u4U46FqOe/7xpJYu3fZD3h75IeLCN2INXqWEPAoGgELejVm7cDvSk/Rt7I+oCBCP5Z43T80Fc/nDSAN3b5QYkdbY8fdY5GlSNoY5d8Z27M2bPc5Bjk2L97e10J8N/QBVGJYc2RcOqmOzPLYJZ5j0BKISiMkO+EAPeEAd6tL1i/aNBDvZ6GBjNNJorXPsyNzz+nDqjnY+2Fwu3Ohijh6yQB8EbinKwx8MzB/qKirRE2W+3200gEqN7IFO4KNkBWrEC3oF4uHsgGMgpJ57wYBrCHpo6H2dopIQiG4qMPxQlEpNLvp0GRkMc7S9QOGT4GLH+gwye0BZ0wXh4bSgSS+bFRWMK7kCk5DysSCTCX/d14PKrIrTbFaB2YBcVrv0YI+rYykbTQkTDGt7EaEi9f+PCpXPET5crwLAvnCNagj43urTrYgilcjBD0RiP7+2h25WYHEi9hzF9QuWYtmdo3+/UdSXw1P5eNTw5+9nR8yZ0vJKz/bEBLy+mteEgFoFIEF0sTO3ATnXSKA9RWebEkI+XjubJx42Fi0f+xD+TOjmiCsISb8Iel5+X08edRuXIHgzuNtVezH/g/Ks6X01+zhRF4cVDXfQfewOOlx66OREMU3IUgWCcjPjCvP9HuzjcO8q9t6zmmuUNsPvH8PRXVaPm6v+EdR8B3dk91yBJEnduXUBL1Xt5/28t/Mj1b1gfvArDh/4ENQume3gCwWmJoihjjlVTFGX2OA9WdJOdew5i952kbtkW9SUJr1RcoMmyQtewn0anBYM++5mW+1Z63AHqTz6GztEAczaNa9hE/NDxKm2euZSNBllYDcTCHOrxcKTfyzZnFHt807yl7iM+etwByoJv4qhbkgyxGyuBsPo6f0SmLL5MAey+djLev0/bIMtAjqrh70E3VM1RDc4JEIrGMOp06HSZ1yFdgIeiMjbTWPaaec8kbqGY3oI+FtQ0xuV4fp9ekojKMvt3PoVu5c2snlkJ7btSGwZclPnUSTxLsA9Znockqd8lOUcfbEVWFA70egiXD2MwGksa/cvH1Oswv86Rs659yM/RA92Ua7xPUBtyJ7wYspK6usFIjM6hID17urlu5YyM14wGI9gVBV3ae/AdfJry9i4OWN/B+nk1AEhpRWYkSqjgnvDgDh2FipnJxQnv1OXRKLZ4rnt1118x5/G+JCZqhn1hZjiMap5T/KKO+MPUlJU2gVxx4jFw22HFTbkr5Sh1fS8QNlXgqlyRsaqgWC5C2ehxYnoz0KQuOKB67Bt7CggrWVbPXfzyhqIxyAokaOp8HEu4DKwmDJHlRcdR7kn3+FUV3b51wMtIVeq5NJZ8v5LoeRMcjckJg/ZhP3UVuff7qeDstmoFZzTDvjC3/HAXR/q8PPCBtVzTHIaf3gCPfRqazofbX4YLP3bWi7N0bljVxOdvfS8f4mt4vD5iD16ZdPELBILpYcQfzmgsPOILp3mB1C92a6CHmsFdWAO9HOpJeDTipmPciOscCdA3GqTLFUBWFHafHKZ9WDtUb8gb4pUTw3SO+OnoOIHXN75+TNLQUQi6aOz5C5Zg3FM0cIjIW78BIBxVxxaKxthxLDVDnvDaJLw+Xa4Ah/tGaRv08dex5KwUoaDY0woBTKfrNdXAOv4sHHqs4Kb5SsNbggPoYmGe3Neb2ZZgpC3n+O3Dfg7m8Q5CrkyRJLD37aZsVDt8rLXfy+6TwxxJC1k82u/ljQ4XIJFwMiV7qLk7Ui/OELESj+7p5tCBPZmFphLho2nejQFfKH/+FhCOyciKUrBAhwS80TGS9o5zd9TlSt3X6dU8Y7KCFH9d+rkMR2X+eqiftqHM+1wf789XzOP24tEBXjlSuDlyf193cpIgnUgJxSEUReFk1tha0wTTruPxczx8XPXWRcNqGHN2JEy6N33vb3N7JEZDGCOe+KRFJol8zbLRYxgiY3seON0HqRp+k5isXeBHVpTcdgW9e2AgO603PzmecFBbjOSZ3PJHopk34WgfxLLEcfweTt9FXd/fKHfnj1BXFAV9NNfLmXP8UJTwUHtyDIn7EkVWQ89PMeeOZSs4oxj0hrjlBzs5PuDlwQ+sZov7j3DfxeoX7nXfhg/8CSpnT/cwp4UL51Zz10f/jlt1dzMQkIj9+FrNkAWBQDA1mFsf52BPKtTp2KCXk3mEVTpK0vjIFDuKoiTD1PqOa4eHJRpOewJR+jxBju0aW7EDLYzRVPhXOCYjyWGODXjpGPZnFv5QYvS//HOqBnczGozydFqO21ud2mX3AUIFQkFLJj3/I7vAw/DxzL8T4WzxBrSD3hAj/nBOef9oTE56gxIkrky55wg1AzuSr0+OoXO3GgKVRiQmj6n8ejiqYPJ24XTHjdyssLZEyKknzWOTDDv1dOGOh/VJyDmGfM+hHRmhePqoD9+JXdC+I2nzVrX/GY48mSHspCKe4D2dLg71jjIw2F96/z60BFTK8G7btyN+52cKuXCaNyThiRoNRjOEgj7u0VSCHs2iKYn7djQYZdCV/96MxmTah/0Z94EuFqap8/EC74qkSG4b8qstMyBp0I+mTdpE5Xg/tsQYQx41jDnrHsoWXifbT3A0vV9d127NcSSOLclRnO5D1A6kiuY4PGpRlzfaR1LVH4Oe5GcpXZA9tqeb1/bmCqn2IR8vHR3MbEReiic7g1yh3tT1JCOtOzTXHej24E8I5pAX2l6ArteQFYUhbwhvKIot0M2M7swiJ8bIKI7RwhU2qwfztCtJ81of6PWwpyv3ntl9YgD/nj8W3P9kIASa4LRjYDTEex7YSduQj1+8s45NL90KT3xeLf5x+061hP54q2ydJSxvcvJfn3gnHzd+k86wjdj/3aDmZQgEgilHJ4fRxdR8lcNp3o5HXyvWVDrhQVMN0T5PrhfHFBxK3zL1SinzZ8Q/Qsw3uRVedXIUXyhK32gw4/hl3pNEZbAG+9QQJvfxvPtI561OF5IcwRgee5J98pHf+kxqoZwlhrpeT4arKYpCl8ufNPK9oShtQz6ODXh5qyNudCkKLx8b5C8HC3v8EsLV5mtXc3ESRlxUexa91x1UZ/bbdxIZHWBflzsnTwzA3Z8yxhu7nkJ/+DF0wVS+mFRgdj8ak5OTAM7hvTk5d12uANagKpwrXPuwBuIi2p/mBYxFM4o65CMU8GZ4OfzhKJFDT9HU9SS6WJjjA97khEEGSmLiQUqKDEVRcsr32/ydKY+cpL4i7eU5v7cN+ajvfR6HpzV5X1R2Pce+XdtxedLD/NSVhqhG3lmWmEvsPj1EzhjJ9YZm69f+uKdcK7TO6jqS0eg8GInR6QoSk+XMnC5FTvPoZNLa71ULxiRI89o6XftBUXD7I+xJTozEpa4SJSbLDIwGKfccwRDx0j7sZzgu6ml9OvOzlEag/zhRWWb3ydTzJBCRkeQIct/B5EmIyjIHejzJXMIE7cN+9nVpfca17+fIYP7nRzgW9+glPushD10jAU4M+ZLFcCQlBkOtNHU+jiTnhjK7A+GMoiCvtY+gi08uxGSFkfQiOkF3bv5f0quZGn96xMSpQgg0wWlFvyfIux/YQZfLzxPrW1nzxHVqJaLr74X3/f6MaTg9FcyvK+Pe267n09Z/5WikBvnnN8PhJ6d7WALBOYlOiXBiyMdomiGQDBnMIT7rn5WDlggtyyYclXFlGQRaU1RvPPtblHgIkDHsJvLmwxjCnngYULz/ma8Lqz9VXlrSqGJXbPySkmtgl0rN4KvU9ac1nNYoPuDTKE4ix/tzFSV+Ln3hGD3uIHs6XXQM+zOqQxpifjjyFEM7f8Gg21davy9FpnJkr1rARY4Rjsl0u7XP3euHjxEM+MDdSfdbf+XYgDcjVFUtnAKGqI+ErtEpUWRFoa0rT+nvrHy0cFrYnSmkiq5ogfwbu1cNpfNHohk9waKyTNuQT7M1goQEYT97t/8ir0ei3HOEvV3u3N5dGTuSONrRxeDICG92uHh29z4kTUGiZNzXrvZ9KQ9WLJLhzTJEvZR7jmQ02w5GY1SM7NUeQ/yeTYbMdu7GE4zgj0R5oXUgGeI6rno70RCjo6Poo4Fk/ls4JhPpO0L10OuA+nkM7vkjnQMjaohqmie4wnWAht5n0SXbC5RWZbPM24Yp7OK5I7mfU0mJ0TkSKM2Tn/1a4M2OTM+RLxzF6T5M696djPSogmrQq7bw6BpJHSMSk+kfDRJM+0x1jgSIFggTzRdeDGpFzT+91Z1634qS4VlNoItXFtVrtGho7fdqNO9OhdEeG/SmisGM9qjVITM2zSnfMyWIIiGC04Zed5BbfrCTsKefl2b+ispd22HuFrjhu+Bsmu7hnZa0VNm4/7ZruO0HJv7F888s/9V70d30ICy7cbqHJhCc80hFv9jTPGiuDipG1NCiiKykzYjDwV5Pcoa+1x2kPr5cHw2QbVe/uPcw1YOtWIL9eKrt1A+9QNBSjyXYR1fztVSNvJk5Ak8HGLVNgQrXfnx2tQ9awj4yhYaxBAc0PUIZKEqGEERRQJIwhTMrCo50HMQbilJhNeKJN+FuH/YzJ15swxBJeUSODnhxmA0sqHdkFIrQIl2E9I1qCKnQKN5QFMkURcGQOVYNpLTcIM9gB0c6XYSNCtSDIeKjvu+55Pq6/peIxWvNKPHXpZ8tfZpXJT3nyR2I5LXNY8eeQzd/q/bYUNsTHCwkkuIc6PYwYHShi4VRFIWBUbWZtT4t3FYfDRAzWAHo7FfFnyXYz2i5VkEq7fugYmQfdl8qv6q+72+09YG3chk1I/txBiwUqy3pdKeqguo6d2luk23cp18nJe0eqR3YSdhUyT6vm5ZKG/XllmQIqbc2Snd8ckTL+C/KwUdRTg7TAESMDoKRIHs6g/HxqPd0mbcNlCCGqCooFUVJFmwxB9ViJIaolwrXfnBY8h5qLA2qNb2acXafHKbRaaGpwpax3O5twxLUbsuRmJg51D3C0soInT3qZ2Y0FIX4brQqmQYisbiH1J48tsvdh8Fck1xv8OeZzIoE0Bt8oKgHiPpdeIP5w4j1sdLaayQ+g8GQ+nPAG6K6zKxZiTaBOZSnSuUpQgg0wWlBtyvAe36wk8XeV7jX/gDGHg9c+a9w4SfOqSIg46Gu3MIPP3EFtz1o5PODX2XNb/4eKRaGle+a7qEJBOc0jtFjuMsXaaxRsn4CHbuwx0MUs8Nn0sOnEgULggEvDb1/JXvu2dqZaj6dyN9IGFzjCS1Mjjg+1ERuS36/m4rdd1I1NuOUew7jcS7O2e5Y3ODs86T2aIj6kEyq8Vrf97eM7UdDUUZ8YdWY0qT08Pd087VqOOXJK1aF8si+zDwgcyi3F5X+8GNg1CNHQkhyJDkqrRCsBF2uAFSmRmUKp0T6G4ePYfBrV7VTkMZUOTMck7GER4jKinpMUvdYmbctVUlvzgfY2+WmNmss2di9bQQt9UlRB2SIs3TKXQeQAV8wvzdUUmTq0q57fe/zSPWlmav5wkJNYVfyPRTLEzQHBwiZU+c6GJGxmmRKKdBpjGhXUjRERjMsbk8wgsmgw5o2OZKeNyYrqjexzJt5HodHMkWCKkgqNY+Zr+1DwhPd4w5SX27JmOxI/8xmk/CUKyiZuWhxjGEXrf3aAlJrPseQ5kXVRbRf53QfwOk+ALXLCUSiHO33aRZtSVxTe9b5OjmkHqNy+K2MyR5QezSezgjLVzDtdI74ed/9f+Oj3vu5X/oWRkcdfPRZuPh2Ic5KpNJu4oGPbeXb9f/KDnkxyu8/Bq//dLqHJRCc0+hj2iGL5tBIRijWvi53hsenFFqPjN24MERz842CYZnXTqZ8GSP+sGahj10nxjZ7nO4lAjCHSs+Pq3Dty+0JlsaJIbWs/2gwghIpJhWLISHJmWLhlRNDOQVNEp4QLbSM2sNx78ywP8yM7qeTnhm7r3A4aHqRjuyqd9EO7cIG4ZiMu9SedYA+6kdSYhnFUhK5SZllzouji4WocO2nrj8+MaAomHpfz9oqJQAS93m2p8rmUwuVJN59utBJzyHLV0Y9sVwnF+gdVwLm4AA1g69Q4dqfvIc7RvxJj7bWXbm/O//EhzEyiiRH443ZU+ehtd+brLqoxevtIxzo8Wjnz6VRNfwm+mgAfdSHIeLN8DpmetBSxz6a5oVrH/ZrVm0sRjTLO2eI+lP3QB7S721dLIwpXPozYffefezv9uQNR04Iw+zpmcR9ZvN3YopkXqdEqLEW6eHmwYhMKDoOz+oEER40wbTSMeznU/c/yndC/84K6RhceBts+xoY87v4BdqUW4w88JHN3PaTfyPc9VUu/dMn1WTXCz463UMTCM5ZzOFcYVMzqIZrBayNAARPvkq2SVuI2L4/4HQXL2Vfitl1fDDTAGwf9mcZwepezKMdYJtVfIeKgtN9QA3pSsMUHsmZ3Z4ICc9P486HqbSbOBA3dpeGn8BmMmTknGnR6wkw6A3R6P2L5vpjA5litrFne8422QZfOtlC4mCPhwvnVKvegElHYthXOD/PkBb61dD7LCOVK4vu1dzxN6AhtUDJNVIThUh0cgh91IckxxjszSxxrpRQ1EsfCyIpMsN5eu3lE+wJAzwh/PJ5sEqlZlCtiGwJDmL3deRuoCFmsquCZlNI9Pa4AxjyTOSk73f3yWGsRr3mdjo5pCmO0s9ZmfcYUUNZzjbDvnDReycbXyjKW50u0hNPdHLhfQx6Q2BKhVOWj7aO6Zilki88sxSisowE6HW65PMFVHFoyaqSWmoj9YkgBJpg2jg55OOe73+fByPfptwIvOMhWHLddA/rjMZuNvDArRu546ffItz2z1zxxOfVfh0b/mG6hyYQnJMY8lT6g1wvkxZaHoOe4eK5RgDBSKZIKeV42XZwolR7ITGSjinsyhFnCTT7IE2QHncww2YeDUaxmQwZBpYWnSP51yuSVFQQlEJGrzANcZPn6JQUpjlB+1BXINQywVBfN7WBtuTfVUOFpxEaep8DINtUT7YRKECZ9yTlniPkG1VXgeuVn1LDXXNPppb3+8l9vdSMowl7QjRq6dRi92k6+YRgdtEeLTTF5jjRbsVQ/FybwiM5OainC95QNFkYZVVLRcY6LdHX65mo5744In5MMC2cGBjlz/d9nm9H7sZaOQP9J54X4mySsBj13PfBi3lk/rd4NHYRPPNVeP4/xlmeSiAQTIz8n7vxGiulGgeerGT69PCn/GSO15punJTwDKkdeLmUoRVltEAhgGzSz4dJP3GzppAxO5qVH2gI5xfL3WlhUlXDb5QUJmoN9JYwwkzhrhW6WoxS7oWM8u5k3QuTTLHQxOFSKniWyLAvzIB37AZ2NDg+75w5NDhhz14hqoZyK6FONcVCMc8k+qZAfJWCEGiCKedYZw8d993IJ2K/YHT+DVhuexaq5033sM4qzAY9//O+C3hmyTf5XWwTPPtNlO1fFyJNIBAUpNAToqnrz1M2jvYSyoPn40CBnKCJcmIoUwzV979Q0uvyCa9gVk6NOTSUN3cxncxiDOK5rk3+85IoHgHFm3MnaOh9dkKjCZXofevXqjpaAP0E8+7GjrjfpgIh0ARTyrGjh5F/eAXrlTfo3/h1nO/9CZjs0z2ssxKjXse3372GnSvu5qHoZUgv3oPy5JeFSBMIppCSwgrPGE7/Z0cwGsM/jjC0qcBYoBKiYPIp92j3bstlau7r0/W+HCtO18G0nm2CU4UQaIIp4/hbL1L+8ytpZJC+t/2cum2f0g7KFkwaep3Ev9+0ioNrvsaPolch7foeymOfhQJNIwUCweQxnvCz6eQR/eScAAAgAElEQVT0l2CFGUtOz1RTrMqdYHIptWBEojCIoDQkZBp7npnuYZwyThfzSAg0wZRw8uXf0PjIO4hiwPWex2lac810D+mcQaeTuPvGFXRd+M/cF70e6bUfofzxDpDPjtk8gUAweUxFdTKBQCA4XdFsbD8NCIEmOOV0PvltWp7+KCekFuQP/4XmRaune0jnHJIk8f+uW4pv41e4J3IT0lu/QP7thyFWeu8cgUAgEAgEAsGpRwg0walDjtH/60/RvPNrvKi/AOdtT9HUMnu6R3XOIkkSX7hqCabL/pFvRd6D7sAjyA9/UO2VJhAIBAKBQCA4LRACTXBqCHkZ+dFN1B38CQ8bb2DBnb+nqa5mukclAO7cuoC6q77Iv0Q+iO7w48R+eYvaK00gEAgEAoFAMO0IgSaYfDw9eO+/gvKOZ/mO+eNs/uQDNFbmdrAXTB8f2TSX+W/7HP8Y+QjSse3Efv4uCJ9ZxQwEAoFAIBAIzkaEQBNMLr17CX7vUqShY/yz/avccufd1JdbpntUAg3ef9EsVr/903wuchvSyReJ/fTtEMzfdFUgEAgEAoFAcOoRAk0webQ+Q/SHV+Dyh/lyxX/w2dvvpNZhnu5RCQrwrrUtXHrznfxD5JMonbuJ/uR68A9P97AEAoFAIBAIzlmEQBNMDrseQH7oXRwO1/K1+u/wzdtuobpMiLMzgRtWNXHde27nzuhnkHv3Ev7RdeAbnO5hCQQCgUAgEJyTCIEmmBixKDzxRfjzF9geO597Z9/L//fRa3FYjNM9MsEYuGp5A7d++A4+xZeQB1sJ3r8Nho9P97AEAoFAIBAIzjmEQBOMn9Aoyq/eA6/czw+i1/D40v/gfz64EYtRP90jE4yDC+ZU8fk7buez5q8RdA8Qvv8y6Nw93cMSCAQCgUAgOKcQAk0wPkZOojx4JXLrdv4pcisn136Fe/5uDUa9uKXOZObVlnHXnR/hy1X30BM0EP3RtXDo8ekelkAgEAgEAsE5g7CmBWPn+HMoD1yKf6CND4W/QO2W27j7huXodNJ0j0wwCdQ6zNxz2018Z/Z97Is2If/qvcR2fH+6hyUQCAQCgUBwTiAEmqB0FAVevhflZ2+nI1zG9aG7ue7t7+XT2xYiSUKcnU1YTXr+84PbeGrtD/lLbDX6p75E4E+fh1hkuocmEAgEAoFAcFYjBJqgNMJ++P1H4el/4m+6dbw9/HX+6QPX8XfrZk73yASnCL1O4kvXr8b/9p/wE/lqrK//AO8P3yYqPAoEAoFAICiISaS8TAhx9gTFGT4OP7oCZe9vuVd6N59TPsePPraFrYvrp3tkgingxtUzWfvx+/m64R8wdO/Gf+9G6H5zuoclEJwTyDrTdA9BcIowG0RBrdMRWSdaBAmmHyHQBIXZ/we4fzPhoZN8PPoFfmt7N7+9fSPntVRM98gEU8jyJie3f/r/8S+19zDiDxP5weVE3vjldA9LIDjr6WncOt1DOKM4v8B3kyKdXoKoWNp2lf3UiPOYECDnJHqdxNyasukehqBEhEATaBMNwRNfgN98kG5DC1u9d+OZuZVHbt/A7Br7dI9OMA3UlJn5xm3v4xfn/R+vxeZh/OMncP/u0xAJTvfQBIKzl3GIirDROe7D2UyGcb/2dECv07FsRrnmOlk39f05Q+bqcb/2VBnTIUvNKdkvQMQwNQIgYG04ZfuO5blPehsuHdNnK2Q+dec5m1HH/KLbOK3GkkW/ZRK8u2dqbYLmSut0DwEQAk2gxfBxePByeOUBnnHexOahL7Fp3Wp+euuFVJ6iGT3BmYFRr+ML79iE912/5Wdci3Pvj3H972YYbJ3uoQkEZyRh08SiESqsuc/koLXU8HPVgKpzWJJLFtaV0VxpG9dYFHR0NV0zrtcWImAZWzi91VhcZEb143uPYye/kWo3n9liOBu3cwn99ZegSPlNy2ITAPmEQTRL+A1XrR77ANOQClyXbE9r2FTJYM0FxAx2FF3u+Owa70kvSVPqsfU4FxXdZmZV6fd8ddmpt/UW1jsmvA9PefH3PVYc5qmfyNFCCDRBCkWBt34F929GHm7j6/b/x8f738E/XreSb719BSaDuF0EKtuWN7PtMw/yb5V3Ibs7CX13E8FXf6beQwKBYEz4bU0F11faMo2l2rJUiFqtI9eQyjdzHzZVZvwtSwZC5uqk4abXSRj0OhrKLVovLw1JoqvpqvG/HogYMz1gwzVrx7yPBXVlzK7OH+0RM9hoGacQLbcYc67JeGjJmqm3GqfGoA9a6k7JfhVJB5JET+M2zfVWo14zrLO6OnW/NuX1Xkzud0shL0nYnPk5CZmrCVlq825vMugwZL0xBfDZWzS3H6y5oPSBptHVfO2EBIlBV7oNV6/xDEh/7qQTNOc/N5roTMyptlNuOT2EUDotlbbTZuJEWNwCFf8w/OaD8MjH8ZQv4Ibov/KwdyUPfnAdH94454x1VQtOHY1OK1/45Kf4/QUP83psDpbH72Twpx+EoGe6hyYQnDGEzDWMVK0quE1TRcqYXFjvYFa1HUfciNB6NofNlTkiJz/q65fOKGfZjOLhWwFLfV4DPLXLTKHhs88qcPTc8RfzmBXyfiRwWk3UZBmUYVMlMX1x8bloEmb2EygFxipJEm7n0uTfSxrzX7PhqvNxO5dMypgCthl0z7iyhC3H972vZIUIposXrTk8R5qhXmkzUW030Ve/OWOb9JDGdIGZ2HeFNdfYH67M/7kqlP+Xfk2yKatI3Zv1Dgv1DgstVTbKs46vKKonu6fx8ozlMb21oNgrht6cf1IhW+DLkjFnUqZUsk9PvcOSVyKHzZWMls0ted+R8maq45/NUiY6BmsuxDD3Epwa13gsRA32oh7cfOJMPw19foVAE0DrX+C+i1EOPcGOOXeyuvMzBOzN/OGO9WxZfGpm2gRnB3qdxEeu3YDhQ3/ih8b3UHn8T7juWUfw8F+me2gCwWnPUPVaPOULATivORXqmDC0ZEk1SLTmxxLiw5JllK3deBU6SaK/fhML6tSwMLlyXnytkmm0SlLSILEZDUXLYo865uGqXJk3lytmSAnJdC+BrMtvFClFPCNlaQaTXpKosBpZPTN1roKWOnz20tq9DFedT1/9JvrqLwWUpMjNZqwz6IWKboyWF84N8ttmJH+XrPnDXYOWOubWTl5+l1LgmiQIlyzyVYJ5hMfSuPAvtxox6nVFw3r1WZ6ekLmKmF69t1oqbWpl0/iHQgFiegtmg561s6oK7tdVsSz5e/bERobXOOcDl7pHy2atSn6Gah1mWqpsmPS6HEEzv0713sr6TLHpqliesd3QGEM1pcrZyd/n1pSxMu250bJsfca2PU1XENVPUj6VxjOo3JK6hzwV6uTBrBLCKO2zUu+5lO0jxnIWL1jAgkvfl1ym5W3OFvXZDNReVPQZl/02A9bGHJE9VQiBdi4T9sFjn4WH3knMUsFd9f/Lew6u55qVzfzxjg3Mr5u8WUTB2c26ubXc8oV7+fGi7zMUlLD88p30PfQJ4U0TTCuSJH1ZkqRXJUnySJI0IEnSo5IkLc/a5m5Jkg5JkuSTJGlEkqTtkiStz7fPsdDYMIOupqvoq78kuSxgbUgWUojqrUlj0KhhOCQ8a1pesuoyM2tnVeUaHMZUWF8ipCmUyElTFAL2JkYqV6jHN9i11Z8GPY2X4XEuRtabqLbnCpLhqvMZqL0o+XfIUktf/SX0121MLlvaWF5acYe0MS1uUEWC1ajn/JmVzK9zIElS0os2VLMOV/z9FMJVsQwkCUVnIho/RzazgYb6xhyPXPEzkiUqNc5hvcPCkobypLCI6S10NV9Lb8OlWcdR/59VZUOatZ6RypWaR7x25QzmpIVsjqeIQ9hUqSkIsr2t6V6XdAFQjJhBO6TUpNexfOP1NFdYmV1jY0GtPcPALjNnelHSz6ZOkpAUBZ+9hZC5hvpyS0ZIcHWhvPicy5I445krRh3zkx6wsiLivMpuJmIqZ0FdWc7kCKgTE30NW3CuSOViRo3q5z2mMxO0Zk16F8jXy2ZxQzkXzk2J0Cq7KePzX968hK7mazN3X2QCJNtbrU5e5FJuMeR4g7W8X3qdrqBXLGBtYEVTRdr2+T9tCcGtSPGJKL0Rv61Zc1sJiaixjN6GLQSsjZph3usXNVO75gb66jZp7qPRaUlOzqxsrkiGQMt6U85HPjuk9VQgBNq5Sudu+P4m2P0jBlZ8jMu9d/FQu5Ov37CM77x71WkTgys4c7CZDHzklncz+L7t/MJwIzVHfoXrv9fiP/j0dA9NcO5yKXAfsB7YCkSBv0iSlD7Vfhi4A1gBbAROAE9KkjThRo9Nyy/BbjYTNaYmu0YqV+IrU0P+YobMcDutMK05NfZMEZZuKBgyhVJDuQUMppxNlfh2EZPqyYga1PEoJYozT/lC5CKhgQHbDGS9hU0LUl6UqNGRPCaoxnZCsKxsrsiotji/gHdo25J6FjVkThguaXBQbklVpbObDFSNIS9s1KF6FZtnNLFmViXesjkZM+X9dRsYrjpf87WSJGE3FxZIRoMOu9mQLKxVbjVy4ZzqvD22rCYDmOxYTPm8cZnXKiEotKr3aYmMmM7MQN16grbGnHWDNRciS+prhqtW4apIhfiV2mw4n7BMYDHokSQJg05HrSPzPVriRRnSPZHRuNizmfSqB07SMVh7Iay4ieqGVG6XyaDP8OgWytGKGlLemlh5pqGfeJ/ZeVEtlbaMuMxKu4mrlzXg1CjOAyA5Gti4dDZkeUN7Gi+jr0H18GyYX1p1R1uaABysuYBFDQ7MBj0hc2FPYToRY+GJ9uz8zqjRzoK6soxJodUzK3HOWYOneXNGvllNmTlj0gDUfLzE6cp+unQ1X8tw9RqkNA+pJEkFPdAL6soyPKNzz7+UBcsvyBDHXc3X0jNTFaYxg43h6tUE4pNS6ZVQq8vMOCsqiZrU507iGZCgqSJ1f5j0OurLLcnIhsYKa9z7O76Q0fEgBNq5RtgHT34FHrwcJRbisfMfYMPrWwkqRh7++MV84OLZIt9MMCEuXNjEjV98kB8vvp/BkB7br2+m/cEPoIz2TffQBOcYiqJcqSjKjxVF2acoyl7g/UAtsCFtm58rirJdUZTjiqLsBz4LOIDCiWFpJEJ9bFWpmX2H2QCSjs2LcsO+fGWz6Wq+FiXehHpmlQ30JgxWVcyY4wWZ0gWUZjhemsALWBtoXnMtmHMNspjRQX/dhmSIV9hUgbdsDiOVq1JG1AxtMaKXJFYtmsslacLLatJT59A2qqrspoxt82FqOg/rgi3Jv8vTS4CnJyrN3YLdbEgVOJi/DWZtwGY2sLDewcVzq7l0UR1LzrtIDQG05M+j27ywNpnPF7LUwoqbkufQabch602EzNVIRiszm5oJ2GZohk9W283UO9IFq5ScbR+qzjR4Z8aXm/Q6HBYDis6Q9FJIkqTOzqeRL+RTAlBkQG2jICsKy2aUs2754pxtE15HSDXDHkzzbmYj602ELLU57QnWza4CR67HM2G0pguFojmPBe0Kdd1w9WqYfxnueW/L2L5iVqb4Wzc7U6AMVa9L/p4vpDRkrskwrkMN6zIMdItRz8qmChqdmRMR9eUWquyqaEvkQOkKeE+WNpbjtOVOtMh6C4rOyDUrGqkpM+ct1KKkmeWJ0NCYzowu7Tp4S8z3qrSZGHXMZ6B2bAEBTqsJLBVJ75pOkqB2ETFTOUO1FyRbDUiSRHWZOTm54ilfWNQDqYWvbHbBscxIE07NlTacVhOzq20sqCtjcTxvU5d1f/nKZtM94/K8bQW6mq/F41yc43HMptxq5IZVTTRseB/nbf07bEvUSZzxFhgaC0KgnUsc3Q73XQQ7v4tvxfv5sPV/uHOHnS2La3nsHzZx/sypmxkQnN3YTAY+8p6/w/f3z/Kw9V00tD9G4J5V9D/zbYhFp3t4gnMXB+r33ojWSkmSTMDHAA/wZqk7nVllZ1G9g3qnavxXWI0sihvJ2aGLiRLk25akHHTnz6yEpdfja1bDAR0WY1IAyQpQszDPgS9O/jpctQrs+XpuSURMFalwKknCXbGUmMGKkhAIpjKw5wqrWoeZKpuZSrspafhbTAbNKIu8VeI0q7tKGUa4hBrmNye7z2b2e7JWQHnKC2TQ61TDuSx+PtPLoNcvZ9Ei1RukSDoqbKa81YjPb1GNzsGaC2DRNZotZWZW2Vg9s5IquwmpMlX4REGi/oJ30tN4WU6Lg4Tg0jTpTfaixQeS4Xg6PSgxrEY9EVM5VTYTVqOBsjwlwWvSxh8xlic9UoWwGg1sWZQSDkaDHmZtYNaMxmRIZbnFgFGvo7dhS1IYWQx6TGXV2E0GrlzWwHnNFZohu1osbUgXdgpYKzM8LHaTQVMkQtwbPWtbRu5jPtLz3vK1ATAZdJoT1Nb4e5+V8BbJsaLHy0fivCTGE9NbGKpek1zfM+OyovvIFncJ72cCv62ZqN6m3nmSlFOVss6RPcGQxfzLYM4lDKeNK/E6LRJVYEfLF0D5DM1tcjCXQ9MaWHETo45igjM3J1Cv0+G0mpLVJmdV5wqmxARYNosaHGxeWMuli+rigrJEp4TZwcomJ/Nqy5JFTk4lQqCdC/iH4ZFPwM/fgaI38/yGn3LxnmvZ2R3hP965ku+/b03JzQsFgrFw3pwG3vmFB3hy8yO8oSyg7qWv0f9f6/AfeX66hyY4N/kOqvDakb5QkqTrJEnyAkHgM8DliqJounwlSfqYJEm7JUnaHQioTdotRj0OixH7HLUwRrKvmEbPpESFw0QOzrw8oX0JwzsclaFhBZ4GjVlwc2rmWquhtZIQRgVEgLdqOTSsBEd9hmBKjM+o1yWXz6mxU+ewMK+2jODsy3LyyYoV/IA0YzLLSJYkCb1Ol5HfNuGy83WLk57HvD2psg1ySQcaQrPRaaHOYUnN1LekiqDEDBYwWjXDQBPvN2bRDkvLrkyXfQYbnObUMJ3NLGksZ+2aCylvmAvlTcl7TJF0GXk3DfUN+G3NKMDije8ASWLD/BpuWNVUsFqkUa8jYnSq3qWWi0CSqJ23muVNTtbMrGRhfXn8PdtQdAZknYn5dWVsW1rPtqX1WIx6ZtfYWbrq4oyiHNhKb9jdHPeYzKm25y27b9Lr8NtbUEy5nx85aZhLlMev/6hjbvIeGK1YnHHZtSptDtRelBRRkpR1VeKezGJk9/lKD9Mddcynr24TEZMzo7iKpqiQpEzhmP77omvobdySsflI1Xn0xZddtTxX3M6sstNSZcNRl6e6qrUyGSptTHt2NFfauGZFI43OtGui00NFppe5pCCshVdA1RxAzVsr6JEqsEO9BG9bOYOljeUFnxfpnvDFDeVU2EzJxt1dzQV6Nxozx6XTSVQ2zIHG8/K/ZpIQiUZnM3IMXvsJ/PUbEPLgXvdpPtOzjb9u97BmloN73nVeakZIIDhF6HUS12/dzPAFz/DTh3/A1pPfxvaL6zlRfzlN7/xXTHULpnuIgnMASZLuQc0x26goSvYU+LOoIY01wEeBhyVJulhRlJ7s/SiK8gDwAMDSBbMyLDeLLTNfgqzwtfm1ZXSl/X3DKu3+ZwpxTaXERZYkETU50PSVrLiJ0Te7tNYQmb0FV+hY4S96vRlqc8dRYTMScMdQquYmPWsmg46L56mGtmIuZ7h6DU2djxfaew6j5fNUg6tqLvgHC25bSEiUjDFRpGO81exU4zBcPgsY0NzCVaGG4F0wp4q9ne7UitrFKHoT/XUbMdalPGt6nZRRtbMQTRU2NTdGksDiRLfyZuwA5RcmtxmpXEnA2oCiM2IODgBH0dctZCRspq5hI5V2U957zaiTmFFhZabBAUoo/pYlPM7FYIobp3ExLTkawKvOW1y7opHth/rpr9uA0pJ7Zxobl+Hr7cAa6IO5m1NGtrUiV4VmGeBOmxpWxt6UWL9yWabQuHxpPbIC7cP+nGP31W/CGBlFJ0dw2kz06WqSpf+7mq/FYtRjNqrvqd5hYdn8WmjcDPt/n9xH2FxNwDoD6FUrpnrTmjdreIQbnBb84Rh15akxz6q2caRvFFBFQUYepSQlc6EKsXyGk7f6Qvl9PCZbXk8RpEJcc3C2UDVrJRwfzvvaG1Y1gSHT+2bU65hTbWOOPf6cW/b2+Bq3KpDqltAyOkTAdj76WJDBIR81g7vyHgPgupUzYJ8Fs0HH0QEvQFaeXWHFlwg53bSglrYhX/KcA1CzAE7uKqmQkCb1y3OXzbo4d9kpQAi0s5W2F+HPX4K+fcizNvLbuk/yzzsVDDo/d9+wjPdeOKtgHLVAMNlUlZn5wK13sq/tJnb97m6u6v0NuvsuoG32zcx8+13onLnJ6wLBZCBJ0reBdwNbFEU5nr1eURQfcDT+b6ckSa3AR4C7x33QFTflLKqwmZBkKeXZyqK2zEQ7apGHmCwT09nUEMds5m1NGsqFMDqq8ZXFmFdmxh2IaG4zpzZtks7RCN5+QO1zaNTrqF18ccEZbEXSIykxqu1m5sfL+ieM32xidctYYqzEpF+X9FLZTQZ84cywZ5NBTdDPzisZF/UrGK1XCBtVg6/SZuIEPq13kmcH6vKYuQIicYEWF969DVuR5EiyKmSj08rgaJieylU0OPzQsBxlwEvE5ETSpwxlk0GHMctLl++eKIULzl9D32iQgz0eNbduwVyMlnKuq1I0QygTS6wrrmdJjQmdvQraLeDO2TT+gsRYU2M0xEvLxww2FKd2PZ0NC+qQFlwLCa/oMtWTh6cbjp/M2Nagk3IbFzsaYVSdI8mumGjICqEMO5pg9nI4FkXWWwjpLaDEiBp8uM2pgiArmyuoc5jVvMbmCip9w0hGg6bXNJEDWmkzcsP8NIGb8KDZqtQIJdTw0GUznJAmiGwmA5cvrefF1sFkGGA2Vy9v5M971QmWBXWpCZyl8ckJk0GHrmEFq2ZmCvq++ktgVv58y0anNaewTgZ6Y44XO73aLJD/c9+yDlqfyVj0tpXx0EadhGn521gO7OtyE/JZ6avbhKIVTZBFhU0Noz7U6yFkriXfhEg+rCY9M5zWTIHWeB5dzfmLssyutmuK/CRjaO492QiBdrbhaoenvwoH/oDibOHNi77Dp/fM5OThAJcvrefrNyzLdE8LBFPM8tkNLPvsvbz81h0MPfENrj7xW6Lf/j2DC26m8eovIsXDHgSCyUCSpO+girNLFUU5VOLLdEDpSQbWSghoprWNibpyKzUzK9FZynE1rCd63IPNlMr9CQAGvaQahrbildysRj1bF6t5FsfiM9MJTHodV6/ImhSpWaCGKx15El0sooZq5jHSEqW0exq3qcewpb5XspvBJgSMYrTnhH0tqC9TwzjT2Di/BvqLGGdL3kbBmXVz3Duh07H+/BXI8UO0VNk40OMhGEk4UQuLwJCpCruvnZilEsz1qjBeej0Aaxc0s+vEUDIPBuD4oBfsTRy3mGhGLTKxt8udYaAnwy1NdvSyxHDlKuQqdRxRnXoe1WqE8XOwsHBTaafNiNNm5EjfqNpk26Ke43z5bS1VNk4O+ZndUI0ukUtorwV3p5qLSCDzBYl7ICu0b/WsSg73juYNLctuFJ40dp1NDM65HvuRR9S/bdWsahmEBVn5S7PW58lfzCVQvxYcTohLnDKzAW8I7PPWEzsywIwKVbCki8CqpvnQegKcmd7FC+ZU8cqJYZREOG5O3z8ltVxvglhY/bssV6jaTAauWJa/tYSaEykltwU179BmMsDi69Dp9KzTZx7/4nnVRGJVUJ7flrtgTvHnQ3Yl0miRio9JNArxFJrwL8VTmEAzdTH7GTSByYxsKuNFjayyhthtGluPuslGCLSzBe8AvPDfsPtBkPR0r/4sX+zezIvP+VhQp+f/br2AzQvH371eIJhMJEliw6qlxFY+xNMv7iD83D1cdeRh5NZfMTDrWuqv/hJSwzhDEgSCOJIkfRe1cuONwIgkSQlLyasoileSpHLgi8CjQA9qhcc7gGbg4WL7Nxv0amn8uVsgJ2pyHBjM6JpWg6ORCpONi+Yak0bukhkV+AfKc8RPISRJwpHtlShhDCy4Eg49VnCzhHCc11CRIc6yWTe7ilfbIGooY5Ezt4eRQafD4KxSjduBw6kVcy5JGb75xqmFosCS6zPy/7LDvC5fUk8s28jLY/TJzpn0WGqZXVMPZZm5Ng1OC9esaESfZkAuqHPQ2j+azC2zmw3J8EJfSPUUygYrNF0M9lpWK3ray5bgjAvXiLmCvrpNqrFcW6WKAI3KnFpct7K0Ag0Wo55tS7PERPU8tRiHyQ5khcwmPC2KApWzk0KtpsxMzfzxFUtYO6uS4R4LVpMe6paq+XTZhr8kFfTeQiq9Mnuzi+dV0+8JUWHLH96Jxanp6W50Wrl8aT2RaC34q9Rw3HQSeW/OptTEzNwtOaX1C2Ex6nPyTxNvIVnUw6hdyKMuq8DHogaHZm/CdAZqL4KWCuh4JbnMZjJw7YpG9LpKFKArX2pdvs/aZJFRLEjjemdfXNPYUnMWNTgK5qdV2k2Qvn7uparwtkxCiPUEEALtTCfohpf/F3bcB9EAg/Nv5hu+6/nDyxJV9gh337ic96xryQkHEAhOB/Q6iasvWU9o/YU89uLrBF+4lxvankT6/qMM1G+k+tLb0C28CvTiUSUYF7fHf27PWn4X8DXUvmjLgFuBamAIeBW4RFGUPcV2rtdJzK9zxD0DpT1j46ll+alOlf5O98zojOaSS1hLRQ9ShDyGYeYxpPyGbxozKqyqNwONGf1Ejp6tBhpWpASapIOy7Ia+Uk5OX14MhbfT6SR0ZFv2CrVlZkbjIiqxtLrMxJql9Xk9BNnVCpurrLT2jzKjokikStxrYyGzmISipHkcpnqSKm74rp5ZmVkq3lqlelbrlpQsFothNxuwJ7yKOn1JHmEtZlfbCURiqucQWDbDydF+LzaTgdk1Y/zeqFkADlXk2kwGMAE2jRxpc5mae6XTw2gfeLpUsZbk2awAACAASURBVFdCGF+CjJy6LAEyVHMBLCy9qnZ6WwVJ0g6hDpuroaIpQ6BBPFRU0pRFKs1r1c/nFGFZsJm+mAedHCZviGPVHBg5kQwvLcbihjEKLfvUvd9CCKvnTCXohlcfhJe+A0EXfS1X85/hd/LbvTaq7Ca+dNVc3n/xrHH1pBAIphqzQc87L11HZNOPeXzXAQafu4/rep9A9+v34jPXYVr3QYzrPgQaM/ACQT4URSk4/a4oih94e6FtilLC7PKG+TVYoqqRUGYx4MmTDzZeLllQy6A3NKn7nBKsFepstTVunNcuUkWaRmU+lk7sMuUndYusz9NAeCz52uUWY0nCNR+1DjNdrsDEK1hOgJbsfCmdLqNq5emETiepuV9x5teVJXMhx8xYKvMlxFjLBRD2TuokoqIzjFsIX61RtTEDk13th2ssMdWlcva4xpGPgnlxADpDPCS6iJds9ibo2QPVWQJ6ommrC66Y4A4mD2G9n2l4+2Hn9+DVH0LIQ2f1Bu7iHTzT2kh9uZkvXz2H9100S7NHjUBwumPU67hx/XJiF32Xx99sZ++zD7PB9SiXvPhfyC/+N6FZW7CueTcsuiZZYlwgmDYsFbDw6qKb1ZSZYdlVIOm4WG/HE4hMapGmSrtJs2/XdGI16pkbL0BSMEotfba6frnqiahoyd1uGpP1p5IZFVa6XAEqbKfX9RTkQacv2Bx9qtHqP1dhMyVDknE0wtDRzLYcS65XQ7T3l+aRAtTJUndnyZs3Oq2sm12p2WduXOiN0Lwmd/lE09OmOawxHWHFnykMn4Ad96K88XOIhnij7BLu9l3JG12zOX9mBf9z9RyuXt5QcnNIgeB0Rq+TuH71LN52/ud5vf3DfP25ndQf/RU3tL2A9eR2YnoLLLoa/Yp3wvzLSwrJEggmHUkqfeY8np9iIbci3dlIemGEC+ZU0zboK54PJ0k5PZVKZryGX8KTYCzQh2mSSFSlNOrzj9VhUe+nhnLxTDvniIcmZxfvmChF6w8UCQnWpOVCaC7sVU3/SFbZTYXFma0a/EOAGqZaaTPCibEPK9GL0ajXZTRdPxMRAu10Rpbh6F9QXv0htD6NLOn5E5fyP6Grcelmcv26Gdy1ppmVJfZTEQjONCRJYs2sKtZ88Bp63Vt5aOcJDr7yDJeE/sZ1B7ZTdeARYkY7uvlbkRZerVY7O03ixwXnKI2rUv2jTiNWz6ykzxOky6VW6Cs60VxWlyy5P1HKzAaWN51iL0Myn630hsiA6q3T6VXPQhoJEZ0QTJOB1aRnZXMFjc784sthMXLNikYx2XoOojdZaTBbmF0zPf1p18+rSXnailFCAZeF9Q6O9nsLbpOkcrYq0ExlzLePf3Ii0ZakzGxQC9CUSuMqtRrvaYQQaKcjviHkN35OeOcPsHg7GKaCn0dv5DfKNpYvXsKXVzdx6aK6eHlWgeDcoMFp4XNXLiG6bREvtL6bf3ntJN5D29kWfYUrDr1M7cFHUZCgeR3Soqtg4VVqdbDJCqkQCEqhZv50j0CTliobLVU2uvI0tc5h9qZJLWd9yjGXwfxtqfL6Y6E8t/phld3Exvk1VE1y6OicEoxvIc7OPQZrLkCav4gLS80NGy+OBjXEUWMio9YxudUajXodVy5r4PWTI7RUFXlfVXPUf+mkedVKJVEgZcxf+6fhc1sItNOFSJDggSfw7Po5VT3PY1CivCUv5hfypwjMu4ptK1p4dEn9aZdnIBBMNQa9ji2L69iyuA53YBWP7+nhjtc78Xe8zlbpDa7qeoOlnV+H7V9HccxAmrdFLYE891IoE60mBOc2icbQRYtQlDBDftoxhjLnpVCd3cdLIDgFbFtSTzRWB8YxtsQYD46GVAXKKcBi1OctvlOUOZdAdGzFjxK9/86GMHIh0KYRJRqm662/4N39a2b2Po1N8eNWKvgZV9E16x2ct+ZivrGodux9bASCcwSn1cgtF87klgtnMuRdw18P9fOdg30cPHKE9fJrbHbvZdNbf6TszYcAkOuWoZu3BeZtgZnrT8tQNIFgslBnkzNF1oL6Mt7scFFhE98rAsHpwJQXdZsicTZhdPoxf0dX2Eyc31JJY8WZn8MpBNoUM9DfS/srj2Jo/TNz3Ttoxo9XsfCiaT1Dc29k1tqreO+cWhG+KBCMkeoyMzevbeHmtS0EI+fz8rHLeOnoEN873o/Uu5cN0l429e5lbf/3Me64l5jOSKB+LZb5mzDM2QjN64RgE5z1JHpiGs6RqoiC05jGVeBqm+5RCM4yZlafHd/jQqCdQhRFoaNvkI69zxNsfYGawVdZGjtErRRjSHHyVvklxBZczYKL38YVtWNMbBYIBHmxGPVsXVzP1sX1wFI8wQ3sbhvmuePD3HuyB3vPK6yN7uHirv0s7f5PeOE/iGKgz7EUT9069HM2Ur14A1XVdZNXFlggmChmBxNt9DPDaWHZDCezzxIjRnAGUzP/tMz9EQhOB4RAmyTCUZn2QTddR/fhOvEa+r69NHv3sEw5xkwpRkyRaDcvYF/LB3Ccdz2zV17CRoM4/QLBVFBuMaYJtiXI8hZODvvZ3+3mL+3dyO07aRh5jSXuvazw/ATjsQfhL3CSBtpMC+l3LMFXtQKpYRlVNQ3MqLDQ6LRS5zAnPRICwSln4ZUT3oUkSeNv5CsQCASCKUEohBJRFAWXP0K3O0B//wD+3iME+4/C8Ams3pM0hdtYJLUzX4oAEMZIj20RrQ0fwr5oM80rL2WO9fRpZigQnMvodBJzauxqRbWVM4C1AERiMp19Q7haXyLW8RrWwT0sHT3I5qG/wRDQCoNKOceUGTwnN3KCGYxampAdM9BXtlBW1cD/z955h0l2VIf+V9093T05h53ZHLTSBmkVUBYKIAQiCBBgECaaKAO2MX4m2IbHwzZRgMlI2CQbEElCFsrSKq5W2pU2rzbO7k6OPdM51/vjdg4zPTPd0zO75/d9/c1037p1z617695z6pw6taShmo56O221Ntrr7LTW2k6LCcvC4uHKtS30OnwyeCAIgrBIOSMNtGhU4w6GcfvDuHxBfC4HPtc4XucYfucYQfc4Ee8E2jdBhX+MquAotaERWvQES5WDjcqbVt+kuYnJhlX0tF6Jfen5tK+/CGv72awwyyRsQVhMVJhNrOpshc43Am9MbvCMQv8u/P37sAy8xPqxI5w3uRt78DEIAw7jEzxmZkg3MUo9E7qaU9QyoWvwWeqJ2htR1U3Yquqpqq2ntrae2voGqmsaqKmtp76hgYYqG1VWs4RVCnOiocpKQ5Vk/BUEQVisLEgDzReM8IcXe4lqw5iKRDVRbXwiUYhqzaaeX1EZHEVFI2gdIRoJoyMRotEIOhqGaBgiYcxRPxXRAOaIn4qon4poEKv2U6mCVBOgHR9mlX+tlyAVOC3N+GpaCFedjaO2HXfzCqo7zqKucx2mplXU22oQ35ggnMZUt8C6V2Jf90rSckN5x2HiFDj7wdlHxWQfbeM9NLqG0d5xlK8ba9CBNeIFP8ZnimVdvNrGGHYCykbYZCWqKoiYLGhTBdpkNf6aK8BsJWqyok0WUCaUyYxSJpRSKGUCkwlU/KMAxeGVt+CtXoaKz2FSydlMShm/3rSlU7wugiAIglBmFqSB5gmG+dwf901Z5j7rb1ir+oliIoyJKCaiykwUE1qZiGImqswETXZCJhuRCjsRSwNYKglYKglaK3FVVDJsb8BU1YCluhF7bTPVDc1U1zWjKhvA3oDVVkuLjGYLgpCLqibj07kFMAweW+yTRjgAPofxCXqI+t143JO4nBMEvE4CXhdhn4uI30U04IGgm2g4CJEQKhrEFA2hwiHMUS8mHaJCh7ARpoIwQOwJqDGhUbFP6m+g+fShdbyoJ6Y8nRs3L8Ei0ZiCIAiCUFZUfNXtolaq1AhwsoCiLcBo0QUoDYtJVlhc8oqspUFkLR2LSd75lnWF1vqMWBFcKeUCDpVbjkXGYuo7CwFpr5kjbTZzpM1mznqtdW2pKi+JB63Ql7NSaofW+qJSyFBsFpOssLjkFVlLg8haOhaTvItJ1kXIIWnbmSH348yQ9po50mYzR9ps5iildpSyfplsIAiCIAiCIAiCsEAQA00QBEEQBEEQBGGBUG4D7cdlPv5MWEyywuKSV2QtDSJr6VhM8i4mWRcb0rYzR9psZkh7zRxps5kjbTZzStpmJUkSIgiCIAiCIAiCIMyccnvQBEEQBEEQBEEQhBhioAmCIAiCIAiCICwQ5mygKaU+o5R6XinlVEqNKKXuUUptStleoZT6ilJqj1LKo5QaUEr9j1JqeQF1W5VSX1RKdSulAkqpU0qpTyxgeW9RSu1SSnmVUoNKqV8qpTpKJWuszP9TSr0Uk9WhlHpEKXV5AXVfrZTaqZTyK6WOK6U+Mls5SymrUurNSqkHY3W6lFLblVJvWIiyZux/pVIqrJSaesX1Mstb7D5WYlnnvX9llP+xUkorpT5VQN3z3r9mI2sp+teZglLq1li/8ceu9VXllmk+UEq9XCn1J6VUX+wee2/GdqWU+oJSql8p5VNKbVVKbcwo06iU+oVSajL2+YVSqiGjzGal1OOxOvqUUv+ilFLzcIpFpcBnorRZCkqpv1aGDuaMfbYppV6bsl3aawqUUp+N9c3vpvwmbZZCrC10xmcwZXv520trPacP8ADwPmATsBn4IzAINMW21wMPAX8BrAcuBp4EDgCWaer+PfAccD2wErgEuGYhygtcAUSAvwNWAZcCLwCPlErWWJm/BF4BrAY2AncATqB9inpXAR7gO8A5wAeBEHDzApT128CnY9dhLfD5WDtftdBkTdm3ETgeO86+Uvexuchb7D5WwvugLP0rpexbgBeBPuBT09Rblv41S1mL3r/OhA/G+yEUu7bnxK61G1hebtnm4dxvBP4tdp95gfdmbP9HwAXcHLtf7wT6gdqUMvcB+4HLgcti/9+Tsr0udn/fGavj5lidf1/u859FexXyTJQ2S2+zm4DXxJ5JZwH/Gutv50p7Tdt2lwLdwG7gu3KP5W2nLwAvAR0pn9aF1F6lOOkajBf866coswHQwOYpyrwKmARaSnyRiiXvp4CTGb+9D3DPs6x1MVlvmKLMV4AjGb/dAWxbaLLm2e854BsLVVbgDxiK7hcogoFWwvug5H2siLKWrX8BKzCMnXOAE0xv9JStf81U1jx1F7V/nY4fYDtwe8ZvR4B/L7ds89wOblIMNEABA8DnUn6rxFBKPhz7fk6sv1+RUubK2G/rY98/ijFoU5lS5p9i97Yq93nPsc3S+q60WcHtNg58WNpryjaqB44B1wFbiRlo0mY52+oL5NHPFkp7lWIOWi1G6KRjijJ1sb9TlXkj8DzwSaVUr1LqiFLqP5RSNUWSM06x5H0aWKKUen3MNdoCvB34c3HEBKaRVSllBT6EcUPsmqKey4AHM357ALhIKVVRBDmheLLmq3uqazFTiiarUupWjJGYLxVRvkyKJe989LFiyVqW/qWUsgC/Ar6ktT5YYD1l6V+zlDVf3cXsX6cVsXv2QrKv8YMYI6lnMqswnn+JttFa+4AnSLbNZRiG3TMp+z2N4XVOLfNkbN84DwCdGJ7+xUxm35U2mwKllFkp9XYMw/YZpL2m4sfA77TWj2b8Lm2Wm9WxsMNupdSvlVKrY78viPYqhYH2bQxFa1uujbGX2zcw3IC9U9SzGsMaPQ/DLfgx4NXAT4spLEWSV2u9DXgH8N9AEBjBsMLfU2pZlVKvU0q5AT9GCNj1WuuhKerpADK3DwEWoGWByZqGUuqvgaXAL4okZ9FkVUptxvCcvVNrHSmifCWRl/npY0WRtYz96/8CY1rrH8ygnnL1r9nImkaJ+tfpRgtgJvc1nvWcyNOE+PlP1TYdwIiODScDxP4fziiTq47UYyxWMvuutFkOYnN33EAA+CHwJq31XqS9cqKU+iBGSOg/59gsbZbNduC9GKG0H8SQ/xmlVDMLpL0shZxFoSilbsNQ+K7MpaDGRnh/CTQA001EN2G4Cm/RWk/G9v8Y8IBSqn0mSv18yKuU2gD8B/D/MCzkJcDXgB8B7y6xrI8BWzAUhw8CdyqlLtNaD0xRpc74rvL8vhBkjdd7M0abvl1rfXKuchZTVqWUDfg1RkhZdzFkK6W8MUrax4opazn6l1LqaowH+JZZVDmv/WuOssbrLXr/Os3JdY3nfH1PE6Zrm1ztNF2ZovWhcjHNM1HaLJ1DGM+zBowBxJ8ppa5J2S7tFUMptR5jXuhVWuvgFEWlzWJore9L/a6UehYjd8B7gGfjxTJ2m9f2KpoHTSn1TYwR7uu01sdzbI+H35wLvEJrPTZNlQNAX1xxjBEP25k2o2IZ5P0M8JzW+mta6z1a6weAW4F3KaWWlVJWrbVHa31Ua/2s1vqvMCbTfmCKKgfJtt7bgDAw3XnOt6zxem/GGNV/t9b6T3ORsUSyLsGYq/hfysjeGAb+BdgY+/6qBSYvlLCPlUDWcvSvazGu60DKNV0BfEUpNZX3vxz9a7ayxustev86jRnFmEOU6xrPeeBwkRPPgjZV2wwCbamZzGL/t2aUyVUHLNI2nqLvSpvlQGsdjL0jdmitP4Phdfw7pL1ycRnGYOe+lOf/1cCtsf/j7x1pszxord0YST7WsUDusaIYaEqpbwO3YDx4XsqxvQL4DYaxc63WejCzTA6eBjoz5sOcFfs7p9HdEslbhfHSTiX+fdYpSKeTNQ8mwDbF9m3AKzN+ux7YobUOzVxKgxLJilLqbRiezPdqrX83W/ky6iy2rH0YGbq2pHx+CByN/f9Mnv3KJS+UqI+VSNZy9K/vYzwDUq9pP/BNjCyU+ShH/5qtrCXpX6czsRHqnRjXNJXrmWM/Pw3oxlBKEm2jlLIDV5Fsm20Y84kuS9nvMqA6o8xVsX3jXI9xT58oheClZJq+K21WGPF3hLRXNneRrX/swIjq2QIcRtpsSmLndDbGwPXCuMf03DOhfA9jgv91pKerrIltt2DcPH3ABRllUjOb/Bz4ecr3GqAH+C1GKu4rgH3AbxeovO/F8AJ8FGNuzxUYCRh2llDWOoxkFJdgeDwuBP4TI2b73ClkjacB/xZGJpoPYMzrmUsa8FLJ+vZYu/5NRr1Z6cXLLWuO43yB4qTZL1XbFr2PlVDW9zLP/SvPPifIyIyYQ9Z5719zkLXo/etM+GCk2Q/Gru05GPOK3MCKcss2D+deQ1IJ9GJECmwhtsQARnpqJ/BmjNTSvyZ3euq9GCnBL4v9n5qeuh5DQfp1rI43x+pcjOm8p+270mZZbfZlDGV4JYbh8e9AFHiNtFfBbbiV7DT70mbJc/k6hpdxFYY+8r+xc1mxUNqrGCep83y+ENu+cooy7824mbZm1L0eI4uKF8Ng+l5q4yxAeT+O4SL1Yljh/wMsLaGsVRhrqvRjKLj9wN3AJTk6aqasV2OsIxXAGC34SInbdVayxr7nqnfrQpM1x3G+QHEMtFLeB0XtYyWWdV77V559TpBt9OSSdV7712xlLUX/OlM+GCG2J2LXeCfw8nLLNE/nfU2ee+anse0q9uwbwEgC9DiwKaOOJgyvrTP2+SXQkFFmM0bWNH+srs+zyFJ5x85j2r4rbZbVZj/FiOIIYCRdeJiUZVikvQpqw62kG2jSZunnETe4ghi6z++BDQupvVSsAkEQBEEQBEEQBKHMlCLNviAIgiAIgiAIgjALxEATBEEQBEEQBEFYIIiBJgiCIAiCIAiCsEAQA00QBEEQBEEQBGGBIAaaIAiCIAiCIAjCAkEMNEEQBEEQBEEQhAWCGGiCIAiCIAiCIAgLBDHQBEEQBEEQBEEQFghioAmCIAiCIAiCICwQxEATBEEQBEEQBEFYIIiBJgiCIAiCIAiCsEAQA00QBEEQBEEQBGGBIAaaIAiCIAiCIAjCAkEMNEEQBEEQBEEQhAWCGGiCUCSUUh9SSu1TSvmVUjrjc1e55RMEQRCEuSDvOUGYH8RAE4QioJR6D/Aj4ATwFuDtwMHY5h8Cd5ZHMkEQBEGYO/KeE4T5Q2mtyy2DICx6lFLxl9RGrXU09tsy4Bjw71rrz5dNOEEQBEGYI/KeE4T5QzxoglAczgZ+G39pAWite4BngOvKJpUgCIIgzBGlVB3ynhOEeUMMNEEoHkM5fhsEOudbEEEQBEEoInWxv/KeE4R5QAw0QSgOUWBJjt87gfF5lkUQBEEQisk48p4ThHlDDDRBKA7PAm9TSpnjPyilVgGXAVvLJZQgCIIgzBWttRd5zwnCvCFJQgShCCilrgEeAh4FvgvUAl/ECAs5T2s9UD7pBEEQBGFuyHtOEOYP8aAJQhHQWm8FXg3UYKQa/gGwF7hCXlqCIAjCYkfec4Iwf4gHTRAEQRAEQRAEYYEgHjRBEARBEARBEIQFghhogiAIgiAIgiAICwQx0ARBEARBEARBEBYIYqAJgiAIgiAIgiAsEMRAE4QioJRaqpT6jlJqm1LKq5TSSqmV5ZZLEARBEIqBvOcEYf4QA00QisNa4G2AA3iyzLIIgiAIQrGR95wgzBNioAlCcXhCa92utb4R+G25hREEQRCEIiPvOUGYJ8RAE4QioLWOllsGQRAEQSgV8p4ThPlDDDRBEARBEARBEIQFghhogiAIgiAIgiAICwQx0ARBEARBEARBEBYIYqAJgiAIgiAIgiAsEMRAEwRBEARBEARBWCCIgSYIgiAIgiAIgrBAsJRbAEE4XVBKvSX274Wxv69RSo0AI1rrx8skliAIgiAUBXnPCcL8oLTW5ZZBEE4LlFL5OtPjWutr5lMWQRAEQSg28p4ThPlBDDRBEARBEARBEIQFgsxBEwRBEARBEARBWCCIgSYIgiAIgiAIgrBAEANNEARBEARBEARhgSAGmiAIgiAIgiAIwgJBDDRBEARBEARBEIQFQknWQWtpadErV64sRdWCIAjCAmbnzp2jWuvWcssxH8i7ThAE4cyk1O+6khhoK1euZMeOHaWoWhAEQVjAKKVOlluG+ULedYIgCGcmpX7XlcRAEwShTAS94J8ArcFih8pGMEkksyAIgiDMK34n2OvKLYWwSBEDTRAWK64hOL4VTj0Dg3th5DAEXelllAnql0LbBlh2Cay+GjovAKXKIrIgCNmMugPYK8zU2MrwSo6EwFwx/8cVhNMZ7zgcexSWnAct68otjbAIEQNNEBYTIR/s/R28+Evo2Q5osNXDknPhvLdDXafhNVMKQn7wjICj2zDgDt8PjwD1y2DzW+Ci90PD8nKfkSCc8Tx9dBSAm7Z0ze+B40rkskugYdn8HlsoLc5+qGoBi3VeDzvpC1Fjs2A2neGDgEG38dc7BoiBNi1jxwy9pWl1uSVZMIiBJgiLAWc/PH8H7Pgv8I1D69lwzWdg/auhfROYzNPX4R6Go4/A/j/C0/8BT38bNrwRrvk0tK4v/TkIgrCw8E8Yf93DYqAVi6AHJk5B2znzc7zuJ8FaDV0XJH8L+eHkM1DdAquvmR85gEA4wtZDwyxtrOLCFY3zdtyFyRluoM6U/heNv2KgJRADTRAWMn4nPHUbbPs+RIJw9mvhkg/DyquIaOif8HHi2DgnRj0MOQM4vEEmfCGiUY1JKcwmRWutjSX1dpY2VnHB6jfRtuUdMNEDz98Oz91hGGwXvBte8S/GC10QBEGYHSefAf+kEalgqyn98dxDxt9UA01HjL9BT/79Tm4Dk4WTVRuoslporbXNWZRwRAMw7gnOua5yEgxHeWD/IJeubp5Ru3gCYYacfla3zsN1F057xEAThIVIJAw7/wu2fhm8o0Q3/wXHNn6c5yfr2bXTwe67nqR71EMwEk3sYjYpGiorqK+swGJWRDWEIlGGnQF8oUii3LKmSq5Y08JNW/6GSy79OKanvwnP/QgO3AU3fh02v1XmqAlCATh9oXKLMDe0LlnV7kCYYDhKU/X8hthNxZg7wKQvVFoFOhouXd3FxNkHwK6xTiA9vFZrjTqD3wGTvhBRrTk85CrMQAv5wWzl6aOj+EIRljVVMR+zOv2hCNuOj3HpqmYqrQVE0SxQjgy5WBGOYrVIQrNUxEAThIXGyCH440eg/wUGGy/i9oYv8uvdzXiePwVAY1UF5y1r4JqzW1nVXM3KlmpWtVTTWmPDlCPuX2uN0x/m+IibnScd7Djh4J7d/fz6+R6W1Nu55eL38f6/+kuq7/87+MMH4dB98NpvQFXTfJ+5ICwqoqWzb7LRGsaPQ+OqRZGZ9ZGDhmdn3ufVTcFTsbl+C8bDsUCz/P1pd/+cwhS9wTAuf4ha+8JJPhOKRDErlXxH+ifhyEOw7lVZ12AmtumoO4D/hTtZuvIswtEV2QVSB0F8Dhg+CMsvK8og6KlxL05fiO5RDxs6Z3kfecagunnOsswWTyDMgQEnwWEXGzvrC99Ra+h+HNo2Qk3+pciiUY0/HKHKuvjMncUnsSCcrkQjuLd+C/tTX8ar7Xwu+DHuGbiM5U3VvPH8Fi5e1cSWZQ0sb6qa0eimUor6ygrOX97I+csb+cBV4AtGePjgEL/b2cs3HjrMHU9V8MErvs2HVv8J65NfgVPPwpt/BKteXsITFgShYCZOGvM0wgFo31Dcuh3dRqa5+TQWwgE4eI+hrNYvHCOu6PgcYG/IVshdg3DiKVj6MmjModjPAq01J8a8rKjRGCZ88piBcIRQRBecKbTX4Z3TPLLtx8d55Yb2Kcv0TfhorrZiryi99+fPewdoq7Vz2ZqYMTLRA4B39CRVSzfPut6nj4zQ5fSzdLIXrdOvozsQ5njvJJuWacMw7HkeAk7jY5+BMVIiJoZOUT3wLBVLL4CWtfN78HAQIgE0lcAMnPm+CaioNMJ3PaOGkbb5LXmL7+mb5OSYh9dsWrLoPHSLS1pBOE156dBLHP/a1dQ88UUeCZ3LrQ3fY9MN7+exT13LE//nWv71TZu5aUsXK5qrixJ6Umk18/rzOvnZ+y/mno9dyctWNvH1XbdgwQAAIABJREFUh49x7faLeP6VdxqTzn/+RiMxiSAI5ScSC6eMBGZfh2csoZgSCRlGQpwTT86+3hnQP+HDEwgbHgyAsaPzctxSMTjp5769A0RyuVP9k0ZipsG9ObY5Y38niiZLr8PHnt4JDg25s7Y9enA44dVkYPecjuMPRbh7Vx99E768ZabTt6NRzY4T44kMpvPBsMuf/KIUg04/zx4bZdIXMjKaesamrUNrTTAcnbYcSnFyzMOkP4jLH078BsYct8NDLvQcQowjUc3BAees9wfYcaSHw0Muw2Cc9oBhGH6peGHRRx6Aww/gj02/iBRa79GHjT41Fc5+iBr1jriM52U4WsA1W2CIgSYIZeTwkIuvff8HtP7PK2n3HuEPK/6FNR+7i1/+zRv48NVrWNVSXXIZNi+t5473XMRvP3IZVVYzb/2Tn0/W30Zw1bVw79/DvZ8yHs6CIMwarTUnRj1zUsrmzPHHYstzYPx1DSS3xeUKB6ZOLpHBS4NOjg67Da/7sUenLf/8iXG2HhqZidSzxzVkLEsS8k9fdjrCQTh0f9KwjHFgYJJgJIonGHtGpl7f+HF9jrkfPy7DsUch4MredvAeorFMeMdGkgr3iCvAnt6JtPnKjB6Z1eHjRmjc4DgxWvh9Ahhy9zwPWicMuMT86Mk+Yy3PKRhxBYjGZJjwBnns0DDhyGwVb4U7dh7eYNho1+OPpZVIXErPqNEvgGN7n2XP/XekHDe7P083hHqgf5KDA06GXbMfbEncb3MkdX76lAzthaF9MNk7dbmgx1gOaDpi7fnSgHEvh2ZyHUPe/Nt8DiNRTzwrZIysx24klLMfhSJRYwBpASAGmiCUgQlvkM/9YTf3fudv+fvhz6Cq29Afeow3v+/vWdteWxaZXrayiXs/cRX/cMN6/veQh2t6PszAhg8Y2R7/+y3JEV9BENJw+UMJhS0aG9nO9Kh0j3rY3TvB8ZkqtaUikO1lAYyww0P3FVzNoUEX+/snDcXNO17QPgWPZmtteJ/C2YrswKRvemM37p3zjYPW1Li6kxkOp8HlDzHpDRmDU9EouAch6MbTu8+o2h3AH4qgYuq4N1CgoptJjnOIRvN4aVz9RhsPH8zeFg5gHj+WUVGIZ46N0l2Ee84fivC/e/o5PpLnvskg57Xpec4I1c11n5zaBoN78tY36TXOZV+/YSAf6Hfi9IWYcIwXfN/F6R71sP2kA41GTeHrG/MEjHvg+FbjA3j69gMQzuEx1bnq0jphsY15ghwYcBKJ3f/RKe7fQDhS3GyYnlFjOY1c5IvKCfng8AOG0RX34E/Xfw7dBy/dO3s554iOhJj0BRPr0OU1lk88aZxbnAN/gvHjPHNsjIfjnuYyIwaaIMwzjx8e4Y3ffIBrdn2Sv7P8jtA5N9P0t09S01XkeSWzwGox8dfXruUPt16OzWblihev45H1n0efeBJ+/oaCQkAE4Uzj0ZeG2d5tKIndYx4OD7k4Mpw+Omsa2o/NP1LQSHEgHOHggLMgb1s83GzYOb2XKKq1oRSG/MmFdOdAWsgYUyucs8I1aCRN6n8Rjj+eUPxOjnl4rnuck2O5R9InvEEC4RRFUkdh/Dj1kweocxbmPXr0pWG2Hh42stsefRgw5hS9cHKco8Nunjo6ygP7B3H6DcV1e3eOZ+NkT/L4M2B79zj37RuYvuB0REJUu0/k3BSORqf1PgXCkUQIWtyr0D+RvOaj7gD37DxWmMcEQMVUzqF9xrIxuchjvMc9gHGvVxzr8YcK8tymsqd3Ao8/jD8UnfbanBiLGbe5vJYZmCIBVDR+XtmmweFhj+Gti4SwBsaybPNoVHNyzPCyP7j7BE8d6i/kdHIbhmCE+Z3ablyf41uh+4m0zSomgMMb8yadehbcI8YSDFob6/kFXMZAR8LDPkOjMRKGYH6PV5bsnrGkwe1zZHnCwHjmjeTxPvaM+zgy7M7yTqYeJRyJEnalhNZqbdyPfS8w4Z3i/MaO5R/YKgFioAnCPBEIR/jnu/bx6f+8j59E/plXml+AV38Z29vuMOZ8LSA2ddVzz8ev5HXndvJXu9fzg44voocPwk9vBGcRFAdBOM2YcIxDwJ0IwQpHtDG3JYbVcZiW0ecKqmt3zySHh1yMuKcPgXLEFIoTeYyVtHp7J3jhVLrS4/KHkuFv/bsKki/OtmNJo6Rn3MsLpxyJ889kYNLH3bv6ZlR/QnmORsAzkjAEDsbCovzh3KP5jx8e4cnDKQrYqWcT52yKznxpBJ97HN/g4YRXayolLpI6R8lxIvZjjvK5vEUhP/TuYNiZz+MVU/rdw3kjGiq9/TQ49ie/+3J7A/b0TrKrd+r5b/fvG+Th3d3ZUnjHsPsGUdEQSwYeYei53+evJOhNyhr31HhGCPe8AKRnQh2Y9HH37j7DiMkgrxGC4a17adCZbpQXQCAcAaVmNa0quY/xjzcUpqP/YTr7H5p23/Cp7bSOPIsKeQ2DJzbweXTEza6eCXodPpYMPMKS/ocLksXsdyS8Yw8dGGJXj3Fd/aMn2bFnN5Mnso2cVHb3ThLp2Wl4wbsfN5ZgCGcM+MTDofN4OcfcgdxG07FH4dCfCzoPwAgzjRvcxx83jKJIep/d3+/k+ZO5vaaBiHEP+KcI3XzwwFDy3u9+IvGcyeUVTRAJGc+Q7sdxB8LzMndSDDRBmAdG3QFuuX07u7c/yoO1X2C1ZQR1y51w6UcX7JpjNTYL3377Fj7zmrP5WvdKPlf1eaITPfCfN8B49ktbEM5k2oe2olNCA08MjLD10HDWfIZDg9MnB0iEAGpj0d8D/c5keNLYsawkD/UT+6kc208+tNY81z2eCLsMhpMyHRpycWjQhScYITg89RygqYgbk/m8aCdGkwZkrfMoO7bexanxFENEa0NBHDqQ/C3Hs3HY6U8o4mqK2T7FmqNzfNTN/n4n+48eTxwt39Ubcwc4OuxmT1/S8PGFwjg8QUbdARw5Q9Y00ajGEwjzxJOP4Og9TJV3mkGwsB+OPMgD+wfT2xBoGn8Re2D6OX6FeDvtvkE6Bh8lMrg/LWTXevJxmsd2Yoqt+dbj8NLrSB8gSJQ+9Gc48qDxv0qqnN2xeXKpfSGedOTpo1NEamRcco3G6Q9xaNDFnt7J3Puk4AumK+5KR3E+/6u0306N5x/siB9ejRw05jjGODHiSRhtR0fcDMY82vHyQ05/ok3MEWOb1lHDQIjNfQuEjH4fD4NWRNH+3Od0aNBl9BkdobrnCYJHt6K1xhsMczLm9Rv3GH1yYIpkLnGc/vR7c9IXIhhJbaup75enjo7yzLFso8XvdhR9vcipjPX4HRa/FmmPkNhceouzJ/mbezgxkBI3bKckEiQS0YwWMHg2V8RAE4QSc6DfyU3ffZrG/if4Y9W/UltdjfrAw7Du+nKLNi1KKT589Rp+/K6LuHtiNR/gX4j4JuGnrwPHyXKLJwhlRsPe31HrNOY6haKa7lEPNv8IHYOPYvcOEAxHCUWiaUqF05diPEylKCt48siIES6ZmtAjI8lDjfsElZNHjT45dMAIyet/MdFHo9rwTsTJDLMMhCPs659kbwEKbiZVnlNUejM8YyOHMUUyQ4xi56k1dc5DAEYYUnykfuwowe5n2PH8U/T1nsp7vNRBbrNnyAjJitWb2Zb5MsM9dWQ0zZs36g5w964+3IEwjB5Nm4OXNg9IJQ+Vs96jownvWvx89/c7OdY3wNNHR3niyIjhXRs5lNhnxBXgnj399MQMnHFvEKXDmGJKvDsQZtIX4u5dfTx1JN3w8ociM040Mez0c6B/+utsDThoHtsJwJ6dz7Dt+NTh7TtPOrLV5vHjecunGojjniA7Yh4Ru3/U8H6E/IlMfNMRrypuRGqtOTrsyhlO/OCBwbTvSofTE2WMHCa657eoHJ7W7cfHEt5m0/ABOPFkIkzQG4okrvmhQRe7U7yTShl6QM4ZUSlZPF0B45ipHtr+kfQEM1prhl1++id81E8epKvvfoZcfvb0ThAaPpJRNvtwqfVMZXQ9cWSEJ4+M4Q2FeebYGMGIUXbMHZiRcbKvf5LDw9OHh+aREocnyKl4dEBaNtTcgzNpc39TG2DsqBGuPNFDk8OIFDg+6jbuw5RrUBGcmDZT5VQGYjERA00QSsjzJ8Z524+2cU3oKX5c8XXMrevgA49A2znlFm1GXL+hnTs/chl79BpuCX6WsN8FP3vd9BmdBOE0RhHFGwgnDI5RVwBfKEJFyPAO2IKG0vrnvQMMTBoKtykSwDzwAkSjTE6Mwb7fY/cOUO0+aRgHABps/hGsxx5MhN/sODlO30T2yH6aF6n3eRg+YKwVNHbM+B6jqzc5cd8fiuT0oBSqeHgC4cTcq0bHXprGk6GRvb2nYHAPTePpYVXhmIJX58zw0sXn9gScCQ/T3t78WQ9NKac7cfBRIyQLYN/vs+bYHOzPFQaoGfOkK5gDg4NUeXoYcwdgYFfeLJYJD1oeBc4UCWCOGIbwqCt3GGRUaxhNtoGn/yVaRp7F4UkaBA0T+1ky8AiE/Dy2r4eth4apnziAfdgIC/SGwmnXL1dIYCbNI89h9w2y7fgY3mky91UEJ2gdeSbxPZJh/IYKTPIyNjJgtGmC3Er1UMr8yeax5zEF3eiD9xDpfiq9oI5QN7Q9b3hnvPZhV4D9/U729sUM0WiElpHt2H2pxlmeez0WwmeKJq+f1hqtdcIrZuw9MyU93l9S0Von+7XWuIZOYA6n9/HMZENHht2J0OJqT/ogqRrYlTjHp4+OcmDAOP+00L1ILOlJRmbR1IEIrTUVITd1zkMMT/oJhiN0j3g4Ne6le8yTFt436Q0Z8ujo1IZNnmyqqbsMTPqMEOwUjo262RV/HkyTfXRfr4PuYePecI4NMLb9f6gIGW3gG+vBH4qw46n0wZeDA86UiCBN2/DT1LrSl/7odXjZcdKRLXCJEQNNEErEk0dGeNdPtvM++1a+FLkN09KL4L33Qk1buUWbFRs76/ndRy6nz76OW/z/SNgzDj97vcxJE85oAimj9P0JL1WKIursp9KT9NYsGXgYk6Mb5/4H2Pv8Eww5/VT6BmmY2GcYBzEaHPswBT0JhR9IGHkAREJ4AuFEcgqdKOPDGzIU9kg0mp6BLcbBAVeOFOmxbIShpLLvCYR5aG8vgUMPG0ZfjIcPDvHYS7kzwo3uNcLZVDRZz6g7kJgrFzde04hG8+WGyCZDxzcMnphC5Un3ME34QoSj0bzhfFprGO+mtncrjY49mHxTZwOMh0sN5knIsmQgOWcoENHJBBOQMLRfGnTh8aS3vS0whsU/nqX8+ffezZIBY05TTSzZR1RrDvQ72ZPioTkw4GTY5U+b8xgnvjivPTCS8IhNR0Vo6kQIhWSF9Ici7O+bpDulDSJRnchgaAm6qAjm9uS1D23l+KiHFw8eYvvxMbYdMz62gAOrdyhtDuWRYTd9Ez5UNEiFz7j+8Xs7HNGGF/nIQ9gCozSP7aTWeQRrYGZZH/f1O9l5Kt+gQfa9VeM6zvTJ9kmUGZj0g9Y0j79A29CTafdB3DgMR6L0OrzpYbI5bmsVjYCOpnm5xj3BpFHfv4vBgR76d/5vWgVDKR72nacctIxuR6UkUJn0h9KSAg27/AxM+th6eJhhl5+uvvtoGn+RHSfH84Y0RrzjUyam6ZvwJfvqiadTPKgFGEUTPfh3/ZbmMWNQKhCO0D3qodJlGLGHB51M5JDLF4pwfNTNoDN5/taM+3LnSQf9BYSJFpvClpQXBGFGPHJwiI/+8gU+Xftn3u//Oax7Fbz1Z2CtKrdoc2JlSzW//+jlvPsnFt4x9o/8Sv87lp+/Ad53H1S3lFs8QZhXLGFv1rwiS8iNJTEKrrH0bqPJkR7i0z/pB/zYA0E8ZiuV/vREDhoS1oDKp5scfYTDlZek/RTVmr4JH30TPjZ01nGg30lHh49Ke3oldv8QTpMyQvoyCIWjUGH8//DBIWz+UYbH+1lWsRtWX52vKaac0zTthPoDd7FtQGML5Jv7oxlx+zk55qVjaQ4Fz5sSfhfLslYRnKQiOMGungBVVgvndGQvX6LDIZSjO6nMFpBt0RRN976Zwz4iZnvWfLmTx1/ClqIkt45swxqcINwLB4Fqq4W2WlvCqKofeBKfSh+8iyuFrcNPE1dS4967cFSneVt8wUjWmlaTviDB8GzG4XNdS02m0VGVGdqauUdGm2zrHsfun+DcpQ2Yw17ahg0Pmbn2uqx94wZ9pjHs8kd4+tgoo63JtvWFInT2P4TVYuZAfWtin3G3n/7eJ+hsqEyUjXtwnbXrppQ9lVzJR6ZypNRPHsRb1QUYnjg1dBC7L4w1mMvIUxhta1Ro0mGaxl9IHgfDQIjPz7MEnZhNFixhL4r0+9UbDBvhe45d9C19beJ4pkggFmIJG4IReh0xY6OexHYwQp/NptyGpUmnPyuePTJItecUdnMVUbMNgEqfMVh7eNjFOl+I+sqKtH2ePjqKw6y5aUtX4jdzcJIaV/Ygr3u0B4sp+QyMuoYxoRPPmbiHc9DpY/uuPt7QkHvKhTcYgWlysI17gqRO5bT7hxic9OPwBqmxZZpJ8+dBEwNNEIrM9uNjfPS/d/Llut/xZt/vYfNb4Y0/AHPF9DsvAtrr7Pzmw5fy/p+aeWfvp/jv6Fex/Pdb4T33gK2m3OIJwryhdITxjIx+7UOPJ/6v9A0StJmz9pvwJfcx9k9Roh0nMTQKhcMbpC58kMmGjdkHD7oxKwcqaigxmQpj3HDc1TPBpmXZgyfhqJH5Lkl6Bc8f6gGt0MpMRGscHj9P7Orj/GWN2bJkEFeiLEEnLzx3DKxrEtvs/nTPWzASxWoGW4pXo2V0O/RHoaYdrTW9Di+Tk4YS6fc4UdEgWqU8T1MTKRy+n2p3p+GRjOENhhPeTaV1zBDT6O7HIZDc1zTVArgxUuU0hz10DG7FWbsOV/1ZaeVqHC+ROl5vDaYnIPAEw3SPFZbIJHPfOKmhpZlhl8dG3Di8QWy4c86nymTY5ae1xoZScYNheuKhvdMRjkTZ1zNB3MDb0ztBY5U1sd104qk8e2aj0dgCuefD+cMR+oedYDLqDoQj9E/60gy0hOwuI1xOpbTbkNOPxZxioGhN9eDzTJ06IndbVXn7oMKMNejg+P7tNOfIEDgwmXsuV6UvfZ5cX4r3pn34SQCC1oas/Y4MJz2fKhqk2mMkw7AFk/esM5C8F8wxw6zK10/Q2pg2by5OriGLGtcx6idfyil7nMcP9nHd8nQTwxeMQCXgHccbCuPyhekKPsVoxiDXyTFPWgbbSt8ALzy+j1XN1Qmjr2X0Oahuos/hx2QPTBt5aI7MbK5m9rIZhidTzTLr52yQEEdBKCIH+p186OfP8a3KnxjG2cs+CG/68WljnMVpqLLyyw9cQsXqK/mw/6+JDuyGO9+dFUolCGcy5oi/oPlB8cVye8a9RHuew+IfQ+kwDm+QSv8QHYPJdZ52nBxnxG14COr6nqB15FkgW0FPDYdMVcqmkjXOyTEP6sh9dPX9GVCMugMcjM1nebEn//ywOAcHnFhDk7QPP0l0+CUsIcODaA5nhwntyZPqPTh0hLCjB6c/xMkxbyKl/vie++nsfygmm3HeQe8EvlAYpy+ENxTOadCktkfL6Ha6+u5Hex1p7TZw4Mlpzw3A5jc8gh2DWwFyZk2ccSKBZA6VWZGp5DpSBg6qPfmTroBhaG47NsZLg8Z1yr1WXEywaP77OdGWOoo5nHRJHBhwEt59Z+6ypA9Y5MMS8lDlSWbfq8hjtKZ7+YxjTJV+3xI2jBqXP0SPw5sI36wIuahxd1Phyb8W2bDLjzkzHX3q0WOnGMqTvn3E4UjIePjQvpxldB6vbj6jPU5qun+dJ9yyxp3Mxpxv+YlxTzCtHDCtcQbQOL6bl55Nptc3Qls1Nv8IHHuUg/0uehxe7FbDiGtI8bZlLi8SH2zpHvOkGYzhSBSljMyl+Tz41Z5T1DqPJK7zTLAGHHT13ktFcJLO/gfRgNMb5GD/9M/AYiAeNEEoEqfGvHzgP5/mm6ZvcV3oWXj5/4FrP7tg0+jPlSqrhTvecxEf/5WZTx9y8tVjt8Pdfw1v/CGYZOxHEIACs+wZysWQy8+Qy48ZwwuXTxUenAzQWmMHDEUSwBUI51RSqjw99AyGaJ+BzKkKUmaYWvPIc/grjdryKYmZoXZojTXgSEs8kUowx7yUPX0T0DfB2tZ0r3xq8gYwFk4eylgwm8r8nnxL2J2QO0r2KHU4EsWUJ8wr7qFoGd1O39LXJjfkTLgyM5yBMFROb6zMxn5LnUtk86cbk9XuEzRM7Ge47Qo8gUqIRtOM9Th1k4cJ2FtoHNpJvtk4248bnpolA49gigbxVS4BUq9vqlFW2GBeV++99HXdSPvQ1nS5PT1M5PAiJdCahomDgDFgkA9rcIIIxnITqcTn642mGDfxgQYwDLpT417ayW/U51unL07ryLbE/85j23OWOTHqQZktaNNcBnmn10FmY8BMRUUovT1f7JmgmR14KzuhOjmAEV+eodD7IbHGIMZyBEqBJexBTzEXvsY984zTLSPbsQWMgZh4KC4Y4Zu+wGGoXT3jOmeKGGiCUARGXAE+9JOtfCP8b1zGXrjh3+GyW8stVsmxV5j5/jsv4FO/NfO1vZP8w57foKvbUDd8qdyiCcJpSyAcYXfvBPX29Fd4roH6OteRRDjXnNAaFQ1hD4wUtM5WJpZw/lTb+bxoYKwpZSe/8phlnGGEbOUj1ajUWnN4KL3uvf2TtNTYoFbnNFRy1hmazEp4MRtP2FRyx0ldV0/pwtLQp2aly1wsPR4u2Db8NNWshmW55xnWuo9T6z6e1zgDI2yz0tufMKLjc5ISzNI9aI5kh55We04x0bg56/eKkIugrYlGxx6qvEaW4SkXIJ6GVE9o+1AyS+jJKdZKKyaRgJvOCcN4SxsUmAEmnTR+Jr3zE+ViyXHNIH6PN8263tSw7HhmTDN+dvdO0Vdj/SRScCYiEsZZKnGD2xoYp2vyYMF1zRYZ5haEOeL0h/jrOx7hK55/5lJ1wJhvdgYYZ3EqzCZue9sWxi/4GD8LX4/a9h2iT3+n3GIJpxlKqc8opZ5XSjmVUiNKqXuUUpsyyrxZKfVAbLtWSl1TQL3XxMpmfs4u2ckUgVAkmhXWNjRZmEExFVnerxjW0GSe0LfpUfM4sX4m7O2bzEqUEonqWGbN/rTQ0ulIHWWH4mTjzpzfCOnzjHJmxMyBmiL5SeocLJu7l8HJ2WWr6+y7j67ee7OWVygGdn/hAwKtI9tocOxLGGeLHWsgGU5XO8v+l4o/VLiRUiria97NF/EEJwNzfD7GE61kJnUqFWKgCcIc8Ici/ON/PcCXHP/AZvNJ1Nt+DltuKbdY847ZpPi3N59L7yWf597IxZge+ieie35XbrGE04trgO8DlwPXYUQAPqyUSh2OrQaeAT45i/o3AktSPkVwO80vubxJMyWR4S1Gqhcp3zyV6VC6sGQYC4nUBByzYb4Ws507STn9oQjPZyVHKIypjMA4s/G8GnXnW3cu9/2euT7YYibVq5q1huAsKHQNO6H8SIijIMySSFTzpV/cy2cHPklHhQfTO38/ZRrq0x2lFJ993Sa+Y72N7U9/gAv++BEitV1UrLqs3KIJpwFa6xtSvyul3gVMAlcA98TK/CK2bTZrPgxrrafJB3/mUejaWVPROvJsYj7S6UIxvBkLgdSsmt5QJGdoV7mpnzyQ8/clA4/MsySCMH+IB00QZoHWmu/+6i4+cfLjtNpCVLz/f89o4yyOUopP3LCZQ1f/gJ5IM/5f/AWB4aPT7ygIM6cW4x1WrJRaO5RSA0qpR5RS1xapztOKuYSNZc1HWuRUeqefL7YYyUzCIghCeRADTRBmwa9//zvee/hWKm0V2D/0IHRdWG6RFhTvfsUF7L/mDsKRCKM/vgn3xMIblRUWPd8GdgHbpis4DQPAR4GbgTcDh4BHlFIvz1VYKfUhpdQOpdQOn2/uIYXC4qTQBCKLjYaJ/eUWQRAExEAThBlz/12/4I17byVoa6Lmo49A6/pyi7Qgef11V7Hvyu/TGhrg+PfexKTLM/1OglAASqnbgCuBm7UuMJVdHrTWh7TWP9Ra79Rab9Na3wrcD3wqT/kfa60v0lpfVFlpn8uhhUWMaRHOqxMEYfEgBpogzIBtd/+Y6178G0bty2n62KOoxhXlFmlBc9X1N3Ho4n/j3NAenv3Oexhxnp6jzsL8oZT6JvAO4Dqt9fESHWY7sK5EdQuCIAjClIiBJggFsvfub3HJC/+Hbts5tH38Ycx1M1n69cxl82s/wqlNH+OG4EPc9d1P0T8xuzTOgqCU+jZwC4Zx9lIJD7UFI/RREARBEOYdyeIoCNOhNd13fZHNu29jp+1lnPM3f8BWXVduqRYVy2/+EmOek3yw+xd87nsdfOgjf8eK5upyiyUsIpRS3wPeBbwRcCilOmKb3Fprd6xME7AcaIhtW6uUmgAGtdaDsTI/B9Bavzv2/W+BE8B+wAr8ZewYN8/DaQmCIAhCFuJBE4SpiEYZ+PUnWLX7Nh61XsPaT/yJKjHOZo5SNN9yB562C/nn0Lf4wvd/xuEhV7mlEhYXt2JkbnwEw7sV/6TOFXsD8CLwWOz77bHvH0kpszz2iWMFvg7sAZ7EmNv2Wq31H4p/CoIgCIIwPeJBE4R8hAMM//x9LDl1L7+z3sTVH/sR9TWV5ZZq8VJhp/o9dxL84bV83fUV3vXDer72wdexsbO+3JIJiwCttSqgzE+Bn05T5pqM718FvjoH0QRBEAShqIgHTRByEXAxfvtNtJ26lzsq38e1n7id1joxzuZMdQvWd/2WRmuE/+ArfPj2xzg44Cy3VIIgCIIgCAsGMdAEIRP3CJM/uIG6we18s+aTvOXjX6W5xlZuqU4f2s7G9Bc/Zw29fIVv8+7bn+HQoIQ7CoIgCIIggBhogpDOeDfuH1yH1XGELzevTWnVAAAgAElEQVR8nr/62GdpqLKWW6rTjzXXoW78GlfoF/h7fs4ttz/LEZmTJgiCIAiCIAaaIMTRA7vx/uAVhNzjfLntq/ztrR+jzl5RbrFOX172V3Dprbw9ei9v1Q/wjtu3c2zEXW6pBEEQBOG0pa1WIoIWA2KgCQIQOfY4gdtfjSMIP1zzPT734fdQY5McOiXnVV+CdTfwj/o/uTT6Iu+6Y7uskyYIgiAIJWJpY1W5RRAKQAw04YzH/cLviP7iZk6FG7n7gv/i0++6CatFusa8YDLDW36CajuHb5u/Tav/BO/6yXbGPcFySyYIgiAIZWW8aUvR6zSpaRPiFg2rObcu1VRt5cLljfMmh3kez7lYiBYqnNEMPfI9qv70AfZEV3PwNXdy601XoxZhR17U2GrhHb/GbK3kN7XfxOMY4n3/9RzuQLjckglCWemos8/LcVbNcdF4R+O5RZIkN/PVDsLpx7q2mnKLMCfClrn1zUwq8hhMM8FZtx5P9bKCylrMppzPF7NS86prbVnWMG/HKhZioAlnJlpz7M7P0v7kZ3lKXYjpvXdx02Wbyi3VmUvDMnjHr7H7R7i//Ycc7h/lI7/YSSAcKbdkglA2LObpFZiJho2zqnt9e23yyxz1pIi5tEuQdDbIEielQE1z4aOm5Fwlv71txvU7a9fNeJ/Z4K5ZmXdbtXXqqQoBW3ORpSktMzGwcnqv9NyOH7Q24qpbS8Q0/aDJWPOFQPI5VhebNuKtWjo3IWbBbI3BFU1GOGh9ZQVdKc8hV83qosg1FWKgCWccOhJm34/fz5oD3+Mh2/Wc9Ym7OX91Z7nFEpZeCG/6IQ1jL/DAqjt56ugIf/ebXUSic3yjCEIJ8VYW59nht7cXXLaywkx7rR2/rRVPzUq0Mhe8r7tmFQC1BSZA6lv62inlAIiYcyUdyFaIQpbCvRlBawN1dgvLm6rSQrIaKkubuKm5Oj1r73jT+VlloipbhlBFbdZvMyFga5rT/tPhql0DQKiiruB9xpvOS/yvC7Di+zuvT/serijM+5OrPWfG7EcYRlsuYWDJ9dOW81SvmPUxMgnYWtK+x/tRIczEQMs9jz77feqr7Ci4zkLvU2/VUvyVHelXJtaPHU3nsVgClcymZHunGrxV0xj+xUAMNOGMwuf1sPubb2TTwB94sPkvuervf01H4+IOgTit2PgmuO6fWN53L3ed/Sh/3jvIP921D63FSBMWJo7mbAV+pvR3Xs9Y8wUFl+9sqGRZUxXtm18BFKY8p7KsgCQBWuVWD6psVnyVHYQq6pKhS3n6Z9wYjDPc/nL6ul495XHNStHYuY6RtitorrbRVps+Up9LMerreg1gnFfHeVPXPxV2ixl7AcpyLq/lcPvLZ31cMJT2Us7J8dWsYKzpAkZaL0n8pvO4U8abtjDWfFGa4R+y1k97DG2yErSmn0O+OUiFEjVlLnOTvNddtWuImO1zM56UImqefikdd/VyLAWei0Jx0Yom6vMMJoxlPDOmyhZ946Ylif/XXPqGrO35+ilApKqFlhobtSmGWmWO/jPedD6+yiUlCweNPx5MKY8pVdkA9sLDDofbriy4bNhcmiQovjWvZqj9Giw1rWw5/6KSHCMVMdCEM4aBwUGO3vYqtrif5Kl1/8D1H/su9nkYBRFmyFWfggvfy5YTP+GOs3fyq+dO8fUHD5VbKkGYM/m8LNpkhZyKVrbhddGKJhpjazMmFcbCDTRv/RraM+Z0ZSrRa1trGG57edbcso1XvIGKc29mvPlCRlovpdJq5pyOOhSaiYZNjLZcDBhGlkYxWX8Ortq1KaejIKb0dzVUsjLH3JTzlzeyckkrm7rqaYp7s9qT4ecRe9IACNiacTSeB8qESSna6+wsXbYcZ91ZBbWFq2Y1Ew2biJjtBK2NmEwqK4FCoUr5TLBZchuB8TCsgK2ZgSWvwNG4OSt8L91gVYRjXskK09Ry3rBpCeGaLuNemwZfVRf+ynSPrqt2LcNtVzI0jSE60bAhTb62OjsXrWjirLapPIzZhmLcqzZZvz7xm6d6Gf71b0p8d9afzdjS6zlvbTJkbqz5ZVMaLYWwoaMO7/JrEt4ib9VSWlraOOsV781ZPmJO70/rO4xzzdcrtUrXO7oaK/MbRymDH5XVSe+nt6oLgP7Y4EQu7BVmVjZXp4UIW3OFTSsTV57dRX1lYWu+ntVey5rWZN8NWvMbWtGKqpSrmzx210VvgHWvZLxxC6Mtl6Ttk9kHnXVn5RwgaKnJvVxAOM9ztqHA8wPw2dupMKmEUemrW82SliY62lo5+4o3YKss/cC+GGjCGcHuAwdx/fBVnB06yL7LbuPKd/6TJANZqCgFN34D1r+WV5y4jX876wjfe+wYtz9xvNySCUIa8ZC9kdbL034fWPKKnOVzKRRdOeZXtdcWlhRjRXM1ZlP2c6yywkxnfe55Ww212SFumaFQlVYz4YpqvLFEAMNtVzKw5JVUNiZDodZ0NKKUotpm4bqNXVxw/kWEKo15Shu7YsqUUjjr12cZJFFlYUlDVV4Fy2wysaa1JvmMTnlWe5ddnfjf3XkFF5yXneXOVZec+zTSemlW6F0cZ8M5eGpWMLjkFYy0Xc7apR201lVmGbCp+G2tebelUmFKDcvMVgwvWpE/VEwrC1GznWVrNjKZ4a1buumqxP9RZWGo4+rM3XNiVopXbUw3unKFwOWbz9VRX0nIWk/Ykts7MdZseBRC1gZ8lR3U2SvY3FVPe60N6jqpa0y2W2vGdVdTTIxKDcW1dZ3Hxaua0va/7uw2mqtT5spVtiUGCqKqAqXyh6PlSz5TZbNQXd+KLxa+rJWJC1Y0ptVzdofRj0ZaL887BzNuaEzVnxXGoECqcZTpeU5gsSVMHEfjeQnP8XTkmsvaVmujscrKWNMFMTlmRtfaZPhr5vMvlWBle8L+TlW5TLH+4avuImBPD/m8IMOT7KpbR2dDJed2ZRiCeTz3k/Xr04y++P3QWpvfQIvYk3MRrWYT5156A+etXY5SxvPP07QJs0lx4YrGgrzsxUAMNOG05/5HH6H1N69lKUMMv+EXbLrhr8otkjAdZouRfn/ZJbyj71/52zWD/OufD/I/20+VWzJBSKCVhbM76rLmYEUzRtTjI+z5InVtFjMNVenKw1DbVWnfNaas+Vcmk+LGTUtYuW5DmqFWbbPQ2VDJhs46ljVWpXldqm0WWGIYNX1LX2vMv6k1FPegtYGgtRG9LH1Eu6mlnes2Lc8WvPN8qOvCXp30dvnt7VhMKk3js2UsWzLQeT1seBOZLG2MKbpxTa7jXLDY8jZcrc2SN4wsTtDWnOY12tiZbqAubaziurPbuHHzEqwbbsTUuHLKEFBLbRvXnW0YonEvRhzrWa8gfuLr2moTc4syFwaOJx5IJW74pF7HFU2Gl2JgySuTBe0NCYPXVZfinWSauUwms3FdYlSYTaxoNo6ZOi8tVzKQLUsbaK5JtmGmgQVkedyUgiUNVahzXgfLLoU11yXPq7maQP2alNLJ62sxKdpqbSxpqGJjZ13Cuxs12bj0rE6sFhMd9fbE+dorzGg0gx3XMtR+NReuaEyERUbNNswb3sCycy7O3y4xcrVdIBau6avsyPLq1NgsdHUuJWibPiy1ypZZd7KuwPrssMVUr2GciNmOzWJKGjlK5fS6p88xNApXVmQbqMubqlnT0YS1aTm19uT2c7saEsZnKpnPHmWxMtx2JePtl2NLabuhdmPAwFdphGa2rLuYaOz65hhLmnK9WVft2kR9L1vZhHXdNWneymie/SLmyjSjL2BPH1Rx16zKGmjZ/PKbEv+fu7SB+hp7nqiG+UMMNOG0JRyJ8rP//hmXP/5O7BaIvOc+ui7MP+FdWGBUVMI7foVqWs3fjHyed6+a5HN37eXuXX3llkwQEhhGRf7x576uVyeymYHKOTr+6k0dXH1WayJRSF2lhbC1jqqW5QQr6glaG3nZui7W5ggTM5kUbesuxrPm9YAxsr88ZgBUVVhor7OnJb7Y0FkHLWth81sAiJqtqFgIYdhSzUjb5dhbVibKX7O+jUtWNRmGHVBfZShqjVVWaF4DKy5LlK22mVPWbUpRQmsyjDtlgoyQvC1LG+ioixtoMYWv9Sw45/VZ55ysJxkWmEvRy+WdzFRWm6qt1NorkskXKpOj9H5bKyFLeptX29INHYBgheExjNibCMQUdpNJsb69lqWNVdSlKLermqsT3+0pnkVfVRc0r2FjZ32aP+mC5Y1cszGZ0jyuM4YsNbhrk5nkzDnCM+Nzm0ZbLjG8Lynbz1uaNPQiJhsDS17Jmk2Xsnx5anY6o7zFbErbd8V0yzJonWz7ikrjWmdc79T5baMtlyZ/xzAeljVWpl2rdcumTmQRsVRhrW5gaWMVpqixRIsl7IYKO9GW9DBJMDyrrpU3AHDOkjo2LEk3SpSCsLWOvq4bsxR8ANa+kiXnpXtmR1ovyyo2bQISZYZNN2f/liB+N+RPSx9/bvhtrXmTwCQGP+LYG2Dpy7j27DauOztpXFstppx9qXXthYmBC0ss9C9krWf1ipVcvyF+bRTXn7+Olkvfydq167hpSxfLmqtprLLS0lCfc4Hs+GAHwKbOes5davS/CrOJJesvIlyREkpY04azLsV4zRi3WdpYRV/Xjaxqyx1yGc9aGrZUJwy4oLWR0ZaLsUwTIlwOZAKOcFoy5g7w6zu+xgcdt+GoXEHzh+7G0pRjBFhY2FQ1wV/+HvWTV/F/nV/AsfTLfPLO3VRWmHnVxsIzTwlCqajOOwKsAA3KjMbE0sYqQhVmJms2sHzNBoKuMdzHnyVSmQytGWu5CHPYx0WbWnm9tQ6TqYsRX3xAYm9+IZTi4jVt+CdrDeVq9bVw/LHE5iqrmfY6O62rz8+dBa6qieq1V9DvrcnySGV+b6u186oNHVRasz0Ol69pYdwdwNSr0uaBedq2MGQ/O7/8ZMz1ylRETRaWNVYx4gpk7Wc2Ka5Z30b1smuhIt0LuaS+kuvWtRGKaCbGrWmeAjBC3LIU1+Y1UNNGX8RpyGUy0d95PbWubmpdR40ytR2EzVW4atcw0bAJrUzUV1awrr2W3bHpshaTwmI2GWF0luSofyLcrKqJ9R1R9vRO4q5eyvnLGsGisZqPYTWbE82wrCnu5aqlIuRCoRjtuBpXNNn+TRe+ia7BR/GHIhwZdmcdKzOEbEnMA0XtEsBByFrH6y80DLNG4MiwC4CzOuowea2J8wFDCcaVrKvCbMJuMSXmE54Y89DVUEmVNUTmwMV5SxsSOnXEZKW/81XGfLEUg6Q67o1ZfhmMHyPqzFbqFYqoyZa4lzMdrHFvZC6v2ETDRjzVywlZG9CW/8/efYfHVZ2JH/+emdGod6vYcscNbMAGE0K1Q2dJ6MlCKqkbIH1TNpvdhGwK2RQIqSRZAgkkvxSaMc0UY8BgG/feLclW7xpNb+f3x52RpkojaaSR7PfzPPNImrlz59yjOzPnveec9+QCfSiMQH96aS5ubyD0GuEXU9F/h+XGBwGxKf21MhE0hcsQ+jwIaau8GFPQS1H4NU6/HuofidsnGD2WWXlG/U4tzuFImyPq8c4pxvDSFQsq2LXxlYT7iBsKPf+KmC2iK9GdU0WOu5WKgmza7R4sJkVFYTanWQqYHhp+fMPSgR7k1qpLCZqsLLeYmD0lOoA3zV3B7OxCOPAc58ws5cwzBr67I4POyKGDZ08vgeoiDrb0Re0rnBBp8bQiFIoupxeAsjwrVYXZLKws4rSKAmpKc1GeAo62D7wfikKp8nsi9ue1liQOwI3SGeeWiv9IGg8SoImTzp6GHt5+5Jvc7f8rrRXvpupT/4CcoTNQiQmqeDp8+EnUw9fwgPfbuKr/h8/9dTsP3bGcS+anNh9EiLEQjinmVRVib4l+rLXqUrK8vSydUcKsojI4sBddPpO8oimUF2TTaivnkLuQmfMHsrTlWy04yIWc4gTDWwbPZGq1mLCGg6n86LWdlFLMuOADkBWfHMQbMAYKnb5oMadHPDbYwq6JgjMwGljTSvOg9FbsKfZ0m03KSHBRPB10EGxNxDWHy+ZSVbSDqqIcWnKz+uOD8BXx4twsyJ0d9ZRwgofwHKayioEr8f3zv+YmWQMruxAwArSSvCw67EHmVxXS0heaL2XJZukVt7PteDftfR7Om13Wn4hBhaKF2OQip1cXUdvhoOi82yHgBUs2WbsfZ1F1IVuKllNTmhsR+Az+vw5YC9Fef/+xz51aAR1mPD7jf6mmn8cM517K8q1kmU3kRfS83rC0BvYVQ8AHpXOAfXiTNFBnz5iB2V0NNedAKDaO7aUDWFhdBDNKqOtwhLYJPRCzbf/FgZpzsZ/IjsvOazWbmBtOlpFbAjPfjTrajAYCpQNDIq2nX0NZtY8l5Ym/1xdNr+C4cxGLzkqwtqky40uU1GLue6h2dUPzjoT7DCvOzaLX5Yt/zeoi9oUCDBPAnEvxl2jo8JJlNuHKqSTX3crs8nwaGciK2V8DloGLCxfMLed4Q+iPrFyjx7KoOvT6Vs6dZaUhyRKhpkD8RQwYCB7zZ54N1vjyxwqaLBTlZDGjLI/i2cuMC1FKGb3zCcYqJkvMAUDBQC+ZSamkSXKGI7diLvQcj5vLGR6eWZZvhbz4OWdTi3PZ22v8PiXfyoyphTTk5JKVKHlKdgFKtaGVZcj19MaCBGjipLJqax2eVV/mM6a1dM2/hap/fTDqg09MUpWL4CNPY/rz9fwu+x7uKP82n/zTFh788DlRwzOEGE/hxv/CqgK2xjzmzyrAn1VgNGiUggXXoKz5lIcTBxTlcNWZM6OuGl+6oKI/YEq7rPhEBZcuqKDT7k24+ZDD2IZhXmUBrTZ3wseWzSg1sjROmQ/NOxPvIGL4UXVxDq6z/4UDTT2UDXJVu2PK+RBxpZ6Z74YTmyJyfqfW/HnXnDL63H7yurtoYWDYZE6WOeGwqMriPHrau+Puz59/CUvmY5wLloE5XPnZFlYsCAdIxgFp00APWpjPWkqhdoLZilJGI/z8OeVRc8PAmFdYUZBNpfkoADOWXglFMcPeSudAxyEorKax5hrUYHWx0Fi2oNhknCcVhTlggzlT8qntcETNr5tZlofHH2SGIxucxAzVw2io29ugZBZnaje7G3vxBwfO94JsS0SdGge/ZFYldfm3U14VMdQtp4h5U4kTrq55lQXMLL9oyECgJDRctyg3C/ILjQsbSQK08P/itAtuwpdgTmS2xcRZM0ro6c0jL9sCBZUsyNeUlXgpsr6Xrn3d1DS+aAw3jgiuEk2vtEbO2bTmw5wVkJvaEgw5nvb+3wPWIsDoQcqzWjhnZimm04ZYFiSnBNw9XDq/EnpcAJQUFYA/ceCXdiYzBAcq6MozqvovPEDEsgKmiP9t6Rzork24u8HW/TObTFQV5VI1NUnCnprlFJfO5kxvkXEBZZxJgCZOCv5AkJ89u5V3b/kKK8y7cLz7K5Rd/e3M9EuLsTFtKXzkKcx/vpFHcr/HJ6d8l397dCu/vH0Z1yxJ8G0txDhJ9CmTbTFx0bwpA0N4suPTMsdmA7NaTNGNM4yAQEN/D0Y65WdbBhmimR6Rw6DA6B2I6oEzW40LMMOQU1SOtzP5nBzAmKxljhieWTwduo4ZAcL086AotQXGs8wm42q83WRcrY+4Kj+tJIfmXlfUHLN5U8shzxW/o+Ka+PtOuwzsrQN/F02DytPpCRbEdaJdcukV4OkDax7hrraCHMvQCxcXJfhsnHoWVC3BZDIxt6I4pcZnSZ6Va5dMNdK0N0J5fvZA9sRQo9lkUkaK+c7p4GwP9URGmH2J0XtoMjGzPI+Z5XnJ5xSH/rfZFnN/2vpUqSS9NFkxPT/TSnK54vSqhO+BZOeWKa+E2BQpvqxCssx2srJzojJDKmUMC4RsULYEa7rBjLL4ui/Js9JXeNrA4vUFwx8pUpqfw7RZ86G+yQjuXN0Jez/75ZYCtcb/zN0T3XbKKw/1bMNoFgVPyeKbYPfjAy9ttUR1hLlzq43h09VnQVc4KEvS43zmrbQF4s+vmWX5nOi0JS9DOKGN2QKF1WRqcowEaGLS63J4+a9HX+bupm9yurkB/3t/Qf7yj2W6WGIs1JzbH6Q9lH8Pd0/9Dnf/dTv33uznA8tnDP18IcZC6DJ4wJxDa5WRfXFJTXFUivCRWj47dHX3eBl4HYNvnMjCfzEaxRlWmmel2+mlMjK1+fyronqT+iVqSJ5xA/09TAnSdkdaPK2YopxBmjeW7OjgLRVZ4aQXA+WfXppHTUludGM+XLisXPAlCNQi5ZUZtzCloGoxwbZmCAT7h3ACKLMF8oxelOLcLOwef1yykmEJ9VSdOT314f9Wiylxl8/8mEQY5adB6ezoXg6I6z2MM8LDGXxA6MB5YooYandVqHc1LjirWgw9JxLsI3nhekrOgLl5kJO8twZC6ehrzHDC2FfsxYtItuJBLlqUzILOgT8TDbs8bfacgTHYqSibC3lTwNEOvScGKq14ujFFpD9AG6XB/v+pUMpYRiPR+zc7vv7L87PpdHiMHvNQ8pipRdmc6NT9CY/i5CVfAmM8SYAmJrW9Tb389JF/8EPPD5mS5cZ0+z8wzYud/CpOKtOXG0HaX27hN1nf5D9nfpevP76Lxm4XX7pivqxvJ8ZfdgG9xYtw5U5Dm6xJk2iMykiHalvzgORp48fLRfOmRA1nAxI0aAdpakc0yMI9Acl6j+YlW/S3+ixo3GI0RIerbK6R7COm5y3p5031mUavxKE1UXNwUjFUALpsZilzKwriemDzCwspt2Qb69AdYdRpwhO+fKJCxfaUQXxwlsS1S6bS2ONiT+BKLIUKvFvpz8yQonCgWlaQ+D1SlJNFyXm3Mb00j2P7jB7LpO/PytON24mexI8nosyQP/Q55c/Kh7JpXJzt5UR3fPBefc57yU40FypSKPsqnUbPkAot0N7r8pFtMVNVmENRrjFfrH9ocKpBUU6R0cNs7NnIoGoa/UWmfrMuGnU+gHNnlRIIJvicmHcFZMV/zp0/twy3LwA5N0LrXmjbT2FBHpcvqoKWtvj9TCASoIlJ66ntDbz51O/4relBTAVTyPrwKmPohjj5zTgPPv4Cpkdv5t7ebzDt9Hu579XDNHS7+OHNS9IyCVmI4bAXGkkMBrsqPiqVi6Hz6ODbRPQyTTRmk8I8VKO9ZLYxbGmIgKaqKJvF04qGP08ut8RoyKXg0vkV8UPCUhwWaVBG4DL/KmMe0TAU5FjocXqTDkkzm1T/unP9Ft+EGcXF4UZ5zTkjC0SB686citMX6F9MOKn8KUbgOgpWi4mqomx2ma3UTJ0C9cPfR06WmZULKykcZLjuvKrBe7dijdW7SClFeUE25QnWkps+LfXz6+rF1azZ28LcKfksqi5kzpR8crLM/Vk/QRkXCKYtM3rB9q9Occ8RVwciA7vwHLhB5sINmao+0XBb4N1zyykOpha4JUrVj8mSMKsmGBdx+i/kVJxuBHElM6H9YEqvl0kSoIlJx+UN8N1Vu5i58z7uszyDr+Z8sm7/y4jGaYtJrGoxfOJF1KM38fmGf2fWOT/gi9vgSFsfv/nwuQnXQBJi0rJYjcClcGryZBqRw36sBeAbwZDITMovH+ghGIRSKuGacOlUGhsADVc4uBpi2Fsi755bRq/TF58afTCxwe8oAieL2URRKsPj5q4c8WtEyrNaBi5sJFvNfQhDLVieaWdNLyE/bsHq5KaX5g26iHNOlpnrz57W34Mb25varzyU/TK7aOD3wRTVQNt+KIvZtrDaGC5tTdwb/y9nTh1xUFtVlAODLbKeTE4xuHuN3upUmExQFlqH0hrqZY/o/S3MtuDxj1GSphGQAE1MKkfa7HztsfV8rvtHXG7ZTnDZx8i67qeSqfFUVTYHPrEG9ZdbuWHfl1n0rq9y687lvPcXb/KL25dJGn5xcplzqfEzfwrY2wffdsHVY18eMSayLWYqi07xUQBjNFT9skWVgyfLGKOXnzNleL2o584aOmvj4ElyYh5bcFVqL2zNgzOuT/5YEkMmqxkLp10O6JSH00YprjGSgUTMN1tYXZRwHlumSIAmJo2ntjfw0FMv8gvT/cyxNMO1P8V03qckU+OprrAKPrEGVt3Fwl0/4e2FN3Nbywf5yEPv8KmL5/DVqxcmv7ooxGSUWzp02u0Mfy6eP6c8fs6ZEEMpqIrObJlmw03cs6SmOH4x86EkmAs1bpQyeiGzJvEIkuIZqc1VG2pI5VBik4EsvomJNERcAjQx4Tm9fr77zD482/4fj2f/EWtOPuoDTw9cTRbCmge3PgxViylc+31WT63lgXP+gwfW1/LG4Xbu+8BSltTIYuVi7Jw+tYj2vnFaK2gSqC6OX3ft1DCyIXoiZOYF4HNm/AJDmIJB5zSvXFiJM7RoOACnXz/q5CyjMnUpNG0fdTKOjJp5fmZedyQ9cWMog2eREEPbfrybG3/+Cst2fpufW39D9oxlmO5cL8GZiKcUXPo1uO2vmLqP8eUjn+SFlY30OH1c/6v1/M/qfdg9/qH3I8QILKgq5KJ5I0vKIMSkM1YBgNkyonl76aZS7Ekpzs1ianFEb5XFahxDppTNNYLcUSZvEZknAZqYkHyBIPe/fIhv/+6vPOj6KreZX4OLv4L62LPDzKQlTjmLroPPvgXVZ3H6xq+xft5f+fi5pTz8di2X/2wdz+9uRo9wIrrIHKXUN5VSm5VSNqVUu1JqtVJqScw2Nyul1oQe10qplSnue4VSaqtSyq2UOqaU+uyYHIQQJ4N5V8CcFZkuxZgKL95tLDQ9iSiVeFF0MelIgCYmnKPtdj7wmzfxrfsJT2V9m9n5XvjwE3DFdzJ7ZUpMHiUz4I5n4T3fwnrgaf677g7WXt1BeZ6Vu/6yjY/+8R32NdkyXUoxPCuB3wAXApcBfuAVpVTkRIJ84G3gK6nuVCk1B3g+9LxlwL3AL5VSt6Sn2EKcZHJLTk1cLjgAACAASURBVPrEXGX5Vm5YWpOWxeZFCopnGJmZRT9p7YoJIxjUPLapnr8//zI/NP+es7MOGZM2r7tvwqzsLiYRkxlWfB3mXwmrv8ScdV/g2bmX8cQZX+b7G3q57pdvcuPSGr5y5YKItWPERKW1jkpLqJT6CNALXASsDm3zaOix4Yw1/CzQpLX+fOjv/Uqp84GvAk+MttziVDUx5lAJMSlkat7ZBCY9aGJCONpu5yO/W0fvc99hlfk/ODO7DW55CN7/iARnYnSmLYNPr4Vrf4ypYTPv33QL75z7Kl+6oJzndzdz+c9e53vP7qOtz53pkorhKcT4Duse5X4uAF6KuW8NsFwpJZfPhRBCjDvpQRMZ5QsE+cObx9j66j+51/wwMy2t6LNvQ131A2OtHyHSwWSG8//NyLD12g/I3vp7vmj9Kx9fcTc/7lrBw2/V8tjGem5/10z+bcXc6EnfYqJ6ANgBbBjlfqqBV2Lua8X4fpwCNEc+oJT6DPAZgJkzZ47ypYUQQoh40oMmMmZPYy9f/PljLHn1Dh4y/4hppfnw0WdQN/1OgjMxNoqmwg2/gjs3wOxLKHrrXr5fdzvbLt7M7UvyeGxjPSt+vI7/fGo3J7qcmS6tSEIpdR9wMXCL1jqQhl3GZo1RSe5Ha/17rfVyrfXyigpZCF3EkAREQog0kB40Me56nT4eeX4d03b+kl+Z38CfUwSX3YvlvE+CZZJlTBKTU+UiuP2v0LAF1t9Pyeb7ucfyIP++/HYe8lzGb7Y08I/NJ7j+7Gl88pI5LJ42ideUOckope4HbgPeo7U+loZdtmD0okWqxEhC0pmG/QshhBDDIgGaGDeBoOa5ta+j1t/H3fpNsJjxLb+T7Mu+DrmlmS6eOBVNXw63/QXaDsBbD1C4+1G+FPwjd865kGeyruX7e4M8ub2RC08r51OXzGHlgkpMJpn8nylKqQcwgrOVWusDadrtBuDGmPuuBLZorX1peg1xqpkgCy0LISYnCdDEmNPBILvWP0vfm7/lvd4N+JSV3jM/TvlVX8Uia5qJiaByEdz0W7jyf2D7o2RvfZj39/w3t+SVsn/65TzQdg6feKSDuRUFfOKiOdy4rIaCbPn4HE9KqV8DH8EIprqVUuFeL7vW2h7apgyYCZSEHpunlOoBWrTWLaFt/gygtf5oaJsHgc8ppX4O/A4jK+QdwO1jflBCCCFEAtLCEGNGOzo49tqfyN7+MGcHTtBDIccWfprTrv8a5QWVmS6eEPEKKuCSr8BFX4Sjr2Ha9TcW73+W3/sfx1FWw8u+5fy/VWfx4+dP57qlM7jtvJmcNb0YJVfLx8NdoZ+vxtz/XeCe0O/XAw9HPPaHBNtEZfbQWtcqpf4FuB+4E2gCvqC1lhT7QgghMkLpMZjQunz5cr1ly5a071dMAl4H3n3P0fH2Y1S2rcdCgH1qHj1LPsa5132S7Jz8TJdQiOHx9MH+1bD3afSx11ABLw5zMWt8S3nRfw6dle/mxvMXcf3SGopzJSu7Umqr1np5pssxHuS7TsSpewv6mmHWhSAjRIQ4aY31d530oInRszWhD75I787V5Deux6q9oMt4MvsGCt91O5etvJxsiznTpRRiZLILYekHYekHUZ4+OPIq+Qee46ZDL3Kz53UCPSZ2vTCXvzy/BMe0Cznt3Mu5/MxZEqwJcUqSLI5CiNGTAE0MX88JqH8bz9E38B1bT4G9DgX0BitZxeX0zLqK8y59L++fVyFDv8TJJbsQFt8Ii29EBXxwfCPm2tdZcGAtZ7etxtT6NJ7nstj97Fzai5dgnXU+s86+lNNOW4gyyaomQgghhBiaBGhicPZ2aNlJoGknjrptmJu3ke9qAsCt83gnuIhd5otxzLyMxWe9i1vOnCrJE8SpwZwFcy6BOZeQf9l/gacPXf82PbtepqpuI2f2rSZ7zxOwB9oppSX/dPwVZ1A482ymLTyXvOqFYJb3ihAnJ7k4KYQYOWkdCAgGwdYAnUfQHUdwNh/E03qQ7K4D5HvaATADvcEKdus57DRdRXflu5g2/xwuWVjNF6cXYzFL74A4xWUXohZcTdWCq42//V7aj27lxO43CRx/h9K+g8yq3URWXQDeAC9ZtFpn4iiYRbB0DjlV8ymcOp/imoVYS2pAetyEmHzK50FfiywdI4QYFQnQTmZag8cGjg7j5uxA29vxdZ/A3VFPoPsEZnsjea4WLKHlfhSgdQ4NeipH9EKOmq/FUXoGeTOXsWD2DM6cXsw15fmyFpQQQ7FYqVh4ARULL+i/q627l7oD2+mu3QGteylxHKOicz/TO1/HejTQv50bK22mSuzWKbizK/DmVRLIq0IVVmEpmoq1pJqC4nKKSkopLiomO0s+yoWYEAqr4cxbM10KIcQkd+p+q4ezV0ZlsUzlvojH0nGfDkLQDwEv+D0Q8Bm/BwZ+93jcNHT0QMCL9nlQPifKZ8fkdWDy2VFeB8prR3n7MPnsWHwOsr3d5Pl7+gOvMAWYtcJOKU16Ck16Oq0sxZY3A3fRHKxVC6ieNovTqgq5uLKAmwqyZR6ZEGlSWVpM5QUr4YKV/fcFgprGTjtNJ47gbj1EsOMYWbY6ch2N5Hk7qHbvpLynm2yVeM1knzbTTS4OlYdT5eMx5RE0ZRE0Z4PZijZno81WtNlK0JSFMplRyoQymZlfXURRrhWUybhd+nWwWMenMoQQQgiR0MQM0BwdcP9i4/eRBkGJgqxJKhs4LcljDp2Ng1zsOgcHOTjIpU8X0KumYTMV47CU4sspQ+dNwZRfQVZRJdmlU5lSnM+M0jzeVZpHZWG29IgJkSFmk2JmRSEzK5YByxJuo4NBnH1d9HU04OxsxNPbitfRg9/ZS9DVi/LYMPv6yPL1YfU7MQU9mPx9mL1eLEEfFnxY8WHRfhQahcaEJqcFQBsXinQQLv4KIAGaEEIIkUljsg6aUqodqE/7jie3KUBHpgsxgUn9JCd1Mzipn8GNd/3M0lpXjOPrZYxSqg84mOlyTDLyfh0eqa/hkzobPqmz4VuotS4cq52PSQ/aqfLlPBxKqS2nyuKtIyH1k5zUzeCkfgYn9TOmDkrdDo+cj8Mj9TV8UmfDJ3U2fEqpLWO5f0kTJoQQQgghhBAThARoQgghhBBCCDFBSIA2fn6f6QJMcFI/yUndDE7qZ3BSP2NH6nb4pM6GR+pr+KTOhk/qbPjGtM7GJEmIEEIIIYQQQojhkx40IYQQQgghhJggJEATQgghhBBCiAlCArRhUEp9Uym1WSllU0q1K6VWK6WWxGxzs1JqTehxrZRameK+Vyiltiql3EqpY0qpz47JQYyhsaqf0HNeCj2nTym1SSl1/ZgdyBgZy/Mn4vkXK6X8Sqk9aS38OBjj95dVKfU/SqlapZRHKXVcKfWFMTmQMTDGdfNBpdQOpZRTKdWilHpMKVU9JgdyElFK3RU6n9yhz+5LMl2m8aCUulQp9YxSqjF0nt0R87hSSt2jlGpSSrmUUuuUUotjtilVSj2qlOoN3R5VSpXEbHOmUur10D4alVLfVkqpcTjEtErxvSt1FkEpdbdSaleozmxKqQ1KqesiHpf6GoRS6j9D781fRdwndRYhVBc65tYS8XjG60sCtOFZCfwGuBC4DPADryilyiK2yQfeBr6S6k6VUnOA50PPWwbcC/xSKXVLeoo9blYyBvUDrADWAtdh1M/zwFNq8jWIVjI29QMYHxbAn4FXR13SzFjJ2NXP/wOuAT4DLATeD+waZXnH00rG5rPnIuBR4E/AYuBG4AzgL2kp9UlKKfWvwAPADzE+k94GXlBKzcxowcZHAbAH+CLgSvD414F/Bz4PnAe0AS8rpSIXdP0rcA5wLcb78hyM8xAApVQR8DLQGtrHF4CvMYLPxQlgJUO/d6XOojUA38A4xuUY3/9PK6XOCj0u9ZWEUurdwKeJ/36TOot3EJgacTsz4rHM15fWWm4jvGF8UQWA9yV4bAqggZUp7Od/gcMx9/0fsCHTxzgR6ifJvt8BfpbpY5xI9QM8CXwHuAfYk+njmyj1A1wF9AJTMn1ME7BuvgrUx9z3ccCe6WOcyDdgE/CHmPsOA/dmumzjXA924I6IvxXQDHwr4r5coA/4t9Dfp4fOz4sitrk4dN/C0N93AjYgN2Kb/wIaCSU3m6y32Peu1FnK9dYF/JvU16B1VAwcxbgQsA74lZxjSevqHpK0kyZKfUkP2ugUYvRCdo9yPxcAL8XctwZYrpTKGuW+Myld9ZNs32Ox3/GUtvpRSt0FVAPfH+2+JpB01c+NwGbgK0qpBqXUYaXUL5RSBaMuYeakq27eAqYqpd4XGtIxBbgNo5daJKCUsgLnEv+Z/RJGL8mpbA7G51B/3WitXcAbDNTNBRiB3dsRz3sLcMRs82bouWFrgGnA7LEo+DiKfe9KnQ1CKWVWSt2GEdi+jdTXYH4PPK61Xhtzv9RZYnNDww5rlVJ/U0rNDd0/IepLArTReQDYAWwY5X6qMbpAI7UCFoyr4ZNVuuonilLqbmA6EV3Jk1Ra6kcpdSZGz9mHtNaBdBRsgkjX+TMX48rW2cAtwOcwhiM8Msr9ZlJa6kZrvQG4HWNIoxdox7h6+LHRFvAkNgUwk/gz+1Sfuxc+/sHqphpo16HLyQCh39titkm0j8jXmKxi37tSZwmE5u7YAQ/wIHCT1no3Ul8JKaU+DcwD/jvBw1Jn8TYBd2AMT/w0RvnfVkqVM0Hqy5LKUYh4Sqn7MBp9F6epURy7IJ1Kcv+kMAb1E97vLcBPgNu01vXp2u94S1f9KKWygb8BX9Va16arfJmW5vPHhPE++qDWuje0/88Ba5RSVVrr2A/QCS2ddaOUOgP4BfA9jCt7UzHeX78DPjrKop7sEn1mT8rP6zEwVN0kqqehtpnU34kw5HtX6izaQWApUIJxYe1PKjrxkdRXiFJqIcZ82Eu01t5BNpU6C9FavxD5t1JqI3AM4+LkxvBmMU8b1/qSHrQRUErdj3HV+TKt9bE07LKF+Gi6EmMycWca9j+uxqB+wvu9BaPX7KNa62fStd/xlub6mYqR1OFhZWRv9APfBhaH/r5qlPsfd2Nw/jQDjeHgLGR/6OekSuowBnXzTeAdrfVPtNa7tNZrgLuAjyilZqRh/yejDow5RIk+sydVsD8GwlnQBqubFqAyMpNZ6PeKmG0S7QMmaR0P8t6VOktAa+3VWh/RWm/RWn8To9fxy0h9JXIBRs/+noh2wArgrtDv4Xak1FkSWms7sBeYzwQ5xyRAGyal1APABzE+ZA+kabcbgCti7rsS2KK19qXpNcbFGNUPSqkPAI9hTEh/PF37HW9jUD+NGJmHlkbcHgSOhH5/O/lTJ54xOn/eAqbFzDlbEPo5aXphx6hu8jCCjUjhvydd6uTxELpCvRXjMzrSlUyy99sYqMVolPTXjVIqB7iEgbrZgDGf6IKI513AQBbS8DaXhJ4bdiXQBNSNRcHH0hDvXamz1JiAbKS+Enma+HbAFozRNUuBQ0idDSp0TIswLuhOjHMs05lUJtMN+DVGRpbLMKLi8K0gYpsyjDfESowuzE+F/q6O2ObPwJ8j/p6DMbHw5xiZYT6FMR/klkwf8wSpn9sAH0Za58j9lmX6mCdC/SR4nXuYhFkcx/D8KQBOAP/ESCV/EUaa8H9m+pgnQN3cEXpv3YkxV+8ijIQqWzN9zBP5Bvxr6DP6U6HP7AcwJozPynTZxuHYCxhoBDoxeuyXAjNDj38jdK7eDCzBaCQ2AYUR+3gB2A28G6NRsxtYHfF4MUYD6W+hfdwc2ue/Z/r4R1Bfqbx3pc6i6+xHGI3h2RiBx71AELhW6ivlOlxHKIuj1FnC+vkpRi/jHOB84NnQscyaKPWV8UqaTDeMRk+i2z0R29yRwjbrgHUx+14BbMOYEFsLfDbTxztR6if0d6LnrBuvY5vI9ZPgde5hcgZoY/n+WoiRkcmJ0ev468gP2ol+G+O6+TzG0A4nxtXDvwLTM33ME/2GMRS0LvSZvRW4NNNlGqfjXpnkPHsk9LgKfQY1A27gdWBJzD7KMEZE2EK3x4CSmG3OxMia5g7t6ztMslTeoeNI5b0rdRZ9HI9gjG7wYCRdeAW4WuprWHW4jugATeos+jjCAZcXo03wBHDGRKovFdqBEEIIIYQQQogMkzloQgghhBBCCDFBSIAmhBBCCCGEEBOEBGhCCCGEEEIIMUFIgCaEEEIIIYQQE4QEaEIIIYQQQggxQUiAJoQQQgghhBAThARoQgghhBBCCDFBSIAmhBBCCCGEEBOEBGhCCCGEEEIIMUFIgCaEEEIIIYQQE4QEaEIIIYQQQggxQUiAJoQQQgghhBAThARoQgghhBBCCDFBSIAmhBBCCCGEEBOEBGhCpIFS6jNKqT1KKbdSSsfcns50+YQQQojRku86IcaHBGhCjJJS6mPA74A64FbgNmB/6OEHgX9kpmRCCCFEesh3nRDjR2mtM10GISY1pVT4C2qx1joYum8GcBS4V2v9nYwVTgghhEgD+a4TYvxID5oQo7cI+Gf4CwtAa30CeBu4LGOlEkIIIdJAKVWEfNcJMW4kQBMiPVoT3NcCTBvvggghhBBpVhT6Kd91QowDCdCEGL0gMDXB/dOArnEuixBCCJFuXch3nRDjRgI0IUZvI/ABpZQ5fIdSag5wAbAuU4USQggh0kFr7US+64QYN5IkRIhRUkqtBF4G1gK/AgqB/8EYEnK21ro5c6UTQgghRk++64QYP9KDJsQoaa3XAdcABRhphn8L7AYuki8sIYQQJwP5rhNi/EgPmhBCCCGEEEJMENKDJoQQQgghhBAThARoQgghhBBCCDFBSIAmhBBCCCGEEBOEBGhCCCGEEEIIMUFIgCaEEEIIIYQQE4QEaEKMklLqVqXUE0qpeqWUSyl1UCl1r1KqMNNlE0IIIdJBvuuEGD+SZl+IUVJKbQSOA6uABmAZcA9wALhQax3MXOmEEEKI0ZPvOiHGjwRoQoySUqpCa90ec99HgT8Bl2ut12amZEIIIUR6yHedEONHhjgKMUqxX1ghm0M/a8azLEIIIcRYkO86IcaPBGhCjI0VoZ/7M1oKIYQQYuzId50QY0CGOAqRZkqpGmA7sFNrfWWmyyOEEEKkm3zXCTF2JEATIo2UUgXAOmAa8C6tdUNmSySEEEKkl3zXCTG2LJkugBAnC6VUDvAMMBdYIV9YQgghTjbyXSfE2JMATYg0UEplAU8A7wKu0FrvznCRhBBCiLSS7zohxocEaEKMklLKBPwFuBy4Tmu9McNFEkIIIdJKvuuEGD8SoAkxer8G3g/8AHAopd4d8ViDDP8QQghxEpDvOiHGiSQJEWKUlFJ1wKwkD39Xa33P+JVGCCGESD/5rhNi/EiAJoQQQgghhBAThCxULYQQQgghhBAThARoQgghTmlKqalKqT8ppdqVUm6l1D6l1IpMl0sIIcSpSZKECCGEOGUppUqAt4D1wHVAO8b6Tm2ZLJcQQohTl8xBE0IIccpSSv0QY7HdizJdFiGEEALGKECbMmWKnj17dtr3K4QQYmLbunVrh9a6ItPlSJVSah/wIlADvAdoAv4P+LUe4gtSvuuEEOLUNNbfdWMyxHH27Nls2bJlLHYthBBiAlNK1We6DMM0F7gLuB/4EbAU+GXosV/FbqyU+gzwGYCZM2fKd50QQpyCxvq7TpKECCGEOJWZgG1a629qrbdrrR8GfgHcnWhjrfXvtdbLtdbLKyomTUehEEKISUSShAgxAsGg5mi7nb1NNtqa68lq20OZ/SAVviaKgr0UBXooDNqwmM1YrNlYrdmYc4uheAaUzITSWVB9FlSeDiZzpg9HiFNZM7Av5r79wBczUBYhxFjrOgaN2+D068FizXRphs3u8RMIaopzszJdFDGGJEATIkVuX4A3DrXz+q6jeA69wvm+LVxi3k216u7fplOV0kURTbqY9kANAFkEyMJPtbWD6Y0HKPJ1oAhNbbEWQs05MPsSOP19ULkoE4cmxKnsLWBhzH0LgMk2VFMIkYqOI8ZPn3NSBmiv7m8F4IalNRkuycTX1OOivMBKtmXyXQiXAE2IIRzvdPLHNw/RsW01N+lXuce8iywCeHOLcM9ciW/u+WTVLIWqJZTnllAOzAc8/gAnupwca3ewp7mPh+u62Ha8G5/Xw2xTO7dUt/Ke/DpOc+zD8toP4LXvw5QFxlW9pR+E8tMyfehCnAruB95WSn0L+DuwDPgC8J8ZLZUQYmwolekSiHHg9gXYXNdFeX42F8+fkuniDJsEaEIkcbClj4df2sy0Q3/ms+Z1VJu68eRWYlp6Fyz6F6zT34XVnPwtlG0xM6+ykHmVhVy1uBoAXyDIroYeXtrXyt/3tvKjpqVYTDdx83wLn5yylwWda1Hr74c3fwqnXQbLPwkLroFBXkcIMXJa681KqRuBHwL/DRwP/fxNRgsmhBATwKodjSyoKuT0qUWZLsqwhHPwOr3+zBZkhKTVJ0SMTruHB1/YxJSdv+fb5pfItXjxzLkczv8E2fOvHlWwlGU2ce6sMs6dVcZ/XLOIg619PLG1gSe3NfKPgwuoKTmbOy/8b241rSVn55/h7x8y5qxd+nU4+3YJ1IQYA1rr54DnRrkPWmxuphbnpqlUk1TPCfD0QdUZmS6JEEMY3jJTgaBmf7ONhdWFZJlPrRx7h1r7xj9A62uFwqrxfc0J5NQ6w4QYRCCoeeT1ffzzJ3fy5T238mnLc1gWvw919zvkfOwJWHRdWgMkpRSLqov41nVnsOGbl/Pgh89hRlku//VqO8vfWMb35/+Nnvc9DHnl8Mzn4Nfnwc6/QzCQtjIIIdLjUKudd2q7ONBiy3RR0qfjMHidw3vOiU3Qts8I0vY+DR57esvkdULr3vTuUwyLLxDE5T31vofqOx0cbbdzsKUvvTt2dg3/fXay666HujeNhC6nKAnQhMC4OnTvz+/n8lev57PqCQLzr8F09yasH3gIKhaM+etbLSauWTKVv33mAlZ/7mIuP72Shzc0cP5TuXxv6q/pveFPkJUHT30G/u8KaNo+5mUSQqQuPIwm7Y23TPE6oXkn1L+V+nMcnQO/d9dD0A+9J9JbrhOboG2/0agVGfHm4XZe2teS6WKMwsjmoIX72wZfvn4Ejq6Fg8+neafpodN+sCnyhQJWryMzrz8BSIAmTmn+QJA/vrCB47++gf+yfZfi4iL0x56l8MN/HpfALJEzpxfzwG3LWPvvK3jf2dN4+O06zn8ym5/O+T/c7/st9DbA798Dz30VXD0ZKaMQYgxoDe5QD1xvI+x7BoLBoZ/n90IgvfMsfAE/7XY3BHypP+nYa2ktQ0L61Ou5Sbu2A7D78dTOrQT63IOfa1prAsEMNeyHKxhMuZc37alF3L393+GBYBCvf4j/h889aMDS1ufOXECVdmOXyMXlDdDS6x6z/aeLBGjilNXQ7eRnv7iPGzfeyqXmPThWfIeiL21Czbkk00UDYFZ5Pj99/9m88pUVXHlGNb9ad4xLX6zkqYufRr/r07DlIfj1+XDk1UwXVQiRDu0H4PBL4OqGll0Q8A5cSR7M/mfg8Jq0FmVPo436Tid9nhQCv+ad0Bq7lFzIcBuMwYAx92QEfIEgbp8EcEPqOGj8DI5N8oT9zX08u6tp4gdpWkPzDjj0ohH8jJe+Fjj4Ahx+GY68AsCexl5e2NM8+PMOPGs8L4H2Pg8bjnZysHUUPfgB36BDCrsc3onz/nJ0DO/iUYR1B9vYVNs55Ha+QJBgBs9hCdDEKemFbUfY+MCH+Ubv9zCVzMR613ry3/MVME+8hR/nVhTwy9uX8cSdFzKtJJcvr6rjhmM3cPiG1ZBbAo/dDC/8x/h+wQgh0i88bM/nirgzxQZC1HMS299sY/XOppTmD3lCV/ODqfSydBw25p2lQ/MOY+7JCEYHvLq/lTV7J9jQu2DA6K1K0vANBDW7GnrwBVLvzepz+6Iz03Udg5bdoy1p2hzvMi4qpHpMwzn2tHO0Gz8D3pSfogd5T/a6fHTaPXQ5Btlf0464njBfioHAzobE7wuP33hPOzx+I/AM+Ize+KOvGb977MaFn8E0bjNujk5jH51HQQ/8b9483M5rB9pSKideh/Hao51bF7rA4wtE9DAGg3BsHdStB2BzXRe7G3pT3qU3xfPt+d3NbKrN3FBqCdDEKcXp9fOjvzzP3Kdv4GbWYjv3c5R8/vWMDWccjnNnlfLknRfy839dSlOPm6v/3sv3a36L99xPw6bfwh/eA+0HM11MIU5JFmcrNQ3PYfGldgX7QIuNPY2pNyoGE9SaPY29tPUNfpHmUGsfQa1HNn/I02cEGmM9rNoTqr+hro4n6JnzDDVELCzgH79kS36P8TNJD2Nth53aDgeHW1NPprL2QBsv74voZWzcNqLP/n3NNnqdI+uFgFAwMEptfW6e391Me59n1PsaayqF9dPWHWxj/ZEO3jzcnpb6iZVSMNu0DfatMoJ2ZyfYW41ewqFG2/hDnx86AN21xlz3mPMqNrhx+wJsP94d39N0+GXjtWtfH7q8iYTr2tUF9Rt4cXdTRA+jHngMYzHqYx1J3j86yJTm141eyxirdjQSDGpqOxzUdyYeOjrUZ+pYkgBNnDL2NPbynft+xWcPfYqZVhvBDz1J0ft+ABZrpouWMpNJceOyGl799xV86PxZPLSpmUt3X8vulQ8ZVwL/cDnsfzbTxRTi1BDRa221Nxk/vakFMAdb+jjaPowMh54+Y65ZhKYeF6/sa8XtC+D2B9jbmM4MkjGNUVuocdRTn8bXGEySHoXYADEYHChbqvY9bTRYk2jv8/DC7ub09+y0HTBuEVzeUE9lkqGgrx1o44XdA8eXrmGDQa050t7H64fbEz6utaa5d/Be2Y3Hhh4mNpROu3FOD9rjNFJ9LUZCGUdH/11aazwR/1evP4jTl1ogZe5rxOx3pTxq1+H1JxkiN3bD5uyeAK310edYyr2Dkod8HwAAIABJREFU4R62cA9cxHMjLzz5A0HjPPa52NPYy/EuJ02x50p4+GxkT6Gjw5hDPxyODrA1YvYOXMw63NpnBIrJ/hE+d/+cXHPAY5S9YUviTYPG2rQ7TiT+3Db7XXDopZRGKKSbBGjipKe15qE3j7HqwW/xI/d3sZbWkHvXG1jmX5bpoo1YcW4W37txCU/ddREFORbe92IuP5v9e4Ll842101774YgngAshUhTV8BlGo8sf0VvQXZ+ktygmQDq0xpifFmFXQw8Orx9/qBEYN/QqPBRouBkPDzxH2YmXY4oTKk+CRtHOEz3xV7D1SD9/hpkcoP0Awbr1BHuHGaT5XANX1YNBI3V/qFdtf7MNbyA4ZDKMlET2urTuMW4RwvXWE+rJ6nUaQ+TCbG5fVK9F5BDO8LC2ERdtkFO2rtPJO7VdHO80hqgFg/GJP3z+UCM5GBxIbpPEwZY+el3x53kKnVKDCgZ18uQadeuN/+uxdf137Wu2sbW+u79Otx3vZl9Tahc2cpvfobIt9aymG452sjGFuU7p1OP0cqLLGR3wpxpRhoMqR8QwRqWw+BxUtb5BYe8hAPp6u4zz+PiGiM1S+EceWwfHNwLQ0uvG5Q2wZm8L9oQ9jYn31+vysa/FxrHBLm4deJauXc/FB40jkO84Dh4bdNUO3On3QMue5E9KEwnQxEnN5vZx16Obsaz5Ot8yP0pg/rXk3fkalM3JdNHSYumMEp79/MV84qI5/HKri2v7vknX/PfD6/9rBGqncIpaIcZXuBE0REPF1QP7V5PnOEGWtxcaNkPj1kF2G9G48kcPt1EBL1Mb19Ad6n3oc/ujG8HuHuMKdOO2IUvf1OMaGJKV8Gpx6Lg6j8Q94gsG098DEtuoDPjgsJFQweXzG72PwQA42tnd2Mva3SNYLyk0h4XuWqOnpW2/8dKhh/1p7UEbvJEcDq7XHTKGyCUT2av34p4W+tzDG6KotaaxxzUQ1GudsKcwnAzCHQoCXz/UzrO7mqKCmdKOLbDnCWjcYlw88Cc+B3Y39HKgxcYbhwZ661btaGRrfcycKJ9r2IkfttR3D51cI0JbaCily+vnlREM9TUFhzcUM1NDN7cd704YEMdx9cT3SrcfNIYnhpiCxudOjid0XobfmxHDhIeTPbKpx8Wm2k5e2teC2xegtj31dkr4dfqDOk8fNQ3Pke2Ofs8ca2xlT2MveojAcahi60Sf5807jYROY0wCNHHS2tdk49ZfrOX6I9/iY5aX0Rd+Aevtj0F2QaaLllY5WWa+/b4z+MunzsfmM3Pe3ptYN/er6EMvwiPXjTgjmhBi+BJ9oXv8gYHeB7cxVCfb3YHSEcOAnF0QNBpUHXYPgYiGQ5/bl7CXwOrpxqT9tEf0uEQ2gofTPbG5riv6ubEi9uXxB4Yx/G+Yw7mSldneagScwN4mG4da+/DXvQ2O9sHL0ts49Ly5cEMz1IPQ4zQCjd2NvXDsdVoPbWbVjsaB/8GRV6B516C79AWCxvwVjx2Xz097d8R8wxObEwYzQ6X+fnV//Gf52lSTNmD0NrXY3DR32TjRNZC8YXMKiRBsoUDwcNvAULccV6g8PcdDL2DUn1JgCrj7e1HDvYSxZ0JD90AZNBoOPBfXSzyYXpdvyGGYsSyeHkw6gM3lxxvRIxjQOuU5YxMhN2WusxH2r46LMEwBN+EStthSmD915JX+TJJRbMaQbe0fqJOhgh3cNjpaG+OTEAX8xkgBjOUENtdFn2+djpEFsf5gkPoTxrmX52wccvs2mztuTtn248OYUxsMQMPWcRvuKAGaOCn9c8sJPvqbl7jX9V2uNb0DV/8QddX3wHTynvIXzZvCi1+6lPedNY079p3DfWXfQbcdhIeugPZDmS6eECcfPTC0SyXqQPN74cDzvLrtYML5OirUgA06uzi68RmcPS04vX621nezua4rdJVYs/ZAG7saBxoSgaAm4OymrCN+XsVoGo/eQDA+cAg3ACMaJS/uaeHV/UZgkHSYXYJJ+cNjvK7XH0w6gR974otPURkOj29I3ACNlKTh6Q9qcLTTWbsLFfTj9Prpc/vo6miDjuSfqQG/j/XrX2PToSa8R15jX1Mf9REBET31CbNeDpX6O/FQsKGFLxCs3tXEtkNGgzZyCFznCHs/fcEggaih9AP7nNr8Kp5jb9NhT73x7Q8E8boc8Wv6hYdRxhjOvgEIBilrfhOL305rnxtzRDCzta6bVxIEwFFlCJ0mkedjS6+b1w62DW/9sYhtO+yepPMPB3t+SfdeY6hdRI+j2e+gon3j8PYV4vYFEmc3dMcnMtp0uDHuokiH3Uvj5qep2/wcrx+KuWjQvNMYKUDiczjR0R9o6Yu6iJBIQ7eLQ5HLCji7ooZzq2D0EPQNxzrZcDT6PRaXBKTzaNw80fDzbS3H2Ll7O37b+Fz0Pnlbq+KU5PYF+Mbju7j38fU8nvtDzlGH4JaH4IK7M120cVGcm8XPb1vGj285i9+3LuTj3IPP7YCHruwf+y2ESBfdf8V/oJGl2HjguBG4OdrA56Sw7wgddk/cGkIqlIhh2/Fuup1ejnc6I+aTGZke6WuhpuE5ALqdXpp7XTy7q4m3N21KqYR2jx//cDIWNiUZDmmyRP0ZDsxeP5i4181p66LXNfJhj91OL15/kB0njAn8NtfgwYkpYj6gf4hEGsl6JGObigpjSJXTF2Ba0xp2NfSy9kBb4oxxEXXcsWsNhX1HKeg7RjCoE6ZlD2idnjWldICt9d3UJSpTxxHwe3lxT0vcsMnhTP0K9ygmcqwj+fC0w0cOsmXPflQw+VA75Rt4/u7GXnY19tC742kj+Nj9uNE7V7ce9j45eCE99rjMnE6ff6BXrPYN8Luijru8c2BocXuyYM/vAb+H+k4H9Z3xAcP2493YXL6UU7eDEXxsqe+iy+GlrtMR1QtY1+Fg1Y7GgR53exvYo99jVu/A0NBAxKLg1S3rsPgj/x9DBH6heVRb6rtYs7eFXUlS+Mea0vEONpcPfzBIq82ot/pOB82hHuC4bKoxazmaAl5ynM1GAg7AnWDZj8YeF61JMiiq0Gdt5JzIPGcDHF1r3EIq2zZEPa+4Zx/VzQOZLFXQF7/wfdP26Hmi4Ys3bfup63TgCwRHt9bcMEiAJk4aJ7qc3Pybt1m7ZRcvlf4vs3Qj6oN/gzNvzXTRxt0HzpvBk3ddSG32Aq60fZteUzE8epMsai3EWOg5gaejrv9Py5EXQ4FbdGKNNXtbsEUlngjS2DPEcJmInpqj7Xb27dqKCnoJYvRgDCYYNIK8A819rNqRYAhQqBEc6Konx9VGvr2+P/GJO7aRlV2Y8DVcSYKMfS02DrfZjWPvOJI4rb2nbyCtfozde3bx9tGO/sZrOABu7DEaewX26DlnRX2H+38fqkPiYGtfVI9kbLhi9rsg1PCNTDTQHRuoOLtg79NGELH3KWO+n6sHs6c3tFedtIdxT2Nvf8KPXGcjxS0bKOrZHxVoJqWDoaFsUGQ7jEbTEdMLFmjcjrNuS//8xqy6dVS2vjn0vsMvEarD/c02Xh9k6KvTE3F8PndcQpopHe9Q1rUz4XOzvD349j5Pvr3OKHPoRQ83d+Fu2mts1Hk0aU9p1H/t0ItQH53AY1+Tjf0toTlz9raE8yeHtH817F/NjhOJ1xAzBdxku9tRrtSXzOh1GUGNI9TTG3mxINwj5HGF3he1bxip6pOsJ/b8ribW7G3B0rE/7jEFHGu30304wcUcT19K86jqkvVeA8faHfiTfAZtqe+KSnYDRgB+pM2BKeilvGsblW3GHNBwcLunsbd/GG+WLzpxS7bH6PkaTmejxW/HeBcaF1oK7LVGr6nWWD1dTGt6iZrGF0P/w+TzPo93OYzPn9CLJ/vMSzcJ0MRJYcPRTq7/1Xp83cd5veInTPG3oT70OMy7ItNFy5jF04pZ/fmLmbtgMZd3/QfN5mnov/6rsT6KECItttR30bn/jf5r1VFXsENXX8MNyRxXC776iJ7sJK2Nkp49ZPkTZykr7t1nDG9KIt9+nC1Hm1m1o5HG0BXtPo+PLG9vfOPf00e73c2mLe9Q3rmZkp6BK8dxPQKB1IaTaa2jhx21HzAWn27ZbQRpkYHaoTXGLaznuNGQBvJcTfTZ4xuH4av0ua4WCAY50T26hXCPtdvZUt8VLjz43FS3rKW4dz/eQLD/9RJqP2DMuwqvcebogICv//9dYK81gtQEuiPWHyvr2oHV3UGh/RjFPTH/Wx1EBaN7D8u6tjO1+VXQmsK+o3H71lqzfftm9rXY8IUCB6u3O9ToDZfO+JnnaEAxvAZnlreHPMcJ47Uie2mOvWb0YMSc1xa/Eahnu6OHvmX57Lj9Aaze+OBGDzKENCn70PPxYt9x0T1Okftqx+UZPMlGX/txyhteZkrHO5iOJh9Gm2z4YzixTuwQU6unE/OhF/rnbQFw8Pmk+/cFgmR1Jg62upxejnbY6XJ4o8uRcBhftPY+Ny02d/9Q7Fhu7+AXE9rtHryBYP9i9x5/AI1GhXqtTMHo5x9tt/cPgcxzRqfjL+49QE3Dc6w/cCLq/kLbQNCdqJ6Le/bhCwTZHpFGv8BeS0X7QO9aRfsmpnRsAreNnQ09HG239ydeynG309bnocfpw+IZ30WrJUATk95jG+v5yEObWJTbw/OF95Ln7YKPPAVzLsl00TKuKCeLP3x0ObesWMbVPd/gkHk++p93wPa/ZLpoQkx64fZAU0QjPifUCD3R7eSdw02hK69GA6XIdphA0OhVyXM1ke1NfFXeHBh8cr8pyZAxi89OSfduPMeMxkfkkKXKtvVUtr4R95wepw+LP3mQc6DFxju1XYkzQSbIuBfQuj+hRPQDXtj/jNHT1LY/cc/ZiXdi7hh62FjrIIkQ7B4/3c5Qw7THaNjFporf3dhLj8tHW5+bXrefxk4jWMhxD97YP97l4M3wGmK++KA8kWMddpxDzCPL9nYZQ6+OvILb3s2Ujk1Ma1pjzA3UAco7NhvBaQJNod7YyCv8OuZ4I48r291OafdOSmN6uDrtnug5Rlqjgn6Ke/ZR0/AclW1vUdptJEmJbRJ7/cH46w5aU9P4POXt78TMTTReQytFVnd0oBnVMxfSZnOzakcjnvZa2P04Pp+/vwcriqMjaWbUZL0f4WGDWmtw9dCy80W2vbEaV/8aafGN/849a+Pus/gc/e93FfRj8dp4ZmfTQG9SMNg/RC9Zcpus8JpjroGAoM/ti94+lQRAEYHVsQ57VCCodZB9zbb+HulEHN4AVm83UzqM92V2TIBijjjWRAJBza6GHo6fqBuinIHEPewJhHvSwOjRtgQGyr/1eDfH2u1RgVqey0h2EpmR1RJz8av/b1c3vkCQbqeXN0Lv7fB54fYFyO4bCA67x2LdvhiWoTcRYmLyBYJ8d/VeHtt4nJtOU/zM8UNMLht8dBXUnJPp4k0YZpPim9eezsKqQj7wRBYP5fyc5avuMhpI7/5sposnxKSX6Mptq82NybYNZ3UROZ7u/iu9xyMmvhfYa+Oel2qWj9irzzDQmIid82MK9cCYgx5MAS9BU1bM4wO9Y1vqOikORgdPzb0uMBvH1Gpzw1QjGGTfBvIc06O2Tdps1HqgEda61xi6lnRToxLUEOOZks4bCr3Gm3VBKkLrJS3POwTZBexoS7zP411OvPY6bEVWpmD0rKgEdRzW1udB5YQWfG61Mb00j7zQY7FDu8K6HF6cngBLaorJczbRW7wQlDlqG3PATa6rmXZPCwfq15MbbhTvf4aaxtgr+NHHsvPgYbL1bnIXRqzx6Y3+Xxb3DiQnMWnjPMlzNhu9lznF2FU+6490GIFGVj4AJT27yXdE91xEFsHtC2AxGf/5XY09eGqiG9uRjWj8bjaFEuaEe2bMAS85HbujntNu91BekD3wtECQvc3GsLfDu95mSWU2fdv+wVRjpiDBvFI8/gC5XmfUumfRkgc1pd27cObVGH8EfNhcfrI9HXj9BeRmDX0uHmrtY1pvL1Wt67AXzMZvyaegrxZLwEljzbV02L3gtdO2ZVX/+3E4Drb2kZsVPlciy5K8XFmu6MA1MsDzBDROrz86oQ5Gts6iHOPzYbAQsNflw+ULUNG+kfbKCxMGauEq63Z4mV2en3RfNY0v0uMvgqzQRfXa+AtJYWVdO+gpWZL08S6nl6yekfU97dmUvBe0qddFSe7A5+bRRHM+00x60MSk1OP08tGH3uGxjcf58gUl3Of5DiZnO3zkSQnOkrj5nOn836dX8NnA11mrzocXvwGv/3h4g7qFEAmF30VWb+KJ9kW2gyPbsT++sZ/jaU/YixLu1UBFf7WbAwPzqKpbXqWm8fmkV+89/mDU+kmRjbQT3c7+oY8WXx/+YHDgNZPoTxTSG9PAj1nTraXXTbs9tjcsVKtaY2mMn0cz6Py9tv1Rw5jctg5qN66itTW+3kpCwwqt3h5yXQNrak1tjp+za/VEZ4FzegPY3H4j8PY5oP0gtkF6yYJaE9QaU9DT/7qxsnx2+lz+qCUbWmyJjjX6s7uifSNefxBz3UAD90Bz7CLM4X1Gp5j312+kd9dzbK7tIsfVQlXrOnJC51jS4AwIatjT1MveZtuQyVnAOL/C6d9VfyAe3+Pan+0vtB7XrsZebKHzMjodvrGP2g4He5ts+HzJg/a45BUxinsTD/vTWie8IBK5N6cvwOY9RvCb426npGdvf2Bq9fZwoMVG7dtP9M87G6yMVk93wq/l4c59ig2wIudRxbJ4jfPkUIoJMLpC8zGt3m5ynY3UNL4Qt014Db1AfJdq3LZHWm3GupAw5FDVyKHYCcuWoHcr0f8vlnuIhd9dvnSuizg0CdDEpNPc6+L9D25ga303v7xhFl9s/BqqtwE+9E+YvjzTxZvQzptdxt/uupR7rF/jaX0pvPYDeOUeCdKEGIXB3j2jXew4YXa+IZhDQxYtCYZKhnst3qntItE18mTzTSLlOI0gps029Ly0w232qEQZNrcPty+Aw+MfGF7lc7Fj/wHqO50xmR81Jd17qGlMPv8mig5Q2rWjf+mDWJ0OL+Yh5tJFBiOJ6sIcE1h6Qo1mu8fP+v0NHD12OO45kbyBYH/ihWRlCfeshodngZFSPK4sCRKKxAat8dkFjbO1J2YRY5c3wOE2Oza3jxx3eHjX0Fn9wnPQogP+5O+IHqeROa+q+bX+4ZbZnsRDfSPPhaDWmAIeLD4HCo3TFx3ohBO4BJMkrQhqza5d8ctSRLJ6e7C5/exu7Ok/huNdLrYe76a65bW47WMDgf7zRccGztHZBAcT1Jo8V1PSuYuJmP2ulBbE1hqwNYbWOIsuY1XbmxHbaVpsroTZO+OGkwJFthEkXwkp7hno0Q0nDRn2sgMxUl+jcXiSLikyRmSIo5hUjrT18dGH3sHm9vPohxdy/hsfNzIzfegfMOvCTBdvUphXWcjjd1/Cx/9oxdlp5YNv/dxIg3vN/57U68QJkW7BIeaSQHQDOTYzWSpis/Olwhz0UNyzL/EQyvB+7R4gJ+5+a5J5cZHKu7bRWXZOVIbDwRxps+PyBcgymeIyT9aU5MHRtUzpMLJMHm6zc87MUsBYWy7fYSRK6HZ4sZoH/3zKczaT52ykdsOTcb05Lf1lHbj/SFsf/5+9+45vq7obP/452lve27Gd4TiJsxchZEKAECh9WKWDQqEFStunULr3eJ5f6S4tfVpWgUILhdJCaaGUUcIeAQIhhBASkkASx0kc7y3d3x9XkiVZkiXbsmTn+3699LIlXUnnHF3de773LPKTysKAsJjW1n0QzemMuD906cW+wh8tmSpqXtOrSWyVnPCpw50d+lppsSbvGKmGrU9SrOyYfJ1hXR81OmKMOYv+WTnb94Rm63xzf+wyNOx8DGLsJ35NS+riwxPbG/E2v4srMNtqrEp5+fv/hLw5Q75Xqgy+bvxGW+hz/X79Ak/0fq8HRApN0yg9oHfLixXORR87Glq7qQgut+Mqj5sOv6bFvCAAhMajhYse02XvGHrR6KBYx6jNYRN69Pr8mA2pLAoxOvIPb9K7IGeQ1MbEuPHynibO/u1z9Pk17vlEPUufuVQfy/ChO2Dy6kwnb1wp8ti48/Ljubf0C9zYvwFevAH+/rmkB+oKIZK7onpgqGn00yRRcBZuqIvVwfFp0ePsYs0yGe/Kd7BrVtxlAfoiy2h7QzBYGHi/g23dSaw/pG8fq6td5PIGuuauvpR6D5h7WzD1R6Y13nizsWDuix1AjaQBwhg2q6G1J/7U48PV59cix6QFxJpYJnqfC19KIVXJtDBZeo9i7T6EKzDtfyK73hncHdIWmKo9Vv6SEd2l9rltu3j9/eZBrfDB7yU8kElFr89PT4LueiPtUOPq2DPosfDJSIoanxn0fJDy90UcR15/v3nYC7SPhK37IMUxJlUC6DO5xiQN0oImxoVH3zzIZ+98hVKvndsvqKfiwY/rs4qddxvUnpzp5I1LHpuZ2z+5lE/dZqBjj5UrN9+ht6SddQMYzUO/gRBiSH1JjMvJBHNvM6/vs9Eba8bFGNtqUY1tntbB06A3tnVTGDaxQzI6evoHLRodb5zOUAFx7tEtcZ+Lv5Bw8t9PsAtWuLYRVB5t3Y2htcn8w9hP4rUIvbE/MnAz9SW/sG5JwxMR921dsdcgi2UgCBqdff7dIx3ku6wj7vLm8/sHzd4ZT6wWoliaYnT/s3XHLytXW3IXTAxh3V6DMxZujrOA9OCxXUPb19zJgZZuOu0Dk9pES8cRK+FyFWHK9v970GOD1h8coUSz1mYTaUETWe/vr+3nsjteprbYzV8+OZ+Khz8Je57VA4kZZ2Q6eeOaw2Li5ouWsGXqFfy/vg/D1r/C3R/XFxwVQowpv1+LXFcqjYoan+HgofgLEIcz+Pt5Ze/Qnfd6+/0R63slY1tD6yjOiJZM2UW1ysQINMdSsNtrZ9QEEKNZKY3XEhBvkpJw1qhJURI52KafNxJNKjIcI21BefW95tAEI5kSPntmIsEui0MJn3k1FcFAKXx8Y7SRHoGS6Sadiu7e0e3Zk8o+nUkSoImsdv/mfVx516ssrMrlzosXkP/gpfpimGf+Bmafk+nkTQg2s5HfXbCQfbMu5Zt9n9AXxLzzfOgdH1eZhJgoOvt8KU0OEEsqAd5QMzAG5R2JvaZUtJ7+gQkwRkPxwY2j9l7xjHZlcqKJu5BzAskEfqlIZQSSAnYf6Ri0Pl50ACzii27RzrREs6JmQqzu3ekgAZrIWvdv3sdVf97M4uo8br1wPs4HLoO3/wUbfg7zP5rp5E0oZqOBX50/n665n+Dq3svx79oId5wddzY0IcSxw6AlV0Ea+6H8qVOaL+p+dnZBzRZDLdidbofauoec/jxcS1cfh9t7eO+oXGAcrrca5LyfDSRAE1npb6++z1V/3sySmjxuuXABjn9+Frb9HU75ISy+JNPJm5CMBsWPz5mDNvfDfK73s/jeewH+cCZ0Ri+OKoQQg0VP3Z6N8po2R9yXFrTstqepkz1Hkg+23h3FFlwhMkkCNJF1/vbq+1x992ssrcnn9xcuxPHwF2DLPXDit2HZFZlO3oRmNCh+cu5cTHPO4tKeK/Ed2AK3nj7kwpFCCCGEEGJ0SIAmsso/Xz8QFpwtwvHo1+DVO2Dll2HF1ZlO3jHBaFD87Ny52OpP5+M9X6Tv8E645TRoSX5tEyGEEEIIMTwSoIms8dSOQ1z551dZMCmXmy9ciP2J78BLN8Hxn4M1X8908o4pJqOBX35oHp6Z6/hw15fpbd4Pt6yHo7sznTQhhBBCiAlNAjSRFV7de5TLbn+ZKYUubr5wEY4nfwDPXQdLLoN1PwA1HoafTyxmo4FffXg+eTNWcXbn1+jpaIbfr4fDw18sVAghhBBCJCYBmsi4tw+2cdEtL1HotvKHixfjfe5H8My1sOgSWP8jCc4yyGw0cN1HFlBcdxwfaP8a3T3dektawxuZTpoQQgghxIQkAZrIqPeaOrng5hewmgzccclSil65Fp76KSz4OJz2UwnOsoDFZOA3H11Aae1CTmv/Bp0+A9y6AfYltzaSEEIIIYRIngRoImMOtfVwwc0v0N3n5/ZLllL5xv/BEz+EeR+F068Fg+ye2cJqMvK7jy2kfMpsTm75Ou0GN9x2Jux5NtNJE0IIIYSYUKQGLDKipauPj//+RQ629vD7ixYzfefv4fEfwJzz4QO/luAsC9nMRm64YBGVNXWsO/oV2qyFcPtZsPPxTCdNCCGEEGLCkFqwGHPdfT4+ddsm3mls4/oLFrJw/5/gkW9D/dnwwf8DgzHTSRRx2C1Gbr5oEZVVUznxyJdpdVbBnz4Ebz2Y6aQJIYQQQkwIEqCJMdXv8/PZP73CS3ua+MWH5rGy6S/w8Ndh5pnwXzdIcDYOOCwmfv+JxVRUTGLNoatp8dbBnz8GW/6S6aQJIYQQQox7EqCJMaNpGl+5dwuPbmvk+2fWc3rrn+FfX4UZH4CzbwajKdNJFElyWU3cevESKsrKWH3wSpoLFsC9n4QXb8x00oQQQgghxjUJ0MSY+eFDb3HvK+9z1YnTuKD7Tnj0uzD7XDjnFjCaM508kSKPzcwfLl5KeUkRKw58jiMVa+HBL8Lj/wualunkCSGEEEKMSxKgiTHxu407ueHJXVx43CT+mz/qszXO/xj81/XScjaOeR1mbr94KeUFuazYfTEHp5wLT/4Y/nEl+H2ZTp4QQmQ1n9Ge6SQIcczrM7sznYRBJEATaXf3S+9xzUNvccacUr5ruR31zC/1RajP+LWMOZsAcp0W/vjJpVTme1i5/Sx2z/w0vHwr3P1x6OvOdPKEECJr9VjzM52EY5Yiu9dZtZv1+lFVniPDKUldi7cu00lISb/JlekkDCIBmkirf29t4Kt/fZ3V0/L4peMW1IvXw3GfgQ0/k6n0J5B8l5U7Lz2OqUVu1r22km1zvwFv/QPuOAu6mjOdPCHEMaYpb16mkyCKBttTAAAgAElEQVRGWZetOKntSr22NKdkbEwrclOT78RpHd1eRjNKPFiM6at/tbkmo6nMXHzvtJel/JpuW3HMFrSjuXNHI0nDJjVkkTbPvnOYz975KgvLHdxk/xXGzX+AlV+CU/4XVHZfuRKpy3Na+NOnjqO+3MvpL9WzadFP4L0X4dYN0NaQ6eQJMeq0JK/Ah1+d9RmsA/8bIyuSdrORuhLP6CQuCeYsvEjWa8llX8UGDhUeT68ld9jv02UvGcVUTXytntpMJ2FIPpPekuQaImApz0muxcmQ5dUQi8lAvss69IYpGu2AL1q/2Q0Zap3scqQeoB0pWISpv3PQ452O0tFI0rBl39FZTAjP7zrCxbe9RH2exp9s12B6+yFY/2NY+00JziYwr93M7ZcsZVFVLuc+U87GRddB07tw0zpo3Jbp5AkxypI7ljXl6Vdip1eV01B2UujKbJ/ZG7HdrDLvkJXPVGgq8SnebR/b8b/1Zd4htwleeV8yaxqHio5nX8UGuq2Fw/i0yO/mQOmJAPgNo1/hDZpS6GJm2cgDbI9t7CfNCg9o95etQwtUDx1zz0rpfcL3Od8ol3Wrp5ajuXOpKS2IeNyv4u/HhS4rxjiRWGvOzLhd26IvlLS7qul0VER+rsGSTLJpd9UktV24Yk9yrYDDGjs19URa8tPbwuw3pP/Y4jNYhzzGAeTYx+ckdBKgiVH34rtNXHzrS8zzdnG35fuY978M59wMSy/LdNLEGHBZTdz6iSWcMLWAC590c9+868HXAzefDO88munkCTFq+k1DX6mvyXeGgg63NbWKQot3ZozHZiT9+lZP4nEgivSNb4luHQSwmZPv9uQNq1Qp/KOSJgC/MpJjH6hY91jzRu29+wvqcJhNLKoa3ntOLXSxqCqPYk/qgc1Ix/z0h1X0tUDgMb3YjdcZ+T32WnJC/zeUrCU8ED6Sv4gDpSfSnDNLf2CIi7HJdEU0B4KrI3kL0AwmOp0VaJbIoORA+SmDXhccv5XvsjK/MnZLbJenmjb35JjPmaKCui57KUfzIru8tbuqI+7X5DvjZyRMkTv299vhrKLVU0urpxaPLckAZzgzJttzmVquX/Qodg/+DoKP2VP4vYbv8xqKrjhdDaPLDIZ/0aTDVRUzwA4fW9hvclKy5CzMgS6doX1zEI2q/OhjYWZDJAnQxKjatLuJT9zyIovdR/ij4duYWt+Dj94D9WdnOmliDNktRm66cBHr60u48ikDv6y5Hi23Cv54rqyVJiYMTZloqlrPnIqcmM/Pqcgh12kZqEQlqLAOrhxEClZmk5lUIlhR1IaoICtAhW3TULKaDmdVzG2DY1aO5C8a8vMhcavGwOet4WDRipjPmYwG3IFKaqJWgkSVyAOl6wbSY7TR6qnlSMESphYNVOoOFy5LemxTIgdKT8RWPhvK5sfdpthtG1RB7LEOBA85jvDAsYAOZ+Wg94jXdbPPPLKWu2CZ5AXSYDQo3DYz5Tl26su8oQp4+Lgcv9kREbB124tDwR0QaoWLJ5muiI5Ai7LBHt76Gj8oaSxarm8fte/Hbpke/PuoKXBS7LFFXEzosebTGxXI15d5B7WoeR2xL8D0Wry0uaeE7od/z0E+g5Xm3HraPNMiW9xyqxM21Id/77G6BNeVeCJ+I8ExWqUeG4uq8qiMcYHGM8yW9WBgNL8yh+XTYrd6xwqoGkpWR9yflMJFoyP5CyPuR7dqtnjrUBYn0wL7d0eMABH031u+cyBQ7LYWho7XVXkO+szuuC2x6SIBmhg1r+w9ykW3vMRJzp3c4vsmRl83XPQPmLIm00kTGWA1GbnuIwv4xPJqfvlSJ1c5rsE39RR9rbQHvwS+/kwnUYgRm1Gej6VkZszWrlRO54WuwVeywwMsU2C8WDKD7/NdVg4XLB1yO6UUWqCyeyR/MT6TM25QV1+uV5C77cXsLzs5bkue3WykMMa4GbfVBLPPCd1vd9XgMznot8QPLHIDFdkW7wxsuRWDnq8tdjOt2E1diSdm18Lo7k9tnmn0m/Xg1WwwhLoS+mO09sUTHpCE8xttuMO6JpZ6bdjNA611zTn1+KesHVSJ7nROAiIrpW6bGU/NQrrdA8Fyq2c6lMwZcvITj83EzDIPCyalNn6vttjNoqo8qgv08sl3DlR0w4MVTRkpyfPSY82nwGlh1qy55DktTFmyIbSN0vQlVnqtuXED/mjRAVVQcB+oLU/czfVo7hwai5aHApaqPAceqwmHJf7vJbqVDPSLi5W5+ncxs1R/r/DxeYcKl4X+9xsiAzKTwcCsGPtht62IVm9dzFbl8PcOBgiawUTP9DNh1n9B+cJBrwkX3qrXnDP4GGQwgNk4kE8tiZmzXVYTLquJityBJSASXcRQgRbN2RVe6su8FHpsFMQ4BrS6p4X+73BOwmoyBtJk4lDh8RwsXgVAkXvw2NygKQV6oNVr9tLhnBQalwhwuGAJvdZc8p36hQWA7sAFDYclcdDZG3WBI/jddtmKsZqMEWkfKxKgiVGxaXcTF978IhdYN/LLnm9jcBXAxQ8nvJooJj6jQfGdM2bxzQ0zuO/NFs5rvoKOhVfAizfAnR+CrqOZTqIQI6JpQEk9ixcvZX/ZukGzo2m1pw7cSXL8bXv5KtpdNTFbUIYK+3qD49oMppjjM4ItVsVuW6gSA9BjjR14OMxGphe7IyrQmsFMt02vMEdfEa8rcVMV1dXLoBS10yInoVi4dGXo/+ixacGAIFTJUwZsRdX6v2H599jMWIwGXFYTDrNpUFrCg82ynMj1xuZW5lBbrFcsW7zTI55ryo0fBEVfoS+JM1aoPMfBrOl1KKW3wHS4qlD2PPos3pjvH16+hvqzmT21CrNLby11W02sWraMhQuXQpwAXQVaaa0mIw6zKeL92txTBvaLMD3WyLFcVC7BMGUt6+tLmZQXLK+B9zlcsASfyY519gc5XHgcAN7yWiavvpDcovLQds72vQA4OvdFtAbFauULtmzVFA58d3lhwWGBy8r80z6Fwz7w/cUK5jqdlfRZcpheon+nDquJ2hJPaFu/FjkmzmYy4rKZBpdBGIfFRFfhvIjWs15rHvvKT6N/+uloMcZZ2c2Rj/mVCS0qkFMM7Ee9llxKPDYUkBPeAmcw6rcEx4xWTy0EfuPBwGUQLfiJUcLe1x3Vumg0GKgr8UQE5v1m96AWw6DKfP2zLUZDwm7Mbd74E9FYPIUomydmN9Hw7s5uu4nGouUcKj4BvzEyCOyxFTK3IodJ+U5KvfZQABgtOr9B4aXkKqvj9DllzJuUi8OamRkpJUATI/af7Y18/Obn+LblDr7S+xtUzSq45BHInzL0i8Ux4ZMrJvPbjy7gzYZO1m45kb3Lr4FdG+GG1XDg9UwnT4gRU4CmzBGVRwVgcdFvdtPhngKVxyX1XivqSmnJmRlRGTdVLqDf5Ew4KD68MrykJi+YgoiKVXCsUWWeA1NYMBnsmlaeY4/oypPrtIRahmaXe1kRp+sS6BVrY6Clb2apHhA05c2jpWAhatLxEdu67WGV5ajuZKfMKgmlMRgA+dyVHCpchj+Q/1jd54JBoy6yUrq4Oo/pJW5WTiuE6aeBzQvlCwJ5N4fynmO34CkdCGiCXebChX/HFbkOaovdrK4tGlwgVneod2uuw0JlIOjpC7TC9Zv0yuiB0pPwm8Mq2IEyDLaaVuY6MBpURHfUWPrMHr1VcMYHwKQH4NWlhbR66zhcuJSy/IEg3GxQWHuOAGH7Tc4kcOZjMRlQlUvA6o5YDqfHFue7D0uX2Wig3a2/nz65y0B3xFiTZQTz2JenB8kt3rpB4YTRoLCZ9e1KPDYsVUsi9unwCT3qimO0yJrteO2miHTmOS04LEZ8Jjv7KjbQEWjJjPjs0nm4y2IEFUphscZfYDx6DBQEgoyw8WKtHr1Fxme0Uei2MqvMG7P1LTxN5rDf66HC42nzTGNSnkNvva9eHrHoebBLtNU0dDVfKf27mpTnoLYobCxiRE9SDb/BFLObX7I9//Kd1lCrZCynzS4NzVpZnjO4fI/mzkbLrw39fmKxmY1xW2ODJs9aPPjCior8fU0p0rs0pjpueDRJgCZG5P7N+7jqtie5zfYzzu37Oyy9HD5yN9jj/4DEsWn97FL+esXxWEwGTnqimseW3QL9vXDzOnjl9kwnT4hhCXYRtJv1q90REx9MXq1XrpSiNWcGWF2sqStifqD7WUR3whkfgEJ9ogejZaBykuewMLPMQ/6kmRQuPBOfKX7FMHyiCKPBEApicuymgckAlGJGgqn8p5XmxZ1UwWoyRrRuBDXlzedo7mwmr7ko9JhWpHeB7LYV4yisSrzupdlOXYmHQ4XLIsbqgD7VOOjlHN6S0eEa3HUuuiUsOkirK/HoYwItDpi2DvImU5E70EWq1GtnapGL4ybnc3y9XoHW1EAFrdVTi6aMeO1mZpZ6QuNaPDZz3PFHQdOKXREVwODkF8UeG36jlb6CQJfRsAubi6vzKPXaAuOwhq4FL1rzQXLnnAomC9RtoLR6JgUz9SEGmsFM2bLzosZL6vtuzPGCOZOgdvDkG4mcOa+c2mJ3qKVKMxhDs/l12svodFZwuGAJoM94Ga6/YAb5x300lM88p4WphS79e0Lv9nnijGL9woPFSeGME0KvjQhCwn9T1kCw4SqmzGtnStWkiM1mlXlDXUGbc2fjsZmjWl005pTHnnnUYjIwOV6rVZim/PmcOa+c1dOLQmkzKkWHq5reGWexYHIRVpMRp9U4ZABujPH8/Em5rFm+HHNuOX6jlf1lJ9PhrCTXbmFRVR5GgyGphvt+sxOryYAn2FqVWz1om1bPdNpiLMfgt0S3esX+QIOCfJcltE14EBYKBm054MintGr6oCCtz+yB0jkJ8+GNN2Ojpyw0Xs1cMouKXEfM2R3ry7wUu20D5ZBBEqCJYdE0jZuffpdr736IBxzfY5HvNTj9F7D+R2Ac26mbxfgxo9TD3z9zAotrcrnkMQPfKv0t/RVL4O+fhfuugJ62TCdRiJQEKxYmo4Ez55WTv+yjoedMnsGtKh6bOdRypSkjB4tWsL/sFL1SXVKvj9MyDlQOJuU5cAS6TU0pdJHvtFJTkhdxpTtEGehyBLqamR302PQucnPmLAwFjhajIXIdpLCr5FX5Tj1IdMVoDUqgy1EWGksV5PdUsK9iA5rBFAqyEnFZTayZXc1JMyMnwQhOYpAXY2KFCBZXRIvj8VMKSCaomVOhV8BV9Lal82gsWh4as1bqtdHmmYamDNQUOHFUL8Zrj5Gm8IqtwQRog8Ye9Zud5FfP5kj+4tD4IJ+7Qv/uw4YF2C1GynMDQUCgll3qjay0Blt+ei05mC02cOQNbF+xMKmLpcExY6NO0/AbbRwsWhEaK9VjK6TYY9PHltlzIoKHQreVXksueU4Lkwtc5Cz9iN7SGeCymkJBzIyolpjocUsAOALdFx15qGknUTBjVWhMXLHHhlGpiEkyaqO68mLLwZCgeai+3EN9VTELplQw99SLoe70Qdv4TAPBSzAQdkw7gYVVuXoAnhvIX7E+eUzw+x20PwYELwqEX9wxGBRa4ECkGcw054YFMbPPodc5MKOiCh2wBsqrOt9FqdeO2xUWcHoGuqwGaQYT7d5a2txTIx43VC6BiqEnD8p3WfE79d93h7OSvNknD5rkg2knpTxvwdHc2RwqXMbpc8qwxxhzqBRQdXxoPFpwp5sadgztNznBnovNbKQyzzGo9FWCiWnSRWrSImV9Pj/fvn8rbZv+zIPWm7Ca7ahz/wqTV2U6aWIcyHVauO0TS/j14+/w68d38Ezu57lr3jyKNv8a9jwLZ9+U1MFeiGx1sHgVRl8XMHBBPzjeCUBzFqEpA+2uak6cX5uwG5KpdBa07g/dP2FaAbxpAR+0uSbjbt8FDIybWrRwKdiMqF4ffqONfRUbWOTMR3OXAs36mxjN4OuL+JyqfCfzKgOV+ZqVHD7ooeDwiwMbpNiaEi68ZcBfuYyyotjjfmwmI0QN5i9wWTlzXjlt3X0xXxPiKsTaN1COBS4LFbl2tH2JXxaskGvRFTCDIdSVKjiD4SafvvSBoaAFcmvAWwHbHogIqDEYoWAaHN4B7hLaC+bT7MsZVOGumHkcFcCre1Mbh7ukJo9NWwfud1sL6Cqcx8zioVtzAhkFgt+Jfmc0lzGINqcih9ffH7hflmOnhEBwUL0S9v4p9JzLamL9wmmw7a3IMk3Csin5oSBlQNh9e7ClrB5Hx3uJu8HlTIKSOWDW0zmz1IPbZsZuMfLE9sbQZkopbLPPBIKtHYmr1F2Ocsyt28FZSIUpbPxU2OQ5cyu9eOwmClyDg/92by3emmJaehoTdvPTEzfwr9looCvwf4cz0DXU5oFpJ8OOf2MxGZie74KW5rA3iCxLp8XImnnlPLjlAP0mB/MqczAqRVt3Px6vC/oTX0ApctuoLHbR3ednX8UGvVuzs4Bue0/ifAA9udPp8B0dtG5kUPTFoaDWitXQH2PMYqzvXhlg6on6UkBdzYOfh0STh6aFtKCJlDR39nLJzU8z45XvcZ3l11jL56Auf0qCM5ESk9HAVetqufNTx9HlUyx/aRn3zL4ezdenr5e28Scyy6MYF5wxBpyvmTuFVQtmA3ol7sx55aHJCwAw2dhfvp4+Sw428xBdm4pnhbp5RetwVdNndnO4YCldznLKcux6V7uwGQqDtEnL2F92il7HCI4Hs3pwWEz0WPMojLM2U4jVPdBlLAnhOQofd7Jk7mwqSksjNw62dCRY3DZ8mnSPzaSvp+QqHmghyp8WGrsWtLA6n7qSga6IQ6UzrtpTYbJ+Vd9vtEDZvMRdNotnQ80qcOTR7a4cNEnEaMpzWjm1vmRQl8FwVpMh1LXRHwhiDEolLJdkxKqvFrqsERXgmoKBFqSTZ5awuDpvYCyVKXxK/pGnI/7vaODxtXVFTJm7PPEEHEUzQ8EZwLRiNyVeG1673s0y5njDJLR5prKvfD2Y4v/WrCYjdSWeiLyoymX6osyFdVBYGxrjFy5R+U0ucFDmtdOUN5/e8GU6bGGtkLYcIqM6h97yHbXvhsfASqnYXQEDaQ+fOdFiMqCUwmrSJxIJtlwnw2920pw7e9BYxzPnRbbyRX+bC6dXs2BSbmiMq9loGHScmz0p/iQxwbwEA7zwmSlbY3T1HG3SgiaS9sa+Fv7njgf5ZuePqDe9C8d/DnXid1K+0iVE0NLJ+Tz0+RV86/6tfOkljT8W/pjf19xF3n/+B976B5z5G73blxBZyG03xQxshprSOSjWekhJqVgMB9/A12+jsXglLquJnp4hLmgow8Csc65C/WpxVzPOnpdZWleDKcagfEi8Du6c8hxeORj7c4Mvy3VYhu7iWLEIiuoiKuyDkh+oJB0uWMzC4naqymvAPE0fx9p2AGyeiApacPvY61+Fb6f/jbU+U4jVBVYX6+v9US1tcSr4BoNexgy9BF5weYDy3HhjCwd/AQdK15HX9DLWnqakAptT6wcCYuuMU8htvo8Sjw2n3Qq00+6qjpiAYiS8DjOnzCxh01MDpeOxmWnv6Y/Z/Ww0xA2yY+y8bpsZKmcAA8tETCty4/NrEGzMtMbfF4ban0D/rjUNyrx2Fs6NWrA5wSQ/8dgKq6ha/qGY4z+DEv1OTYZAYNKZ4EPyavTusTse0e/bczBMP5XpRY1s3/RYxNjXoda3w663ONcWuXjnUDvtYccmg0ENupACDDnm68QZxZiNCrPRQG2xe9CsrLEEuysGnTa7dNA21voPwusHEr6PQSlOnFGM4b3dHGzrptfspc2T/mn3JUATQ9I0jTue38Omf/6eG003Yrea4Kw/Qd2GoV8sxBByHBZ+/eH5nDW/nG/e9wYLt53P/0xbxIcP/wrDDatgxdWw4osJK29CZEKsQfvJSOZlx03Oj7+Gk6dUv23W++/NKPXw0u6mQZW0ZZPz6ffHqbnZc8HqhZ5WTIWx1zSDGF3/AnLsFiyagdnlXg4OcwjTvMocGtt69NYMW3JX1Hut+Riq5xAKi00WyB2YMKS6vITGQ4eTXtIgGMh11ZwEvU9GPOe2mWjvGchcMmPp4n5OnMetJmNo0phk+Y0W+sxerD1Ng6b9HzId9pyB1rbgjJgqtYusOQ5zqKIc+0Mic7umLn6L00iW/g2u9Tc/7sLGQy8QDwNBMr2FeqvsKOi2FlJc5IxoCVtbVzTsxY5LvInX6gvOcum2mWjr7h+03AeAFqu0p5080KIX/Ru0uiHHxuGCJVhcYUFV8G3sOQOt8UEGkz4JD2CadQb9DR3w2l8Tph1gwaTEXTbDA+Po8YehZA2naBO1hIMebLa8j9HqGuYHDJ8EaCKh5s5e/vfeZznh7R9xrelZ+ksXYDrvlpgz/AgxEmvqivj3VSv5xSNv893nFNcZr+H3xfcyY+OPYOvfYP2PZdFzMSEEZ4qLtaBzUHGc9bXCTS5wsetwe2gx30lRFdWiod7DYIDSuTGf8tvy8Bus+riwKKfMKsHc1wY79S6ex5XkD4zzmLQM2hpCwUyiK+NV+c5Ba6aNVEH9yRR0xxlDEseKaYU4rUbYFvn4mulDdGULtobY8+JuEh3gLqzKTbhWVLJavHX0WAuYOym5haAT0VKsd5qNhpitEeFmlnpoMQ393ebMP5Otu5qoD7YOGS16wBBnvwzXY9O7p0UEPeGVaFcxNO8NdN9LwigN1ShyW3nZswQ1LbL1zG0b3d5G4bNIWk3GyC5/WwzJLXVkiwp2Jq+J6BVlNhrosRVS4tKPJcdPyWfvYTMmrRdK54WCsVD35LCLJZjtYOhNKi+mBC24PkvyXauHy20LpL98ERzcOrDPFNaCu0Qvp+oVsOd+UIpZZcl30RwuCdBEXI++eZC/3/sHvt7/GwpNrfhXfR3TiqtllkaRNk6riW+ePpOPHVfFjx9+i/VbLuADjvn8oOMPeG//oD4V+Sn/qw/iFmIUKKW+C3wn6uGDmqYN7oczSuwWIyfPLAld9R6u2RVeZgfGckSPxxip9XMraag5j/y9/xz0nM1sBN9ARTgimPSWg7ccF3DC1ILhd+McLrMNzKl9dfG6jg017TlGE0xZm3BsXnmOnUNtPbgCFcDwaf2TooygxehGqgwoT+mQLSsJJeoXF81VDC1JbusowGG346iaP+Smebm5nLEwrAVRKZhxRvLpisdVpAcLnrIxH4ZRkeugYvbo/h5jmZ1oHFfYxCMpjfBz5kfctZmNrK0rwhnotp3rtJDrLABOiHydwQAzP6i3hqdgTV0R5gStWC3eGThsybUwD/l7DWc0h2Z9PWlG8UDruD0HqqPWPgwGsWFjZKeOcPxmMqSmLQZp6ujlF/c9w4K3fsKvjM/QnTsN43n36QOjhRgD1QVO/u+jC3l5TxO/fLSAJTtq+Zz9X1y2/W+YdjyCWnYFLP980t2ihBjCdmB12P00zTs+IF3jcUaLUmrQlO6pyk/QQjhhOOK3noHeSliZ60g4XXtCU9ZAy76YFd+TY4zlScmk46hTrzNjckXi7WacoU8WMcRYnRCTBWaeObK0jUTtKRAcMyVj5Ecs6Za/OBfvDxcsocgbexbW6MmMoiXbhTfiAtWkZdC0M/ELZnwg9G+siZ5icuTR6SgftMxAukiAJkL6fX7++Pxudj1yPVdrt+M29eA74cvYVl4dMaOREGNlYVUet1+ylFf3HuU3/6lg1bbj+ZrlLs546mf0vXQLptVfRi26RManiZHq1zStIdOJSKcxHj6RPXKrY67pFFPV8XowNMqGHZyBfhEqXRei3CW4ZiYR5CWYdXBYpq2Dvq6htxuuFGYbPaZk4CBQnmNn56FCcmqGN/PlsARa8RMaTlkoxdG8sWuokABNoGkaz7xzhHvvv5ePt97AhYZ36CxbivGsX0Ph9EwnTwjmT8rlpgsXs+NgHbc/v5A/vPwkV3bcwfJ/fZWOjb/CuOqL2BZdIIGaGK7JSql9QC/wAvB1TdN2ZThNYjSksqaip0y/ifRKZ9Apskqu0zLs7tdOiwn6iLkm3LFAArRj3IvvNvGHBzdyasPv+IXxebodhWin/AbH3I8MPbuNEGNsWrGb759ZT/updfzt5fU88PR9fKj9Dub/6wscffQaDs+7gsnrLsNoTXGchziWvQBcBLwFFAHfBJ5VSs3SNO1I9MZKqUuBSwEmTRo/YyFNBoXVZGRWWewZ0BJKsD6ZEJmyuraIxrbuTCcjkiMPHPlDbzcCuQ4LRzuTm3wDgLL5aJjo1sawFWvE9DXWVtUUYUkw2dGUQldqZTFCNQXO+DPjjjI56h6DNE3jyR2H+evjz7P4/Vv4hWkjymyif/mXsZ3w+YRrgAiRDVxWExccX4O27Eo27f44v3/yPua/ez3zN32Xo5t+ztaysyk+6bNMmzw2fcXF+KVp2kPh95VSzwO7gAuBn8fY/gbgBoBFixaNzZl6FCilOLV+GGOWZpwxrLWbhEg3r8OsL8yeTaasTftHnDC1ILTgeFLMdrTyhXB0HPXiduRB8x4sjsQXlOrLx7YlNrjg+1iQAO0Y0tXr44HX9vOPJ59l3dG7+anpCQxm0OZdgGn1l4busytEllFKsbgmn8U1l9DdeyHPP/0PrJt+x/H7bqX/tj/wuGUFR+s+zLwVG5hSJOMSxNA0TWtXSm0F0r8S6Xgw2uOPRmioSQWEmOgMBoUhxRXkYq2LltXyp+jT21tGdxmO8UQCtAlO0zS27Gvhrhf3sv+1xzjf/09uMb6MMhvQ5l+AceXVkFOZ6WQKMWI2i4nj1n4Q1n6Qo+9to+Hfv2Dp+w/g3PIEO18r5SbHqRjnnM3KxfMHFmoVIopSygbUAf/JdFrGh7GbeGDdzGLM462iKUQWSGkK+mxxDAdnIAHahKRpGm8eaOWhLQ08/fp25jY/ysdMG5mpdtNnz8Gw5CrUkk/KYGgxYeVWziD3khugt4PmTffgeuEWPtlyC7x4C5uer+V3jpUYZn2ARWpoNj0AACAASURBVHPnMLciJ3KhU3FMUUr9FHgA2Is+Bu1bgBO4LZPpEoM5LFJlyaSqfCd7jnRkOhlimNbNLKavf9z0yj7mydFugujz+dn8XjOPbWvkiS27mNL8HB8wPseVxlcxmfvxFc+Bxb/APOf8gZXfhZjoLE5yjr8Ijr8Ijuyk7ZV7qHntXha13wQv38TbL5Vzp3EB7ZWrqJ63huNnVkkXqmNPBXAnUAAcAp4HjtM0bU9GUyVEAjbzCNbRM9mgP/XJNeZV5jCvcuzG4IjR5bCY4NicEHFckgBtnNI0jT1HOnlqxyGe3HGYPTu3Mb//NU42vswXDFuwWPrwOwoxzL0c5n4YY0l9ppMsRGblT8G97quw7qtw+B26tv6TnDce4vzD/8K09wH69xh4674q3nPNxl++mKL61dTXzcSe7CKWYlzSNO38TKdhfJMr8mPthKkFyS+uG8vUE6GnffQSJIQYdVLzGCc0TWNvUyebdh9l054m3np7O1Wtr7DM8CbfM79JmWoEM/g9lRhmfgrqTscw6TgwjOAqmxATVcFU7Ks+j33V56GnHd/uZ2ncuhH37udY0/owth1/hx3QpLnYaZlMd950LOVzKJm2gMKaOSjbMKYqF0KIUZDvGuHELWa7fhNCZC0J0LJUb7+fNw+0sml3E2/v3EX33leo6tnObMO7XGl8l2KawAI+aw6GmhOgZhXUrMBQWJeR1eKFGLesLozTT6Zs+sn6fV8/He9tZt+WjXTu3Yz96HZqGv6O8+A98Iq+SYshhzbnJHw5NdiKa8mtmI6laCrkTQEJ3sQxRc43Qggx2iRAywKt3X3saGhl17vv0LRnG77Gt3C37WQK73OmYR+FqkXf0Aw9OVOwVJwI5fOh+gSMxfXSSibEaDKacFYvorZ6Ueihnr4+3tqxjYYdL9O5fxvq6LvktbzHpNanKH7vftg08PIOUy7dznI0byWWvEk4i6ox5laCN3Bz5MlFFDH+GQOtOO7izKZDCCEmIAnQxkBXr4/GI00cbXyPtiMH6D68h74jezC37sXVvY8iXyP16jALVV/oNd0WJ12eqdjK1kN5PZTNh5I5WOXqvBBjzmo2UzdzDnUz54Qe6/P52XOkg4f3HeLQ3u10NryN4ei7uDv3UNpziLKjr1G+5zGMqjfivfoMVjrtpfS7yjF4K7DmlGDLLcXgLgJnEbgCN1uOBHIie5ltULdBn3BCCCHEqJrwAVprdx/dvT78Gvg0Db9fQ9PAr2n4NA1N0/AH7vv9gb+aRr9fo7ffT29vL/293fh6u/D1dtPf24W/rxtfbzeqrx1DTyuG3jYMPS3Q04ahtxVzbxv2/mbcvqPk+JrJo5kq1UNVdNqUlxZbKb2ueg7kVZFTNhVv+XRUUR02dyk2qZwJkbXMRgNTi9xMLXLD/MnAegB8fo2G1m72HunklSMdHGo8QMeh3fiO7sXcvp+c3gZK+w5T3tZAacNW3LRiUP5B79+vzHSacumx5NBn9tBvceOzeNGsHjSbF2w5KLsXgz0HZXaA2YYy28BsR5lsKLMdzDYMZhtGsw1lUBiVQikV0SnNazdjkGUGxHDIOCYhhEiL7AzQuo7CH88DNNC0If6S8Pmu1i7au/tRaIEbKDQMaBgBpfQZqILPG9Cw0Ic1cDPFqDgl0o2VLoODTqOXDls+R61VHHEWYnQXY80pwZlXire4ClfxZDxWN9IeJsTEYjQoynPslOfYWTYlH5gELA093+/zc6i9h4aWbl5t7eFgSyctTY342g6i2hsxdh7C0nMER+8RXL1NuLrb8Kh2PBzEozrx0IlbdaWcrn7NgA8DGgof+v9+DOCw6d2kDUb43CuyDIcQQgiRYUrTRn+KXKXUIaADODzqbz4+FCB5PxZJ3o9NkvdIVZqmFWYiMWNNKdUGbM90OsaZY/n3MhxSXqmTMkudlFnqpmua5k7Xm6elBU3TtEKl1CZN0xYNvfXEI3mXvB9rJO+S92PU9mM8/ymTfSY1Ul6pkzJLnZRZ6pRSm4beavgM6XxzIYQQQgghhBDJkwBNCCGEEEIIIbJEOgO0G9L43tlO8n5skrwfmyTvx65jPf/DIWWWGimv1EmZpU7KLHVpLbO0TBIihBBCCCGEECJ10sVRCCGEEEIIIbKEBGhCCCGEEEIIkSVGFKAppb6ulNKUUtcNsd0pSqnnlFJtSqnDSqn7lVK1I/nsTFBKfTeQ3/BbwxCvma2U2qiU6lJK7VNKfVsppcYqzaMl1bwrpVYHvucDSqlOpdTrSqmLxzLNo2U433vYa6cF9vv2dKczHYa5zyul1JVKqbeUUj2BfeCasUrzaBlm3ifEsQ5AKVWqlLpNKXVIKdWtlHpTKbVqiNdMiONdMpRSVyil3g2UzctKqRWZTtNYUEqtVEr9PfD9akqpi6KeV4Hfzv7AfvCEUmpW1Da5SqnblVItgdvtSqmcqG0mxL6klPqaUuolpVRr4Lf0gFKqPmobKbMwSqnPBOoMrYHbc0qpDWHPS3kloGLUzaXMIqkhzu/ZUF7DDtCUUscBnwJeH2K7GuB+4ClgPnASYAceHO5nZ9h2oDTsNjvehkopD/AIcBBYDPw38CXgC+lPZloknXfgeGALcA5QD/wWuEEp9ZF0JzJNUsk7AEopC3AX8GR6k5Z2qeb9Z8AVwFeAGcBpjN8ySOX3PmGOdYGTzDOAAjagf4+fAxoTvGaiHe/iUkp9CLgW+H/o3/WzwENKqUkZTdjYcAFvAJ8HumI8/2XgavT9ZTH6PvOIUip8Qdc/AQuA9cCpgf9vDz45wfal1cD/oZ8T1wL9wKNKqbywbaTMIr2Pfv5YACwCHgfuU0rNCTwv5RVHgrq5lNlgic7vmS8vTdNSvgFeYCf6weYJ4LoE254D+ABj2GNrAA0oGM7nZ+oGfBd4I4XtPw20Avawx74J7CMwQct4uaWa9zjvcTdwb6bzMlZ5B34B3AJcBLRnOh9jkXdgOtAHzMh02jOQ94l0rPt/wDMpvmbCHO+SyOsLwI1Rj+0AfpjptI1xObQDF4XdV8AB4Bthj9mBNuCywP0Zgd/E8rBtTgg8Nn2i70voAa4POEPKLKVyawIuk/JKWEYx6+ZSZjHL6rvEOb9nS3kNtwXtBuAvmqY9nsS2m9ArbJ9UShkD0eeFwEuaph0e5udn0uRAM+W7Sqm7lFKTE2y7DHhK07Twq4wPA2VAdToTmSap5D0WD3A0HQkbAynlPdAd43T0KybjXSp5PxPYBZyqlNqllNqt9G5yRWOU1tGWSt4n0rHug8ALSqk/K6UalVKblVKfHaJrxkQ73sUUaBlfCPw76ql/o7eSHMtqgBLCyiawPzzJQNksQw/sng173TNAR9Q2E3VfcqP3XgqeC6XMEggcS89HD2yfRcorkXh1cymz2OKd37OivFIO0JRSnwKmAt9KZntN03YD64DvAT1AC3oz4umpfnYWeAG9NWQ9ehNyCfCsUio/zvYl6E2b4Q6GPTeepJr3CEqp04ETGZ9rbaSUd6VUKXAjcIGmaW1jlcg0SfV7nwxUAecHXncBUAc8oJQab5MSpZT3CXasm4zeTXUXcAp6d75rgM8keM1EOt4lUgAYiZ3XiZTP4QjmP1HZlACHtMDlZIDA/41R20zUfelaYDPwXOC+lFkMgbE77ejH0t8B/6Vp2hakvGIaom4uZTZYovN7VpSXKZlcBCmlpqN3fVmhaVpvkq8pAW4G/gDciX716PvA3UqptZqm+VNJQyZpmvZQ+H2l1PPoFZgLgZ/He1nUfRXn8aw2zLwHt12O3lf3vzVNezFtiUyTYeT9DuC3mqY9PwbJS6th5N0AWNGD07cDr7kAva/3YvSD4riQat4n0rEO/XvcpGna1wL3X1VKTUMP0BJNCjUhjndJipXXiZjP4RiqbGKV01DbjPt9SSn1c/RuUCdomuaLelrKLNJ2YB6QA5wN3KaUWh32vJRXQAp1cymzgCHO78G6W0bLK9Ur2svQrx6+oZTqV0r1A6uAKwL3rTFe8xmgQ9O0L2ua9qqmaU8CHwu8blx3B9E0rR3YCkyLs0kDg6PkYFev6Kh6XEki7wAopU4AHgK+rWnab8cibemWRN7XAt8J+43cDDgD9y8dq3SmQxJ5PwD0B4OzgB3oA+PH9QQKSeR9Ih3rDgBvRj22jcTf4YQ93kU5jD6GKFZeJ1I+hyM4C1qismkAisK7ywb+L4zaZkLtS0qpXwAfBtZqmrYr7Ckpsxg0TevVNO0dTdOCF4o2A1ch5RVLwro5cCSwnZRZHFHn96zYx1IN0O5D77IzL+y2CX2munlArMjdgX4yCxe8P966PEVQStnQu28diLPJc8CKwHZB64D9wO70pi69ksg7SqmV6MHZ9zRN++VYpS3dksh79G/k2+iznc0D7hmLNKZLEnl/BjAppaaEPTYZvbV+T5qTl1ZJ5H0iHeueQZ/wJVwtib/DCXu8Cxe4Qv0yet7CrSNyPMKx6F30SkmobAL7wwoGyuY59PFEy8JetwxwRm0zYfYlpdS1wEfQg7O3op6WMktOsHeGlNdgQ9XN30bKLKGo83t27GOjMBPKE4TN4gj8EHgs7P5awA98Bz0yXQD8C9gLOEf6+WN5A36KflWiBlgK/AN9hpaqOHn3Br7ku9Cnmj8rsP3Vmc7LGOR9NfpgyZ+gX0EI3goznZd05z3G6y9i/M7imOr3bkCvvG5En358fuD/5wFDpvOT5rxPpGPdYvQJT76BPq7hXPQxdZ8J22bCHu+SKJ8PoV+Q/CT6bF7Xog8Yr8p02sYg7y4GKoGd6Beg5gGTAs9/JfC9nxXYD+5Cr5C4w97jIfRlWI5Dr9RsAR6YiPsS8JtA2tdGnQtdYdtImUWW2TXoleFq9MDjh4Fj63opr6TL8Aki6+ZSZpHlM9T5PePllY6d4FZgd9Q25wOvoJ/ADgEPADMz/QUNI6/BL6gXfZrMe8PzESfvs9FnfulGj8y/wzibjnQ4eQ/c12Lcdo912jPxvUe9/iLGb4A2nH2+FL2lsA19wOwfgeJM52WM8j4hjnWBvGwAXgscu95Gn5FUhT0/YY93SZbPFehXQXvQL0qszHSaxijfq+Mc228NPK/Qp7A+ENgPNgL1Ue+Rhz5WtzVwuwPImYj7Upyy0oDvhm0jZRaZj1vRW+t7AueQR4FTpLxSKsMniKybS5lF5mOo83vGy0sF3kAIIYQQQgghRIaNt3ERQgghhBBCCDFhSYAmhBBCCCGEEFlCAjQhhBBCCCGEyBISoAkhhBBCCCFElpAATQghhBBCCCGyhARoQgghhBBCCJElJEATQgghhBBCiCwhAZoQQgghhBBCZAkJ0IQQQgghhBAiS0iAJoQQQgghhBBZQgI0IYQQQgghhMgSEqAJIYQQQgghRJaQAE0IIYQQQgghsoQEaEIIIYQQQgiRJSRAE2IUKKUuVUq9oZTqVkppUbf7Mp0+IYQQYqTkXCfE2JAATYgRUkpdCFwP7AbOAc4HtgWe/h1wd2ZSJoQQQowOOdcJMXaUpmmZToMQ45pSKniCmqVpmj/wWCWwE/ihpmnfyVjihBBCiFEg5zohxo60oAkxcnXAPcETFoCmae8BzwJrM5YqIYQQYhQopTzIuU6IMSMBmhCj42CMxxqAsrFOiBBCCDHKPIG/cq4TYgxIgCbEyPmB0hiPlwFNY5wWIYQQYrQ1Iec6IcaMBGhCjNzzwHlKKWPwAaVUDbAMeCJTiRJCCCFGg6Zpnci5TogxI5OECDFCSqnVwCPA48B1gBv4PnqXkLmaph3IXOqEEEKIkZNznRBjR1rQhBghTdOeAE4FXOjTDP8W2AIslxOWEEKIiUDOdUKMHWlBE0IIIYQQQogsIS1oQgghhBBCCJElJEATQgghhBBCiCwhAZoQQgghhBBCZAkJ0IQQQgghhBAiS0iAJoQQQgghhBBZQgI0IUZIKXWKUupxpVSDUqpHKfW+UupupdTMTKdNCCGEGA1yrhNi7Mg0+0KMkFLqw8AC4AXgEDAJ+CpQCczWNG1PBpMnhBBCjJic64QYOxKgCZEGSqnpwFvAFzVN+1mm0yOEEEKMNjnXCZEe0sVRiPQ4Evjbl9FUCCGEEOkj5zoh0kACNCFGiVLKqJSyKKWmAdcDDcBdGU6WEEIIMWrkXCdE+pkynQAhJpAXgIWB/98B1mqa1pjB9AghhBCjTc51QqSZjEETYpQopWYAHmAy8EWgGDhB07TdmUyXEEIIMVrkXCdE+kmAJkQaKKVygN3AXZqmXZ7h5AghhBCjTs51QqSHjEETIg00TWtG7/oxNdNpEUIIIdJBznVCpIcEaEKkgVKqGKgDdmY6LUIIIUQ6yLlOiPSQSUKEGCGl1N+AV4DXgVagFrgK6AdkXRghhBDjnpzrhBg7MgZNiBFSSn0FOA+YAliA94AngB/KoGkhhBATgZzrhBg7EqAJIYQQQgghRJaQMWhCCCGEEEIIkSUkQBNCCCGEEEKILCEBmhBCCCGEEEJkCQnQhBBCCCGEECJLpGWa/YKCAq26ujodby2EECKLvfzyy4c1TSvMdDrGgpzrhBDi2JTuc11aArTq6mo2bdqUjrcWQgiRxZRSezKdhrEi5zohhDg2pftcJ10chRBCCCGEECJLpKUFTYjx5GhHL6/va2FnYzsNrd309Pnwa+DXNLx2M2U5dspz7EwtclGRa0cplekkCyGEGE8ObgWzA/JqMp0SIcQ4IAGaOOb09Pt4esdhHtzSwIu7j/BeU1foOYvJgN1sxKDAoBQtXX30+wcWcy/x2FhUncuyKfmcMquEApc1E1kQQggxnjRu0/9KgCaESIIEaOKY8fr7zdz27B7+vbWBtp5+PDYTy6cW8NGlVcwp9zK9xE2e0xLRQubr6+HI4UYONHfy9sF2Xn2vhed2H+Afrx/gW/e9wbIp+XxgbhkfmFuO3WLMYO6EEEIIISaopl1gcYGrKNMpGRMSoIkJze/X+NfWBm5++l1e3nMUp8XIhjmlnDa7lOMn52PpOgiH3oLDO2DnXmh5D1reh/ZG6DqKsbedIqAImAucG3hfn9tFizGPPfs9bNldyo/+OYWyuSdyxpoTKM1xZC7DQgghhBATzb5X9L+zz8lsOsaIBGhiQtI0jSe2H+LHD29n24FWpuaa+NUKH+ty9mI//AA8tR3+uh16WgdeZLKDt0K/FdSCPQ/sOWDzggqbT6e3HWPbQfLaDpDbup/ZB5/H1PcIvPY79m/O57nCNdSddBG5008AGa8mhBBCCCFSIAGamHDe2NfCr+97Eue+p/m0Yxcri9/D27YD9VK/voGzEIpmwJwPQeF0KKzTAzJXUcoBlQJMmgZHdtL05mO0bHqA+Yfux3bXXzhir8a98gosCy8Ai7SqCSGEEEKMlubOXja+fYg1dUV4bOZMJ2dUSYAmJgZfP+3b/8Mbj/+Rwsbnud5wACygmbyo/Pkwez2UL4CyBeApG92WLaWgYCp5K6eSt/Iydu8/yFP33cTshnuZ9/CX6X3ih1hWXQ2LPwlm++h9rhBiEKVUKXANcBrgBnYBn9Y0bWOC18wGrgOWAE3A9cAPNE3T4r1GCCFEZu1r1id5O9jSLQGaEFlD02D302iv/5nerQ/g6m1mjmbl/ZwFdC/6NLbataiiWWAY2+X+qsuKqb7iG7y463L++567Oaf9j6z89zfxPX89xjN+CdNOGtP0CHGsUErlAM8ATwMbgEPAZKAxwWs8wCPAk8BiYDpwK9AB/Cy9KU6PxtZurGYjXvswKiyH3wGTFXIqRz9hQggxihQTdxiJBGhi/Olpg9f/DC/eCIfeotvg4OG+eWzLXcsHz/k4MyYVZzqFACyZnM/cqy/l//5zIjduvI/vt95KzR/PhtnnwanXgDM/00kUYqL5MnBA07SPhz327hCv+SjgAC7UNK0LeEMpNQP4glLq5+OxFe25XUcAOHNeeeovPrBZ/ysBmhAp6fP5eXDLARZMyqUyT4Y1pI3fB4bIWbPH4iDd5/Pj82vYzGMzY/fYNi0IMRI97bDxJ/DzmfDPq2ntN/J942dY3PNb9q39NV/6/NVZE5wFWU1GrlpXy9euuJzLXddybf9Z+N74K9p1i2D7Q5lOnhATzQeBF5RSf1ZKNSqlNiulPqsSry6/DHgqEJwFPQyUAdVpTKuIpa8LfH2ZToUQKevs9QHwTmP72HzgvlfgrQfH5rOyScPrGfnYx7Y18vDWhjH7PAnQRPbz9emtZb+aD//5H/qrlvObKb9jzoGv86z7VO7+zFo+s2YqJmP27s4zyzz89XNr2DvnStZ3/y+7+/PgzvPhsR/oV4OEEKNhMnAF+rizU4Br0cejfSbBa0qAg1GPHQx7LoJS6lKl1Cal1KZDhw6NPMUi0lv/hJ2PZzoVQmS/pl3Q15npVIy9/t7Qv0lNJ+Drg6ahOlIMrad/bOtq0sVRZLd9r8B9V8ChbVC1nPdPvZGLH1XsaGzn8lVTuGrdNKym8bFAtNNq4mfnzeWeyXmc8bdSfmS/jQ1P/RT2vQxn3yxdHoUYOQOwSdO0rwXuv6qUmoYeoF2X4HXRPWRUnMfRNO0G4AaARYsWjbvujyPW3wMHt0LpvPSN7+1pA6C7z8fDWxs4bnI+xR5bej5LTAyapt/GeMx5TBN3WNT4tP9VaN4LVjc4CzKdmqRlwZ4sRAz9vfD4/8BNJ0F3M5x/J/9YcCOn3NPN4fZe/nDxEr66vm7cBGfhzl1UyW2XruDb2qf5Dpfh3/0M3LhaH5wvhBiJA8CbUY9tAyYleE0Dg1vKigJ/o1vWRMMb+pX75j3Q26FXitPkaKd+pXz34Y60fUY6vX2wjbcPtiW1bVevjz6fP80pyhC/D3Y/ow9TSJf3N8HWv0LbQWh5P7nX9PdAu7SCD6Wzt59/vn6A9p7+TCclrl2HOmjpitM1ui/Qe32c9VaSAE1kn8PvwI1r4cmfwJzz8F3+HNe8O5nP3rmZ2hI3//jcCayYVpjpVI7Iwqo87v/scl7IOZ1zer5FT2cb/P5kvTVNCDFcz6DPwhiuFtiT4DXPASuUUuFNNOuA/cDuUU3dUI7ugbahxzj4/VpoeukxpwWCiP4efRztgdf0+90t0HU05ku6+3yjG2R1t8b9rJAjO2H/5tH7zGHYdqCVbQdak9r232828PQ7h9Ocogxpa4C2A+kdO9Qc+Invfgr2Pp/ca959Ct7dmNaLDBPBvqNd9Pv97D2Svd0pe/p9PLE97mS945IEaCK77HhUD85a98H5d9J+2nVc9pd3+N3GnXx06ST+fOkyynImxlpiFbkO7rl8GeZJi1nf/k3aNCvcega882imkybEePUL4Dil1DeUUlOVUucC/w38JriBUuqHSqnHwl7zJ6ATuFUpVa+UOgv4KjD2Mzi+/xLsflpvmUrg7cY2Nu1uYn86g7RDb0N7ggqPr0f/G9xmxyPwzmMxN920+yivvd9MxzCvwDe0dkc+sOPfcT8rZP+rcGQUeyVs/RvsfR6fXyNdu0VrvBaAcS9LA6Du5kyngHca24b9uxhSdyts+Uuoy3BS/H7o69aD1u6W4X92T7vemplmo7mkbbaRAE1kB02D/8/eeYc5dpZ3+37VpZmRpvftvXjtLS7rjrsxYIoxzZUeCCGUUJNAEhISElIAYz5CApiAsbExNi64rddlXdfr7buzdWZ3eh9Jo65zvj+OypF0pJFmp2x57+uaa3d02qPT5v29T3vpP+DXN0HlXPjkZo7XX877fvwyz7UN8Pc3ruIf33MWNsvpdctWOKz88qPnsWj5OVwx8k0GrM2ov/kA7PnDbJsmkZxyqKr6Blolx5uB3cA/An8D/Fi3WhOwSLfNGJrHrBnYiibmvg/8e0kHj8e0wc0U0LnrBf64ozvv8lBUO45RSNxg50GEEsn5vGR6d8LRF058P6ST65WTyFPhDZUohpQ4yuhxHt3ZzZ5unVcsOALeHoMDdFPmL+S4TZNzHeMxzUNZiPGhKbvfToSt7cNTHoKqqio7O0cJRGYopG667sv2lwxFiqqqbG7r59hQgD3dXl45PDThrsaCUY4MFBkiGvJq4XxJr+JYV/E2H3sF9j8Kvbu0SZdSxJ2eA3/SvJlQOIw05IWOl2fmXi6g5iIxhWBkghBIdWaft9NrtCs5NYlH4aFPwzPfhlXvho89yeujFdx41xZ6xoL88s7zuG3j/Nm2ctpwWM3c/ZF1XLb+LK4Y/irHnStQH/go7H1ktk2TSE45VFV9TFXVs1VVdaiqulRV1R/oPWGqqt6hqur8rG12qap6aWKbJlVV/65k79neP6QHJCdIx/B4QTETSMy4D42nhVg0rhAPemnf/hzVwzumxI4p4dhr1HWlowIOD/g5Pjy7oVL9vhDP7e+nY0gnLMaHJqz0lrwl2ofGoe1PdB7cTnj/U9CxJWM9byjK1hcepXJ0d1H2vHF0GHNMd04OPQ37/ph/g5AXjjyX7lk3i3SNBtnROTWeqGhc4ciAn+HxCEcHx3mzY4Iw1pMN/SOrxLXQzo4tWuhyJH19I3GFsWCUt45r3288EqM/20ucxea2fnZ1FeHRUuJpD7NRzt+Bp6CnQKipLzHZMHhA+zeqsys6roWFltIGY+iwFkaaJy9Q6dzG8fZDRPOIuLFgtKTqiaFonJHx7AmqiV/lm/b389TeAuHlIS8tXU/gDOSfOJtqpECTzC7RENx/G+z8LVz+Dbjp5zze5uUjP3uVSqeVP3z2Ii5ecupU3ZksFrOJ771vDR+4eBVvH/o87Y7lqA/cCfsenW3TJBJJsYxPT8GBuKIS03lZBnxBhBLNEDqP7+rhjcNauKElNo4jWFq/nrFAtEjhlBzspGej+30h4skZcFXVwqqGDid2fBxzPD3I2901xrZj6YF3MBKnd6zw4HSq8Yc0gTs6PEBoKOFlOPJc0TnAcUUlGvTS2/Y6B/pyB8HD/tI8mAHvEI29z1E9uBVv98GcENfxcIyHt3elZvj7Rrz0+0JFkk8FkQAAIABJREFUh+jFii0+0rd32gu/gDaIfm5/P6Fo5sB7d9cYu7rG6Pfl9x6qqoqvVO9nPk4kPq7Yc6QqWuhy0hsdjyGOvYI5lhme3K1/Bnp3p5+fPCjHt+Y/HkDYq6WKaB+ml4e9afFVIo7hfeDv0+23CCKJ5yNi/G7p9Qbp84V45fBQjgdrb7eXzW39/Gl3/neZyCqZuWl/Py8cLP09PKEITHgSq4ffmrLIgomQAk0ye4R9Wkhj2+Pw9n+Dy7/Kr18/xmd/s42zWyt56DMXsbCufLatnDFMJsE3b1jBp64+h3eOfIF221LU391+ZjailEhOQ/yJgXa+amjeUNQwD+nZfX08tisdRlfX/zLN3U/lrDcyrg3yLLFxaobe1DwtRbL5QH+GcCqWUDTO623H6UgWEFAS361AQQihxFID3BcODvDa0YlDvJIoisreHu/kBulBLWzu8IAmgKJtT7H7lSeL3lw/JE96jWIThGYJJZppa7b3YdcDVA1qwtAZ6uPAtudSizqGtMp0z+7pxBwb1ypCRkMcf/NxjhXpheweDfLYrh5GAxOIxuAo9O/VCr/s+X1R+y4K/flJeGee3NOLNxRlx/FMgRmJaevGFe1MZw++Adr6fGza3196iGoBdneNcrDIapugiUR11wNaaJ4O08gR6vpeSq6UuVFSkI0dR3i7cXtzRdLD27vY2+2Fgf1aDmUeukeDbNuxLU8IaH7Rqaoqg/5wyTmUk9WxWzuG2dPtZTwcY9zIViVO8qkaj8R4ee9RlPERhscj9HtDHOwvPbyycCXUrC8Si+QUG1JVlUe2tXOoz6u1E9n1gHYtI7qJmEK5uVOIFGiS2SE4CvfcqL3g3vNT1HM/zl3PHeKbD+3m8qV1/Opj5+NxWWfbyhlHCMHnrlzC565fx7tGv0i7dbEm0o48P9umSSSSE6RzJIAl6qNrwFiQHOjzcSBrUHJ4wE8wy9Ngi2aGOqWLDGQNvJTcQZESDbP7+CAPb+/KGSAn2doxTNdolgAIjhiGKcVVFVtkBF8oRp83RGoQVGAQ2Nz9JBx/DdAEnilu7DEx2oUvFCMQiaUEij8cK26wPnwUDj3DW3v2F5XbdKjfz9HBcS0XpzOPt6IIbJFRNu3vJxBNHHP0WM46lpix2Np+fJTNbf3U9b9MY+9mwjElbwEZVVUNy4z7D79K5chOnj8wUHhgrs81yrNeJKbgD8fY2+3lqT3GXo2XDw+yu2tM8wDFo5rYS1ZVzNqvLxTTJivCftj7CKao8Xd7s2OYh7drXpvhRPhatvcNYMgfZn9vkZMS+x5N2XN40M/e7GqbgWHoeEVbZ+iw1iYgwRO7e9nZOQbezHA3c89bOc9mmkyPcz6KESV9iXDIQIGcqcyJA+3YR9uP0D40ngqNDkRibG7L9WQmCYRjDI3n8WbGo8a5bVkTFgO+EPt6vbx6xOCdt+chzMHh1K+ezk10bn2EFw8OMFqgYM5YMJKacPCHSxTqYV869PPI5pxiQ4qi0tz9FD17X9aEMmheyd5dpR1nCpACTTLzJD1nPTvhA79COetmvvPYPv71yTbes7aFn962Aaft1OtvNpV86rJFfPGdG3j32BfpMjWj/vbDBWfUJBLJzOMLRdm036BSWTRk6L0aHh6koe8FfNsfTg2m2/vHOLh9i2GPnr3dXm2wq+YfiL1+dJh4auCbO7DOFiMjWx8guFMrQtQ+lDkgrhxJe716kiFXiqKFJx16Nm/5cmvES1RROD4SwJtnwFTmb88cuyXEXrnvCE09z0y6GMGz+/rYvLcLBtoKh50lwgHV8AQD+LEuGD7C/mPdHNn3lrbfkfaSbDLyOERjuhDQnA2M91Pmb6el8zGsMX9i0zzfLzjK4UP72NzWnyPSbL5jlI0fB9AEXj4SgrkQzx8Y4Nl9fRzs92mTBqqaUzhhwBem83g7e7ZuNm5zcHgTtrA2KB+PxHh2Xx/x4XaUWJhA/xEg9/x1jhRXrfTo0HjxvbpiaZEk9OfV10s0MMqbLz3B1l278PlGtb+9vrQHOxpXiOpuZl8oWrxXSojEs5W5fnJ7cx6xnmQsEM3f7wvg0NNE4grbj4/SM5Z53qzHNJEZS3gok73D8rXs2Nvr5fX2tIDK+IqdW7WCIiO6Qjj+fk2Qj+e2i/CM7cvMZ0sQybonk6Iz+/MMu9o7ef7AAHFFzbg3XOPHaejdnLtBQCcODzypFTABLdwzCzVxP5cFjqc/7H6LXu/MtzWRAk0ys0QC8JsPQtc2eP8viC65ni//bgf/89JR7rhwPt9//9lYzfK2BLjzogV85T0X8D7flxmMl6H+302ymbVEchIRVzQvwKA/zNB4OB1e0/a4lqifJOyHsU5sR9LFMg5tf5EX2vo5uu9Nxjr3aOFlWRzs9yGUGC1df8I91mZog34QZopnhrH1eEM8vbePQ10DKAMHee3IED1jIUTWoDqZ+1E2fjy3OEn3W9r3ySIc9BGMxhBhLxX+I6nPVcVYbVSO7mFPd9q7kGxC7QglwoUigVTlQkVVc/Phxoc0r0YC/VE8Y/uIdO3IGETrOTYUYDCRFybEBH9fjr0CXduoG3gVz1juNQGwhdMDvriiZoqCSADXgYfSdqrxzKqaPdvp2buFtt60IM0XQVY5uifjd384Rq8vfb13d3s1AX7oGZQOTTzn5NLkEQ5KVl7jkUE/B/Tep5A3w2MaisZzxL5v9xO0dD2Rs2+hxjUBZ+QZDQxTNZIZ/vr8wUF2dY6lQhunqt9W71iITfv7eOyNA/h96XsvFI2z7dhIyvNsi4wglIToaX+J0e2Pps7NgC8rNDTkpa4/Hdroa9/O5j2dHOpPh8DZgv3oBZiiqrzePlywaXniq2OJ5a+IaY2MseelPzAWyBQ64+FY+rpHxlPiZiRQnHepkLbMEK/6OzUZ8pdsDQJafhrkz8UdS4ieaEgLHQT68ngTC9lkjWrnMd63LyXIHMFeqkZ2YomN09L5GMEurUBPLK6wt2s0VVgpbb/xPRboSYaeirQRI+0MlZhXOhXIkbBk5oiF4b5btKpG7/0pocXX8+lfvcnv3+riS1cv5VvvXInJdBo3tZgEHzl/Hl+66XJuDn4FbyiKcs+NOWEVEolkdnltXztHB8e1sKeQN8Or8MiObo699lCO98npPUpk4FB63QFjAWZKDBxdKS+IsTfNEvVRM7wt47PRcW3bvr3P0757C6Z9fyCUtX33aDCjellObpfP+H2zZ9/ezHLzSWL5Z5r1IVmHs0uGC5HyovWMBdl2bCRDfKqHN8HhTYb7tUb92oA6cS4VRU2FQEViCm8dH2F3QhwW+xdGJMJDfaFoRgiYZ3QvrqxKbhlhdb6ejMFczdCbNHc/nbF+15E97O/1MuALE4rGEUUm+fjDMd7qSIeleoPRtNDLHtCG/alBcJJIUpCF/by0r4On3tynrRMNMjwewasfxB58Co69mmoyblQKvq1DE3DmPKLCnycEzxSPZIhcgKiiIBJfIh4exxLVCVglij1UfOGHgcSg/7WjQ/hCMRr6NrP/+ft0y8MoqpoSB7WDr1NVTOXTkBcOPoUtks5bivXtpXJ0d4YYquzL9EYmJz00EZfvWqs4Aj05kyd66vtfwhYZwRbJDKN8Zl8fT+0p1HMs8+YofZQ1wRa+4gsS7e4aY1vbUQKRmGE4qtGRbOFhLV8sC1Pf7pSgrRnKLPCz562XoWsbw4EIgWiczkTI9vGRAFs7hg0nnSxRPwd2aGJTiNlvCSIFmmRmUOLw4Mfg8LPwrh8ytvhGbvuf19nU1s8/vHs1n7tySdF/pM40bt4wh8+//3puCX2FkG+I+D3vzphJlkgks0tDn5YjqqISO/pSxjJVVenPEx5TObobeyR/YQ5LdBx7OD0w3XJoMG+4lyVq3COpcmQX9vAwgXAcYRAq+Ub7sFbx0WDKen+vl+MDIxnegWQOVXLQqWRtZj2cLLox8QBH0W2sqiokvFvRuPZ5JKZSNbyDct/hlKAzDR3M2Y8tMkIsrjWQfq6tn037+zk04McXivL87qNYI2NpT0CRf2ZMqiZW2vp8KXGHCuX+o3lzxvq9IQ4N+IsKs2vpfIwdO95M77sYm+LhlGDPRgXcY/vThTUSg2b9VdjclriXDvwJ19GnKPe3a9cxT9GDaFzhyT297OgcLZjn12gUVgb0e43zl0xqlLqBV7Hk5Jypif1toqEvXSmvengHtYOv8/SOdBuEVw4PZdw/ejryFFDpHg3S7w2liuEMj0dSoYXOUB/0azlHyfsPYG+P7vocSnvAM81WJvRcmtQYqgqD/nDOclt4GHXXA9QMb6Mqy2sKgKLgHt2X+rXCdyR3FYPnN/tWz15DCM3zZBlJV4xMF2pJC8WcEEhVpWM4wFgwWzRN8HApcUJv3Ye//wjtg8bhqKHs0EZVpW7gFcPKidsnau8wnHue+gq0M6jwZUYoqapq2EQ8ElOMWxhMMVKgSaYfVYUnv6H1dbn2u/QveT8f/OmrvHV8hB9+aC23XjBvti086Xn32hY+/cH38cnIl1AGDxP7v/fnTRaXSCSzx5vtOs9ANIQ1og0isotuBBJeGX0J+mwa+jZTNaIlp5uVcKICW3q5NTJGc9cTiMAQlQbheOWdz1M2rgmqfPNfjmAvNUNv5gxOQPPY9HlDjAYjHB8OGA6ogvkKbhSRk/NcWz92vSclWflRVVPnzRXoxDO2n9FglEA4xqHdmnciGFV4s2MYe0jLdzk6NE40ruINRlMV42KKSn33c9T3p0VzocIKhYgUUar+lSNDeZs2jxqEmxXqk2ZUHbKp5xlqht7I+ExfWKPCd1i7zpFAqkdaMJrej6qqGdUcXYGuhLBIXyv9wNywMbIap3Jkd04z9FhcgWOvUTX0FjVDmUVVtnYM5+Q7Agg1eU4KFJYJjeEIad6hSDiEa6QNV+KeLpRTlywqoueN9mH2ZBUDyThioihE91geL3CWdysWV1LCaHg8wniiEIzQ7TmuKKnQTRWVHe25nq4Kb/rZy3gf+PoIReP4e9sywoiT56MkDAWcoGboTewDO1GCY+w7PsDOrlGGxyPs1PVcM6oA2j0a4KB+4qZza8FcWYBoRPturkBX6v2XsiVhXzJMPKYoWKL+lIdMDY6gqGrqPqoZeH2ib5w4qHYt44p2/gshdEWVBFru475eL/5wLOP07ewa5fDxEloNTBIp0CTTzyt3wWs/gQs+y7Gld/D+n7xC++A4/3P7ubxjTfNsW3fKcMOaJm778K18PvYXiO5tRO+9tbSGkRKJZAZIeH/iCl1vPkp9v5aY35O315eaWJ4eFFoj+XNVjuoEQLm/HaEqmNs3FxR6RthDA6DGU9tNtH2fL8T+Xm9OGWsjJ8aQP8zWjmFiiV5NyW3Gw9GMRq9hX1qcqSoZxQWS503Pvl5fSrioaAUCagc1wRaLqzkq9PCAP6OYQ2qgqcZp6XwsY91ANMaurjH84Vhu+CWws3M0tS91EkFiA/5w3ubj2d6XZJGHibDEAgQOvoCiqpnd6XRh8JGsfWdX0zMMU00QU9R0blYCV6CbsvEOPFk5kc/s64ex47iC6WPrPS8pz5EBauK6iawBtHekj9j+dBsEgYJrtI2qkV1aCGSBcMB8ZLexyLiSSiynZ1x2OKue7Z2jGc9jR1bunDcYZXe3N6PBtGdsH4XIuIXbX+T5HYd4zSC8FLRz2lagauV4Moywbw/qrgdS3sLusSDP7E2LvK7RINuevQ/frscS+w2lRGUKvfgK+1KhmMl7NzZ4hOhoNzs6R+ntTZ+zcn/a67nlUP4wVX3YqFC0Kq0Nfc+nohOODQcYDURT95FDF1mQnXubJBJTsB96InUu2rJyAI8M+jmkq5rp1AnfmJIOgY3ElJzQ8EOTaAFQKpZpP4LkzGb37+Gpb8LKG9m35ivc9pOXicYVfv2J81k3t2q2rTvluGZVI9Zb/oxv/drHd47+N6EH/wzHTT8Fk5xrkUhmg+wwLU3ouGgf8Gfm9OQhOWurH8ya1CiWiPHAy9a3zfDziQhFMweetYOvE3C1ErF5AFKetonYkRVWdHwkN5ysNxFGFOk/hMVmSVWNK/e3ZxTeyAjXE4JYXKFnLETS0pGhXup1+1VRDcM0E5uz5eAg2Ovzlu0/NODHae8jbK/N+PyNp+5FJERxoTLtsWTo2yTD8bcdG6G+wjHheslG2hNhUsIoJgtdurBXERiEPs17pqgqSb3hCPYTctRpXqesIsl6z+hbx0epLrOxsFbrQWqOBYnZtJY3NYNbU96b7FypcCyes19nqA9vqCLjs2SZfNCenfr+LSjCeCha37+F7DqQSadZQ98LmPfuBIsJGlYbbo+qUDuY9jiaY0HiFmeGNynbW5YMm0s+l27vASLuSmwTFC/Lbjw96A/RnjWIr+lLFxfJEKO6+yn532hcIRxTqOl9njHPSsNj5ni0h4/gDUYzwlGT6+zr8aa8VnFFJRgMQKUzY3NTwivq1d1/5ngQe2iQ2sHXsFU4oNrFUMeulGfrcL+flc0etneOErNEscQVOo8dprLZY2hzPvTvAnM8TMyUeU8M+MMM5BH5TT1PG36+s2uUJfXpXro9o0GSd6M/HEvdix3Hj2GN5A9ZNPK8ZU8mTAdyVCeZPjpehoc+BXM38ua6f+EDP30NsxD87lMbpTg7Ad62vJ5rb/sq/6ncjGPv7xh/7JuzbZJEcsZiVHUtFI0TL/LvdzLXKZuG/hcNP0+WTC8GfYU0o0GGJTaeV/BMB/mqIoLmR+weC9HnC6UGThPZ5gxkhhmp4TEs0XFqBt8wWFv7/vbwYE5BAVHAY6nHnBg9pypPZmGNjGGLFPZ8FeqBlSS7PHpBm2LBjOqK3p5DqZLguzrHUte9ZugNagdfxTOaew127sxs4ZI8/6pKSjHYwkOZoXVZAq258wnD0ujZlQv1BVeqRzT5le8ZMEL/XRVVpdcbQjXoUeUI9GCNerGH017Zxt5kkZn0s6D3bKd61aFNkiTZ2Tma6gemF5gphMAVyOwRGAnlXkNrOJ07ni9MMSnVDvT5iu7pVubvwBYewn/kdQ70+1ITJHqyQwqzw1DzUTWyM+Wl7vOFUFQ1w2sYV9MiUP8uLCW3UiN9TRr6NmMqMSIgH/oqnLFQ+l4c0V3HgR1/ygiDzqZQyf/pRHrQJNPDQBvc+yGonMeL63/AJ365nWaPk3s+dh6tVa7Ztu6U55IldVhv/y6/vmeMj7z5Y7yuWtxXfmm2zZJIzjwMRMTu7jGsp4BX2xodywgtmmmEbmDef/itosSLnmzvpdt7AGegO9U3TI/eQ2gxWF4MRnlUKWLhgoO8UshuTF4IgUI0LrCYtaF9x3CAsvEgjW5nRngngD08jD08DDXVGZ/nuwf0YV11A5lVSLM9CAKFnV2FxemQP5zyphp+FzV/03Jteea2SRHQ5w1xdmtlxrLsiqaZGNuwt0C453g4TqVT4chgcfeOs9244mgSvQdS3/sspqgc6PNm3APqBB7bytHdxCzl7M9zXwejuQLYFhmh43gHdQX3nIuRQC1UeEOPPtwx157Me6dmaHKRAtmM6gqZOAPFV5ucGOlBk5yK+Hrh/24Cs42n1t7FnfcdYnF9Ofd/eqMUZ1PIBYtqWXb7XfxJ3Yj7xb9n+OVfzLZJEskZhVkJ5R0IZg+Op4Qsr0UqJKlQ49oCFCrpPVk6dSGPhfKOIHMQ1tXZkbM8X8XCJG5fuqJjMr/LPME2J0K2FyKDZPPbWSCurwiYKMG+p2QPRiZbO5LeHmGY6+UMGvecK8TRofGCIrxs/JjWtLxEonGlpO+bLLxTKm/lyQu0RUZzc9WKiIIVSgxbeCRnQsFbZIirnkKTDvnyDOsGXin5ONkNucOxeIZXdLJkC7Ts3MeTDX1hl+lCCjTJ1BL2w29uhsAQj6z6Dz756CAb5ldx7ycuoLbcPtvWnXZsWFhH052/5FXOwv3UF+jf+vBsmySRnDGUWpjjRMluCpwMtctXen828IZiqdn/fl84s0R/DoVnobNDEYvBpBQWhdOFd3xqmitPhmhcYTysnXNrVBuMl+KFK4RJCVPhOzzxijNAIQ9Msd/XOd6FKzC1FfjM8VCGQFIp7pl0e9uKqsg4E2KgWLJzWWHq7jU905HjpS8sMtHkkZ5BgybV+VptTCVSoEmmjngUfnc7au9uHlr8Hf7iBcE1Kxv4xZ3nUeGwzrZ1py1nz2/Afft9tDEf96Mfp3PX5tk2SSKRnKIcLCioSmc0p1fS6Ul2rtVMM1EJ8clSN/Aqbu+Badl3qUzGa5dNMu+tVPJV4DQiGI3nbSivR6jxosSveZYmHYzoKzEMebIY5fZOJfESrqfRtRRMf16aFGiSqUFV4dEvwKFneLj1S3zhrQZu3tDKjz+yDofVPPH2khNi5YIWbLc/SD/VVDz4EY7sLS4BWCKRSCRnFqXm+klK87gUSykFfyRnHlKgSaaGF/4V3voVT1Tfyl8ePIdPXbaQf3nfGiwTlKaVTB1LFixEueX3RLHguv9mtu2aXJy9RCKRSE5fjg3PXjimRCIpDjl6lpw4238Dz/0jL7qu4s+6r+Pr1y/n69evQEyyV4xk8sxfvIr4Rx6kgiCVD9zMM6/vnG2TJBKJRCKRSCQlIAWa5MQ49CzqI59ju/UcPj5yG9+76Ww+ddmi2bbqjKZhyQaUD/2WJtMw8x79IPdukuGOEolEIpFIJKcKUqBJJk/3Wyj33cIRWvlo8C/4wS3nc/OGObNtlQSoWHYZplseYK55iPWbb+O/Hn4JpUD/GYlEIpFIJBLJyYEUaJLJMXyE2K9uoi9axsfjX+OuOy/n2lWNs22VRId90SVYbn2A+ZYhrn/zk3ztnmcJRqa+HK5EIpFIJBKJZOqQAk1SOv4Bwr94D/5giM+a/poffvLtbFxUM9tWSQwwL7wE662/Y6FliI8d+TyfuPsJ+ryygpdEIpFIJBLJyYoUaJLSCPvx//y9KGPdfMX2Tf7tz25idYtntq2SFEAsuBTLrb9jsXWQvx3+Gnf+8FF2d43NtlkSiUQikUgkEgOkQJMUTzzKwM8/hHNwF991/RV//9mPsrCufLatkhTDgksxf+R+FluH+O/oN/jCT/7Ak3t6Z9sqiUQikUgkEkkWUqBJikNRaP/fO6jrfYH/5/4cX/zcX9Loccy2VZJSWHgZpjv+SJMjwn3Wb/Gfv36IuzcfRlVl8RCJRCKRSCSSkwUp0CQTo6rs+dknmN/1KL/z3MEdn/sWlS7bbFslmQytGzB99E9UlTl50PEPbHryD3zlgZ1EYspsWyaRSCQSiUQiQQo0yQQocYVX/t9nWdX9AE9VfYgb//zfcdkss22W5ESoX4742FM4q5q51/Fd4m/9hlv+5zWG/OHZtkwikUgkEonkjEcKNElewrE4j9/9JTb2/prXa9/LlX/+Y2xW82ybJZkKKucgPv40lvkb+XfbT7ii625u/OGLsniIRCKRSCQSySwjBZrEkLFglHt/8A3eMfi/tDXcwLmf+Rlms7xdTiucVXDL72H9HXza9DD/EP1Xbv3JJh7Z0T3blkkkEolEIpGcscgRtySH7tEg//ODb3OH9yd0N13Nsk/egzBJz9lpidkK7/hPuPafuFx5jQft3+Ef732Wf35iP3FFFg+RSCQSiUQimWmkQJNksL/Xyy9/+Hd8MfgjRpovpfljvwazzDk7rRECNn4W8aHfssDUy9Pl32LbC4/ysV++wVgwOtvWSSSSCaiWRZskJwluh3W2TTgtGaw9f7ZNOK2xWzQnhNV08siik8cSyazz8qFB7r/77/h6/G78c95G1Z2/A4t9ts2SzBTLrkN87Cnc7kp+6/gnVh7+X97zoxc51O+bbcskEkkBTGK2LZDMNjGza7ZNAGBhXdkJbR9yNEyRJacPcZOdsKN2ts2YcUL2OtQZkil2i3Yci7m4l2ld+fSPjaVAk6CqKr96pZ2nfvEd/lb8jNCCqyi//T6wyj5nZxwNq+CTmzGteCdfsdzLtwPf4ba7nuKZvX2zbZlEcsazoObEBr8nGyZhPBhqcMu/PZNFP3B0TrKo16pmN/Mnea9ZTtADEbFVntD200Gzx1lw+bSLiDzPyWwxUHcBYXv1tB5jqOZchmrPPaF9RGxVRa/bWln4Gmdjs0y/fJIC7QwnElP4xkO76Xz0n/m25edEF1+H4yO/kZ6zMxmHG97/C7j+X7lE7OQh89f44f/dxw+fPSibWkskk8BcxABrWUNF3mWKSXsf1+SbtZ3GAZy/fH7OZ9VlxiGVK5vdE+5vzLM89f+6Cjthe65nwDrJglRe99JJbTeVxM1TLy7NRbhIBelelsnzt6C2jIaK4uxRhBaaWG634LRaqD3vAyimmQ2dbXQ7AOO/MYO1503JMXqarqK38fICx89lovM/UL/xRM0yxG23UGG3pISGIozTTUaqzi5JjCQZrj5nUnZF7DXELNM7WaSYzHnfa00eB6uKeNeMVJ2Vd1mOqD4J1dBJaJJkphj0h7nlv19l3rZ/5uvWe1FWvRfrB38lxZlEezGe/0nER5+kvtzGg7a/w7fp+3z6njfwhmRemkRSDEFnIwBr51ZRX6G9V90OK61VueFoFQVyd/oaLi04QLUWGZajZ6h6neHn5fbMQaBisufkZSysLTfc1mW1FMxBilrdBFwtqd9ry21ErZnCdG516aF6/vIFhp/rxSAYe5TGPCsAqLBPTa71cPXaogRVKRTjCUueA5NJUFuuCSubxYTVamGg7kJGqtYU9PREbR4AliYnCswWepqvnpS9MYvx/TERis1jOCEAGAp5PUvqizumYrYTzxIXyfBQi1mwoDZXeHicVgZrz2Ok6mzGy+blLI8aeP3cjqm5n+wWE8PVZyd+M76vAmWtxMzGHqD++osZrD2f/sbLGai7EJtu8iOoexZLRagq6+dmisKJJlZMDo/h+QPwVSwq/tgInNaJz69isjE273rDZSOpc3ryIgXaGcrtciEcAAAgAElEQVTurjHe+8MXeH/P9/i05VHY8FFM7/sZWGSyuURH63rEp1/EvOJ6vmG9lzsPf56P/ddD7O32zrZlEsmso2LCbBIsqi1PeclqE94lFRPDNetTAmBOczNr51SytKECt04MFOP1Ucw2wo46qF+ZI2BWN3twWCYewCfDCUP2OvrrLyaSJ0QpO+ywqtzO0sb8g9+quasyfk8O8JO5RHpxkRSsSZxLryTbY5IUiAFXa95jZqOK9DECzubU//0Vi/IKRkVY8LqXFgzV6mq9Ie8yI6+oNvgVLGtMi87s3LClBTyl+dCHUw00v42gsyn1u9e9lK7WG/BXLCRmKaOl0klLpYt1c6uwuBsZX/IuIvYqAmVz6Gu8LK8AsllM1JTZ8oadJhmuXstwVWHPS9hew2DtefTXX5zxedRSXtij17oB1ZRf4He1XJd3mTgBL7JittPdfC0ANWV26nU2VpfZcFjNhB11BMpaUUVxw+aFteUZ937A1YrqnmO4bqECIHMWrQQx8fMddtQYfh61ugk7ajE53ETsVSyuK0086+/fMlvam1ddZs845zVlNhYaiFs9A42XMFq1mt7GK3KW6e9pgPk1mp0ij0d1IvrrL0Yx2zPGtFW6YkrZ1zE5CVXpyr3/XLrrWOgenGqkQDvDUFWV/3u1gw/f/Rz/EP0e7zc9B5f+Fdzw7yBL6UuMcFUjbv4V3HgX59o6+N/g5/nF3d/l/jeOzbZlEsms4qqo4qyz1lFVZkuF/bnsFkDQ3arN3CZntoWtHHNiEJAccgRcLRniYkIaVmYMHl02C44s74pRWE+l05oSBjFrecpbYkT2OFcVFoRu5j7bm+Oal+WJc7cgVr0XX8UCql02LAlv0mDtefgqFqdWU0x2KK/L2HTDvGpcNk2gxSyTK3qRnBlf3eyhtcqZ17PS03ItPvcSorZKVGEmpmsr4i9fQF/9JQBErLnnSjHZcTszB3KNLfNZuuEqzplbiUs3ux/P+h4nWuUwbnYRtabDu6rKtPvhqhUNrLjg7SmBZRICyjMFcdziYqwyU1D7KhbjrVjC+rmVLMjjGQUY86yku/lqgq5mgmWFPS+qEIQddYb3WU157iRwMpRyTo2LDfPzCGYhQJjpbr4Ga8PynMWRxZkDZ697WUEbk8ytdlFbbkM1pa+Z/hEwASy+kuWNbi5bWodQlexdANBQ4cgYyFvMJhY3a16/6jIbEVslVcsvydgm+b3DjlqaPNp11E8KjLRchrl1g+Hxzm7N9NoFyuYy5lmZu6IQbFxYk9q/ec17DfeXZMO8aubpJoGEGk/93+20pLzS2e+JBbXlGYLNV77QYO/a8rjFide9NGfCxpiJBVrEVpXhRQ/Z0/eeSefN1ntHs8N3rWYT57RW0uxx5kyCLW/Sh1POXD6gFGhnEP5wjM//djv/9YcX+YPrH7lUeQOu+xe44q9PuiRUyUmGELD2Fsyf2YKjeRXfM/+Yhkc+wj//5kmCkfjE20skM4AQ4ttCCDXrp7fA+vMN1leFEEVNkwqTKSVAktW/LCYTTZ50mHhGvpZdE0n2lEdEN5g+EXSbz1u8OsfzYzKJlGcqOXOcTxhWOCz011+U+j1UMRelflXKI7ZE5wEaqTqbRreDZo+Tc5IDRocHTJonyeOysiAxYx921OGwpQfB2dX+cqui5Z6TcnumWFRMtlR+XnozzavpsJpZP68aUauJwmRopZFgU4WZYFR7j7VWOYlYPcRs2qBsoP5CupuvJWyvJuxspKfpSnobL8sJhWs552ocdfNpyspjUgoI8HnVrrzhmdnMqXLR3XwtImvmv97t4MZzWiizW/BUZuUh1Rl7Z5O5VqOVq/B6lrHh/IsxGQyE7RZzKteotnke6gnkpAkEG1avTAnwJF0t19FcU8nKRjcCQUNF+nrGs68t4C5zMV69kphF81Clwm+tmYPqgKspJ1zXiPoKByaXdt6CTbmeLH/TRnBWsayxgkqXjaAzs8pk0kPe5HFkDeTB3npOquDKVRdtZG61KyNXrK/h0tSz5nHmntu4Pfks5aIPJ7zhLM37FLM4Db3pDpuZNa0erlrRgN2mHSdkz5wcidiqqEzYUKebBAolvm/M7MoslpIQqnOqXKxo1L63RSeGahuaE2Gha9Lb6AWcewnDNesNv1vEVkXcrr1P9JMRGdjTnw/VrGOsciUhRz3ldgvj5ekwSnviPC2qLcckBN3N12g5e/ZqFmVNSFjMJoQQ1Fc4MnJJjd7PRp62qUYKtDOE/b1e3vWjlzi461U2ef6eBWon4oO/gQs+PdumSU4lqhdg/fiTKNd9j43WQ/xF2638/PtfZvfx4dm2TCJJ0gY06X7yZ4qnuS5rm01FHy3xx7vJ42R+TRnVZTZaKl2pPKQ1rTovwlItjMpiNrFhXjUXX3wFMYsrNWCetFAzaTkyY54VZNfxCdtrUXSDjWQekmqyMFCXLm6Q7APkslqI6r1GwoRSt5yhmvUEmzNzWFQEQgiaK51YdJ8nvUR2izljff23y672N2/1RRm/GwnI+TVlnD3Hk6pm2dN8NT3NV2Wss3FRDauadPY7PIn9WRir24DHaWPV0lzhkrxelU5bZliVMKGaLKy66F3YFl2MYnagmqyYhEh5JQqhDyVN5tkkB+llNgtjlSszwjKzSYaY1SS8PEJoHqokOXWbCkTC2MwmrlrRkMqBHC+fz3WrG7Xr5cgdCF+3ujF1b9YahD9umJf+bmF7LWtWaGIlbMv1gvU0X4m1JZ33M1RzLuHWi0GYqXKaE57nTPoaL6O7+ZqUN/NdZzdz2dK6xPbraK1y4rCacnINNQS15XbWtBpXhUzl4y26gnCd9oqIl6fD7JLVJOdWZ+Z2hR11GWFu/oqFrGhyZ9z/epxWi3beEudutDLt5VLMdsP8tWJZ2exmdbMndexCLQqEEJQlznFP01UM1WqeubC9hrjZwWDteYTnXZ6z3WjlKnqarkIxZ4Y0KgmPc4Pbkdqvo3Y+q5rdrJ9bxVnNHpYuWkygzDisM4U5LcKT76CB+gtT9/FowuMbs5SzZOON1JXbaahvgKXXpG1Jvd8EyxvdXLo0N18x+bpRTVYCZa20VjmpylPsCKC36UrtOxkI3g3zqovKgTtRpEA7zUmW0H/3XVtYF9jCH8u+Q4XNhLjzCVj+9tk2T3IqYjJjuuBT2D7/BqHWC/lM+H+J//dV3P/oE8QVWeVRMuvEVFXt1f0MFLHNUNY2kaKP5tZypUxCGxBSuwQWpXMsClVwNNkcXHv+WpornVC3nDUtntRsdJLsIhpGxOduJOyow1+RG1Y0WHc+ijU9UxzSeQBiFlfBMMAMhEDVDf4LNXRdXF/OhYtqcjwYc3ShQ+WJIgr+8vlaUQlPK6y8EQCzAH/5vJzCAQ6rGYvJRE25nYYKh+Hgu77CkVkCu3I+/vL5jHmWEilrguU3oM7dmNpf4sulmn1bzIKLFhsXpMi+ki2V+cMw055TkfJ2BFytYLalquclnWEx3fUJOJs5q8WT+m5BlybeLCYTrVUuzl9QnWFJ3JYlrFa9J69NlyytSw2mkyQHxTSdk3HfJplfU8bShgpaKp0p2XrhotqU9yGZOxS212BbdAksfwchV1roKCYbQUeDNojWPQshZz1Rp3aeRWRc+zAazBCBqjBxweLGlDdTCG1CwGY2oQoTJiFQLC78hgUmtP3YDITTufOr6Wm+mu7ma8BVnboQerHrK1/InCoX7qr6jG0rHFoI86K6cqxmM+V2S05eYaGKivGE4E5Wzcy01phU7lTWu8RlzQpxFoKwM9MzZoRitqe+82DdBfQ2XYlqshB3VMKSazJXFiZt/QTnzNHuy7jV4N5vWY9z+TUIiw3KallYV8471zQzf921VDctZOOiGhZnvWvM5mTYt2BlU+67Lu3xN+G0WZhXU5YKFU9y7aqs3NYC4unGc1p4+1lNrJub5xq1ngs16VDspY0VqYm1mWb6JaBk1ugZC/KVB3by8sE+/qv+Ud7hvQ8a1sIHfg2eyVfvkUgA8LRS/fGHGN92Pwsf/wqr3/gQz+y9gTW3fo+mJnl/SWaNhUKILiACvAZ8Q1XVIxNs83shhAM4CPyHqqoPFH00vedh/sVQoQ0WBD0Ukz+ByQRn3QSAZWB/zkx8f8OlrJtblVPafqh6HbbocSBOXbkD7evCvBoX+3u9DNVsYMncFrw+aFX8gAVVmLLyggSVTltikBdMfgRoJbjN8TAevT26r3NWq4fVrZmD1+RKQgjDkK3ljRUc6tb0cjIcKm4po6/xsnTfzeqF1NYIVlkqGa5cS/9AE45QP27vgYx9zal2QW0ZOztHDWzQYTJhblmLOh5heaNbO44a039VYmYHc6pNNFU6sZhMWKyF565XNLmhP/Oz7CIVZTYLw+MRotZyFl3yAY70jaH4TbDyXcS3dwHkDDR9FYvxepZhN7+ColMLybXWz9MGlRcvrqFzn42RQISoy+AazL8E4uGMj1qrXBmC2W23MKIPNzSZNbGSjRApj2iyzUptuQ2RuB+Ha9ZhjgW5eEXCU5LVPzVZCdJIgKybV8XBPh/OsYTIUKIZOUMgqDcofb+mtZJqp4mKfisBs3FVwEKUOywZOWfZ1LvtHHLMwbN4LWTlXJbZLPiCWiXjs1s9sCIx4bHkajjwVMHj2iwmlMRxvZ4sL25lKz5/yHC7ixfX8vjunoL7ThI3OzM8L/UVDsptxt+1rtzOgD/zPkm+z9a0VqaerQsW1mAzuwFfKpQ74FkKDQuh42Vtu8Q7DFd1aqIFElVFm+dR26xdp1XNHlY1e/CHY8TiCh39kEyS0IvzJo+DwwN+CklXYXWhxEIpkRqxuoEhsDjIfp/pSYWHLriUBkcv7pHd6YUVjVA1D/q1Z9RmNiVC0wXaC1CAsxKCE7x3pgAp0E5DVFXl4e3d/O3Du6mIj/JS889oGn4d1t+h5ZzJBtSSqUIIytZ/AHXF1Ry+/5tcefS3jP/kOd5Y8VnWv++vMFllVVDJjPIacAewH6gH/hp4WQixSlXVIYP1/cCXgS1ADHgXcJ8Q4nZVVf/P6ABCiE8CnwSYO3eu1pZk6XVaDoyBV0nNJ9IMvBXZrGh0M3dhjeEgVTHbCdpbgQ6wlQERhBCpwUrI2cDClgYWAhxugMBQKnTR7bRy0aJazEoYc5txSFzQ1cLqFg9zqlxE4snCCDrRIMSk8uUvWFBDhchfpISWdQhgMfBmxzBRm4eozZMj0PQk86Ty9WZKDvwsedoRDNWei0lsw5ZcbisDMtuJ6L0r2V6oQrS0LqC8vII15RXosnFQhRmbzZHU1clPDfeR3ZbBbjbRVOlgNBA1DrOsyA11s2c11l3a6GbpSoOQuDnngVV3HisaIewDs40mj5OesWCOGI1bnFSWpb0sZ7V42NU1ZvhdWHAZjW4voYgdt8PK+nnVsCu5P+1fj9PKWDBKvhvMZjGxsKESGm5iri9MX/swnqyiLWoBz3XS+9ti1Jy4aj72kXbetsI4XFAFECLXMocHqhfBsa3ETTay758kV6xoxL/wVrqOZqYFmOdtxOvX0mUVRxXOmjksT3hRTSbNY+frNDhmVk7ieNVyKkaPArC4rpzKRcbVHY3QFyDSex4b3A5wWSEALpsViFHvcYK7QvO82ktvq5CcLIhVOWnv08SU/r5KetjjCe9dyFGHsCWeg6r5AKx62wcJ6HLgfe4lsOjsxESDJrDcDisjzkaspoCBEfXMWVIPh4cgkPjzkDifBVtlLLrSILZ46pEC7TSjzxvi24/s4YndvXy88RBfi/wIi9cLN94Fa2+ZbfMkpynCVc3iO+6m58AnGHzwi5y7/3v0fvce1Mu+RtMlt8kKoZIZQVXVJ/S/CyFeBY4AtwP/brD+IPB93UdbhRC1wFcAQ4GmqupPgZ8CbNiwQfsrXcoApXktxKPG3ooEY57leMb2U2a3UJaneW7EXk3IZYMlySpvI/mPWTUfAkMpAXPpkjptAKI6tNnh8gaqR3fSMxbP6Km2KFHgIzlWWVDrgkITx45KqDaq3pamzlOueSUSg6zCpG0JL7gKlG2GawXKWnFVeBCWws16842p9CFcLLoiY4A3EWtaK4kruZX9TEILY8unE7qbr4EVrbCju+D+TSaheVUdmaLWZbVoHrXJ9G9b8a5UkYccKudm/t64BmqXgtXB+nl2ovGEHfMvAVQ4nFskamFdeWpSwWISPLmnN+V9o7yO1vI6CjVRWFhbxlvHR4sqXlZXYeftiSIZ1rJKouOjeJxWAk4blWbjQg5CaKFuhrRu0H7ykPwaQqCFM+v323w2PX2VeEb3kk+gVTisOT0PTbqJFYDFG2/M8ZivaHKjDFex7Whf+sMluX3qVs+t5+XoDbR0Pkalq/AEqRCCc+dX80b7MNVlNhqTYr/pbOjZYdjqosxm4dpVtWl7axfnrFMK2bmo2ShmBz1NV2rFgCz2tKcOcNgsGYWHECLnvbqyyc1YbAEub1v+gyy4FEJjEA1A4p5527J6okGj97qaqCg6/YX1pEA7TYjFFX71agfff+oA5niARxf+kdXdD0L9Snjv76GxmDx5ieTEaFq6jsavbmLLk7+l+rXvseK5v2Tw5X/Hcc1fU772/XkrUkkk04Gqqn4hxB5gyYQrp3kNuHPKjEh6I5yJfKmaiRuyzlu2jtiOQ3mXJ8t5l9vN2kBhotncyrkwPsBYJGs2XQgtv8LfT7PnIA1uhzZgimWuZjGbtAGtr7ewQFtyVe5ntnL66lclDifAbNHypEqctDl32XzYpxNozsz8s4vWGBWK0ChpKJVHOJuEoMHtoGs0mMhD0rCZTZARBqpdi5pyO0HFTFNjbl7NqmYP/b4QJCrGeYPaOkb5hlFbFTA0tX/DS+l3KgRYNU+T2SQwJ69bykvXRZlBCF12/mF2O4jMY5g0wZjMN6pbwdB4OP/6eWhaewNvth1mTmWQJcvmgM8Kvl7m+XfTMZT2oGSPrWvK7BzCP6GggbRHPLzivZDd0y0rX6tYqrKOmy3OkpgqGoA+42VCoKhq3m2NWDu3MuUdz9iuehHEo4zEjCeeCl7LEsm+FiaDezNZBKSU5zhZTMZkElTNXQ27Cwi0VHhv+tkvs1tg+WWa9xhYvPZy2na8XKIVJ4YUaKcB24+P8s2HdrGn28un5nbz5ciPsXYfhQs/B2/7axnSKJlRhMnERdd/mOFL3sevf/ffbDh6N8v++EmGn/tXKq75OtbV75YeNcmMkMgrWw48V8Jm5wDFJXwUPHbiP65qWHyl5l0qksX15XDxeyBPnky928FBSuipZTLDnPNQhjSvkNEQQwiBJWH05csasBvlYeXzuhTCYksVeciwp0RsWSF6yWjAdXOr8oYuZpMcXCdn7evdDjqGxifcblWzB4/LisdlpcnjyFuxT49JCOZWl2WKtwSL68tTxRLm1bh4w9dIX8OlxHQCLVklcsmaVWBZlhJJQGqWnzweIj3JvnUu2/S8cy9aXDthOfv183JzKDOoaASvzpPYsIpQf+mPYH1lGZecszJtT0UjBEeoK3egKHB8RBNp2QGKjR4H169uyr3HDEh50GZwoJ6i9Vz6+qpp6Nucs0gkU6RKwGE147CauXxpPW6nPh/RBA0roac4L/KJ4KltYU4wwNmrm+HwnpTYT4Yle5xWxsNxYgZe6kJkiG0htImxhNgq3ri0l7WyZQm9A5PrzThZpEA7hekdC/Gfzxzgvq3HWVYe4qWlD9N67GGonAe3/xEWXDLxTiSSaaK63M5H7vxz2rpv4a4HfsJ1g7+g+vcfxffE3+C49HNY1906qdh1iSQfQoh/A/4IHEPLQfsboAz4ZWL5d4HzVFW9MvH77WixSG8BCvBO4LPAV6fUMGfh0LtSt6kps7G2pYrWqkQTbCGocORWk5ssnnw9fsrqtFC7uuXQtwcqmozXy2J+TRntRQihbApHEWmj0TnVxtXkkj3ntB1lLrZZTFy9sgGHxZwWaHY3hL2pda5d1ciTe7ScIH3luZQ4W/Uebcd7fg/lunylslrtvPh6igqDaq50csmSOl48aPA1LvxQQoTluR7uQoGC6f1vXFRj0GduaqgtYr/ZOXT5MVYYa+dUEYjGDJdlk08sNrgddI8mc51ylxcjzkAL+x30hzMFTRZaVc5QpqjOg8dpZVVznl5f2ZjMxKxlqYqjelY3e9jROZoKR+5ruBSWzy9qt3mfdz3TlXPVuoGG+uWJwh6wqL6c+gV1WM0m3rGmGQFFF0gpSPPaE9/HDCMF2inIWCDK3c8f5udbjmJSo9y1ZAfX9/03ojMAl3wZLv1yUS8GiWQmWNZcydLPfZUtB+7kwcfv4YqR+9nw5NcIP/tPcO5HsW/8NLiLG+hJJBPQCtwL1AIDwKvABaqqdiSWNwHZMYZ/DcxDKyZ2APhovgIhpTCnysWRQX/BMvuTom4ZIjLO3JrMQe8Vy/P3QMpm0iaZrem8l0pdf6OFl0MkW4ClD7Km1cPqlgKFQYpl+Q3acY5s1sRiPqonbv6c3TA5O59nwjCupBdQlxMDaCd33oXQ/pImZIugusxGdZmN4fGs7g5FeMiKoT47FO9kw92sedDsxkIl+16fFBY7QzXaIP1EnshGjyN//loCv3sJLFgJ5UZVTjO5fNnE6+i58ZwW2FWec2/Mry1jvq55esxacWpET5nM2qRPVKtgaTGZUv3JChbqOAOQAu0UIhiJ88tX2vnxc4fwhyN8a+FBPuy/B+uxo1rC7g3fh7pls22mRJKDEIKLlzVw0dIv89KhO/jmE49w0cBvufbl/yL+6g8JLbiWsgs/DgvfJvPUJJNGVdUPTrD8jqzff0nCuzbVrG5xs7ypIqtseBFYJvBITEc+satGEzzjxbSMM6CsVvvJgxCCIqMQC2N1aj9LrwXbJLzvhZwAUymkhSg5guWSJXU8nCi/z+KrIDicf+UZKFAwo1TNB3dLSnRkV4mcmmMsALUOIrHp2T+a3XOrXZpXV+9ZdBVfSbEolr9jRtIEsvuLzQgGOaAXLqrl2HCgqNDi0wkp0E4Bhvxh7nmlg3teaWc0EOYv5xzmkzyIs2unVgTkw/drzQVPt5e25LRDCMElS+q4ZMnH2HH8fXxn0xaaDv2G9x1+nrIjj+N3tWI77w5s628zLBUtkZwqCCEyKiIWxbLrwTQ1XhMjVjW72dPtzR2gmsyw8DLYVXz7t6ni8mX1+MPG4WumfH/T7KWFcmresvBJPyN/xfJ67drYLTlFUE57dB6h5FWakrBMXWjeRYtrGfRP732wNrsB8ur3Ga7XUumkpWqSkU4TeMYa3Q76faUXWckmw4tsdUFwZPqEodWhVVN05gq0pIe5EIvqynFM0L/wVEMKtJOYY0MBfvbSEe7fepxYNMI3WnfzIfdDOAcOalW53n03rPmALLggOSU5e04lZ99+A71jV3L/1iMMvP4AV/me4MLN3yG++bt4my/Cfe6HMa98p8xVk5wZ2Iz7eJXKZUvrDL0Ei+srWFw/NXlqU4XHac3pYZVkQW0ZHUPjExahmIizWjzUltuoMRjwL2usoDFPK4OZJrv8+sRMfy+m2cBkEly2tG4S58OAZCN5hwenzWycszid5Jlk2DA/f5uNE+X8hVPssQOt9YCvZXonDooICc3HlIRQT8CqZg9xZeaeOSnQTjKicYVn9/Vx7+vHeeHgAPNNg9zVvJXLxp/EMtgH9avgvT/TEpTN8vJJTn0aPQ7+7MqVqFf8DVs7/px/eellqg/ez9u7XqKq+9NEHvlLxuZdTfUFH8G8+MrSSkRLJGcgxZQLPxXQCih4jBsKl4DZJPIWqljemL9AQ3OlE8vJ6HUzJ67vROGwpzBTdg97WrX8Qsf0D+BPFeorHIwEIhOvqMdsze2Rd4ahLxY0E8gR/knC4QE/9289zoNvdhLwe7mpbCebGl5j/uiriAG0F8y5n9D+laGMktOQZNPMc+e/g2Dkep5v6+X+156m+fgfueboc5jb/0jQVMZw86VUrX03rpXXnXlhQBLJqcYJVn+b6UGRnnOn0ctxQnhatUqVlfNm25JTAynOMti4aBo8bJIpRwq0WeRgn4/Hd/XyxO4eunr7uMy8i7srd7BOfRVzPARKC1z2FVh7a2bFLInkNMdpM3PdWS1cd9YdhKK38vy+To69/hi1nU9z8fEtuDqfIPZHM71VG7CvvJ7as65GNKySkxcSieTMoIhKlRKJ5NRFCrQZJBCJ8Ub7CC8fGmTT3m4cQ3vZaN7Lv7l2s9K5F5MaA7UW1t0Cq2+COefLinaSMx6H1cy1a+bBms8QV/6M7R2DPLn1OWyH/sT6oZdp3fJt2PJtfOYqxho34l55Je4VV2hVu6Rgk0gkEskpgNkkZqcBtuSkRAq0aWRkPMKurjHeOjbKtoMdqF3bWKvu51JzG18wH8Jh1/o+ULUalnwOllwLrefK3DKJJA9mk2D9gjrWL7gZuJnOkQC/374D/95nqRl4hXM7X8bd9Tg8DeOWSsZrz8G16HzKF14AzetkSKREUohFV2j9qCQSyYzz9tWyH6gkjVQCU4A/HKNjaJz2wQAd/aP0dhwg2ruHhuBBVohjvNfUwefFAFhARaA2rMY07zaYu1H7kU16JZJJ0VrlovVtG+FtG4krKnu7xti08w2Ch17APbSDNd0Hqe/dDFu09X2OZmJ1K3C1rsHevBoaVkH1wtM62V4iKRpXtWEfokmRnGicosqUEsnpTsk9EyWnNVKgFSAcizMaiDISiNDvDdPvC9M3FsQ30k90tBuz9zgOXwe1kS7mi15Wiz6uFYNYhAKAahEE3QuwNF8ELWug8WzEnHMRMmFVIplyzCbBWXMqOWvO1cDVhGNxdnd5uefwMUYPvYq1bzst40dZFmhj4bHNIOKANmkScDYRq1yAtXYhzoYliKq5UNEEFY1Q3jhh3xmJRJKFwwNzL4By2c9QIpFISuW0E2iqqhJTVOKKSjSuEIkpBCJxxiMxxskHj18AACAASURBVMMxxsNxApEYvlCMsWCU0fEIAf8oUf8w8cAwamAEU2gUc2SMsriPWjFGgxihQQxzHiM0iFHsIppxzLC9nKB7PqL6ApSGJVC/GGqXIupX4rLNcM8NiUQCgN1iZv28KtbPq4IrzgagZyzIvh4vm7qGGDm2B/r3UuZrZ66/j3njfczr3olL+HL2FbJ4CDnqiJU1opbVYnJWYnJVYS2rxlZRg7WsCuGs0hroWp26H5dWElvmwknORDyts22BRCKRnJKcnAIt5IUnv671YFQVQNX+VVXd7+n/bzk4wHg4ikh8LlAQgAkFMwoOEcFOlHIi1BLBISI4iOAgmiO2Upi0n6jZSdjZgFLeiNm9ClNVC1S2aDPrnjlQswi7swq7HIBJJCc9TR4nTR4nVyxvAFYCEIkpdI8G6RgO8PhwgL6+XsJDx8HfgzXQhzM0gCc0REN4hAZvNzW04RHjuEWgqGPGMRHBRljYCQs7UWEnImzEhIU4ZhTMxIWFuEj/XxEmFBKfCe0zEHicVk1wloKqknpnZvyL7vfE/9/5A9lnTiKRSCSSWUaoJ9ijxHCnQgwAHVO+4+mjFhicbSMmgbR7ZpF2zyzS7pllquyep6pq3RTs56RHCOED2mbbjlOMU/X5mC3k+Sodec5KR56z0lmmqmrFdO18Wjxop9ofZyHEVlVVN8y2HaUi7Z5ZpN0zi7R7ZjlV7Z5l2uQ5Kw15n5WGPF+lI89Z6chzVjpCiK3TuX/ZZEsikUgkEolEIpFIThKkQJNIJBKJRCKRSCSSkwQp0DR+OtsGTBJp98wi7Z5ZpN0zy6lq92wiz1npyHNWGvJ8lY48Z6Ujz1npTOs5m5YiIRKJRCKRSCQSiUQiKR3pQZNIJBKJRCKRSCSSkwQp0CQSiUQikUgkEonkJEEKNIlEIpFIJBKJRCI5STitBZoQ4ttCCDXrp7fIbZcIIXxCCP9022lw7JLsFkLMN1hfFUJcdzLbndhGCCH+UgixXwgRFkL0CCH+eaZsTthQ6vk2Wj/5U3+y2p3Y5lohxCuJe3tQCPGwEGLpTNmcsGEydt8shNguhAgIITqEEH81U/Zm2dEkhPilEGJACBESQuwVQlw2wTZnCSGeF0IEhRBdQoi/FUKImbI5YUNJdgshHEKIXwghdgohokKIzTNo7imBEOIzQoijifP5phDiktm2aSYQQlwqhHgkcS+rQog7spaLxDPenbjnNwshVmWtUyWE+JUQYizx8yshRGXWOrP+3EwFQoivCyHeEEJ4E8/fH4UQq7PWkedMhxDis4l3jzfx84oQ4gbdcnm+CiCE+Ebi2fyR7jN5znSICcYhJ8P5Oq0FWoI2oEn3c9ZEGwghbMBvgRem17SClGw3cF3WNpumzbr8lGr394HPAF8FVgBvZ3bOeyl2/1vWuk3A88BmVVX7p9nObIq2WwixAHgYeBFYC1wFOIHHp9/MHEqx+3rgN2gVk1aj3S9fEEL8+QzYqbejEtgCCOAGtPv1c0Deay6EcANPA33AucBfAH8FfHG67dXZULLdgBkIAT8CHptuG081hBAfAP4L+Ce0Z+ll4AkhxNxZNWxmKAd2A58HggbLvwJ8Ce0eOxftPntaCFGhW+c3wDrgerS/W+uAXyUXngzPzRRyOfBj4ELgCiAGPCOEqNatI89ZJp1oY4J1wAa0scwfhBBrEsvl+cqDEOIC4BPAzqxF8pzlUmgcMvvnS1XV0/YH+DawexLb/Qfwc+AOwH+y2w3MB/4/e/cdJ1lVJv7/c6qqu6tzTpOHycDAAEPOKElAMCCooCJhVdZVUXFddXXdNfz8uqy6yCqGBRcREBCEIYeBCTAwMwxMztM9nXN3VVeuOr8/boVbsatj9TDP+/Wa13TVvVV16tatuue55znP1cDKI2l7A0sAP7DsSGp3isfPBoLAp6Zzu4GPh9tpNd13YXjfqZnG7X4Q+FvCfV8GDhOuRDtF7f4xsG6Uj/kiMAQUmu77LtA6VW0fS7sTHn83xsmHKdnOR8I/YAPwu4T79gI/yXXbpng7OIHPmW4roB34jum+QsAB/EP49rLwb87ZpnXOCd+3JHw759+bSdxmJeHf4atkm41qu/UB/yDbK+M2Kgf2Y5wIWA3cLftY2m31A9L0Q6bL9joaRtCOCQ8rHlRKPaSUOibTyuFh9CsxIt1cGlW7wx5XSnUppdYppT4+6S1MbTTtvho4AFymlDqglDqkjDSsKUsTNBnL9o64GRgAHpuktmUymnZvxAiIb1FKWcNngj4LvK217pmS1saMpt0FGKM5Zm5gFjB30lqY7Bpgg1Lq4fD3bItS6h9HSFc4E1ijtTaPNDwPzMA4sTIVxtJukUY4w+IU4IWERS9gjJIczeYDDZi2TXjff53YtjkTI7Bbb3rcOmA4YZ1cf28mSylG9lJ/+LZsswzCx6rrMQLb9cj2yuRe4FGtdWL2lGyz1NL1Q6bF9nq/B2gbMEbBLscY8m0A1iulqlOtrJRqBH4H3Ki1dkxVI1MYVbsxdpJvAJ/ASBF8GXhYKXXD5Dc1zmjbfQxGB/v68ONuBJYCTymlpnLfHG27o8Lt/DzwJ621dzIbmcKo2q21PgRcDPwb4AUGMYb0r5yCtpqNdns/D1yjlLpEKWVRxpy5r4eXNU52Y02OwUivPABcipHi9lPg9gyPacBIbzDrNC2bCmNpt0ivBiMFNNXnOlWf6XQVef+Ztk0D0K3Dp5MBwn93JayT6+/NZPklsAV4I3xbtlkK4bk7Toxj1W+Aj2ittyLbKyWl1K3AQuB7KRbLNkuWqR8yLbaXLZt3caTSWj9rvq2UehOjk/JZ4K4UD3kA+B+t9ZtT0Ly0Rtvu8OjHf5ru2qiUqsHIoX1gEpua2I7Rbm8LxujIjVrrPeHH3IiRF3wqxhdo0o2h3WaXY6Q4/n5yWpfeaNutlGoA/gD8CfgLxpncHwKPKKUu0lqHJr3RjGl7/w5YgDF/Lg8jZeCXGCkKwclsawILsFFr/e3w7XeUUoswAp270z8MnXBbpbl/soy13SKzVJ/rVH2m091I2ybVdhppnan+3kw4pdRdGGlQ52itE3+7ZJvF2w2sACqAjwH3K6UuMC2X7RWmlFqCkcp+rtbal2FV2WZhI/RDIjFATrfX+30ELY7W2glsBxalWeUi4PtKqYBSKoDRmS0O375tqtqZKIt2p7JhlOtPuCza3Q4EIsFZ2F6MSdQ5m2w/yu19G7Bea719cls1sizafTswrLW+U2v9jtb6deAG4HxymJo1Uru14VsYKS5zMc48vRVefGgq2hjWDuxIuG8nmffVDpLPlEVSeBPPrE2WsbRbpNeDcWIg1ec6VZ/pdBWpgpZp23QAdeYU2/DftQnr5Pp7M6GUUv8FfBK4SGt9wLRItlkKWmuf1nqf1jpycmkL8DVke6VyJsbI/jZT//V84Evhv3vD68k2SyOhHzIt9rGjKkBTStkxUuja06yyHOOMTeTfv2LMdVkB/HUq2phKFu1OZcUo159wWbR7HWBTSi0w3XcMxshu0yQ3L61st7dSagZGVbzfTUW7RpJFu4tIHnGK3M7Zb0G221trHdRat4bPEH4SeENPbdXMdRiFbcwWk3lffQM4N/weIy4G2pi64HIs7RZphPe/TRifo9nFxM9HOBodxOiURLdNeN8/l9i2eQPjZMuZpsedCRQnrJPr782EUUr9EvgURnC2K2GxbLPsRDJuZHsle4Lk/utGjGrkK4A9yDbLKKEfMj32samsmjLV/zDKoZ+PMeHvdOBpjPSoueHlPwFezvD4z5GbKo6jajfGkOynMKrKLMGYj+YDvjbN223B6Oi8hlGq+qTw328ClunabtPjvosxj6toqveRMW7vi4AQ8H2Ms0QnA88BzUDxNG53DUY1pGUYB5tfYpw4OW2Kt/epGEVWvoOR639t+PO/3bROYtvLMX7oH8K4RMBHw+/169O53eH7jg1v74cwDvYrgBW52Nen2z/guvBv7C3h/fKXGHOB5+a6bVPw3kuIdQJdGCcyVwBzwsu/Fd7HPxre5x/C6JCUmp7jWWArcAZGp2Yr8JRpec6/NxO4vX4dbvtFGGfTI/9KTOvINovfZj/F6AzPwwg8foJx7LpctlfW23A14SqOss1Sbp+R+iE5314530iT/AFENqgPo6zlY8CxpuX3AYcyPP5z5CZAG1W7MQK0HRjVY4YwOlM3TPd2h+9rxBiddGBMrvwzUH8EtFthnGW5Z6q38zjbfT2wGaMz2Q08ZX7MdGw3RoD2RrjNw8BLwOk52uZXAO9iVJXcg1HtVZmWp9rmyzGqP3kwzs593/yYadzuQxh58nH/crHdp+M/jMIrhzCKGGwCzst1m6bofV+Qar8A7gsvVxjzQ9vD+9trwPEJz1GFMT96KPzvAaAiYZ2cf28maHul2lYa+IFpHdlm8e/jPowRfi9Gv+Al4FLZXqPahquJD9Bkm8W/j5H6ITnfXir8BEIIIYQQQgghcuyomoMmhBBCCCGEENOZBGhCCCGEEEIIMU1IgCaEEEIIIYQQ04QEaEIIIYQQQggxTUiAJoQQQgghhBDThARoQgghhBBCCDFNSIAmhBBCCCGEENOEBGhCCCGEEEIIMU1IgCaEEEIIIYQQ04QEaEIIIYQQQggxTUiAJoQQQgghhBDThARoQgghhBBCCDFNSIAmhBBCCCGEENOEBGhCCCGEEEIIMU1IgCbEBFFK3aaU2qaU8iildMK/J3LdPiGEEGI85DgnxNSQAE2ICaCU+izwW+AQ8HHgemBnePFvgEdy0zIhhBBi/OQ4J8TUUVrrXLdBiCOeUipykDpOax0K3zcb2A/8RGv9/Zw1TgghhBgnOc4JMXVkBE2IcVJKlQFLgb9GDloAWuvDwHrgoly1TQghhBgvOc4JMbUkQBNi/MrC/3emWNYBzJjCtgghhBATTY5zQkwhCdCEGL8+IAQ0plg2I7xcCCGEOFLJcU6IKSQBmhDjpLV2AW8Cn1BKWSP3K6XmA2cCq3PUNCGEEGLc5DgnxNSSIiFCTACl1AXAi8ArwN1AKfBDjLSQE7XW7blrnRBCCDE+cpwTYurICJoQE0BrvRq4DCjBKDX8P8BW4Gw5aAkhhDjSyXFOiKkjI2hCCCGEEEIIMU3ICJoQQgghhBBCTBMSoAkhhBBCCCHENCEBmhBCCCGEEEJMExKgCSGEEEIIIcQ0IQGaEJNAKfWcUkorpf4j120RQgghJoMc64SYHBKgCTHBlFKfBE7MdTuEEEKIySLHOiEmjwRoQkwgpVQF8F/AHbluixBCCDEZ5FgnxOSSAE2IifUzYLvW+i+5bogQQggxSeRYJ8QksuW6AUK8XyilzgE+g6R8CCGEeJ+SY50Qk09G0ISYAEqpPOC3wM+11rtz3R4hhBBiosmxToipIQGaEBPjW0Ah8KNcN0QIIYSYJHKsE2IKSIqjEOOklJoDfAe4BShQShWYFheEJ1M7tNbBnDRQCCGEGCc51gkxdZTWOtdtEOKIppS6AHh1hNVO0lpvmYLmCCGEEBNOjnVCTB0J0IQYp/BZwxUpFr0KPAD8AdiotXZOacOEEEKICSLHOiGmjqQ4CjFOWusBYHXi/UopgCatddIyIYQQ4kgixzohpo4UCRFCCCGEEEKIaUJSHIUQQgghhBBimpARNCGEEEIIIYSYJiRAE0IIIYQQQohpQgI0IYQQQgghhJgmJEATQgghhBBCiGlCAjQhhBBCCCGEmCYm5TpoNTU1et68eZPx1EIIIaaxTZs29Wita3PdjqkgxzohhDg6TfaxblICtHnz5rFx48bJeGohhBDTmFKqKddtmCpyrBNCiKPTZB/rJiVAE2JKhYLQuw/6D8Fwt3HbmgdFNVA1H6oWgEWyeYUQQogjUcegh6ICK2X2vFw3RYgpIQGaODJ5hmDHE7BrFRxaCz5n+nULyqDxRJh1Kiy5HGaulIBNCCGEOEJsONgLwNUrZua4JeJo1eXwUFtSgFJqSl5PAjRxZBlsgbW/gC0Pgn8YKubAidcbQVf1QiipBUseBL0w3APdu6HtHWjbDOt/BWvvgpIGWHYlnHCdEbRN0ZdNCDG1lFKHgLkpFj2jtb5CKfUD4PsJyzq11g2T3TYhhBBHhi6Hhzf297K0oYwlDaVT8poSoIkjg9cBq38Kb90LWsPya+HUW2DmyekDrKpjYPZpcPKNxm33AOx9AXb+3Qjw3v491C6DUz4HJ14HhZVT9naEEFPiVMBqut0IbAIeMd23G7jAdDs4+c0SQhxR9jwP9nKYc0auWyJywOsPAeD0BqbsNSVAE9Pf7ufg6a+CowNO+jSc/y1j5Gy0CivghE8Y/7wO2PYYbLofnvsWvPxvsOLTcOaXjMBOCHHE01p3m28rpW4GhoC/mu4OaK07prRhQogji9dh/BNiishEHDF9+T3w1FfhL9dBUTXc8jJc/euxBWeJCkqNkbPbXoV/eB2O+whsug9+dTI8fAM0bxj/awghpg1lTBy4GXhAa+0yLTpGKdWqlDqolHpIKSVnaMSRwzNoFMYSIsG21kGe3NKa62aIMZIRNDE9DbUbgVLrRjjrn+Ci74KtYMSHOb0B9nY62NvpZH+3kwGXH6cvwLA3QDCksedZqS0tYE5VEXOqiphfU8zi+hOwXnMPXPQ9I4Vy4x9h51Mw+3Q4705Y+AGZpybEke9iYD7we9N9G4DPAbuAOuC7wHql1HFa694Jb0EoaHSoi6om/KnFUSjoh70vQvksSb0TSfZ3ZyieJsZIT9krSYAmpp/DbxnBmdcJ1z0Ay65Ku6rHH2TjoX7W7O3m9b097Gwfii7Lt1moLMqjuMBGSYENq0XRNeRl46E++l3+6HqldhunzqvijGOquHD5HSw67xvwzp+NoiJ//hjMPMVIq1x0iQRqQhy5bgXe1lpvidyhtX7WvIJS6k3gAPBZ4K5UT6KUug24DWDOnFGO5rdtgf6DsPgyKCgZ3WOFSBQZORvuzryeSBYKgrLIMV2MSmjq4jMJ0MQ0s/VReOKLUDYDbnwC6o9NWiUU0rx5sJfHN7fy7NZ2hn1B8qyKlXOruOPixSxpKGVxfSlzqoqwWlL/+A55/Bzuc7G308mGg31sONDLK7u6+PEzuzi2sYxrTvoAH/7s9TQcfBzW/Cc8+AloXAEX/LPRuZIfdSGOGEqpOuBq4PZM62mtnUqp7cCiDOvcC9wLsHLlytEdrt39xv8hf+b1xLTk9AawKCjKl67TEW/736BsJsw9c0pfNhAM4Q9qCvOtI68sxk+Hf6InqM/WNuDG4fFTOgXX45NfGTF9vP17WPUNmHuWMXKWkAbU6/Ty4IZmHnr7MK0DbkoKbFxxQiOXHd/AGcdUj+qgWWbP47gZ5Rw3o5xrTjKuq9Ix6OGZre08+W4bP35mFz99dheXLz+BWz/yCit6n4M1P4e/XA+zz4CLfwhzTp/Qty+EmDSfA7zAQ5lWUkrZgaXAq1PQJmE22GqksRfX5Lolab28sxOQa3G9bwyNMD/L7zautTrr1Al7yTX7ehhy+2Ufmiq7VgE6YybWaDk8AQnQxFFCayP4eeU/YPHlcO3/Ql5hdPHuDgf/u+4gf3unFW8gxLmLavjW5Uu5eFn9hJ6Faii38/lz5vP5c+ZzqGeYv7zdzIMbmln1XjunzVvIP176LOc6n0et/gn88RJYeqURqFUvmLA2CCEmVrg4yC3AQ1prR8KynwNPAc0Yc9C+BxQD909qo/QU5slMN107jUAssVpu8xvG/8s/PvVtEiKVSNXG/kOAMaXCFgxhs469vt6QW0bPp1TAM+FPOVW/3hKgidzSGl78Hqz/bzjherj6brDmobVmzd4efrfmAGv29mDPs/CxU2bx+bPnsbBu8i8SOK+mmG9fvowvX7SIh98+zB/XHuQz973D2QuX8S8ff43jmh+Atb+Ee86AM2+Hc78hc0qEmJ4uwEhZvCHFslnAX4AaoBt4EzhDa900KS2ZjMzolo0w2ALHXTMJTz4JOrcb/0/Ty5kEgiGsFoWSNHaRYFvbIN6yPs5eOPIob9uAm6J8KxVF+VPQsjEI+sE6+aNAmXj8QYIhTXGBhCKpyFYRuaO1cf2x9f8Np94Kl/8MrRSv7urkly/v493DA9SXFfDNS5fwqdPmUFk89T90JQU2bj5nPjecMYcH3mzm7lf2csVvNnPNig/y3Zuuo+bNn8Da/4J3H4ZLf2SU65cDuxDThtb6VdKERlrr66e4ORMvfHZ/QgT9xu+ybZp2KqfAqq3tzK0uZsXsilw3Zey8DrAWjPpz3NE2RE1pPnWl9klqWHbaBtx0O7ycaP4MdJCKge0QqMmqonO2Bl1+Su02LGnmqyfqcXqzWu/tQ33ANE2HdfXB/leMStUVs7N/nGcIunfBzJVgiR9F3HiojwKbleWzyrN+uue3G5efnJbbaBqQ66CJ3Fn9UyO4OeUmQpf9jOd2dHHV3Wv5/H0b6XV6+clHl7Pmzou4/cKFOQnOzApsVm4+Zz6v3XkhX7pgAc9s6+DC3+zk/xr/mdBNL0BJHTx6Ezz0KRhqy2lbhRBiTHY/Czv/nutW5IwOp5429Q7nuCXgD4bw+LO8vlliyuye52Hv89C7H3Y/l/IhPU4vT25pxeULRO/b2+Xgjf0Tf3WJ0Xr7UB+HEj6D4uEWiocPx0ZgJ4DHH2T1ni62tw2NvPIYFDsPTc9r1EWKFQ13je5xLW/DQDN4BpIWtQ64OdBjlPV3ePxx+9V0prUmNFJpRnd/Ts67S4AmcmPNf8JrP0Wv+DQvL/gWV9y9ji88sAmnJ8DPPn4Cr37jAj552hzybdNrFy2z53HnZUt5/qvnccLscr73xDY++nSA3Vc9CZf8CPa/Cr8+3bjo9dE8z0SIo5zWmi2HB3B4cjfnxOkNxHXyh72BaBCSUtA34nP6gyH8wdBENC83tj0OLZuyW9fVN6aXCIY0Tu/4Oqgv7+yKjjAkPveujqGRO5UBL7S9Az7TtbD6D0U75819xrXae53GZ55xv8hCYKR9YrAF+g6M4xV0wv/jFwhvw37XyPv9aNndncaIX/u7E/7c4+HyBXjzYB8+8+flcxmXNZogr+zq4sUdnfF3hkLxfSJ3P4WuyTmZvampLzqCmVH3Hrbsa+ap9zK0Y6AZ9r2MZagletd4vyvZml69X3F0WH83vPxDeo65hk+0fZKb/7QZly/AXZ84kZfuOJ9PrJxN3jgm4U6F+TXFPHDz6fziuhUc7nNx1a/f4Lf+ywl+YT00nghPfQUevA6cozxDJYR4X3B4AzT1DrPxUH/O2vDyzk5eCHeUXL4AL+3sZGe7Y4RHZfbM1nae2dpOS7/RwcfnguDYgpFQSOMLTHGwp0PGtehGMthipIH1j3464oYDvdGKj2PlDaQeednb5WB3h4ODYxnla9kI+16OuyvS12wfHEUxBUeH8bmHuXwBVm1t52BPhjY1vwmtm6M3Q6GEkYuevcZldo7EE5vuATi4xghCwpQOfyeC06soyIHuYZweP33DpqB09zOwJ/VI64TZ/rix/0Xse5mqvndG9RS9Tm9Wvxct/W7aBtwjP2HHewT2vJh5nXChGItv6i/6Pb17weL9Z8O98MJ3eKvoPE7f8TGa+r386CPH89Id5/PRk2eNqzrSVFNKcc1JM3nha+dx4dJafvLsLq5/tIPmKx+Gy/8fHHwN7jnTSBsSQojRVAlxdI4pOIjochgd7sjZXq/f6Nh0h+fQtPS76Boae4WzTU3hwHP3M3BgdWzBtsehaf3IT9CxlV1b1vLstvaUi7XW8Sl+HdvAFwsA3L4gg65xdn67dxvtTWDzDxudbohV8hvN02aYpzTo9rPqvfbk9MWgH/a8gB5q47k3t6R+MMYIGkz8WfzQaJ7v0FrYHwv0hr3Ge3mvJTn1LZXDfS6eeq8tevIAiI00TXSAFvQbz31gdVwAZTbSK7YNunH5M5yEaNsMzs5Y6mAWerOcyxana1dcYDxeDk8g7W+A2xfk2a3tE5oB0HV4N09uaY3uw6Ph8QdZu6+HV3ZN0Env8H6mdPqAb9gbiM45zOvdOTGvOwpHTm9YHPEc634Hz36T54Mr+aLri3zz8uN47ZsX8unT5077EbNMqksK+M0Np3DXJ05kV7uDy3+1hicLroDbVkNZo3HttFXfMFJOhBBHH2e3MYIQ6QpqbQQb/gxneQ+tMeZ8JPIMGvNcIyMOaYx0pnlTUz9vHJig+UbmOSk6hKu7OZry1uXwxJ+tj+jejbttF5A6Pe695h5e2Bp+nkhxgqY3ostf2NHB6j3j7Kx1bDVG1DACHr/XTWXfFuo7VxuvNwkO9QwTCIXoSByxcnaCdwh9aB01PW+lfXzK+GWcE2T8wVAs4M6W6XhmNRXYyGbe3OZm47XSjRJCOEieiNGnlo3Gd2W4J2nuVKqt5vEHk9JHD/Y42dmWIVDP9D0GetqbeHnL3rjAZO2+Ht5p7mdTUxapeAGvMfrYuS27kx9Z2tyc/jegdcCFLxhizd6eMT9/4kmEyD6f6XNPZcjjj6b7egNB3L4JmNcXbVv6787Lu7p4r2Vw/K81Rkdur1gcMXyBEKsf/gXFL3yT1aEVbDn9Ll751sV84fwFE3ods1xSSvHRk2fx3NfOY1ljGV95aAvfet2P+zMvwJn/CG//Dv73ciOfWQjx/hMMGNf4StWDPrTGSJkzn8Hf/Wz4IqojG/YGeHJLKwMuH+x90eikjXJuy4h9+B1PjvgcQ1mcTQ9pzY6OId4KzwF5Y38v63a1wM6njOAyRZtSnVDXO55iRtuLDPuC0LUjvGLm1x/y+Hl1d1d0jpzWOuv5ctvbhnhz/WqKXIkXL57YEZ1JSeBLsc/5giE2NvVlNb/KNc4Ob5YFEEelvnO1kYWSYP2+XvZ3Z043a+51seVwOBjzD2c92hgIhnh+ewdr9yUHJTrTJxcO0AKhUMrRoc73XqK85dWkeYnNfS5a+rNIxWvZGJu/F5qIRoLMCgAAIABJREFU4hvZ74WjnW/a4/RSONxKffur/P3diZlj1tQTP2r42p5uwBiF3Nc11pTt8Eh0hgAt3X4zVVm4EqCJSbV6dxc/+/m/c96OH7Cj8CTmfvExvnXliZQX5vb6G5NlZkUhD912BrdfuIBHNh3m6t++zd4V/wyf+D/jLN5vzzM6WEKI95fObUaFuW2PJS8bKTra+1LKVOiQ1hzuc9EZTkOKFHYYj2FvIPUZ7ITRCq01b+zvZe3eHtoHjU7kq7u6UKEAlgzFRCKpcv3DseezezpjowBZCoTnta3e3WUEtzBi53RXu4Mht99ISwoG2NzUzzNbU6dQJorOqQvrdngIpkmJy9beTkf2owWjrvaXeZ9yh6vodTuyT2O1BH3MbFlF6NB6vN0HxlQMRmsjUN7WGg7GQyGjquQYaFd/UifZH9K0bFuXcfT4ncP90UqcLf1uNjX3ZwzqIq9hLhqSNMJp0jnk4cktrUmj1C/u6OS5bcmFXUYy5PFnTvvLcGIiEAwZJ4e2PxGtIK21nrJCFgC4+rC7jXTVvmEfVf3vYgu6so5kBjKcROgb9kWrQ0Z4A0FeCAfS29uG6BryGN+zUBC2Pkrp0F4Kh1vBn+IzHGqDgC/7KCuHl02SAE1Mih6nl9sf3MzD99/Ntz2/YLD+NI6/YxXzG0e+wOORzma18M1Ll3L/TafR6/Rx1d1recR1Evq21VA2C/58Laz75ZE5GVoIkVo4ePAHQ1nMjYp994MhTcjdHze/KqJzyMOWg5209o8iMHN0ZEwN8wdDvLwzlho44PKlTDF0+YJ0OTz0Dnt562AsDau2ax2N7WM8yZQmzTvj6MRY7XgC1/61ALFgIYWQ1rzXMoA/GN+Gpj4Xh7MZ3Ug02Ird1Y4l6GVH+xBbmrObl0XXDgLBUFzH2ubLXP49mOoYMpQYkI7QwdQhLB1bsAS9WIPGfubpa2brhpdSzvcJhoy5gcOm0aDE2CIyyuXxB40qkuZ5fAfXpG2K0xtg954d0dtbWwdTBjzFw8bczFRFZswploNuf/SkRqqRxExbJjLa1Zlijta+LiNgSBxRrhjYSig8mmYLZLnv6BCb33yVLQcTisp07zGqcALuhLTRUMgYGe5xelm1tZ3uvl7j96dzOwMuHy/v7IqNXumQ8TyjmWIRDKADCb8hWsf3WbSOFUHb/wrVvUYBkK4hr2lUStPr9EY/k3QXf4+MiJl5A0EOdDtZszd5GcRvkzcO9Bq/UUE/bn+AsqG9VPVvMeZKYton/G4j++CwKd08sUkBLwy1p6ySOrNlFWWDu9jc3M+OSbo0g5kEaGJCaa154p1WLr7rNUI7VnF3wd2oWadSefPjkF+U6+ZNqfMW1/LsV87lpNmV3Pnoe3z9JQfDNz4Dx10DL/4rPPHF1Gd4hBBHBIcneURnd4cjOjequmcjdU1PkdQLMAVjz23rYHNzP6EUZ739QU1j+4sU9GwDjEp75jQpbyDIO4f7Yx0Q37DRKTFXSwt753AsUDCPjLy2pzvj/CNrwE2eb4DnwsU88gITX83suW0d7GgPd3hSdCR9gRDvHu7HnalQQwJvIEih2+jc7+92Gtvk8NuEtGbQ7Yumm3Y7vBzsGQ6P/MVv/0BC0FbiOEDp4J7YHX43tG6KT11tfoPqvs00tr+Eze/MuiCCy+VkS8tANCi0u9qp71pjdChTXFtzyOPnma3t9A/74oMPR3yA5vAY6bHpRoR27tmFtXe/URI+LNL59HniTxo097p4+r02trUNsrMj1kHd39rFjJZnTQFluABDqv64szOh3PpANNV3d4cDx771zGwxbvuCofhy8Ak2NfcnFZkxX5pgW+sgahTBf6rP6vAoTo7k+R1UDBjf1bKh3Vk9psjVSonzEN7W9+LuD7RuofPgdrocHjY398cVFXnrUB/PbG2Pzu2MXCoBjO/zsOkaZEWuNhytuzi805jXOOTOYl7f7mcoObAq+jkARpEV8xy+rh1w8PWkStW9w+bvr2btvh5eTxGARZQ49huvkzCCvKWpj60ZTqwk6hv2sbtziP1dw0S/xwE3Q24/29oGae51xV7D60w/B+3gGmhaR/tA6t+5Usd+wKimOtkkQBMTptfp5dY/beKrD2/ho6U7uCf/l1hnnITlhkehoCTXzcuJujI7D9xyOl/74GKe2NLKVb/dzJ5zfwUXfgfe/Qvcf5VRQEAI8b7gMaW02T2xs+Ja69iIh6n4RyDcud/c3M/m5n7cviDvhAO26POErxfk8QfZZeoY9w37CIZ0rGpgJAXQa6xjDQyjQn48/mDGjtmAaZm5Q6xCARo6XqGuax3eFEVHmntHmXKZ0GM3v8fohW13PmWkg5v0DnvxhzQ9juRRkG5HckBnHWyOdu5s/mGKhpuNa4ANNNHS72JvlxPHPuPsui8QyjqboXxwJ2WOvTDQTGdvvzEy0XcwKSiKtiPojoYHvkCIph4HvsHU5fcjQXa0alwkEB5qS1kYYsjhJM/vYH+Pk71dTlr6Xezcs5f+4fjtodFYgh52vrM2el8oZKTOAihM+2VCZ9Wcyur2Bdnd6Ui5rUKOdhQh6rvWoAYPj7g5zcEg+14aschGKk5vIKmUeuJoWo/TS57f1JFOaJgrvM0Hw/v/ns7Rdbq1hu7OVjY19Ue/x6NntMmiY78bXQ4Ph3pdHO53RUd/Xb4gvmCIA20d0VG9VPFvQ/vLVPaZ56dqdnc6ONhtvLdMFUajTJ+7Jegh1L6N0LBpXp6jPXbdtIOvJz8+3LBIhcTEEUCz8kGjGM++9nCxEr8Htj5KxYGnyPf2UeLI/tp5ezqdceG41x+M/h4PuE2/HUox6PLRMeSJm4O2dm8Pew8b32UdCoEO5jTTSQI0MSHW7O3msl+u4fU93fzPGYN81/ljVP2xcMNjYC/LdfNyympRfOWDi3jgltMZcge4+tfreaLs0/CJPxlVxP5wMfTuz3UzhRDj4A0EM57tb+l389bBXkJa0zHkTrluS7+bd1sGaO51RivdASmrlh3qHcaRFHSFOxtao5SioWM1td1vprzgsZndZSzvG/bxXstA9Gx9vi/WhpruN5Ie987h2PKBHa+g3/tr9HZih9XlDWQ/GuFI3d5UHdL1+5MLOlgdsUIf9Z2rqezfGh2djARCoYEWAsEQneE5Wirkz7oz1r3jdQ6+/Syd4VGp3lRVKhO8uruLg9vewHLotaTUxW6Hl/4sniPC5ndQ2/ICNT0bALCEfNh2PM7wnlfZv2dr0vpVfe9S6ox1dEd9DbWgn5ffOxALosOiI74q1pW0tKSvQBlRPGwUyxophTMi1RylthT7ktcfiPsMSxwHyVQQIzICVdfxGq723XFzPG2O1rRpgWVta6jtXItyddO97RU0ehyVBY29unDY2Gfbe/t5c297NKAo2/ekUdES4z2nqohqThG2Bj0UuVqS1jGzBiPva+T9varvXfZseyvu94iu+JLzyRVjYymO2drZ4TBK/ncY+69SUNv9BuWDmcvblw3uMkbgtKaqL36O64722Ahc4lf79b3dtPS7sOjwPtO1E2dvK/3h39TNzf3MbH3OOCGTIM83ED+6OEkkQBPj4guE+PEzO7nxD29RUZjHix9RXL7ta6iaxXDjE1BYkesmThtnLajhmX86h+Uzy/nqw1v43p4F+G54wqhs9odLjFQZIcQRJHzU79zB1m3vprwOVCCk8YdC0TPXLl+Qln43B9MULegb9jGz1SgY4guf/U11rZ4ep5ehhKpwKEWXw8ObB3qicyjy/OFOsNZpi3uE/MbZ+kgxkEG3H6113OhDgTdFOXCt6RzyMOj2se/APtoG3XHLzAUydnQM0TrCnK6maOAQ601ZgrHUPBVKf/Y/1Vwhs8hFlCNZbN0Ob7QohCXkY0bbCxS5M1SdM3XWfcEQ1qALbzBEt9PDxqa+pCIjiSwDTZQ4DwFgDRmfw5DHz3PbOli/v4e+hHmLZUPxHcNQSEdTMYuGkzvgicFTvPj9J35+jfF3oTtDMZX9r9DQ8Wrc+mAevYwPnSMnH7qGMo/WVAzuwOkNsLGpD6c3kHYuYqo5SmDMCbKZ9lHrgZeY2fpM9HaePyFFrmdP3MWwI3PI8gJO3Ic2Ru+3BH3YO96GwxtSvq53qJt8/yD5TWtQ4bS51uhoXoaZbSnfnrG+P2TMPwxse4rGtviLiVtD3ri0xegjM7xUvjd92nKpYx+gsXtSlNDv2Rf/GjoYTatOl2K8O2HkMTIqpSLvNyE60pqkipYA+7vNJw6yK85RahphS/yN8gdCGc65mH5jQn7o3B494ZHYth1tg3G/XYWu7AoPjZcEaGLMuoY8fOp3b3Lv6wf49OlzePoqxdznb4LK+fCZJ6CoKtdNnHbqyuz8+dbTue28Y/i/N5u4dlWQzmv/bszPu+9KqfAoxBHE5hsEV1+sDHwK/mCId5rDHUVlSaoYF/d8/mGUK9YZjaQeWrTf6IiOMMLz+t5uYxRAqaQLD5cN7aax/UUsQS9oTZ4vFkwGQ0agFUlFCgZDWLp3jHj22u7p5HA4ZRDA448FAjNbn2Hfe8mjbpl0O71sbOqLO1tf17k2+rbbBz0pA6FDXUPsf/Pv9HalD7D6wqMwkXlG5rROSyjz6NU7O/fQfyC5AqXbF6Rj0IvSIdy+IFsOD8RVnLMEfRD04wuE4kY1ano2oHSQ/V3ODFUe4z+/Az3DvNcywKE0aaUprzWX2F5/gG2tg7S2Ho67P1VnOSrgJeg2BzqmdoWr5hUOxnfqSwf3oEJ+Dnb2sbvTwbvh+Y+J1QULvL3GfECIS91NkuFiwpEgY1NTP7ubEi6RkPh9GQovT1ENdNgXoLEtcvw1Xi/yHYqMYAFU9cTP71ThdSPbsNDdHldh0udxRr9XPcPJAas5xW5vl5NOhyf6nGaZPqMD3cO0DsTvF7Xd68lPcVIlUwVWnN3QviXhtyP2966O5BTQAz3x+7A14DZGpUaQ/vMeW0qh3WP8bibO4x3NHEIwTobt6hhCmVJOXf747IjRzGscDwnQxJhsaurjyv9ey/a2If77kyfxo+VdFDx8LVTMgc88CcXv/2qNY5VntfAvH1rGb244hQNdTi57oJ31Fz4M1QvhwevgnQdy3UQhRJZCw31xFe1SsWg/Ia3J8w9lvO5RfaeRkph6WYq5HmZ+D06XMYpkCwzjMrWpcLg1OrndEvJTOrSXuq51adN02nesQbmSL2BrHq2A5JG9xM6Ru21H3AhYqnVSCTli87SsCaNm5oImtV3rqO7ZiHe4n3zfAOXmuU1ppJ4Pk/5sfTCkCe5fzYE920xrG+t3OYzy3lV971C4+290thyIC5Sq+rdQdfjFlPOTvF5P2qp2ZpHOsvnabiXhKobZiowsdA568ASCBFyx4Lyqb4tp9CdZyxt/jRaYmdmyipqe2PzJ9rcexxcIYfPF9oveYS9ljr3MaHuB6ubn2dflxB8yrsm2qbk/abQlGzNbn42ft2aidBB2PkX/4R3R4DvPZwSU6UZENz17X7TsfmTdLocXizaCdlvA6NRH5qSZ98FCT+IcwsyfYdPh2LVPU1YTNT18Z/sIKZ/h/cUacFM+sIMDXUaxi1LHfjoGU8zFDCaPKkdG1P2BWFGcyP7p9vnwB0Nsbu6P7ROm72tcEZVBI8hPPDFQ222eL6kpGm7G7o5dZLratP+Y5fuGyNv5GHsOHIg+NpXSob3RlMb495pqH054jkhxJt9wwvqx9SLBcWN7/ChmLkiAJkbtzxuauP7eNynMt/K328/iKvu78JfroXoRfG4VlNbnuolHhMuOb+DvXz6H+jI7n37oIL+e9yv0/PPgydth3a9y3TwhxAi01mzY9FZcRbvosjQn/SOpSuOZez7oTnEWfNfT1JrmiR0+GKsiV9W/xbSiIt+fuSNoXKw5uYEjBYmp3lJj+8tU9sfmRe3tcuAPhjKP2iRwemOjXTb/MP5hI0jL9w1g93RGL7Q80pntTHMER5KYfqd0KK6z3jHkiZYaj18v8j7jH7+nY4D8oeYRd4RDvcPRDrTd3cXMllVxZ/fTtjfV05oDQq2TAlqVMPJR6jxIx2D8CESBNxa4+31udnUMRYttAHHBntZQ6IoPkkbzuWejwNtDR99gXABX17U26XXNNDpa+bKua23cMmtgmNruN2jpd2XZ1syfX9zlG3Qo7odhRsuzVPXFvpvmUe3UL2U8V1XfO5Q4D5LXuxO7p5Mid5uxfyZcCN580fUiVytebyxgC2mNNeih0NUavaj3a3u6eTchTTs/MU0UaB1wpU2pNQeFxcPNVPZvpdo0N8zuSb50A0B1rxG4DTky/zaVDhmjtfm+gfD20HGva/40zCN5yueAQ7FLPBS6UxfrmU5suW6AOHIEQ5qfPLOT3689yAVLavnldSdRfvBpeOwWaDjBKAgiaY2jMr+mmL996Wy+88RW/t/qVjYu+ia/WVJGwYvfMypbnX9nTi+UKITILFXZ+fKB7Wxfu478DI/ThCfXj+LrbQlfsDaSUpjI3HGPD8piioeb4qpLjidStPnj26E1DGS4Bpw16GIoEGJPpyNjZbdEQ6bLGdR3rubdTmDWFdH72gfd1GEETTbfEOSleaKEtxpJzcobIWBNNNqfZJXiQ27oWI0LKCk/Fl9+edqgq2/Yh8PtJ78OSpzZV7RLdZHpHmesOIQtMBydExeR2GkdqdgEjBz0ptu25rTB8Sjw9uKyJX/TKvq3pVibuHL1qaQadUonm+v3mT/5yNzS1pkfwhYYTkplrOtal/VrgzGXzGOvi95OvNab3dNFSEW6+Zodb75ITbjiqI4Ge6l/J9IJaU37oIf2QQ8r52bu75UN7cm4PFvlA9sZrDgu7r74kbrIvLr0LAEXXQ4PZfY8bNbx9alKnAfH9fhsSYAmsuLyBfjKQ1t4cUcnnztrHt+78lisWx+BJ74As06DT//1qK/WOFaF+Vb+89oTWTm3ih/8fTsfKL6Bvy/Ko2r1j8Hvgg/+QII0IY4giR3fdN5rHcBWl31wkO4C0Z1DHorzszucT1TnwhpwJVc405pDGSoEZlN2e2yM30dbwGmUeq9LfSxqS5inEwl0q/reSf/UoeS2ZkoJTKQ1OLyZglY3td3p5zAC+EMarycQFxBniqsH3T6a+kaae5P8BNbAKC+bkM0rpDl2JVbcS/8k8UGMCiVvy1SXkEgX8I5UwTJdinEqh3pcFORlTkRL9fZLHfvGFLx4wtUSzdVVzSNS+1MUHjKneQZNl4PoSTFnsSquPP/INjbFz3FL9dlEJM6JzcST8PtQ4jwUC9AUY5qm1tLvxhP+TtgsCqs9dumnEscBqB79c042CdDEiLodXm6+/222tQ7y/auO5aaz58Pbf4BVX4d558AnHzpqr3M2UZRSfOr0OSyfWc4X/7yJM3Z8hKeOsbBk3S+MkbTLfgoWyUgW4v2msv+9kVfKgrk4xURQrhRVG01iVf1ikqpKTpHENDUdTN05T9UpHYnqy3xmfiTDvgBtLYPY0yzPOmB298bNhfKkLS4Su65XOkrrlCMnyfOrxscbCEJeqgAtViG0Pc0FtCMio04RBT5jvzTva6kK7qQqtDHR/KEQfm/y6xw2BcfeFCcjUlZEzcJEp4eaeQNBLBmqpEYkl9SPmdH2Qtpl5sI/7X2ZT0qlq4hqDYz+enmpBEI6LrAtdR7AVTr9BhikxycyOtzn4trfrGdvp5N7b1zJTWfNg9X/H6y6AxZdYoycSXA2YZbPKufpL5/D2QvruHTv1bxaeS289Vt4+ispz+QKIY5sqeZ4TKUZrc9FUyfNdBbznCaCNeDGPsHzQUZ9na8MsilqMpJgSI+5Ux5tx6Hki1WPVfngjlGndU68sW3X0aQgJkocmZkskWvrASkLwRR4U5S3z7FMqclm29rG/3vl2vJ45ra4/XFpzWAUc2noeCXlJUfiZLlbJVZu3TFSgZYckBE0kdaeTgc3/mEDHn+IB245nVNml8Ozd8Jb98KJn4QP/zdY0yX7i7GqKMrnD589lXtW7+PzL17Dv5cqbtj8J2Mk7ZrfgFW+tkIc6dKXV59ailB04n0uNHS8gi+vPGevn8mA20fT+OIqAILO1IURRiOxmmUmg+7cjGSmokczyXKSTURwMVrjKUwzlUZbjn48xnLOo6Y79TXpEvlTVEwFqOkZ+QLq04309ERKWw4P8Ln/fYt8q4VH/uFMltQUwOO3wLbH4Mx/hIv/XVLuJpHFovjHixaxYnYl//RQAT0hC1/d+hAEPPCxP0KKSdFCCDEWU5EOlkmuRxEzyeb6YiMZzbymiTBdgn9IX+peHM1GH6FFLoFwNJEetkiyqamfG36/gTJ7Ho9+4SyWVCr4y3VGcHbxD+HSH0lwNkXOWVTDqn86h9cbPsMP/TfCzqcIPfRJYzRNCCEmSdvA2FPJhBAinam5zPORT3rZIs6mpn4++8e3qCnJ55F/OJM5djf86cNwYDVc/Ws4+yu5buJRp7G8kIduO5PgaV/g2/6bYd/LBP7vY+Ad/QU/hRAiG4klu6ebEsfUlLoWQohckABNRJmDs4duO5MG3Q1/vBQ6t8N1f4aTbsh1E49a+TYL/3b18Zxw9Vf5ZuBLqOY38Pzxw+Ae4cKWQgjxPlQ+uDPXTRBCjEGqqpsimQRoAkgRnPmajODM2Qk3PA5LP5TrJgrgk6fN4bqbv8Gdlq9j7XwX572XwfD0qwglhBCTSzp5Qoj3LwnQRHJw5thmBGdBP9z0DMw7O9dNFCanza/iq/94Bz8o/h62vn3033MxekgmYgshhBBCvB9IgHaUSwrOutfC/VeBvQJufgEalue6iSKF2VVF/Ms/fZm7Z/x/5Dnb6L37g/h6DuW6WUIIIYQQYpwkQDuKJQVnzU/Dg9dB9QL4/PNQNT/XTRQZFBfYuOPWz/PkCfeQ5+3Hcc9F9B/cnOtmCSGEEEKIcZAA7SiVFJztuh8euxlmnwGfWwWl9bluosiCxaL49Mc+xjsfeBB/UJN3/xU0vf1MrpslhBBCCCHGSAK0o1BccHbrGTRs+k949k5YeiXc8BjYy3PdRDFKF5x3If2fepYOVcOMp2/gvVX/k+smCSGEEEKIMZAA7SgTF5zdchoNa74Nr/8MTroRrr0f8uy5bqIYo2VLllL+pZfZmX88J7z9z6z747cIBUO5bpYQQgghhBgFCdCOInHB2edPpuGFL8Cm/4Vz7oAP/zdYbbluohin2to6Fn/9eTaWX8rZzb9h3X99iiGnM9fNEkIIIYQQWZIA7ShhDs4e/uzxNDx9A+z8O1z6Y/jg90GpXDdRTBC7vZBTvvIQ7x5zK+c6n+XwXRdx8OC+XDdLCCGEEEJkQQK0o8BbB/uiwdkjNyyk/m8fg6b18JF74czbc908MQmUxcKJn/k5e86/m/mhJkrvu4i3X1uV62YJIYQQQogRSID2PrduXw+f/eNb1JUV8NfrZlL316uhew9c/xc48bpcN09MssUX3ojjxufwWotZ8cqNvHjfvxMIBHPdLCGEEEIIkYYEaO9jr+7u4qb73mZudRGPfqSc2keuAlcPfOZJWHxJrpsnpkj9gpOo/to69padzsWHfs7an19LW1dPrpslxJRQSv1AKaUT/nWYlqvwOm1KKbdSarVS6rhctlkIIcTRTQK096nnt3dw2582sri+hL9e4qPq4Q8b88xueg7mnJ7r5okpZi+t4tivrWLX0ts5z/0KvnvOYf2al3PdLCGmym6g0fRvuWnZncDXgS8DpwJdwItKqdKRntRqkUOoiGlv/GCumyCEeJ+Qo8v70FPvtvGlP2/m+JnlPHJGE6WPXgfls+CWl6D+2Fw3T+SKxcLS639M10ceocTiY+VL1/LkPd9m0OXNdcuEmGwBrXWH6V83GKNnwFeBn2qtH9NabwM+C5QCnxrpSQtscggVQitrrpsgJlBjuVxuaTqQo8v7zJ83NPGVh97hlDkVPLTkdYpW3Q5zz4KbnjWCNHHUa1hxCWVffYvm6nO4uusedvy/S1n/7s5cN0uIyXSMUqpVKXVQKfWQUuqY8P3zgQbghciKWms38Dpw1mQ2qL3xA/TUGNkMflvJZL6UGIGraPKPja6imZP+GrkQtBSg9JFxvc3CvCMzkPQWVNHeeDGd9edN2mvUlRZE/7aZMgNaZ10xaa85XcyuLMp1E1KSAO19QmvNXS/s5jt/28YHFlfxYN3/UbDmp3DiJ+HTj0FhRa6bKKaR/LIaFn75SVrO+g9O1ttZ9Pgl/OH3d9PjlNE08b6zAfgccDlwK0ZAtl4pVR3+G6Az4TGdpmVxlFK3KaU2KqU2OoYcccsW1GYfaIWsdrz2Grprz6Cn9oysH5eKx15PwDpxnYxZlUUopuelVzIFs257/Zie05dfnvL+Y2eUZXycxXR5mr6qkwhZ8tOvrPWY2patuVXZff4lBbYxbSdH6cLo30FrIf48Y9v0VZ9CwFac8bE9NaeN+vUmw6L65KzlkCUfj70u6+cwb4eJ1lt9Ssr7h8oWE7LmE7SOf2SrzJ6XZsnUfN9rSgpS3t9Vdw7WHF3uqb7MzslzKkf1mKloqwRo7wP+YIg7H32PX72yj5tWlPJb9WNs7z0I538LrvkfsGU4aIijl1LMuuTLcNurhEoaubnlO6z/+cd5ZO1WQqHJ7UwIMVW01s9qrR/RWr+ntX4JuBLj2PdZ82oJD1Mp7os8371a65Va65WlZbEOX2GeleICW9p2DJanTi/3FVSjx3mwHyxfykDl8pFXzEJVcT4NZXZmVRYmLXOWzBv18+VZFPOqjQ78QMXxaddbsXA2J8+pZEmKTrSZO8NIVNAWC1JWzq0aVTtDKrnjmm+1UBQedZlZkbw95lUXs2K2cfLTn1c64dcT9djr6a9cji8/1nksybCPpdNZf37076VnXkVfzUqGypZk/fgTZ1XgLJkbd59WVupKCzh7gXGSIVHQGtteXnstbTNihckmY8RiqHTRiOvkW5O7vJ315467oi9XAAAgAElEQVRqBHCobPGo2hWR7vtv5ilMeU4IFQ7utSUvbrtOlmyP/lVFo+9bzqooxGaJ/5501p2LP7887jcnaIkFcub9f6LVlRpBr2UaXgtYArQj3KDLz+fve5u/bmrhP04P8a8dt2M5/CZcfQ9c+C9yAWoxooIZx1P/tbX0rfwqV7CWc1/8MD/4r1/xxv7eXDdNiAmntXYC24FFQKSaY2LPqI7kUbWUzB3dVB1AMEZ9hotnpk0X0pb8UXX8Birii0wG8krw2mtonXUFvrzUo0GZeAuqo38X5ccCgP6EoM9ev5hZtaPrLJ04u5KakgJchTMYTujkQ2z+kq3hOCxKUZr2DL8RRDnKkkcwfPkV9FWuYLB8acbRkOHi2emf25r6zH5EuT2PhjI7dSdeFr2voKwam8XC8TPKKc4fIXBSyftGSCU/JmTqmLqKZuAqnkN3XSzbdmlD8qieO03HPiKQZxp1LKyksigfR9lC2mZcnHL9SCpgZGQsz2pJmGdmdOHzbVbKCm2ErAV4CmqBWACZ2KYT5tTSX3kCYIxYpNNde2bG9wLx37NI8O9PMwqaSdBSQMhqJxR+b8PFs3GWzAegp+b01N/JLPpUqUZjvAXpvzcdDRfR0XBh0v0hZcNZMi/u+xnMNEqbBX9R6tHT8sLYvlhZlIdCRfeD9sYPMquyiBNmVWBViqC1kONmlNGQ4XM0MwdbNquFFbPjt0UgP3mfHqxYltVzj8cJMyuYk+XIc6KuhgsmtjEpSIB2BNvX5eCae9bx5oFe/nJGCzdsvxUVDBiVGk/6dK6bJ44ktnyqrvw3LLe+THFZJT90/CsH//cWbv/ja+zrcoz8eCGOEEopO7AUaAcOYgRpFycsPxdYP+KTFVbGBwxFVVQUGgGGeV5TV8P56BE6Vo6yRXgypJ6ZU5PMKWXpRkLKC/OYUZ58tt1ui5+HM1S2mL6qFQAsaqyivsro6PrL5+IqnhNdr6PhAiz2MhoqYp1984haYkqko3QBXXVnQ224fWk6ts6S+SxrKAN7+jT8ZZGgJEWQ4yyZT1/VCtzFM0FZ6K1eSXvjB4DklNPlC+clPT6ip+Y0jpmfPn1NY6R+zqkuobHcji+vHOsio2qjPc/KeYtqkh5jqYuNmngLkkf0+qpPIaRsdNWdTXVxfrgdK4FIIBYby1AoKhNGLCoK88NtG0VXTimCociITD51FckjlpHX0enS3szpmlozq7IQheaUOZUsrCuhwJZ6NNllCpAdpQsAoiOU0afLouDIkmNXMKuyiLpSOzUlBZwwq4KywvSBvZl5Px0qjw/APAW1DFYcS+usK/DaawhZsntOs6J8GxalRpUiHLQVxo3+gnESpqPxAwxWHBf/3ckQIKb6voNxAsZvK6G79iyG6pOreM+sKKS8MJ8FdaUcO6OMApuVU+ZWYi0x9umVCxtpKLNHA+PO+vPIK4sF4COdFIqkw47Govrk56xNkx6ZKOttP8rxixNmGb9RIZVHMH/y5w1LgHaEenVXFx/59Xpcbg9rVrzMmVvuhBkr4B9eg1mp85iFGImaeTJl/7SewBlf5pO2V/l208386y/+hzse2cLBnuFcN0+IUVNK/Vwpdb5Sar5S6nTgUaAYuF9rrYFfAP+slPqoUup44D7ACTw4ltebX1NMd+2Z9FedOOK6H1hWz7mLaqO3/XnJneWlDWWcMLOC8jQd0OHi2RSYgi4d7lQuqitlRjgtL5IWVVtSwPEz4zs+Ohz0LKwtodxuQ4VvNyw8CTA6dyFLAcFIUDjvXAbLjU7scPEc6koL8NtKGKiMpS8OF89lqGwJ9fUzoNgY0ZpRZ7zPSDAY4ShdQPEJHwZ7+k5cutTRwfJjKZ2/MtY2AKUIWe0w82QqZ8QCLo2FqplLWFBTEpdi5y2oxlU0g6CtkMpZCSMm4TgkbiTFXs6MujpWnnEBdlNwYUlI2xounkMoP326pqegFq+9hvYZl1Bd08DM6vj3X1Jg45IzYsfyU+ZWJgWcC49ZEH3Pidz2ejrrL0gx/0vhDcRS+srKjE6nOYCsCReM0HEBior7y5yWe8rcKs5eWINSCpvFwvKZ5TSmCBaWNZaxOJzCOlS+1HiNhHXSBoUmBVWzaCizR0c/8q0WKMk8iphK5CSKtoT3L1NweNLs9CNerbOuoLf61JTLFtdn33GvKMxPGg03biuGS+bF2mXiNJ0QSkwHrjUV+qgozIue8BkunkNXw/n4UoziuQpnRP+uLCmmKC/2mjociJsDHnueFW2xoeafi9Vq3N9XfXLG9xm0ZZ+WubShjJkVhQkjW5q60tRp160zL2eobAltMy4FjNTmUy76WMrnrsgyiE+0pL6UelOAOlUkQDvCBIIh7nphN5+//21WVLp5vfFXNGz/PZx6C3zm71CS/WRXIVLKs2O77D9Qn3+OxsoSHsz/Eedu+x6fuOspvv7Iuxzodua6hUKMxizgLxjXQnsc8AJnaK2bwst/BtwF/BrYiHGdtEu01qMaOm4Il6Ye6dpo5hS1kgIbVcX5nDbf6BynSqkqKbCRb7PEVVmLmF1ZxPKZ5VywJBbkzT/pImbND4/c2CtonXUFriKjE2azpuv8KioiozO1RsfZll/I1Stm0lN7Bu0zjJEirTUUlHDyyaeZHmk8p3ny/0Dl8aAUeVYFpfUw71w8FcZ7O2bhsviAUinIHznN6OQ5lUmpcc7S+SysLYkGonGqjgFbbP2h8iVgsVBZnB/3PK6Z56At+dgsFlRBKXWl9ujoToSjbBHYCiC/BCxW1JLLyC/PXGjDn1caDWLchY0oHYwrX+4sNVLpIsGVrjM66tHRsPBrZRStzBz7XCNpaXkFhQTyivHaa+MfoxRWczAZ/tO870U6oubUOnNA1l9pnkuYesbSrAo7xzaUxe0Xi+tL40aCu2vPxFm5lONmlGU96rGoLnUApJUa9VylMxcY72+g4liGyhbjMW2rOdVFI6aOphJ5F5HNVWa3JSwxRmA6Gi5kwbnXMhwehY58bsMl82id9aG457x6xcxocL5sUWzEvNSeR174syzMs8ZtwUB+RfQzyxT0uorTVzCNTEU3/6QtrCvhzAXVWK1WCmxWjp1RxodOzlw45fzTTqWj4YJo1Vozc9BUUZRPSYGNxppqrGWNsawDrZkza1aa31aFo2xhfDBbGNsPzPvLwtM+RKnpZE/053DZVWnb7ig5hqKa2XEndTKlSk8kCdCOIB2DHj71+w386pV9fHfRYf7kvYOCzneM+WZX/KcUAxETa84ZWL+0Hs65g2ts63mt8JvYtz3AB+96lVvu38ibB3qjZ9iEmK601tdrrWdorfO11jO11h/TWu8wLdda6x9orRu11nat9fnh66GNSnG+DfKMg7g5TcucBnj6/OqURR6iqWtKYbdZUxakUEpFOxeRogGF+Vbm1ZTEjeTMqKmg4ZjYWXnz5PfqciM4VKjoSJa5E26stACWfzwaHJy/uJYlDfFn6osKTIGDMkYbjl+WPGck2ukurY8b5ZlXXWTaDqbOY/3xUH88x89ITm8y5qeNtkBG7PcpXafqhFnGa1UU5YG9nDlnXcuKledSXWLHZrVE2+1ffAUsuSzlc5jfx0DF8QyWH8twyTz89mp8eeUMlS5k5dKFzKyIdfICRXVxgVKoaqExRzGSxpkhlW1mRSFzq4uiJ2SHi+dE36l1xomcMKuCE2elTxk945j0BVS0KY3UWTI/GhjkW41tv7ShLFzMIiGkihwLysJFXOzlFJn29ejbmXUqzDGKivgKqnCXL6Iwz0ZNifEdCFkz92PKC/PjOuAAVC9Aa+hLMWrdWXdu2ueqKwt/Xy35RhCesM1DY6iaqFT8CYuFdfHfnchWC9qKUPnFSY+LqE04IbO0oZRjG8uYlTBnalmjsf9WFecnpOzp6Ajh8kXz4h7TWX8+vdWnMlyxFG9BTextJ7QhcuIjkkoLkFe3OFpYA6Aoz4bFonCWzE+Zats68zIoriZoK07+rQHmnxD7fPKOvRIalsOCC8Fqo7fWNPo77zwonx231/nyyqNtLrPnsTiyrZWKZhyUm9pOaT0F4d/KumXnGAFffolx8gUImCrE1pXaKbPncdzJ52AtjqUvB0tmMFSxDHve5IdPoy8HJHLilV2dfOOv7xHyu3nx2JdYdOB+42D28T/GcvyFmGj5RfDB76NO+ARFT3+NHzXfyxdr3+arTZ/h+p2dHD+zjFvPPYYPLW8kb4qH/4WYDj584gy8oXIjSJp5CpQ2kt9ux+8LJBUFaSi3w+JL6fS0pX2+4+fPgFCALXknUjm4O7Zg+ceh44/JDwh3Ls5ZWMOwN5iwUHPViTN4dkMvpY792BecC03ryM+z4S6aSUfJLIIhjSWY/vIakZG13R2OaAEP8wiYwkh7ItyBTzeHKBKMKKUorZnFUnsnG5v6iOtV1hmjd/agF9o2pG2Ts2Q+xWVGZy/fZqGx3E7bgDvFi8Y6ZzrFfKLB8mOZmxgI5RVSmQeVNSWgQ8ytKqKvuCBj8RIALDY+uKyeYV91tMDS7NpKNrvPAaCiph7yzoCmZ/DllTOvuphF9SU8v72ThXUl6GiIFX/S66wFNYS0hrwPgM8FOkQj4W2TXxzbx1zhRysr+VYL7nQBXrgQS3lhHoNuf2z7KCvOknnG9dqKu4E+QtZ8KvONbWgN/74npXlFArOCEhjuNvojdcuMS/u0bkp+/UqjUMzJc1xsbu43LmXQ2wi9+wAjKDru3I/R59W0v/V43ENbZ13ByuUJVTyXf9xo16G++FTXsFQFKGDs1RjBSE3evqsfwnW08q0WfMEQ7Y0Xo5fNgP4DzNbbmFVZiEWp/5+9+w5v9CoT/v89ktx7GY9nPL1kMiW9k4QUCEnIhiQkJEBgCZ2lLi8sLEt9d3mB37K0JUtnCRBaaAlppM6kTKZkkunN43GZca+yrN7O749HktUl27Ilz9yf69JlWXr06OjokXTu55xzHxbVlDKgLDRVlTI0kfyzFv1urWo0jofobS1mU2SZgLpN11PU9Zzx3BYT5y+rw6QUgeDk0FWlFO6yhUadLWiEnp7Iff6iSvxFlVywZgNb24ZTpt6vqyzjlpVx9b343KTbjtduYLx2A9cFXuBQn42BpisJWEpjho1GB4ABcynmgBvzgjXc3KDxBYNgMce0ZxsqS2EglMDEbIGgj+oyS8xxG3bNmU2wf/J1rF5QiT9NNupgzXJYsizy/cnGN7OixUH3S78DmBxiWV0KlWvB2gWeCS5Y0cAzDjOvWZ045zTXJEArcDa3j68+cogHdnVzc2M//1X9I0raW+Gi98MbvgpFsuK7mANN6+Gex2DPb1jy1Bf5o/40x9a9hc8O38Qnfr+Hrz12mDsvXMqdFy5l6TSzIgkxHymlKN1wAwQDYC6CuuVcVR3EH9AcHZigayRu7mZJVWxWPSbbLSUWE6y7EYD1ww7qK9dDcAL8sY26JXVluEaI6TlrqCyhIcX0F29JvdFQq2iADW9iUA2Ax89rVjfywrEhJpuHyRs0teXFXLGm0ThLH2fyxIzi/GV1KJOZv/kT97G2qZJAUBtZ96JHSScLJDLMWRmv3cBrz17MBl+AsmIzS4rLWVxTxsFeG+3DUTtvXAe8kHSNuA3N1YytmZzjlVAKpUAb89+uSJIAJGLjbeCyQnE5FcTOl6urKOaC5XW4faHAOTQMK2gqprGyhBKLmTedYww/tXsmK21VY2WkRJM9KaWTPUcnkwevE1VrqMg6SXqi8fB8qBXr6RtLzLgJECxv4IqWRo4MxfVoLjrX6D0rz255g6X15ZO/FVWXo7raIveV1TTQgpHFJ6gsmHSSA2rN6yAq6D5nSS0LKktYGKzG4wvSFjUUXyuTkUp/w61MjL1Ape1YVmUEI5CrtrXG3FZZYuGSlQ2Muirx+AMsqiljV5cR0JosxdC0HuW2ocZPAuBedCl+e4Ux5DeFS1bV0zXijMwRTfjeiLJ6xXKYmDymw73kZpOJyhJLzLEUVl5sobm6NOa+xsoSbjm3BfanCAWaMi8NkPA8G25g0zroaTPKf/ka47OzoLLE+GyY10BxBWOU4Q19LkwmRUmS4bznL6vDNl5JdV24F1KxekElB3rGqS610OuNe0DLBTB42NinUhSXV4PHGKkenuvXUltGMJTYhuiTDSYTzbUVdCd7USazMfS7+2UsJhPXb5z60NfpkACtgL14bJjP/GkvIzY7v129hct6f4mqXGgsPB3KHiXEnDGZ4Px3wro3orZ8jTN2/YK/FD/G8Us/zH+OvpZ7N7dx7+Y2Xrt2AW+7eBmvW98kvWri9FAaOySvyGyiyAzlxZkz0gFYQnMrmqMSK6xoDPcGTDZ4XdWrcE9YWVldSsMU1/mKHuq4pK6cI/02KkssrF9UTe+IFeI73+I0JMugpvXk3DiT2XiO5rNJ1sqxmE0JCUpSKg/PDdpEVZLG9OLaMkwmFRMMmUyKsuK47xuTib5Fr0/aq1e++lLKa8sYnHAnL4Myk7FSwGi8VcQO3aootuDwGg3hJSnW/GquiT25Gh4uXllspj5TKvWaJRCMbYSXnHcXtqODnF1lBVvmYscPqYthMiUMNVRK0d98LeuXLaWhrITL1ywA+wCRoN5khqokDdcsh8FPtFyFtb8n5raRhgvwFVXT3L858QFxwxyLLSbjMzNcTYk3RXCjVOSEwBnNicfieUvr2H1yLPL/ppYaDrCWieq1tHQ/mrB9shMWkXptuQDGT0JRGStWrcXdb6OpvJlea2fSolWVFsV8PpY3VLDnpDX564i26mrjeUaOA8bQPLsncZ74dRuMOZNpl89Zfjn07QHnqPF/RYZeouJK8MY9V1ktxpFtvAfhoZ6vWRPel9EDd01tAK8//fpzZpOirqI4ZhKcSalINsW+vrjH1680LgBn/oNxQuTQg6xurKR7iTFvsshsMk6ApG2bJPlshN/XJJlkZ4sEaAVocMLN1x87wl9393BrXQdfX3gfZT3H4Jy3wQ3fMIYOCJEvFQ3GnMeL3o968vOs2fMNflL1K6w3fJxfua/kt68M8KH7XwmdnVvMbee1GJPAZU0+cRpLd/ybTYrrNzZnzBLmaNjESImHYGmmXurYxsS1Z8aeLFnXXMWapkrMJsUZC6s4o6EYDkc9LgsWkwltKjJeV3mD0YAJDTej22hoT/sjX9FA+bl30DPsCq2dti2rh61qrORgb2x0El7frCw6nXtpDdStiH1wfFlXXQ3HnpxKqWckHKTXlBUZaWzSVd6yxIWha8qKjN4QXwO4TxCsXwNWZ5rnCyWQqFgAnCSYIShUhLLxhXs66lcaAVrp1NcfSyZYWoejsoi1UXO2wgs3X7i8PjQcNgtn3GAEhSd+DsS971pjr1wFAR+LV8Wu8XfLucZQvugALdxbE5YukUnCIuxmixGkVRpzDTcurgH/VdDaCWhjSB7GyYYxR3xXUBZWXGF8visaY4Kk8FBZT+0aSNLxmFZ5Pay+Fvb/KbvtV18L/hQnODIosZhjhkonVVoDjWuhfnX67ZKJGl1WV1FM3ZIpHqdn3AA66gRN9RKoH4aFG1M/JsckQCsggaDm/u1d/NcTR6nwj/Ho0ofYOPQYlCyDtz8AZ1yf7yIKManpTHjHn6H9Odj8NWo3/ysfr1nKR679GM+Vv4Hf7RnhV9s6+fmLHaxtquTW81q45dzFKc8oC3Equ3RlbI9XWdz6T6VF2fW2AZFkJCmV1RrDkuuMs8nJ5k+ZTTM7YXL9xoVGU9DbACWxjZ+VjRV0DDtSP0d5PdgHGGi6kpWNifOGADYsqefYcE/S+1KJT3Uf7Q3hYUmb4lJwp+rgSZP2fyYsJsWqBYmvuazYzGvXLqC6xASt+4w55tNRVGoMk/X4ASdmk7HuWd+i12PxTzbkL1heR+eIg+oFixgYqY6swxVOLrK2qcoYXtkZu/tIddUsmQzIU1nzeuyWPvBkXpsqMsw3WfKFlvNxDexP/1xhJtNk+kGMoZRrFt+AaegImMwUFxczXrshc4bMkFvObcHjD6B0LQEdZEGy9PuNa3EEkvQ2hXtzkggn/LloxdR6wid3ENVbGTXU06SMBEALa5ZCmmGSU9Zyfux8MjAS06VITrd6QSUnRlOfIMiKUrAoKvFLceznZv2iKgaz6OTO+H0Z/XyEljspiRsvbjIZdTCHJEArAFprthwd4huPH6FzYISvLHyRO10PYB5xwZWfgis/nVUaYiHyYtVVsPK10L4ZNn8d898/w7VlX+faC9/D+PX38Ein5sHdPXzziaN884mjXLyynlvPbeGGTc1Jh4gIcao5Y2EVTVGp3a86YwFlWQ5/TKm6JX0jc0pnesM9blPoQQv3yMVn1MMYbpZ2d00boGYJN+Wo9yXappaa9NkeUxQqaQCx9GKwnphyGarLinB4/ZFeqmjnLq2DyuRz7OrC34cb3jTl50wlvOjwkX4bQxOTw1RLi8yc2VyN1hp/0WTDtz6UTXHD4tgAdVq9oWW1+Co0eLJvqCcdEVm/itHGkqxPYihlpPDXysRKoKhuCdQZGQ2vWNvI8IQ3bTAfr8RiBosJMLGsIdwWiypo5UIYyCZSMOaZOgM5Hk0SFazVlhVxRkU1SxZX05ltgGYpzdwTVr9qSkXa1FKT/ZDmbIVHj9WvgtF2I0V/plV/Nt5GTPd4SRU0pkgQoxTDjZdMa2Ht2SABWp7t67by9ceOsL19iPfUvMJf6/9A+XgvrL3eSAKyYPqZhoSYM0oZwx1WXWNMYN92L7zwbWq2fo+7z7iBu699FyfrX8tD+/r56+4e/u2v+/niQwe4dFU9N25axPUbmxPSCgtxqoqsOTYTyy+b+T4icrtcRvjES0NFis+0UtMaGpds4d548Ys5Z9xnujtrlxmXKTp/WS1WV8XUekVzLNx7WVteRH1Fccqsc0opXr9+IU8fHki9MzWZfMI8xUhtZWMFJ0ad0/5+Dw+Du+msRVMaJu8tSd4zVV5sYVlDDpu+FQtCAVJ2vb1nNFfh8JtyPOQ/ahFxpVixpCXDHCvYsCgqCFl9Lbij5rutz90JgpyqWwFFFcaJqdH27B4TfxIrw0g0T+nsZ2fMlgRoefJK1yj3PtvGc0cHeGvZy/yw4WFqHe3GGhB3/NAY/y7EfKOUMT9i2aXGF+iu/4U9v4Mjj7C0uoWPbryNj9x5K4dM5/L4gQEe29/HFx48wBcfOsDFK+p541lGsBY/gV4IEZ2qPs8FyaCpqnRWlt4IltaDF2Y4OjNGeL2kFY25G6ViMZtiFmjOh9IiM1euXRC1UHJqFSUWqkuLsLl9iT1Y698ESnE+ZsYc3in3/NaWF0fmd2VnsgCvWd0Y6Q21FGrCqdBJg2vObMLlzdyLVmw2UVycYcmGkKX15djdWUwkM5ki890oKs/qC6I6aoFoistjR2lNc03dlCdkcqlygZE1FWIWoj8VSYA2hwJBzXOtg/zk+Xb2tPfx9rLtfKfucWpdJ6D8TLjh57DxzbHLtgsxX9WvMnqBr/0StD4Ou38DO36M2nYvG6uXsHHDm/jUW95Ea9G5PHZwkMcP9PHlvx3ky387yKaWaq5d18Q1ZzZxzpLaKQ1HEeJUde7SWjpHHDTM2tDg3H3OchGclVjMePwBY8L+ye00rriY1QNu1i6cWi9ZOqVF5ikGEPPHlIaQp3rrQ431IogZpptr4ZgiOkCcbq9bdO9US136JRvAGII8ZSWhx1QvMv6UFqVcT2y6zl+WZL5bKknmu61eUMmYMzYByWyd3Ln57MVzd+KorNaYD1bdwgU1gahF708tp+arKjAjdg8P7OrmNzu6UNZOPli2mfsqt1Dqt0HNWXDzr+DMmyUwE6cmSzFsuMW4uKzQ+nc49BC8/HPU9h+wrrSWdauu4pNXXkNn7cU8erKEzUcGuXdzG//9bBsNFcVctW4B157ZxJVrF0TOeAtR6MK9KLkavhueN5RzWaZCn2vXbVhopJ83m2DN61HAppap1WVzdSn9tullmjst5elQyJREZKqyDbqnHZyXVMGGWyMLtBeiZHPAGiqKGbC5cz78ds5PoobmxC2ZQgw73xTukTXP2T1+njrUz8N7+9jd2skb1A5+WrGd9SX70dqMOuNmuPgDsPw1hT9eRYhcKauFc95qXNw2I4318c1w/Fk49BArgI/UreQjKy7Hce757PCt5m89VTx7ZJC/vNqDScFZLTVcurqBy1Y1cNGK+pi1kIQoJPUVxbzpnMXzYImJUKu8wMppDOmcWZkuXjnNLHliTlnM4eG7hXUMplXAwVkqa5oqWVRbdsr2Op1K5B3KoRMjTp5rHWTL0SEOt7VxpX6F95Ts5tKSfVi0F6rWwNlfQJ37dqg5NYdUCJG10mojTfNZdxhn8IdbjWCtfQsceYyK3fdzLXBtSTXB5eczULmeV92LeXp0Ab98cYwfP9eOxaQ4a0kNFyyr49xltZy7tJaW2rL59SMvTmnz4lg0lxjBWfPZ+S5Jzs2L+i8AZ7XUsPeklcos5qzNhtULKtEaVqVYduGUYA6N/mg+K/12s0gpJcFZGkvqyukem+HyADki79I0BYKa9iE7u7rGeKVrjIMdPSy0vsqlpsN8uvgI6yzHMaHRVUtRZ74Xzn4LLD6/4M5QClEQlIIF64zLpR8yArbRdji5E7p3Yup+mUVdP+OmoI+bgG+XFuOoXsMJ01L2OxrZuaOOn2xdSKdupqSqnnOX1rJxcTVnNlexrrmaZfXlM173SYhTlsmUuD6YyL2yeiOpRNP6nO2yxGJmce3M54Y1VpbwuvULc1Ci6TGbFOuapzEXbD6JXsxdFKQLltdx/rLafBcDkAAto0BQ02t10THsoHPEwZH+CQ73WHEPHGNtoI1Npk7eZTnKBtoxFwfRpiJYciFq9V2w7o2ohRslKBNiqpSChtXG5dy3Gbf5vUYv28BB1MABKgcOsmH4MBscJ7nLrCE0pN4erKGrs5m2Yw2060Ze1A0MmRZQ3LCcmiA7EHMAACAASURBVOZVrGhpZnVTJSsaKlhSV5bzTHNCCJGUpRg23prTXd6wqTnzRkKIrBVKr/tpH6BNuH30j7vpt7npH3czYHPTN25cPzFsIzDWzRLdw0rVzyrVyx2Wk6xXXZSZXWCGoLkEtfg81MrbYMUVqCUXy6LSQswGSzE0bzIu3DV5u88NY50w0gajx6kcOc7G0XbWW0+gxneidChNsdW42A6X06NDwRuNuEubUJVNlNQuprKxhZoFLdQ1tbCorooFVSXS8yaEEKeJN561KHnOnOazky7KLsRsmdcBmtYajz+I0xvA6fXj8gZwRF0fd/kYc/oYd3oZc/oYc3qxOrw4nRMEnFZwjVHis1Gr7DQpK81qlGY1xoXmMRabxlikBygq8kWeL1hciVq4EbXoH2HRObDoHEwL1k2OKxZCzL2iUmg607hEMQEEA2AfhPFuGD8B490UDXexaLiLRePdXO7cQanPBmMYlw7jsUGtGKWKY7qGcXM9zpIGAiX1UFaLqawGS3kdxZV1lFY1UFHTQGVNPeVV9ZRXVlFUJN8HQggxH6UcUbHgjLktiDjtFWaA5rHDi98BHeSJg70MWF0oHQCCxtwUHQQdROkgJoKY0MZFaSz4KcVHCV4W4WOl8lKKlzKTjyrlplpPUETojLoJiMrYq5UZKheiqhdD9XlQtxIa1hiXxrWYKhbIcEUh5hOT2VinpnoRLL0IgLLQJcLnBscgemIAx0gvE8PduMd68dsGsDgGaHYNU+E9QLnbRvl45nTdXm3Go0rwUIJPFeMzleA3leI3lxA0FaGVBW0yLoSuY7KgTUUoswXMlsltlBmtLKBMke8epUxopVDKBCgjyZ0yh5LdKTQKMGGtWk1/42vQhL42Q5n6jOvGlch9oVPG77h0eeEuCCuEEEKcJgozQPO7jQBNmXgdiiAKbQqFYaGGSvR1o3FiQplMRkPHUoqylKKKqrCUlGEpKUcVlUFxpZHmu6wOSmuN6+G/lc2oyiajQSeEOH0UlULtMlTtMiqXQtolcAM+Aq5xJqzD2MdHcIyP4LaN4HWMEXTb0F4XQa8TfC6U343yuzAF3JgCHor8bsxBJyYCmLUfkw5gJoBZBzDjx0wQC34sBLEQiFyKVGBaL+tPgdfyr76pTbq/66JlWOQrUAghhMgrpWdhgUql1BDQlfMdZ6cRGM7Tc0+HlHd2zbfywvwrs5R3ds238i7XWi/IdyHmglJqAjia73LMM/PteM43qa+pkzqbOqmzqVuntZ611KOz0oOWzx9npdQurfWF+Xr+qZLyzq75Vl6Yf2WW8s6u+Vbe08xReW+mRo7nqZH6mjqps6mTOps6pdSu2dy/TDYQQgghhBBCiAIhAZoQQgghhBBCFIhTMUD7Sb4LMEVS3tk138oL86/MUt7ZNd/KezqR92bqpM6mRupr6qTOpk7qbOpmtc5mJUmIEEIIIYQQQoipOxV70IQQQgghhBBiXpIATQghhBBCCCEKxLwP0JRS/6aU0kqpe6NuU0qpryilepVSLqXUFqXUxnyWMyxFee8L3RZ92Z7HMn4lSXn6o+4vqPrNorwFVb+hMi1SSv1SKTWklHIrpQ4ppa6Kur/Q6jhTeQumjpVSnUnKopVSj0Zt82GlVEfotbyilLoyH2XNpryZjm+RH4V0DM0lpdRrlVJ/U0r1hI7Fe+Luz/jdpZSqU0r9Wik1Hrr8WilVG7fNWUqp50L76FFKfUkppebgJeaUUupzSqmXlVK20Pfnw0qpTXHbSJ1FUUp9RCm1L1RnNqXUNqXUTVH3S32loabZLj6d6izT72oh1Ne8DtCUUpcC7wf2xd31GeBTwMeAi4BB4Cml1KwtKJeNNOUFeBpYFHV54xwWLZmjxJbnrKj7CrF+05UXCqh+Qx/grYACbgLWY9TlYNRmBVPHWZYXCqeOL4orx/mABh4AUErdBXwP+BpwHvAS8LhSalleSpuhvCGZjm8xhwrwGJpLlcAB4BOAK8n92Xx3/RbjOL8RuCF0/dfhO5VS1cBTwEBoHx8H/gX4Pzl+LXPhauAHwGuAawE/8LRSqj5qG6mzWN3AZzFe44XAs8CDSqmzQ/dLfaUww3bx6VZnM23nzm59aa3n5QWoAY5jfOFtAe4N3a6APuDzUduWARPABwutvKH77gMeyXedRpXnK8CBFPcVXP2mK2+B1u/XgK1p7i+oOs5U3kKs47iyfR6wAuWh/3cAP43b5hjw9XyXNUV50x7fcsnLe1TQx9Ac1oMduCfq/4zfXRgneDRwedQ2V4RuWxf6/58AG1AWtc0XgB5Cyc3m6wUjwA0AN0udTaneRoEPSn2lraNpt4tPtzpL97taKPU1n3vQfgL8SWv9bNztK4Fm4MnwDVprF/A8xhmsfElV3rArlFKDSqlWpdRPlVJNc1m4JFaFumM7lFK/V0qtCt1eqPWbqrxhhVS/twI7lFJ/CJVpj1Lqo1Hd3oVWx5nKG1ZIdQwYwxSA9wL3a62dSqli4AKi6jbkSfJ7/AKJ5Y26K9PxLeZIoR9DeZbNd9dlGIHdS1GP2wo44rZ5IfTYsCeAxcCK2Sj4HKrCGL00Fvpf6iwNpZRZKfVWjMD2JaS+0plJu/h0rLOZtHNnvb7mZYCmlHo/sAb4YpK7m0N/B+JuH4i6b05lKC/A34F/BF6H0aV6MfCsUqpkbkqYYAdwD0a37fsx6u0lpVQDBVi/pC8vFF79rgI+DLQD12MMlfoG8JHQ/YVWx5nKC4VXx2HXYXzZ/iz0fyNgpnDqNl58eSHz8S3mVqEfQ/mUzXdXMzCkQ6eTAULXB+O2SbaP6OeYr74H7AG2hf6XOksiNHfHDniAHwG3aa33I/WVVA7axadbnc20nTvr9WXJ5lUUEqXUOowhV1dqrb1pNo1f4E0luW3WZVNerfXvo/7dr5R6BejCmO/zl9kvZUJ5Ho/+XxnJHtqBdwHhxA8FUb+QsbzfLrT6xTgxsktr/bnQ/7uVUmsxAp57o7YrlDrOWN4CrOOw9wMva633xN1eKHUbL6G8mY7vuS2eiFKox1AhyFQ3yeop0zYqxe3zhlLq2xjDoK7QWgfi7pY6i3UUOBeoBW4HfqmUujrqfqmvkBy2i0+bOstRO3dW62s+9qBdhnEG84BSyq+U8gNXAR8OXR8JbRcfnTaRGMnOhbTlTdbDoLXuxZgku3Zui5qc1toOHMQoTzjLTaHUb4K48ia7P9/12wccirvtMBBOMFBodZypvAkKoI4JDbG8Bfhp1M3DGPM/CqVuI1KUN0Gm41vMuoI9hgpANt9d/UBT9BDp0PUFcdsk2wfM0zpWSn0HeBtwrda6PeouqbMktNZerXWb1jp8cnAP8EmkvpLJRbv4dKuzGNNo5856fc3HAO1BjEwr50ZddgG/D11vxaiU68IPUEqVAlcSO1Z0rmQqb8LZDqVUI9CC0TDOu1D9nYlRng4Kq34TxJU32f35rt+twLq4287A6HGCwqvjTOVNUAB1DMbwBQ/GZw0wfvSBV4iq25DryP/xew9x5U0m0/EtZleBH0P5ls131zaM+USXRT3uMqAibpsrQ48Nuw7oBTpno+CzSSn1PeDtGMHZkbi7pc6yYwJKkPpKJhft4tOtzmJMo507+/WV70wqubiQmBXxsxiZU94MbMI4SHuBqnyXNb68oTf4v0Jv7AqMlLzbMHof8lLeUHmuwpgLcwnwSKg+lxdi/aYrb4HW70WADyNb3xrgLcA48JFCPIYzlbdA61hh/Cj9NMl9d2GcGHkfRiam72FM9l2ej7JmUd60n0e55OX9KrhjaA5feyWTjUAn8KXQ9WWh+zN+dwGPA/uBS0PfG/uBh6Pur8FoIP0+tI83h/b5qXy//mnU1/+Eyn4txtn08KUyahups9g6+wZGY3gFRuDxdSAI3Cj1lXUdbmGK7eLTqc7IQTt3tusr75U0Sweiwkih2Qe4geeATfkuZ7LyYqTufAJjYqEXo1fiPmBpHssXPhC9GOlA/wxsKNT6TVfeQqzfULluAvaG6q8VY30MFXV/odVxyvIWYh0D12CM8b44xf0fxjiD5cHoDXltno+HlOXN9HmUS97es4I6hubwdV8dOlbjL/eF7s/43QXUA/djNFZsoeu1cduchZE1zR3a15ejvyPnyyVFXWngK1HbSJ3Fvo77Qr8jntDvytPA9VJfU6rDLUyxXXw61Rk5aOfOdn2FG1hCCCGEEEIIIfJsPs5BE0IIIYQQQohTkgRoQgghhBBCCFEgJEATQgghhBBCiAIhAZoQQgghhBBCFAgJ0IQQQgghhBCiQEiAJoQQQgghhBAFQgI0IYQQQgghhCgQEqAJIYQQQgghRIGQAE0IIYQQQgghCoQEaEIIIYQQQghRICRAE0IIIYQQQogCIQGaEEIIIYQQQhQICdCEEEIIIYQQokBIgCaEEEIIIYQQBUICNCFyQCn1AaXUAaWUWyml4y4P5rt8QgghxEzJb50Qc0MCNCFmSCn1LuDHQCdwB/BW4HDo7h8BD+SnZEIIIURuyG+dEHNHaa3zXQYh5jWlVPgHaqPWOhi6bSlwHPi61vrLeSucEEIIkQPyWyfE3JEeNCFm7kzgj+EfLACt9UngJeDavJVKCCGEyAGlVDXyWyfEnJEATYjcGEhyWz+weK4LIoQQQuRYdeiv/NYJMQckQBNi5oLAoiS3LwZG57gsQgghRK6NIr91QswZCdCEmLntwJ1KKXP4BqXUSuAyYEu+CiWEEELkgtbaifzWCTFnJEmIEDOklLoaeAp4FrgXqAL+HWNIyDla6778lU4IIYSYOfmtE2LuSA+aEDOktd4C3ABUYqQZ/iGwH7hcfrCEEEKcCuS3Toi5Iz1oQgghhBBCCFEgpAdNCCGEEEIIIQqEBGhCCCGEEEIIUSAkQBNCCCGEEEKIAiEBmhBCCCGEEEIUCAnQhJghpdTVSimd5GLNd9mEEEKIXJDfOiHmjiXfBRDiFPJx4OWo//35KogQQggxS+S3TohZJgGaELlzWGu9Pd+FEEIIIWaR/NYJMctkiKMQQgghhBBCFAgJ0ITInd8opQJKqRGl1G+VUsvyXSAhhBAix+S3TohZprTW+S6DEPOaUuo84G7gOcAGnAf8G+ADztNaD+axeEIIIcSMyW+dEHNHAjQhZoFS6nxgJ/ANrfUX8l0eIYQQItfkt06I2SFDHIWYBVrrV4FW4KJ8l0UIIYSYDfJbJ8TskABNiNmjAOmiFkIIcSqT3zohckwCNCFmgVLqQuAMYEe+yyKEEELMBvmtE2J2yBw0IWZIKfUboAN4FbBiTJz+HOAEztdaD+exeEIIIcSMyW+dEHNHAjQhZkgp9TngbcByoBzoBx4Hvqy17stn2YQQQohckN86IeaOBGhCCCGEEEIIUSBkDpoQQgghhBBCFAgJ0IQQQgghhBCiQEiAJoQQQgghhBAFQgI0IYQQQgghhCgQEqAJIYQQQgghRIGwzMZOGxsb9YoVK2Zj10IIIQrYK6+8Mqy1XpDvcswF+a0TQojT02z/1s1KgLZixQp27do1G7sWQghRwJRSXfkuw1yR3zohhDg9zfZv3awEaELkk9Yam9uPzeXDH9QUW0xUlVqoKrGglMp38YQQQoh5yR8I4vIFqCotyndRhDilSYAm5r2To05eODbMyx0jjPccpda6n7W6i4VqjHI8BFAEMeE2VeCsaEE3n0P9uis4Z81SljdU5Lv4QgghxLyws2OUIbuHW85tyXdRhDilSYAm5qVxp4+/7u7m4VfaaOx/kTead/IV8z5qsIMZAqoId2kTfks56AA6GMDitVHpfAbaIXBccUQv47dllxDYeAeXXXo5a5oq8/2yhBBCiII1ZPfkuwhCnBYkQBPzitXp5acvtLNj67PcFXyc+y07KSt2Eyitx3TmLbD0Ymi5APOC9VSYkxzebhuB7lcYO/wc9e0v8NaxP2F69QEO7VrOT6tuYOHV7+X689ZQYjHP/YsTQgghhBCnPQnQxLzg9Pr50ZY2Tmx9gHfoh/kXUyvB4jJMZ98Jm27HvPwKSBaQxSutxrzmGhrXXGP8bx/EtusPLHj1d7zf9mOsj9zPbx67nsBFH+DOay6kpkzG2QshhBBCiLkjAZooeC+1DfL4Az/mbvcfONN0Em/Ncrjsa5jOvRvKame288omqq/+GFz9MYJdO/A9/S3uOflXPDse4Xc7b8B7ycd4+zXnUS0TooUQQuRQ2+AELbXllBXLiA0hRCwJ0ETBsnv8/P6B33D5sf/iP0wncNWthtf9jOJNbwZT7n/QTMsvYcF7H4CR43ge/w/uaXsQx/an+NWOmym96hO848r1MvRRCCHEjDk8fg722ugec3H1uqZ8F0cIUWAkQBMFqfPYfrp//yneF9iBtXQR3ht/Qtk5d8xKYJagYTW177gPBg8TfOz/8pHOB+je8ixf3f4eLv+Hd3P9pkWSrl8IIcS06dDfQFCn3U4IcXoy5bsAQsQI+Gn9y1dpvv8azg/s5cR5n6b2X/ZQfN5dcxOcRWtaT809v4d7HqO2rpH/8PwnVQ/cwWd++Ac6hh1zWxYhhBBCiHwb6wSvtIFmmwRoomDogUP0f+dKztj3TfaUXIjtfdtZdssXoag0vwVbcTmVH9tK4MZvcmHJSb4++E9s/u/388Mn9+P1B/NbNiGEOMUFg5p93VbcvkC+iyJCtJaev9NSMAjdu6B9S75LcsqTAE0UhOCuX+L/0VUUTZzk1y1f5txPP0LzkpX5LtYkswXzJR+g5P/sxXfW3bzH9Cg3vHg7n/vODznQM57v0gkhxClrYMJNx7CD/fJdK0Rh8LshGACfO98lOWVJgCbyy+fG/9ePYHrk42zzr+OBi/7IO973SUqLC3R6ZHk9ZbffC+96mOaqYr7l+Dd2/+h9/PipvfgD0psmhBCzJVOnzaDNTf/4/GowSkeUmLc6nocjj+S7FIn8HoaHh3hoTw8e//ztdZcATeTPRD+Bn78By977udd/C8ffcB//9A+XzY8EHCtfS9knduC54APcbX6Km158M1/6/s84OerMd8mEEPOU2xfgQM94ToeP7WgfoXVgImf7y4ek1eF1wER/zE3b2kfY0TEyN4UqQP5AkBMj8hsUz+7x89CeHnqtrnwX5dTiLNDPWusTjO4xAsdxpy/PhZk+CdBEfox2EPz59fgGjvJB36douf1rvPvKNfku1dQUV1By8zcxvefv1FaW8e/Wz/Lg9/8Pzx0dyHfJhBD54vdOu1tkX/c4x4fsDNg8OStOv83N4T5bzvZXMFqfgM4X812KgrKvZ5zdJ8cYsefu+DkVWJ1egFMiQOuxurC5Cyzo8DoLa6hjwBu5mvGbWGuwD85qcaZLAjQx9wYOof/3BpzjI7zN82/cdOf7uO28Jfku1fQtu5TKj72EZ+3NfEz/DtNvbudnj28nKOmThTj9HP6bMYl+GiTxQnKmiR4q7F2xN+rcDym3uX10jczf7HThJCqnSup+XyCY04zJUxqcE/CBu/DmPO7qHGXzkQILKI4+VphDHbMxdNQYqhnXG18IJEATc6tvL/oXN2J1+bjN/UXuvv123nTO4nyXauZKq6l4+y/xvvG7XGI+yi3b7+R7P/kJLu/8Hf8shEgvmCqgsnYlv32eG3N4ZzeI1BpGO4xMcVFKenZSaz2QVQPb7J9+g37zkUH2nLQm3L6jfYRXT4xlt5NgEA4+CNYT0y7HrBg5Dra+KT3kla5R+saT9zp1j7kYnJi9XhO7x8++7nH2dVtn9XlS6nwBjj01e/sPFFgv2OnKazf++gqvd1UCNDF3Ro6j77+dUX8xNzu/yD233sAdF8zjnrN4SlF88bsp+uBmLJUNfLzvs/z2e59hOB8/LkKIWWdz+RmOGk720O7ulA3ajHwuTP7pPfbpQwNTm//q98D+P8FY5kDS5vbRMezA6vTy/LEhjvSnmc/mcxn7dUxzboq1C929C//A4Wk9vHKineb+LTDUOr3nT6Hf5s6+fgMeCPqhb2/MzaMOLxNRQ9Oy7szp3mUEV/EcI0aq82CSnsRkO+/dDV1bs31W46nHXOzsGE1636snxth2PPdzkLz+IP5AkGcOD9A9ZtT5YNSQ31GHl78f6Mc3haRc0zqn4Ix63ceehoFDKTd1eQPZzf0LBsAzAaPtcOghcOd26LHbF2D3ibHE0Tu23vytW9a3D+xDs/oUDo8/6fFg8U197q3Wmj0nrTGf1XyRAE3MjYl+9K9vw+728hbHZ3jPTVdz9yXL812qWaGaN1H3iRcZXnId73X8jB3ffRvH+wt0Mq0Qpzil1CKl1C+VUkNKKbdS6pBS6qqo+5VS6itKqV6llEsptUUptTHb/U+4/TH/94TnubissUOk3OPGvCm/l6SOPErdydRn7D3+QNLeK601Dq8/+x4eMBqJYDQUM9h8ZDC0BpnRALK50jRcwnM5RtqyL0s0v5ceq4sXj/ZOKytusSfUqO7fZ8yLKSAvHBvi2SRD0xxeP4d60zTUxzqN4Cpe98vgGJ7sAZipnlega1v6bZyj02r0Trh9kXlg6Yw7fTx+oI+uuGD4+NDkazzSb8PjDzCWxf5yxm2FwdQB2rb2YXafHMscNJ7YZnwHhHsyPblN3nOgZ5wTo056408Sdb2UvDcwGDCOrVTfSbkw3AodzyXc7PUH2XvSGuoptSbvmQ8GYwPlFJ4+PMBL4ZMFrske8IUDzzPQbXzHJVtD8eSoM+E4srn9dI042NU5he/TWSIBmph9Liv617fhtQ1yt/PT3HnDtbznigJa42w2FFew8L1/oP+8T3BT4FlsP7qR/UeP5btUQpxWlFK1wFaMPoWbgPXAx4DolvJngE+Fbr8odN9TSqmqbJ7D7Boxeo3iG1ttT8c2igYPG9vYpz7XwRcI8vcD/RxM15CfimSNoQzdDDrzdPtJ4yeNhug0jDiMBpMvEHq+4DSHiQencAbc7wG3jVLXQGI9OEaoss3ud/exwSQNda2N4yrmJp04vyzVuE+P3Xi8K8uG5mgH2HrSb3P8WRYOPJ9+m9YnjR6nKM8eGeS51sy9KOHkF0MTs5XkZHYyRIdPXmQUmeeU/WfJ4fFzLBdZWIP+xNvGOo3e2cGDM99/tOFjxrGXZhjnkX4bnSMOnjk8QMewI/K5j9G3G8/Rp7IKZCMnAELPGf5YjAz10z3m5ImD/QnJc149Mcb+biOgC2rj81VIScQlQBOzK+CHP72b4FAr73X/M6957Rv40FWr812quWEy0XzLvzN8/Y/YQAcNv72BvS9L1jEh5tBngD6t9T9qrXdqrTu01s9orQ+D0XsG/DPwDa31n7XWB4B3AVXA27N5AovtpHFlFjOBhc/M9yVZ4yscT0xreZLwY1xjcODPxlCoXAk3qsLDurIsT/hVuMJnvAcOZP+caerAZx/lod0nePpQkiy7rX8n2PoEDSO7qHDEDfts30y1LTRkUusshm+mLkOR1xoK5jP0egUDSZOg7OwY5ZF9se/RKx3DCUMND/dN4BnrNv4Z68xQ3hnSOjaI9tiMHqc07B5/TK/YQ3t62Bs192/AZhznNdZDVE4kGd5JVAAfbawzISD1BYKp54pCwgmAYFBPP8FXMJDVXKa+cbexPlf08er3GsfGRL/xeTn6OPjcbDs+wqE+W6QHSAX9tHQ/CtaTMfu0uX04pjrnPVwvUxoDmsW24SG5aeoi/inD/3v9xsmoMYcXh3WY/T3jdA7OrDdrNBT8jafp/X/myADPHxuOfHqndEJqlkiAJmbXM1+B48/yee89LDz3Rj57w7p8l2jONV72Nux3P0KRSbP6kTvYveWv+S6SEKeLW4EdSqk/KKUGlVJ7lFIfVZPRzEqgGXgy/ACttQt4HnjNVJ5IBwNAbjILajQEfAQDAYJBPQuLGcftMDyMaCJ9EgkV9GMKJp7pHpxwc6AnRca7rpeM3rRkL8LrSOjlCb81LxwL9bgEfCmbSmNOL3ZPkp4BMJ7v4INGT2bAR9tLD9IwshuH1x+6W0/21AR8dIayBVr8qYdG2rsPQPtmY2jhNFQ4wsF8mqVY7ENw8K9JA/5+W3SAbtSKbnsqIYmG1enlSN80e11SpEvfdjwxUUrt2AEjsD+Y5Ddt/59SDk/b2jbMgZ7xmGGsnSMOTsQNbay0d1AzfiTpPnZ1jkYa3hHdu6DtmZibHtvflzTxC2D0Gh78a8xcsCcO9vPo/qjPQaYP38BBzB7j2FedL8CRR9Nu7g8EOT44wbEBuxGIhXuZwkHt0BGjB8rrAFsP/rhg0RwIvT+Dh3D7Joc9bz4yiNXppcQ9TNmRvxLwTGHOWY66jXZ2jLKvO6qu4/b70J4eurf/xZiXlsKIw4PHH6B1YCJyksZqiz2W3b4AY8l63GYoehhu5G0P+KD9OeOkitcZmmM7vc//VEmAJmbP3j/AS9/nV4Hr6F9zF9+4/az5sQj1LGhYewmWDz7LsKWJjZvfy6uP/izfRRLidLAK+DDQDlwPfA/4BvCR0P3Nob/xLeaBqPtiKKU+oJTapZTaNTERNeSwby8LB17IokhZfgceeohdz/6Zxw5MNhaTPVKnuS9nZQlpGtxKXVfi0MVtx0dCPSJJGrNpgpGRvi7ah+xGQzlbw22RuXPHh+wx87qKvXEN8aDfmJMSDODw+in2TgYY7cMOXjo+TH+oVzI6KcBDe3oYDAVD0Ulfdrd2GkFBVM/AsN2TdZbBIl8WQ1SdRuNP2wcYd02xERpV/QGgbXCCLa1DU0shPpq8x2pwwh3piTL7HSzs20yFoyvp3J6I8ZNJb/aHer/ij5bohDulrsw90ul6RJJJaH6ET0h4Jt8Xb3yP2+GHJ68nG7I3eJgFA8bIGOVMbLhbnd6YoXXhPbv9AcY7XjEa/3Fe6RqNrNmWqsnk9Qd54mA/h+LWOKxwnKBjxMEzrxzKYrmFFEOdpzEnrW/cRd+4K+OyCP3DwzDcmrF/qt/mZiL0/lYNvBy5PRDUPHGwn+ePDdGWhpQIlwAAIABJREFUbGjwDHu+wm3UyCFg6wXHEAwcZHSw23gvs5i7mwsSoInZ0fMqwYc+yg69ngcXfowf3H0+RebT+3Cra15Bw8eeoa14Pee//CkO/vlr+S6SEKc6E/Cq1vpzWuvdWutfAP/NZIAWFv+rrpLcZmyo9U+01hdqrS+sqqqOaUBZZpDiPRmTx0ogmGKwzchxY77PNASCwfQN6zC3jfrhXZHhdha/MSzN60/eU7jtWD8DNjcuX5JerVCL50i/LdLzsfvkGKNxk/Tj26P2uCQs9O2BnlcjAVV0coFI70K88JsUtW14v64U9dA54sTm9k0mfcF4/eHXFl5CZWubMcQwevHg7jEnB+LmC5a6BhMDyDQ6R50cG7QnJGUpcQ/B0b9nnJtn8ruxhh87wwW9X2qLDTwq7V1YAkZv14Heqa8VVuE4QZkz/Xy3hpGX094fY2Ig+7l2UxW16HE4QIsEhpHjyfgb3aOnteahPT081zrEi1H1p4FSj9E7fGzQbvSc2QeJPvLtHn9ioo+YPYDT6wcdZHgsddAfPxwWSJ58Z2IATmw3rvftNdZyDKTomQ6J/w7omeEi4L5AMDK01OKzo4LepIllJmI+Z9k9Z9HECVq6H0WFTqwEgzrpEkgt3Y9i7kuSkAdAKQ4f3kfHHK6TeHq3mMXscFnx/f4f6Q9W843Kz/Gzd19GebEl36UqCFW1C1j+z0+wvfQKNu7//zh2/z8nT5MshMiFPiA+/dphYFnoerhrIb63rInEXrW0pnPeVmtN57AjIYOZwxOI9J6UugaTD7Pq3Q0eGzpD+mwV9BpzVqJS6u8+YTUa1plGNPS+Spl7gBLPaKQIVpeXxw/0JW08FQ3u5+SYMyGZybjLi+7eCa1PcLR/YnL4YpjLGArnDwRw+0MNJx1kdPdDHGw9yqgjdnL/iMPD0YyJE4wC2z1+njw8EHNb8jleiXURX+1FoQyGXaNOnjzUz7hzsrEYPYeq3+bGGZfcISF41zrt8Dm323jNvrjfh1rrISNzo38yGLX47Di9fgJas2BwK3Wjeym3TiGxSYbfoCF7dkk7+sZdOKOCc7vHnzQ7X83YPupH96AO/MnIHgkUecdp7n0alWQIbZHXCoNHUmf063whYWgjgB7toMQ9GRwpMIYVBgPGJTzn8sR26J+c66iiEsx4A0F2dY2GesGMz+uWo4MJiUxU0BuTfTIQ1FTYu4zPntbpA56O5yFqiQ0VdWyGT6TY4tK+H+seoHH4ZRq7n0wRrCfWu8vp5NF93THz/wBcDiu79u0zejDDvZ6hpCL+gJFtMTpDpTOUeTHccxz9Hrd0PzatzKIvd46y++QY/oBm4cBzLBx4Ebc/qs56XkkYfpvuO1dFbVU8Ybwmk9f4PL7a3s9TB05iCngo9o4RiDr+7X1H4/Y9ea3EkzmjZC5JgCZyS2tcf/4waqKXz5s/xX+/9zrqK4rzXaqCUlFRydn//BeeKL+ZtW2/4MT//qMsWinE7NgKxE98PQMIRysdGEHadeE7lVKlwJXAS1k9Q6hxkmzdnFGHNzKfQmtN37iL1qhhOceHHOztttIZt4bSwd5x4+w6Rk+CGjGSVCiCxvCa6Ebv0cdC5Tb+tU2MMz44ObQsMqdq5Bi9VhfBoGbYntiwSuAcTTvXwuZK1uBM3N+428+xQTv9J46BZ4Lq8aPUWI2YWYWfP5Qauz1qeJTF78TjsGEOenDFZcnLNIwqWq/VFcmyp8LlO/hX6joexuJLbEgWe0apsHehPQ6UK3mDzN+5jZbuR7F7Jt/zUYcXR/R8OB1gcCI0HCo+fX3Ah7ntSVp6Hou5ecLt49kjAzi9fkpsqdaoS6zjxqHtPHVogFGHl2KvlXJnd+Q+lew9jk/c0r83cZu0kh83OztGI0sGOL1+dnWO0jqQurE+YvdGhrdWTbRhDnpY3PuUEdREaRrcaiSLOf5sxpK1D9sj8wl19y4ah3dEFTtozIc8ucNI/x5taHKuW+Pwzsh1V2jOYrjnJNwrOTThiQwh1BrMgdiATQM14+FzQ0EYbmXM6U2ZgCQQCBiBgmM48v457ZO9k22D9pg16RRBSjzDk68rC76DD9E08CJ91lCgoydPYgD0DMQNK+3bS1ffIJ0jDmPOXIg71HtmdxvJXmJ7+zKfqhpKMSS4e8wVmedoDsT1jo12GL3nURZ0PZZ2fTqAIm+SHsYjD9Pc9yxNg1ux+B0xx2hX6LvY6fUnZH2McNuSnhDINQnQRE65tv6YsrZH+a5+G59+790srS/Pd5EKUnlpCa/9xH38ofpdLOt+mP4f3Zq/hSSFOHV9B7hUKfV5pdQapdRbgI8D/wOgjQjlu8C/KqXerJTaBNwH2IHfZtp5sW+y1yR+5JDN5aN92M5zO1/hcJ+NEbuHHqsr0niEyWFC8esnlbhje5g6+4z/6wZ3Qs+rxhAkwOnzJ8zDOfL8nzm28/GEtYXGhgfZfewERwcmaBjeZdyYqgfNbYtbaFknT9OdBZ/fKIMn1BNQNdFGpd1olIcbsKMOL2hNMBDuCUjdyMt6XlbUGnQqbigagD9onKlX3tieuGLfOLXWA5jbHsfSvjlht33j7qi1k2LLufnoZAPXpEP11fNqYvr6gQMJvQzjTl9kPt2ow5t2Ta0Bm5tdXaP4g+HAM5Et1OhOyEoJxhpqrU9M9uokyUyZNnhPJm778LFtH+2jzBk71C5c3pNjUScmZpgJZ3DCTb/NxajDy95ua4qlJEJ1OtEfczzv6hpl78kxCPhCvSqTn2sVXbsntmEKNfiPDU4kXcQ7qDWM9yQ8vd3t4fiQnc4UQ+S2HR9md1wyk0P7d0WuD014YuZDJmPxTVDmSp/op8hvx+oyPm+Ejn1T6DUWtT1pLDkBRntk+BhlvdswBbyYHPHzGI0XOOb0Js0uG7ara5RdXbH11DXqZGDESrFnhAp7V8r3PvrkgtsXYH9HD52dk3Mk3V4vthPpTy6UeoZwuxPLZ9L+SBAYThwU78W24aiyRR0HbuvsDamNIgGayBnPyd1Ynv4CW4Ln8Zp3fpmNi2vyXaSCVlZi4U0f/Q4/q/skCwa3MvKD67NI4SyEyJbW+mWMTI53AgeA/wd8EfhB1Gb/CXwbI2jbBSwC3qC1zi4NXijIaR+ObXB7QkP16keNs74JDW6/h5Lhg5gCXlRcY700LkAbnvBQ7BmlODRca2TcTiAY5FCvLdKbFAhqOPxwJDDo7e5kV9dkI+L4sJ2FA8/h9AaMnjhStIsGDuI5/Diu8ckRno3DO/Edeixh05hMiKlkkRhqzOmFkzspGz0MQKW9EyDSIxUdiDg8yedeJQQU3bsIao3N7aPaFuodidokPF/oyIl+xl3ehKGEAN0Z5tXsi2pQL+x/jsrRg3Ts3xq5zRQV/MU3nONnFh7sHQcdiKT0nwi9dpUk/ArXuTfumFLZrv0WTtziSJ2IY3v7FIdz+ZwJB1SRbwJL53PUj+5OOOkQz6TTz6k7lGSuW9Hw4chagydGnbFzkg49hDs0z2hhv5GIQ6nEJm/4OPAFNfroYyzqi13DLab6XVaqT24xrusARUf+krC/PSetMHAwIbV/MBQMe1LM3ywdTDH3KYPoOZQJa9TFLQsRfimBoGaoY29Cch6nL0DfuItdXaNEVjHQ2lh+onc7BHzYj2+LDLtMNY+13+YiEAyyLeoY2t4e27ap73maBUPbqbUeoGb8MBbfBC3dj8YkhwnPeQVjrqNnYgR/e2wiptaoYcRuX4D+TuOz7o1ahmHCaQRoh/uzW0fSFPBiCriN+gufqMpDgjuZGCRyIuCyYf3V3QR1FZ6b/4er1zTlu0jzQlmxmXd8+It8/8e1fGjoq9h+cC3V738YapdlfrAQIiOt9aNAytzXoV60r4QuOdMVlzK8o2+I8GBvr30M9+G/U+Lysci2n1J7KWQYbVDu7CEQ1Iy7vHSMOGj0lCRsY3dMnp1vHN7JgLk8oXmvAt6o0MC4t3PEwXDXKBfWr2SkY08k6Nu4uDqy5ZA1sYF8bNDO4T4bKuhPaNgGtcYEaJ25501rkmT8U5HhZOmy0dVYD9E6UE37kJ3GuOd3hhroxZ7JQLXU2YenLLZhOWBLHmTGz/uJ5w0EIdTot/jtVNrtjETF2nU9m6HZqMPoDJIAPVHBRJF3nLFRFWmQZepLmpynF3t79VQX1O56Cc66I2FHwaCOzUypgzHzopIZ2/0QdY7ayP9tQ3bMFo0v9N41Du8E7xmR+gpzevxUupJnjozZLhQMmPwuKuwncFSuoHj0CFSVJn9A0M+hUIM8uqEfekFGYgxiT6zoJNkLoz8/bl8gMl+pbsyYs2Zz+4xgOxSQhQOz6OBZaY1vsDXm/mjJhkdPFkqjdIDFvU/gqFiKvXJl0teaUG6tjQXWowKj6Gf22IbQJk33mCtmjudg6LPg9gc53DVKSVklFr8PShQE/Rw5Ojmk0BkXoFlCczS7x1y4vQGKHJNJjAZssb1Y0cdTiWeYgNn4Pkva45uBCnrRpmJebeuluPMIloYKI4lKEtkkR1rUZwT9g02Xg2V6IwdyQQI0MWM6GOTAj9/NJm8vT1z0c9540cZ8F2leKS0y86EPfoxv/6yKj/Z/AecPX0f5ex6ChRvyXTQhRAbJejjiVdi7KPZNBjj7tvwRgIWhxuXAhJul9eUZG+a+YDAyNy3ZEDhH3JpgFY5Oir2ps+w5fUEGh+z0dbURDvei53dlSmM+EcqEaPY7UXE9IDaXD4vHH5nTES/QPfUeg4qhPQm3Vdo7ONJzRsLtbYP2pAGWOZgYjKXK5BjNFEjSeNcBqsePYKtek/HxYWNOL2VF5skMi0DToJFl0VW2KOv9QGxaeqM8WcxFigsQtNbsaB9hVZWfptDxuCe0llWFvZNa68GMu/QGgthcvsjcqVQLQx/c+jdW1sQGPYf6bdSQXc8GQPXATiy2EdylC9NuNxafHTTo58SIjU3mIBNuP3XamrCOWrIhhNFLA0UyVtZPJn1pTZKsxuPzEvTHfhZjerrjRM9BjS9DS89jjNafBxjr6GmV2Gy37v4bZb74wE1T5E8zCECZmHD7GUgxH+y51iGaAKfHByo0ezPD8VUVtai4EZhPY9hqkmMn2eEUnfzFHPDgNxVTMrgXDQnDSKMT9Lywcyd1WRalaXArIw0VNFTGngzzB4JY5iAruQxxFDP2zG+/xTnWp9m67IO88R9uz3dx5qXSIjOfev89/FfLd5lwe/H89A2JE8uFEAXn6ICNtsHYM/TH4tbnCc+5AqgfnQxM4htHqQKiEs8IFY4TMbf5oobwVE4Y+4+Z04MxVDC+5ya6kXWgs48DJ4ciyQb847HD8NKlsY4eopcs6GkbsscsJjvs8MYstHz04KsxewNiFuVN7PUAx0BbivTjQWrGD0f+c/sCMcGZivwNonQgsg5XWLr5XmHhs+rRylx9VNo7qLUeTvIIki6ifXzInvIsfngYZHRvQ7iHJ5IRMqq1Ohga6mgKeih3nDCGZWVy4M8xSamCgQBaBzk56kJrzdG+cU6Gen+zCc4AesecMa81nOghPnOly2GjN8vU6KlMDuNM/Z6Z/Y6ETIWLe59gce9TdA47I+9B/LDkZHOpohPBxIo9huqsk1kgj/cMUnzkocj/Za7EdPepJEtXH/2dkSyxzfFBG/VjsScvzKEhevtDC8j7A8FIj3KFvROdYY20pkFjqK456MEccDM44ab1WGvax0x/HqEi/ClVSYI6a5J5pyWeyZ7BBUM7KPKOY07ynRGt2Gulbmz/lEoW7q0e75187ZkzyOaGBGhiRh595lkuP/aftFZcwJX3/L98F2deK7GY+fx77uDbS/+Hbm8l/l/eAkcfz3exhBBpqKA/oQERH2hNZX208rhAzHh8YsMjeghPhaMr47pSYdV9k2tiqaCXhpHJxt+e9uwbkoAx9C3opX7k1aR3x0/b6I4KIKOHR4V7k6J7PRpGJhMkZFI10RGTRS/d2lw140di5qKYsp23lUQ4iUG69c3cvkBCQBbdc5OswZ3MoT4baB1Zfyxe3dh+ytzJV4YYd8VmmLS5fEy4ffiDQXq3/pYivx2NZsLjZ3BkmMqJdiy+1MdseI5g2LDDm1UvJKTuXZuJ+PmHzf1bUm4bnhuaKpti2K6uUU7Gz2uLfdKYf6NPhDi9/tAQR+MDkCkomEpCluIki50nWykxPJcx/HpbB+2Rz1+t9SAWR/JkIpNzMRP3aevIfm26WXibUzIFPTQNvpj2mIXJOkl63/jRlPcFtY6MXIDsetxzQYY4iml7Zl8na5/7KF5LOSs/8BuUWQ6nmSqxmPmPe97I5+4v5Z3t/8LZv78b083fg/Pfme+iCSGSKJ/C2fF0wr0mUz3DC0YAWGnPbu6GisoWaw64Uy/unG4fQT/lrQ9S6zOhbanPJlucqdP0x8s03yudqom2aT82undiqqrHjYQEyQLosGOD9kgjOSx6ce6FA89lfB6nx09L/6M4KqY3NzncuLxweT1Ojz+y1ENZkTlmu9aBCcqYoMzVH9MjmUsubzAyL206gh7j+G3u38IJjAB4MFOimijh3tKRJOv4xUs1/C8bx4ccCfPtknH7AgnJXtIxJemtTrltaP7nscGJlHOycqnUPZngI364dYl7CE9JY/xDEqT7LIWVO+Lnqxrc/ukHTslGAYRNOaNpjkgPmpiWXZ2jjPzpk6wx9VJy188oqpna2HmRWrHFxDfeeS33rfk+L/o3wN8+Ci98a25PSQkh5lT88MSp0llmGbM6Z77m4sL+LXSNOBhLE5wBlHS/mPb+aMnm8hQ6UxYJUDL11GQjnPkvfpjrdERnq3T5AlnMoMytZNkys+UPBhN6L6YSnBn7MN6P+KQVU9HS/WjMnNJkkvVqJZOut3emwsMAM80lzZXoz0Mgrr3SOLwzYd2/ZLI5YVQbNZx0tuWz2SUBmpiyYwMT/PG+73Kn6Vncl3yc0nXXZX6QmJIis4lv3v0a/rTuWzwYeA088+/w98/BDH7chBCnsuya2tk2HNNJd7Y57skKRMEUZFqOD2c3DDKTrhFHzFCt+cbrm1+/f/GJcwrNXA3Vy0ZRmmRG8ZQOzqjXfCqG7J6ki60fyTJl/0xIgCampG/cxed/9iBf4sd4Fl1E+Ru+lO8inbKKzCa+/baLeHb9V/m5/0bY8UP483snF5IUQoiQrDL4zbFcBRYzNZU5gLnmz0EPWq4M2RN/O2Yy3HCuHZqDRvHpwubyzbjXPnd0zoaK51ogqJMuZJ0sAVCuSYAmsjbu9PH+n7/AV7zfoqSkhJK7fgEy72xWWcwmvn3Xeezb+Bm+5nsbHPwL3H87uFJPShdCnH4SsjWKgpCLHsvZlE0GS3Hqcc+z3sjTkQRoIituX4D3//Jl3mP9PhtUB5Y3/xhql+a7WKeFcJA2fPaH+Lj3IwS6tqF/cSOMZ5e1TQghhBAibCZzAXOtyDf/5p/OBQnQREa+QJAP/+ZV1nU/wJtNz8NVn4V1N+a7WKcVs0nxzbecQ8WFb+Odns/gGe5E//z1MDg7mbaEEEIIIUR+SIAm0goGNZ/+417Gj77A/y3+Nay9Hq7613wX67RkNim+dtsmLrrmNt7s+gJWhxv9v9dD59Z8F00IIYQQQuSIBGgiJa01X/7bQXbu2c+vqu7FVLcM3vwTMMlhky9KKT553Rncfes/cLPzy3T7qtG/vhUOPpjvogkhhBBCiByQlrZI6VtPtvLg9sM8VPddypUP3vpbKKvNd7EEcPcly/niO27gds+XOaBXo/94D2z/Ub6LJYQQQgghZkgCNJHUT59v50ebj/CXxh+zwNOFuvNX0LQ+38USUa7f2Mz/vO91vCf4/7d35mFylVX+/7z33trXrq27ek8vSXc6nQUSSAiBEJYgARFxhlGcUVHwp477qOO4zuIyM844ODo6giuouKOiKCCCDpussgaIQICkk07SSe9r1f39cWvvqt473Z0+n+epp6vue+vWe0/dW32+7znveT/CHeoU+PWH4JaPyVppgiAIgiAISxgRaMI4fnD/S3zqV0/yrdgNNPfdj7roamg8a6G7JRRhU32I77xtOx+1/R03mOfB3V+An14FYyML3TVBEARBEARhBsgiVkIeNz/Wwd//5E98MfZztvb8Cs74AGx4/UJ3S5iAleU+fvj2bVzxDQcvHSnjA499H/o64bLrwelf6O4JgiAIgiAI00AiaEKG3z51kHfd8DCfCv2aC3u+DxuvgLM+stDdEqZAZdDFj96+laebr+R9I/+PxPP/Z62V1tOx0F0TBEEQBEEQpoEINAGAO585xNuuf4gPB27jtf3XwbrXwQX/AUotdNeEKeJ1GPzvX28kvPUNvHHkAwx1/pnktefAoacXumuCIAiCIAjCFBGBJnD3nw9z1bcf4O/8t3HFwNeg7RJ45X9LOf0liK4pPrJrNbtedTl/NfIxjvX2kbj2PHjx3oXumiAIgiAIgjAFxANf5tz/Qhdv/ub9/IPn51w1eC2svhhefQ3oMj1xKfNXp9TyoSsu4/Xmv/DSsJvkt14Ju3+50N0SBEEQBEFY0ijmP7tMBNoy5uEXj/Kmb/yRTzpv4A3D37XSGi/9Oui2he6aMAec1hjhS3/7at7r+SyPjVaTvOH1mA98Y6G7JQgnHGsqAwvdBUEQBOE4oR8H9SQCbZny2MvdXPH1u/ms7RouG70RNr0FLv6SRM5OMFZEPHzzHRfwP3Wf585EO+qm9zD620+DaS501wThuKOU+gellKmU+mLONqWU+qRSar9SalApdYdSqm06x3XadCIe+9x3WDjuHAlvOm6fldTkmhGEpUhV0DXvnyECbRny5P4e3vq1O/gf7d+5cOw2q5T+BZ+TOWcnKAG3jS+/6QwePf0r/HDsDGx/+Ff6fvy3kBhb6K4JwnFDKbUZuBJ4tKDpg8D7gXcCm4BO4FallO/49lCYjB7/ynk9/rHgGoZcsaJtptJLvi+hO2f0eYeip83ofcLcM+CuXuguCEuIqG9m9/x0EI98mfGnl47xzq/ezDf4BJvNR+GiL8COj0q1xhMcTVO8e+dqyl57DV81L8H7+PUc/sZlMDq40F0ThHlHKRUAvgO8GTias10B7wE+a5rmj03TfBx4A+ADXjedz9CX+ABXeQmHo99TN+H7YlN0VEYNLwDrqoNT7lPQlR9hmkgkzQUD7qqSbROJsB5/85SO3x1o4XDklKJtI/ayKR2jFP2emmm/J/c7P1i+fcJ9Hcb82n6hORpaN2H78ZhzdDxx2bLf50wHGOYbZ4lrriu04Tj3JMux4LSSK2bF0v6PIkyL+1/o4lPXfo/vqQ/TbBxEve77cPIbFrpbwnHknLYKzn3nl/ii8ypCL/2Wg184B1PWShNOfL4K/Mg0zdsLtq8AKoBb0htM0xwEfg9MK7wR8c0uXW0689hynavpsK96V8m2mpC76PZBV3ne68ORU/Nex3yOksfMFXcJ3UoJsk1j8kZTzMvGulDmdZ+3uFi0ado4MTddQh47ppqob8Ud9K6y9Qy4i4ujeCDf8R21+Tl/8/rM64Setd2Y4ck8n8n32+dtnPZ7XPbs54zZPBwJnTTpe5pj3qLb+z21ea+9jvHTJTR3aNy26WAWcVkTsdk7zN2B1ZPuM9F1XkgxAZH7/R4vSokJm6bwOQ1A0R1YzYH42fPy+SfVzm7QocxTvB7CkDOaeb4iMnO7DroqprV/Y9R7XNOSRaAtE+7ec5jvff2/+Lb6OCGvE+3Nt0DzuQvdLWEBWBHx8Kb3foZrK/8RX8+zHL36dHr+/MeF7pYgzAtKqSuBJuBjRZrT/6EPFmw/mNNWeLyrlFIPKKUeGBwcKvm5/Z46DlScNW77gYrtQFaolPucrKkM4JyiU15T5qatQMwdim7hSPjkKb0fYEV4YqemPqd92BEBYHWlf9x+8YCzaL+jXsuZnc1o89GyIhGNEhG0iM+OTc8KqPXTiNIB+BwG1WVuCkVYr69p0vcOeqpKZqB4HQYrY9lM2YRm2SWpbCQ0B6Zm4DB03PasmKkKumiMFhdBAKO28Zm3uqYwpxDg8ReIJkfDlrzXCaP4vJoxI9ufYpHig+XbOVbWnrfN1OyM2vx0xM/JbGtrP4mKNdszr6d7fXQHxwspb6QercD+I/bi33+ucKoNuen31DLoqqDPt2LSzy41a/tIeBP7qi7IS78t5sQfrNjOiG38IExh5LQjfvak0cxchhzRotv3Ve/Ks0PTuGtKMewoy5x7+j6fSwq/l+ngdRiUlYVLtGaPW+bO2ro55qUxUvreKSSp2fN+6yZidaUfj8PARGE7TtkSItCWAb976gAPf/vv+E/tavSqDRhvvRMq2id/o3DC4nEYXHnVu/jN5m8zMAaO63ax57ffXOhuCcKcopRaBXwauNw0zZEJdi30v1SRbdaOpvlV0zQ3mqa50eXKRkiMnH/aozY/x8rWkDDc9PtWkIy0ZNqSKSe9pcJHfdhDTchtiRzneOfNrmusrQ5SlxPdKvdbn7m2KojT0OnzrmDEERpX+Gd/5c6iEYekshH2OopGONL4nAYJ3cWh6BZQioTmQCsQLwndSVWweNStLuyhdstf5AuXSZy19qr8809qkxesyk2707Ts8Y1pROnaKv00xbzYdS3Tx9HUPDRv3XqOlq2lO9Ba0kGfDL/Lxkm1ZfT6mhizWyK3o/LcTNSirdLP6rif0xrDrKsOEg+4JhTro7YA+6ouYMhZTsRjZ3Xcz4aaMhqj44Vb4Zw9vzsbkTh5+yX4yhsykUc1wfeTG/0xtPH7jdms9pNTEZOE5sBYczGd5dtI5kQJHYZGdf1KauqtfpnKyGmzzvlg+Rnjjp/QHOyrOp8z1jSwoSbI2uog1WWuVL+hpixfWB6Kbc177bLpNLTlp5bGfE6GHBG6cgY20um6uVHeAVfluP7kMuSKsaJA/MQjQTz28devSl1FR3PEbG40CCCpOzP2HP/+fNsPOsvz9k0PjKQKlq0IAAAgAElEQVQZtQcJhsuxaYpgjpCJpKKBueLwaNkaVkQ8mUj3ZLRW+DkcOYU+78TittRgkE3TqCkr/vtRH/awqtyXqSg+Zngn/RxQBFx2bEb2u+v1NuTtMaaP/7yAa2pVy9026/sctY8fqJovRKCd4PzmoWcZ/d7reYf2U4baL8f2ppvAW3zERVheKKW45BXn0/P6W9itNdH0h3dz/9feQ2JMiocIJwxbgAjwuFJqTCk1BpwJvD31/Ehqv8JoWYzxUbUJseka7VUBqoIpYZOiZvUWTmltzEvVO1CxA8fqXURyHSql0RE/m31V59MZ20pzzEtL3I9d18ZPSK/fht3QqAmVdqZMzcBuaBiaojnmZXXcz6oKHw0VVj9aKvyZyEh1bb4jY9M1hpwxS/hhqVVdU3SVZdPzxgw3xFqLf7gzQCxcxivXVbKy3BIOx4JrSvYVJp7jFMqpkDngrs6kJjmM0qKiO9AybttoTiToUHQznbGtuFrOQy+oXnwsuomOuJVhMuCpoc/XME5guos44Ll0xrZii1oROE0pegKrMm1bm6OZ46WjDIamFU3/bIp6aYx6aYh4CaadyZy+pPtRLPWwt2BunM+RdUaVYV17DVEPayoDvHJdJYmUA5sb6UkPKEwFVbeFYUeYQ7GtNJf7OH9NRUYYNEW9mQioysjdrOxNC/SxIhHCIVcMlI7d7UfXNOwVrRmxkjTy7410VC5XfPQ0XESwbl3m8/SU/cIeOxX+7Psz11mOGs+NrpUa1Cis6LeuoYbWM/8yI5CHnOUZ0e132tBzUj17fY1Tipi57QYbai1xmkt3oIXugHUf1oTc41IxK0/exbr1Gwv66yaw9gJ6/Nlrck11iLDHwZjhLlq8Jup1ZGxl063hmmFnlO5AS1HhkybsdWSEey7rGqsp9zuLRqMiXkfegEGvr4H+CYq4rDnvCtbuuAwAM2egKqnbOVCxne7Aag5Ft5AwnHm/w2CisH4Lp5JiroCE4cGc8XDN9BCBdgLzk9/cRtONF3G29iCDZ38a56u/BIaU9RXyWd3cSMP7b+PuwC42vfQNnvy3szm4f+9Cd0sQ5oIbgXZgfc7jAeCG1PNngANAJt9bKeUEtgF3T+UDch1Yh6ET9TqIBdzsbKvg4vVVNES9FAbjEoYLHOMd6qTuBKVjKoOAy25FdYrhK4eaUzFNGHAXH+FfWe5jXXWQ9TVlBFx23HaDlgp/nijUGs9if+W5UHc6tL8mu71INMWma2w/qS3jcNeGPKRTjZqr4/k7p5x/pRR+py1zzvoUUp66ytZnHM406WIBzTEfR0PrMlGPurAHu65ZDl3BcewVrSR0V55TncwphhCrqKGxthbcISvdvzpbXl/XdZK6PS8oWTivqNznYOPK7Jy4dKpZZ2wrR8vaGbUHca8oXhAk4i0ieiqKC1if06DMbSfksdMQ9XJqg+VgFqYH5kYN08J7W3OUlgp/Rnh4HAY+jwdf67ngtCIBmlIZ8ZDU7eyruoB+bz1gFU3pqDyHydjWHLWKvwSqORzdnEmVzBXdhq5BwHKyvUPW2Idj+EjecdLFKjriZ2dSORujXta0tlmpaHY3tF0CFe1ZjaoZJO3WvgfLz8z0vS/1F8DhsGGSTT2M1DRD2Qo2tq/h1IYwF6+v4uL1VThad3KgYjuq8cycPmXFV1PMS1uRVF+wnHywBBeaBg5vZk7jqOFJ3csmHofOjpZYpkBLW2WAXZtWsrEuRGtF6ehM1GtHUwp71XpWlftojnnZ1hzFabdnzlXTNGpDnjwR57YbRZfVCZRFeOX6bFGcpO6E2i2o2i2MOLKCKp06HfY6CDRYQs/QFC67bs3/UhqDqd+gIWd2vmquaFXRbCR3bVXQOk+bE2o3cySWn2abi9umURlwUWr+JwCeKE67gd1d3HYJw0Ofz8oySKQiwRvrQqyrDrKmMoCha3gdxoRR60GX9fuWHsjxTzHqNltk0asTkGTS5Bff+QI793yKMZubxGtvxNV05uRvFJYtPo+HLe++ngduvJq2P32aga9u4w+n/junn/+XE6a+CMJixjTNY8Cx3G1KqX6gK1WxEaXUfwEfUUrtxhJsHwX6gO9O5TOUAqKrYKgHYq0Yms7mwnTFlIPksumYpVL3PBHrU6035LdFmukY8aIlx6AxlQERrIH21zD6zCEAKoMuhrvGWcD6U74GPAWZEyt3ojpGMbXk+OxDfxU9I+UUYjc01tYEOXzUSXWOA2YVHMihJr+QSFJZDs2GnJH0Q9HTiB7K18AtFX72Vbey+0APzsEDme3xgBOPQydQ6efZzl7AEm0OQ7ec0dUXM/js09CTPd7quJ+n9vrA7CLisXO438pw7fU20OrqpqIuZ1Tf4bMee/cBlhgdHE3k9e2klXXsPeLFGOuzUqfUQag8CfZYx23dcgEvHx2kCnjhyPTmwFkfmh+F6fOuwNv3fN7vr6YUDt1yJMfPF1MEXTaODY5yKLoFY6yPjR47+AJ47HomTXZVPAiNxdPFvA6DvuExHLb8gYH1NUFeeP5w5nVaXHgcBp29Q4Q89rwoZ36vIJlOZUydi9tpp6XCj6OuhVufr8c+cgzoYNhhzTlK6k46U6mOTSujhN12MrORNOv8I14Hw6NJKip8HCmocxXxOugbUARddtx2nUhlAE1ZEZ+yljOpaWguuqyQzVPGjrU+nIbOQ8/+LtWXrJg2NA1jzSVEKnsYeuxn9A1ns03CXjv7M2dsYZ0X2Mb6GMm7p4v/T/U4DEgUbcrBxLdyG7x4LwBbmyL89sn9eXvYda3gOAW/J0WK4cT8TnB42eI3ufe5LpKandrqGoaNMByBpM2NGW7maFkPrr4nUEqxtjrI84f7M8VuhpxRRuwBhpxRqkYeyh7clo2w2Q0Nu6FZNghUkzCGrV00jdFkMr9T7giVwWM4K2p5oWuIZKe1uTrkJpk+5RX5vm3+4FK+nYeia6HGhBfvxaZrhD0OGAHi6637b+8vAegKrSfU9QhgZTskNR14EE3BuavLce4+PgVfRKCdYAwNDXLfV97Gxcd+ygvetdRc9X30wMQ51IIAoDSNja9+Ly+3nUnyB29k231XcctTv2H9Gz5HLDy76luCsIj5N8AFfAkoA+4DzjNNs3cqb14R8U4+pzflVHoqmorPbAvUQMVaXF0HGRxNsKGpFvr7oXc/jA2Dt4KkPkZSx4r4pMidV9JeFYBEiAf2Ws5V1OfIJnBGmjN9yGCatFcFcNn08RXq6raQPLqv6Km4bQa1IXee75PrFK2tDmYiaACsPJ/GmiRtLrclf4Ggy8Y+x/i0J6/DYFWFj90Hesh8gC+O6u0gUFCl0eNInc/qV4FuZJz/3KIBaepXrePwQ/cDJj3BVhL1xX/P4gEXHd2DOHLmsZy7ujwTZfJsvZB7H3uaQVecRHxVarqAZaew10HY68A0TV440l/0+NMhXeBBU8qK8D17q9VQ3gZHjhZ9T1OqIMnPEnZG9NQ5Nu9EYaI/8dPUXgXioOEsGLFGBgIuG33DY6ws9/Nyyhl+5bpK1N4XADgS3ojp7abGlrqwms4hlBid9Fw6y7fRXJNzTTSfi/fQMxBpYHTffozR8fay6RpbGyME3MWjFVrlBmoag6BrYKYde5U9D6xLojLogtT3efH60ssopJkwdbX5XNBt1JeH4JCf5w73sQ8rOlgsRbe5zEA53Tzf24/HbWfINMeX6y8xALq6tpyRwX72HOrLbzBNcr/DvLRLpYOZFY3FIuHlfmemQFyu+E8fRylFyGNnd+W51NSFaGeQgx02vC4Xg5pi1Oa3zjVnEKrfU0dSszPoiuN12hgdHrOET5rcwYdwExzZkz2dVNqrL1JNV+eL+Z0NNUCkmZDdQ8h7lCf3GgyMjLEi7OE5VNFUQ4/DoC7sZu+RgXFtKB0CRWo/aRoEstdG7tzdhG4n4NRhDFDKuj6O06C1CLQTiIMvPMXR69/AmWNP80j15ax743+hJKVRmCbVq04i8cF7ePLb7+G8fT9g73/fze+3fY5tO3ZJNE1Y8pimub3gtQl8MvWYFi6bUTxdrRBfHCrWMjQShkM5lR8rN8D+hy2Bp1TGofK77VB2MjzfD32dgElDxEs8OH69ok31ISs9x8wGCrsDLal+lax1AoDTprMmpziHy6aTnHB6Rc79X5A2taYygK4pbM0FJbsdXsIFJmqMeqlqqeCJl0t/0qgtlQIaqILejnFOUWZZgFTakdOm0U1q0n9mxF5lXK3WCj99hpfGFWEqAsXXfUoLs5jfiaYp2ir9eQ673+fPpHPFKorPiVFKcVZLrFhWWR5nrozSOzSW1nf5NJ3D4NP9HEuOQH2j5QxXnQTecivNjwKBFs+peGk486MnhZGiwt9wT9h65GCmijMkNXvmNz8dJc2r4ugaHykMeex09We9c5uukTDcKF9OBNfhg+pscY6x1Hc97MgKZwUlxRkAkaacfS1jmwXnNtl3MBEum54XRdU1xhXyqQu5cdeHrWuuyHBOxdpz4JmbKd+4g6e6TAZ0OzAImk4yvg6z937ser6wiwdcHBsYwd16Ie6DT3DYTBI5/EcrulYKpVvz3Ro3ZIT82a3l2YIuKTvkz78qzcpyL36XQTzgAlz427dAsBaP3eCkhgoi+9zgzrlmlMrcF3VhN0/s7yEZaQXnsDU45M1Z/N0XzxNoSd3J4cgpGOVV0Pkieb8xSoE9Ha1SmS90Mj8k6nUWF2iFpL9Pu3X9DdSeRc+IwjZyDJumYegKlM6G2ig8B5Qf3+J6ItBOBEyT52/7X8rv+gROU+fR077A+p2yvpkwc3SHh9VXXsO+hy7FddM7Of33r+e2Ry6h9fJ/pboiNvkBBGEZoBRTG01VCqIr4UAPkCPQwo3WoxTRFkugucpoL7EOU2Um1TCWiZJlRoA9kZTAm1o1xcLy/SXPBcalSTltujXHyFOqNDbQciHsvgmlVEY32DQ1rgqe224wgAfWXGp9nicKqdRQn9PApmsYQ/mfXx104o16rdLcDdsJ6XYqKuLUjg6DzY3HYeDxOKGEOAMyTrDfadBUYr2vbc1R9JxKhlsawnmvrfdPPkcl6LZbEdBiAs0VBPqt+VS+1Ih/qGHcbkdX7KK+JmhVu0smrb/xdfDCBB/sLl1OvTnm43DfCKGKOh4vW5c3v7Em5CZSGcGuAjB4qOQxtjZGSOYoo5PqgrzUNZgX7S1k1B6AlgsZeOJIyX0mwkzmR9DshpZNAY2OLxYzFdo2nMY9D1tpbrUhd0FBH+tzdE3Lin2XJX7yyuYbdlh9MQB14TEOxE8hFBkGh4/a5rXo0eZxBUZOWZEjouJrGT5oXSCZgYIS92+vvzlPQBYtaGI4YWwI9IkHlZRSKXGWIpa1YUUkBN7zM6IGrEhd0jRx2w0aIl4MTaMyXJnX135PLbo9JzUwp23YGSWBJTKHnDHgyfGdyhkMUCg0BYlxtXfVOFXutOk0xbw8vq87u7H5PEiOWdkInjC4rO/s9DVNmEBf5/O4Dvh5vM+bPW7OHN3jhQi0JU6y7wh7v/UWVhy6nYe0dkKXf421jasmf6MgTIGqk84n0fogT13/Ps5++Ucc+vLvuLn1Q+y49EocNvn5EIQJJ7CXoDI4tVLWeGPTcwxW7SKuPUR5LLVeVO1pVvraLNftGXDHgR5LJLlCULbCquB4LFVMyBO1PifcPOFxsDktYWcmcRg6zTEvHrsxriz+9lVRxhJm1onLcex2tKTmxj2Wf2illJXe6CoDwyoa0tS2CYZWQmKiFRayNEY9lLmtZQhKUTjXKuYvLfhmw5aGcN7SAbm0xv081ZH6PlLRLjQtIwaKqr7KDZY9g8UX+wYrYnX+GksQbly/Ie/zNaXw2HQI1FpR37L6osfQNJW3JIPD0EuK3TxsM7ejmRIcNREfVZEgPqfBswdDhBt3QWiG63vFWlm5tYFmIPJ8ib7liiVfOWbLRdR7i5+r225w1prsYt5KqdTae9NEt6WiqORHsSYkPRd1tfX96bP83+3MFuS4oD2OAvqGx3DZdTRNUV9k8eiWk7dbAxdD+cVxV0Q87D7Qg6Fp9PqbrWula3dO2mqWsqZTGHjqHlwOG6viProHRvPvkcazoe8gHHgsM2iys62CRNLk8X3dNKcqyub2Py3OILtURyAYgUMaw6UWsq7cAMlJJwvOGvGwljDdj/6K5M/eQdVYNz8Mv5Xz3vzPBDxTL4krCFNBd/lpu/JaDu9+E8M/fRev2P33PPCZ7zKw/RNs23a2pD0Ky5sikY1SpOepTCktciYYdqpaN2df60bRNLSpsLE+xPBoAruhoepOB5+RdeyqCxbFNhxTF5ItF4JpOTd588padlmj2lhpcVNct3tilLLOfyBVPcWYWAQopSYUZ/NC0zkwkIocNe6AUSs1ayLh55xgSYKSTBSpLUJZrhAtq7fSTNPX0hxGE3a0xOgZmt3SLkNVmzk6/GfKDUfm3tq1Nj7JuyYncy00n5eJ4GaoWGtVU81hU9PsP7MYZm602lthCbSVO/OiWBk8kQmipGr24qyA9NIQE0VIIbt+I+n015QAW1XhY1WFj8detiJcTptu/Z6MDlI4+BVvbCfeaKUZ2m0G7kDBubiC1uPAY7RVBhhcsRawlgiZyvzDDE4/tF1CXc8InS904XYU3G/TvJdmigi0pUjvQTp/+F5iL/6SZ81q7jrty7zmvJ3iKAvzSqRlK3zwPvb86mqaH/o8gdsv5Xd3nYX/gn/i5HVrF7p7gnD8cZXlpf9MRn3YjU1X49KaFiNT6mNZPRx7aVoiNW+pF90G6SITtmnaxFcBvdlKjzhT4sFXxEl2h6wy+v6FK5gV8znp7B0a35B2KiFVAGYRFmQKVM1bipfPacOXSgndvjJG7/AoD+49mqr0NzVMw8WAp2Z8AY65wlmkhHtO6fj5pK3SzzPaK6Atnh8Jd4xfLw6Ahu3jt81mMt5ck46MFROXpCSZzWUJNH0C0de4Y3zhozT127CPDmAPTCFluxSaTmXQNT1hN8eIQFtKJMbov+datNv/mUBiiG84X8eWv/4nLqyWhaeF44Ru0HTR+0mcfQW7f/IvnLbn2/CTs/j5LRcT2vkhtravlIECQSjBjNOa5pLKk+DAoyUdpMycp6lgc8HK82bel1UXwJM/K92Xiag/Pf+1K5it6FiMstKpffPKyvNB09k8SfRuOky2UG5tyM2LXVMokrDICLhtBNw2EkmTWOHi7BOwiOTHzKneCI7xQrAp5stU5yzF2a3lDI9OlHKXstBi+N9sFu9L+ppWSlmp2QNHJl631z3BQIZv/BIhSxERaEsB08R8+mb6bvoIvr7nuCe5mqdO/kcu33V20dKugjDf6O4yWl7/HwwdeRcv/uijXNjxEwZ/fBM//uUu3NvfxY6Naydc+FEQhAXCG4Wms4u3tVw48aj1XKPbrBH/UtGAaR9vEbo0qQXJj6drvKG2LG/NuaVGXfj4rDO1qCgxp28qeB1G8aIg41gEAi1dyKRgXca8IJ/NmVf2frmyCH/NhAymCc/9jt5bPoPv4B/pTMb5QvDjXPrat3BFfBahW0GYI5zhOla+9TpGOp7k8E3/wiX7bmT017/gF7/ZztH2KzjnjDNoiM5gdFwQliELPsA9i0INM8YzwyIOglDAgt8/i5UJUhyPewqfJ2LNNy1IaU73UL7CLCLQFiOJMXjmZgZv/3dch/5Ev1nGV4y3sOKCd/D3G1eMK+krCAuNPb6auiu/S/LQHrp//a+86rmfYnvsVv7vkTa+H7yY8o0Xc8H6+pLrDwmCYE2Yf3DvUVwSfRYEYc5YRCmOUHS+aWXAyd4j/YS8snZvGhFoi4meDnj4Okb++HXs/R10JmN8nSuJnv4m3rF91cQr3AvCIkCLNlH+19dA/2fpu+drrL//Wk7v/TTHbr+aX9y6hcfDO4m3bWN7a5y1VYGSZaQFYTlSXeZe+DlqwqInmKp+OV8l/pcai6kGxuJm8f6/jfmdC1qQYzEiHv9CM9QDu28i+egPUc/dgSLJvYl2fqJfTt3pl/KerU355W4FYSngCeM954Nw1vvg+Tsw7ruO1/75Zozu2zh8l5/bf7+B79g34WjcxtqVjWxaEaI+7JYCI4IgCJMQcNvY1R4ft37cckX+bUyCKNgliQi0haCnA575NTx9M8nn7kRLDNFBjJ+OXcTv3TvZsXUz/3xqbab0rCAsWXQDms7B23QODHXDntvwPfFLXrXnVv5y9E549nM883QV9yRXcYO9ESPeTnnzybStqGJ13I/LLqlegiAIhYg4y1IXctM7NMbK8jkqNnOiIkp2SSEC7XiQGIV9D8Jzd8Azv4H9DwFwQCvnVyPbuSm5GW/jafzNlnre1hKTOWbCiYkzAGsuxbHm0tQ98RDm3ruoevZO6vffj33sdtgH7IO9t8e4m2p6nFWosnp8FY2Ea1ZS2dBCtCwkkTZBEAQBsMTq+pqZLci+PJAI2lJEBNp8kBi11pnZezc8dyfm3rtRo/2YKJ7Smrlp9DJuS56Eq2oNr1xfxZfXxrOrrAvCckC3Qe2pqNpT8Wx7n5WC0f0yHHycnhcexvHSI7R3PYdv8DZcBwfhIPAn661d+DlmRBlylYO/EntZDZ5IDcGKOlzhGmsx2rkq2y0IgiAIJwQysLmUEIE2W0wTul+Cjkfh5T+SePGPqP0PoSWGAXhJq+aO0dO4K9HGQ1obqxvr2dES42urYtSEZDK4IABW6kWwBoI1+Fe9gsxynaaJOXCErpefofPFZxg4uIfk0b3ofQfw9O4n0vMY4X294w43qHnot0cZdldg+uLowWqcoSq8sTpswWpLxLnDkvIhCIIgnNiEm6Fnv/U/T1gyiECbKmMj0P0Sya69DHfuYWj/43DwCTzHnsY+ZjmIoxg8nqznoeQOHko286TRSryqgVNWhPibFSE+X1Mmc2oEYToohfJECK+KEF512rjmYwMjPHzgCF0de+k99CLDXS9h9nRg7+/AM9BJbOAwFUeeIcZRdJWf5jGKjR5bhAFnOcOucsa8cZS/CqOsCle4Bm+kFm+kCs2QuaCCIAjCEsUbhfbXLHQvhGmyOAWaaUIyAZip6jPT+9vRPciezh6SCTDNJEkzSdI0MZNJkkkT0zQhMYIaHUAf68cc6Sc53A8j/WgjPdiHunCOHME50oVrpIvgaCfh5GF0kmiACxgzXew2a3gquZk9qo4uXzPJ2FqaqyK0xv2cE/dRU+aWMuKCMI8E3XY2NMShIQ5szmszTZOjA6Mc7Bni6WN99Bzex+CRlxk7ug+tdz+2gQN4hzsp6z5Mefcj1KjbcajRvGMkTEWnCnJYhenTA4zqLsYMDwnDQ8LmAZsH7B6UYUczbGi6Hc3mQDds6DYHus2OYdgwdB2boWEzDDRNJxGoA185Sil0pdA1haZZzzUNNJV+XuL3o8SUArNEQ7EiXsX2LHPbZH6fIAiCICwwi1Og9R+GzzXN+O3x1GM2HMXHMRWkVw+yx9nGg85qBjw1jPprSQbr8cdqqQ55eEXQRcRrF6dGEBYZSilCHjshj53WuB+oBDaN2880TfpHEnT2DdPd1cnAkRcZO7aP5LF96L0dOAYP4hk+SGysB1uiE8foAM7kEC4G0UnOqG+fHP0bvpk4f3YnOA889U/nS5RfEARBEBYYZc7D+ghKqUPA3jk/8OyJAIcXuhNLELHbzBC7TR+x2cxYTHarM00zutCdOB4opXqBpxe6H0uMxXStLgXEXtNHbDZ9xGbTZ5VpmvNWkWxeImiL9Z+zUuoB0zQ3LnQ/lhpit5khdps+YrOZIXZbMJ4Wu08PuVanh9hr+ojNpo/YbPoopR6Yz+PLSoeCIAiCIAiCIAiLBBFogiAIgiAIgiAIi4TlJtC+utAdWKKI3WaG2G36iM1mhthtYRC7Tx+x2fQQe00fsdn0EZtNn3m12bwUCREEQRAEQRAEQRCmz3KLoAmCIAiCIAiCICxaRKAJgiAIgiAIgiAsEk4ogaaUeodS6lGlVE/qcY9SaldOu1JKfVIptV8pNaiUukMp1baQfV5sKKX+QSllKqW+mLNN7FaElE3MgseBnHaxWwmUUnGl1LeUUoeUUkNKqSeVUmfmtIvtClBKvVDkejOVUr/M2eftSqnnUzZ9UCm1bSH7fCKzXG2tlDpDKfVzpdS+1PX3xoL2Se9dpVSZUuo6pVR36nGdUipYsE+7UurO1DH2KaU+rpRSx+EU5xSl1IeVUvenfJJDSqlfKKXWFOwjNstBzYEvt5zsVYiaoR+3nGym5sB/m297nVACDXgZ+BBwErARuB24USm1NtX+QeD9wDuBTUAncKtSat4WmltKKKU2A1cCjxY0id1K8zQQz3m057SJ3YqQ+gG7C1DALqAVy0adObuJ7cazifxr7STABH4AoJS6DLga+DSwAbgbuFkpVbsgvT2BWea29gKPA+8GBou0T+Xe/S7W9fsK4PzU8+vSjUopP3ArcDB1jHcBHwDeN8fncjzYDvwPcBqwAxgDblNKhXL2EZvlMxe+3HKyV4ZZ+nHLzWaz9d/m116maZ7QD6ALeCuWM9gBfCSnzQX0Am9d6H4u9AMIAH/G+gdyB/DF1HaxW2mbfRJ4vESb2K203T4N3DVBu9huanb8CHAMcKde3wdcU7DPs8BnFrqvJ9pDbJ055z7gjTmvJ713sQZkTGBrzj6np7atSr1+G9ADuHL2+Siwj1Rxs6X6wBK4CeAisdm07DZlX2652otZ+HHLzWbM0n87HvY60SJoGZRSulLqr7B+DO8GVgAVwC3pfUzTHAR+jzWytdz5KvAj0zRvL9gudpuYhlTY+nml1A1KqYbUdrFbaV4F3KeU+r5SqlMp9YhS6m9zwv5iu0lI2erNwPWmaQ4opezAyeTYLMUtiM3mFLH1hEzl3t2CJezuznnfXUB/wT5/SL03zW+ASqB+Pjp+HPFhZS8dTb0Wm03ADH255Wqv2fhxy9Fms/Hf5t1eJ1DAs+8AAARhSURBVJxAS+V79gHDwFeAS0zTfAzL2GCFGnM5mNO2LFFKXQk0AR8r0ix2K819wBuxwttXYtnjbqVUGLHbRDQAbweeA3ZipYp9FnhHql1sNznnYv0TuTb1OgLoiM2OB2Lr0kzl3q0ADpmp4WSA1PPOgn2KHSP3M5YqVwOPAPekXovNijBLX2452mu2ftxys9ls/bd5t5cxlbNYYjwNrAeCwKXAt5RS23PaCxd+U0W2LRuUUquwUs62maY5MsGuYrcCTNO8Ofe1UupeLNHxBuDe9G4Fb1v2dsMaGHrANM0Pp14/rJRqxhJoX8zZT2xXmiuB+03TfKRgu9js+CG2Ls1ktilmp8n2USW2LxmUUv+JlQZ1ummaiYJmsVk+s/Xllo295tCPWzY2myP/bV7tdcJF0EzTHDFNc49pmmkH8BHgvUC6Okuhao0xXuEuJ7ZgjQg/rpQaU0qNAWcCb089P5LaT+w2CaZp9gFPAM3I9TYRHcCTBdueAtIFFsR2E6CUigEXA9fkbD6MNa9FbDb/iK1LM5V79wAQy61klnoeLdin2DFgidpYKfV54LXADtM0n8tpEpsVYZa+3HKz11z4ccvNZnnMwH+bd3udcAKtCBrgAJ7HMta56QallBPYRn4O6XLjRqzKNetzHg8AN6SeP4PYbUqk7NKCJUDkeivNXcCqgm0rgb2p52K7iXkjVtrPDekNqVHTB8mxWYpzEZvNKWLrCZnKvXsP1nyiLTnv2wJ4CvbZlnpvmnOB/cAL89Hx+UQpdTXwOixxtrugWWw2Nabjyy03e82FH7fcbJbHDPy3+bfXQldSmcsH1jyWbViT79qBzwBJ4BWp9g9hVVR5NbAG6+LdD/gWuu+L6UFO9R+x24R2+hzWKNUK4FTgppSd6sRuE9ptEzCKVYWwCfgLoBt4R84+YrvitlNY/2yvKdJ2GTACvAWrwtTVWJOY6xa63yfaYznbGsspSTuBA8DHU89rU+2T3rvAzcBjwGYsp+Yx4Bc57QEsB+mG1DFenTrm+xf6/Gdgry+l+r4DazQ9/fDm7CM2y7fZrH255WSvEja8g2n6ccvJZsyB/zbf9lpwI82xwb+JNQo/jDVR7zZgZ067wiqt2QEMAXcCaxa634vtUeTGFrsVt1P6hh3BKpv6Y2C12G1KttsF/Clll2ew1gdROe1iu+J2Owsrd/2UEu1vxxqZG8aK8pyx0H0+UR/L1dZY63qZRR7fTLVPeu8CIeD6lLPSk3oeLNinHatq2lDqWJ/I/Y1YKo8StjKBT+bsIzbLP49vMktfbjnZq4QN72Caftxyshlz4L/Nt71U6gCCIAiCIAiCIAjCArMc5qAJgiAIgiAIgiAsCUSgCYIgCIIgCIIgLBJEoAmCIAiCIAiCICwSRKAJgiAIgiAIgiAsEkSgCYIgCIIgCIIgLBJEoAmCIAiCIAiCICwSRKAJgiAIgiAIgiAsEkSgCYIgCIIgCIIgLBJEoAmCIAiCIAiCICwS/j9R9K58nl5d5AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with pm.Model() as comparing_groups:\n", + " μ = pm.Normal('μ', mu=0, sd=10, shape=groups) #设置μ的åˆå§‹å…ˆéªŒåˆ†å¸ƒä¸ºæ­£å¤ªåˆ†å¸ƒ\n", + " σ = pm.HalfNormal('σ', sd=10, shape=groups) #设置σ的åˆå§‹å…ˆéªŒåˆ†å¸ƒä¸ºæ­£å¤ªåˆ†å¸ƒ\n", + "\n", + " y = pm.Normal('y', mu=μ[idx], sd=σ[idx], observed=price) #设置似然å˜é‡y\n", + "\n", + " trace_groups = pm.sample(5000, tune=5000)\n", + "az.plot_trace(trace_groups);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhpd_3%hpd_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
μ[0]82.0000.30381.41382.5590.0030.00211675.011675.011713.06969.01.0
μ[1]62.4260.16462.11362.7360.0010.00112198.012197.012192.07775.01.0
μ[2]37.2180.20136.85037.6020.0020.00111271.011271.011280.06824.01.0
μ[3]31.1210.13530.87331.3770.0010.00112749.012748.012759.07521.01.0
μ[4]21.14510.0421.58539.2150.0910.06812051.010767.012034.08291.01.0
μ[5]18.49710.152-0.24837.4920.0920.07012160.010443.012155.08544.01.0
σ[0]23.4080.21822.98523.8130.0020.00111380.011370.011425.06827.01.0
σ[1]21.4270.11421.20721.6330.0010.00112443.012442.012433.07306.01.0
σ[2]5.4220.1435.1625.6980.0010.00111693.011693.011673.07468.01.0
σ[3]5.6910.0965.5165.8760.0010.00112472.012472.012461.06670.01.0
σ[4]55.6365.20745.60165.0810.0480.03411768.011607.011713.07395.01.0
σ[5]47.0275.33537.18556.8760.0480.03412324.012214.012281.07921.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hpd_3% hpd_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", + "μ[0] 82.000 0.303 81.413 82.559 0.003 0.002 11675.0 11675.0 \n", + "μ[1] 62.426 0.164 62.113 62.736 0.001 0.001 12198.0 12197.0 \n", + "μ[2] 37.218 0.201 36.850 37.602 0.002 0.001 11271.0 11271.0 \n", + "μ[3] 31.121 0.135 30.873 31.377 0.001 0.001 12749.0 12748.0 \n", + "μ[4] 21.145 10.042 1.585 39.215 0.091 0.068 12051.0 10767.0 \n", + "μ[5] 18.497 10.152 -0.248 37.492 0.092 0.070 12160.0 10443.0 \n", + "σ[0] 23.408 0.218 22.985 23.813 0.002 0.001 11380.0 11370.0 \n", + "σ[1] 21.427 0.114 21.207 21.633 0.001 0.001 12443.0 12442.0 \n", + "σ[2] 5.422 0.143 5.162 5.698 0.001 0.001 11693.0 11693.0 \n", + "σ[3] 5.691 0.096 5.516 5.876 0.001 0.001 12472.0 12472.0 \n", + "σ[4] 55.636 5.207 45.601 65.081 0.048 0.034 11768.0 11607.0 \n", + "σ[5] 47.027 5.335 37.185 56.876 0.048 0.034 12324.0 12214.0 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "μ[0] 11713.0 6969.0 1.0 \n", + "μ[1] 12192.0 7775.0 1.0 \n", + "μ[2] 11280.0 6824.0 1.0 \n", + "μ[3] 12759.0 7521.0 1.0 \n", + "μ[4] 12034.0 8291.0 1.0 \n", + "μ[5] 12155.0 8544.0 1.0 \n", + "σ[0] 11425.0 6827.0 1.0 \n", + "σ[1] 12433.0 7306.0 1.0 \n", + "σ[2] 11673.0 7468.0 1.0 \n", + "σ[3] 12461.0 6670.0 1.0 \n", + "σ[4] 11713.0 7395.0 1.0 \n", + "σ[5] 12281.0 7921.0 1.0 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "flat_fares = az.from_pymc3(trace=trace_groups)\n", + "fares_gaussian = az.summary(flat_fares)\n", + "fares_gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3ZxQRERERaSjuit1PllNYAgEQHeJfJXYf8HzV/hVj923btrF69WpeeumlSn0eeughHn30UUpKSti2bRs5OTm0adOmyliRkZE8+eSTPPbYY07ntnXrVvr161flnJYtW7Jr164636MnKEEtIiIi4kT//v2x2WxkZWUxaNAgp33KgtmKqxj27t3LihUr6NKli9NzdhzJxsugyuN/ULXEB8A3mw/zr6U7+c/N3YmNDDqlEh9lmjRpQpMmTbDb7bz66quMGDGixkf9rrrqKt555x02b97seKxx165d7N27l65du57yPERERERE6pO7YveT5RSV4BfsRViAjyN2zy4o5sZZP/PnPq24OqlFpf4VY/f58+dXKj8C0K9fP/76179y7bXXAjBixAjHk5Nl3n77bT799FM+//xzWrVqVe3cWrZsydq1ayu1paenk5qaSlxcXJ3uz1OUoBYRERFxol27dowbN45Ro0bx0EMP0bNnTwoKCti0aRPbt2/njTfeIDExkdjYWB544AGefPJJsrOzmTx5Mi1atKh23O1HcmgZFUyAb9Xaz3FxcVWCx4BmWby22cCnSQI9uzSvcs73339PWloaa9asAWDRokU0btyYDh06OJLK8+fPZ+/evbRv356jR48ya9Ystm7dWmW1to+PD5MmTWLSpEkADB8+nO7du3Pttdfy1FNP4e3tzaRJk2jbti033HCDS5+niIiIiIi7uCt2P1lOgY3oED8Mw3DE7na7SdDCDEJjW9OzZ2K15/bu3dtpe5s2bUhOTgYgNja2Ssm/ZcuWVamJDVVj93HjxnHNNdcwduxYRo8eTW5uLs8++yx+fn7cdNNNdb5HT1CCWkRERKQaM2fOpG3btsyaNYtJkyYRFhZGhw4dHJsD+vv788knnzB+/HhGjBhBbGwsEydOZNmyZWzcuNHpmNuPZtO2SdXV09VJiAnBx8tgy6ETXOUkQT158mS+//57x/t77rnH0Z6SkgJYwetrr73Gzp07CQgI4PLLL+ett96qEozbbDbsdrvjvbe3NwsXLuS+++7jjjvuwG63M3DgQGbMmIGvr2+d70FERERExN3cEbufLLewhCahlWtAe3kZNAr243huUb3fU01Ojt2vvvpq3n//fZ5//nmuv/56AgIC6NmzJ8uWLaN586p/R5xJjLLdKuugzh1FREREpKqCYhsdJn3F+H4JPDC4XZ3Pu/yfy2keEcBbt13oxtn9Ibi+Q+SZTzG2iIiIyB/Elf/6gSZhAcwee0Gl9iEvLee8RkHMuqWnh2Z22jwaZ2t3GxEREZEGsjstF7sJbZq4Vke6Q/MwNh864aZZiYiIiIhIXRzLKSQ6xK9Ke6NgP9JzCj0wo7ODEtQiIiIiDWTH0WwA2rmYoG7XNJQjJwrJyit2x7RERERERKQWdrtJek4R0SH+VY5Fhfg3eImPs4kS1CIiIiINZFdaLoYBcdFBLp3XJsaqWb0zLdsd0xIRERERkVpk5RdTYjedJ6iD/UhXgvqUKUEtIiIi0kD2pefSPDwQfx9vl85rE2OtuN5xJMcd0xIRERERkVocKy3hER3qPEGdXVBCYYmtoad1VlCCWkRERKSBpKbn0TLKtdXTAC0iAwnw9WLHUSWoRUREREQ8oayER6MgJzWoS+tSZ+SqJN+pOPMT1OvmWT8iIiIif3D7jufRMirY5fO8vQziG4coQS31RzG2iIiIiEsy863kc0SQb5VjUcFWgvqYNko8JT6enkCtsvZ7egYiIiIip+1EQTHHc4tOaQU1WHWoV+85Xs+zknOWYmwRERERl5RtWO4sQR1Zuqo6K18rqE/Fmb+CWkREROQssC89D4C4U01QNwnl96wCsgsU9IqIiIiINLTMfKvER6STEh8RpW2ZeYrVT4US1CIiIiINIDU9F4DzG7le4gMgISYEgF1pufU2JxERERERqZvMvGJ8vQ2C/KpueF62qjojr6ihp3VWUIJaREREpAHsLV1BfaolPto2CQVgx5HsepuTiIiIiIjUTWZ+MeGBfhiGUeVYeKCVoFaJj1OjBLWIiIhIA9ibnkt0iD/B/qe2Bch5kYH4+XixUxslioiIiIg0uKy8Yqf1pwECfL0J9PUmUyuoT8mZv0miiIiInB0y98PSKbBrKRTlQlQCXHQXdL+lbufnHYdvn4KtCyD/OES0hO5j4JK/gFfpY3YlhbAkBTZ+DLZiaHs5DH0WAsLLx1nwAPw6B8b/DI1a1fttOmxdAD/+Ew5vBB8/rjfbUxQ+9pSH8/H2onV0MDucJajTd8GKl2D/akjbBphgeMNkJ5sq2m2w8hX49f8gcx8ENoLEK6H/YxDUqHLfI5ut72zfT1BSBE07Qe+/Wf3roi7feUEWLHoYti8Gb1/odB0MTAEf//I+c6+Hg2sgLz2clKysul1cRERERE7LOR6/07IXDJgEMe0BqwZ1RKDzBDVYZT4y6lqD+kyN31PCzweeBi4HQoDtwL9IyXqzQp9w4F/AlUAx8B7wCClZhRX6LAAuBBLqEr8rQS0iIiLul30E3hwM2b+Xtx3ZCF/cCzlH4LIHaz6/OB/evgqObipvS98B30yC9J0w7GWrbcUMWPVvuOwhCGsG8/8GXj5w9SvW8bTtsOZtKyh2Z3C7/j349K7y9yX5XMAqOhX/Bke7QUziKQ3bpkko6/ZnVD1wdIsVsNbFlxNg7Zzy9zmH4X9vwr5V8P+Wgm9g+ZizL4fCE+V9D/wC790Iw1+HrjfUfJ26fueL/wHr58GVL0L2YVj+nBV0J5ce3/Ud7PjaOn7BHUpOi4iIiDQExe+wbSGk/gh3fAMxiWTmFdMsPKDaISKC/Oq+SeKZGL+nhDcFfgJaVGjtArxBSnhTUrKmlra9CNwC3A00Bx4H0oGnSscZCFwB3F3XxSUq8SEiIiLut+zp8uB2+OvwwHZo0bP02LPW6oyarPp3eXA7YDI8uBsSr7Le//p/1soDgO1fWb8v/Qv0vN1aebF9cfk4X0+0kp+X/b1+7gugMNsKmssU5VkrgsFaJTJhA0U3fkqh6UOgPddKyNZVcQH89pG1+gRoExPC/uP55BfZKvcLawZ9HoDR70OLHtWPt391eXCbeJX1OQ6YbL0/uglW/ae87+J/WMGttx/c8jlM2GDdD8Cih6z7rEldv/Pti63v6YI74JLxpW2l36PdDl8/BjEdoMfYmq8nIiIiIvXnHI/fueVzKw4uPOGI3zPzrBrU1YkI9CUvL6dS/F6tMzF+hycoT06PAZoBP5e+n1y6uhrgKiCTlKxXsZLVZW2QEu4FvABsBGbVdsEySlCLiIiIe9ntsPFT63V0O+tf7kOblCcj7cWw+fOax/jtI+u3Xyj0mgDBUdD7/qrHbaU137z9yn/bSp80K1uJ2/8x8A89/fvatwo+uwemt7NWNZTZ+Q0UZFqve94OkS1JDb+An+wdrbbd30Fues1jH/4NFj4EL7SDj++wgmggISbEupW0k8p8tOhhPX7Ybgj4BFY/7m8flr/ufb/1OfaaYH2uUP455h6D3cus162SoXVfiGxp3Q9Y97dzSfXXceU7txWVf19lZT3KvrO1/2et1Ln86fLHQEVERETEvRS/W/Fvq2SrrTR+z8qvvgY1h3/jztxXefXITZXi92qdafG7lVguW2K9hZSsd0nJOkx5AtoXGFH62g8oK7ZdVtajrD7fHVirrv9GStZJq2qqpxIfIiIi4l4Ze6Cw9MmuqITy9oqvD2+o/vySQkjbar2OjCtPVEbFVz2/ZS8rubvlS2u1QG4atLuifCVuk87Qbcyp30tOmlWOYu0cOLbdagtuXLkO36H15a9L73Fveh77zWb0Yz2YdjjymxU0VlSQZQWYa+fA72utNv9wa+ygKKBygrpTi3BcVmlupZ+fl7f1uR75zfqcSwqtz9O0V7qHKq8Pb4AOw5xfx5XvvGUv6/HJfavKV+K07AWFOfDd09B2KMT3c/lWRUREROQUKX4vf73zGzDtlBzaQE5hSeUa1CfF7/2AbIIqxe+nraHid4gHyv7A2F6hveLrbqW/lwPDSAnvBbR0tKWEhwBTgC9JyaohG16VEtQiIiLiXnkVVgtXXPlQ8XVuWvXn52eUB1uVzg+ren7yw1bttU/+n/W+WVcYMq18Je6t88Gr9AEyW7G1KV9t7DbYuRR+fcd63NBeDD4B0OEa6DoaEgaCd4WQysn97k3PJZcKKyNyj5W/Tl1hBbWbP4fiPGtzlIRB0HWU9Rifb3mdu5ZRQXgZsNPZRol1UWluFT6/ss/VtFmfd8VHEk/lO3PlOx8yDU4ctOrlgbXio+8j8OOL1jwGP1U6NxOeiPAhJauk+guLiIiIyGlT/F7ldV7GYSDMWkFdTfz+BZfx6Jbz2finqzEMo/Z51kVDxe8QXeH1iWpex5T+ngDEAj+Wvl8KpACPAlGAVY8lJdwAvOsSvytBLSIiIu5lmtUdqPC6hgDOlfODGsGtX1glNOzFENq0fCVu4lXWCo1vJsH/3oaibGjaBf40A5onVX/9De/DZ3dbr8+7yEocd7wWAiPqPN+96XnE+ji5x9Qf4e3SHbWbdLIC5i4jISSmal/A38ebllHBp56grutn2ZDfWWRLuGu5tUGil6/12GLWAVj5b7jwTghrDp+PL3vMNI+U8B+BP5OStbv6CYiIiIjIKVP8XmW+eUVWwr113jp4+1ar8aT4/dD3u8jduJXcIhsh/vWUcm2o+L36gxXbrcFSslKBHqSENwOKSck6Rkr4ecDfgFeAA6SEv4lVMsSvLvG7alCLiIiIewVX+Mf4irXYCnOc9zlZUCMwvJycX+H1yecHR1nBLVgrcfMzYPCT8Ovb1k7hrZOtzV6ObYf3x0BJEdUyKtQ+Ljhh/RTnV9/fyf2mpufSLMBWtU/FsQuzrU1NaqlXF9845NQT1JXmVmExRNl3YXhbgXtwhUcST+U7O5XvPLRp+XWXpIBfECQ/BMufg7XvWn9YwF+BvsDc6i8uIiIiIqdF8Xvp6/L7PeFlrV4O9vev3LdC/B4ZZNXRzsyrYW6uaqj4HSour66wVJvQavpAStYhUrLKHg2dBuRilfh4HLgd+D/qGL8rQS0iIiLuFdnKqqUMkL6zvL3i66Zdqj/fxx8aJ1qvM1KtR/YA0nfVfn7ZStyLxkGj1rDrW6v9sgehy/VWHeisfZC+o/rrd70Bbl8MSTdD5j5YMhn+2QHmDIcNH1TdDbtZ1yr3uO94HvFeh602w8uqpQfQ8hIYt8KaX+EJ+P5ZeLk7vDkY/jcb8jOrTCchJoTU9FxKbPbq51ydSnMr/fzsNutzBetz9vG3Ps+yPypO5Ts7ne/84Bqrll/fR61gu+w7GzCJ0p3CfwMuJiU8zPkAIiIiInJaFL9Xfm14cTjQquXsFVd9/N7x0MeEkUtmXnH1c3NVQ8XvsAsoLTxO2wrtFV+vdXpmSvgFwGhgMilZmcDg0iP/qGv8rgS1iIiIuJeXF3Qabr0+ts0KCnOOwsqZpcd9oeM15f1Twq2fT+8ub+tcumF0Uba1giI33VpZ4Th+vfNrL0kB/xAroIXy1RRlteu8fCr/rs75F8M1M+Hv2+FP/7J23d71rVUrb3pb+Gx8ed+EQRBQ+vjg/2ZTnJ7K+Zm/0C7/V6utdb/KKxyadoKhz8ID22DEbOv4gV9g/t+ssT+41Vr1UTZ8TAjFNpO9xysE1rZi6zMpezSyTFlbSWHVz+nHF61jK2ZYnyuUf87B0eWbOO753toRPGOvlTQHCIy0aveB1V72nX33TOnn6eJ3XtHiiVagXbbj+MnfGRRjPV5Y513BRURERMQF53j8TsZeK/7d873V1rofaTZrIXFEoF+18XvHXyfzi/89NFk8rlL87tSZFr+nZNmB90uv1J6U8JtICW8C3F/aVgx8WM3dvAhsBl4ru7sK55T9rjF+V4JaRERE3K/vPyC0ufX6k/8H09vAwf+VHnsYwmNrPv/ieyCmo/V66RPwfGvYOt963/0WOO+CqueUrcTtNxECSv+xvt1Q6/fq12HPcit4i0qARvFVz3fGPwR63Ap/XgL3/AyX/MVasbDu3fI+fkFWwAqQuRffl7syx3cqPmaxtbHJ5U87H9vHHzpdB7d8BhPWQ/IjVi3qzZ9ZjziWSogJAU7aKHFyU0mkAAAgAElEQVTfKuszeb417P/ZajNt5W2/fWS1nXdh+S7oW+dbx5Y+Yb2P6QgXV/ij4vKnrfnaiuD/roYZXSBzr3VsyDTrPmtyKt/5pk9h30q4fGr5bu9l39lPr0BK+DAgCfiOlKzcmicgIiIiIqfsHI7fmdHFin9tRY74PTPfyrWGB1XYpPGk+D29599II5zG+xZWit+dOhPjd5gMHCx9/S5wGLio9P0TpGTtr3JGSvj1QG/gflKyyhLQX5b+fqCu8bsS1CIiIuJ+oU3gjq+tFQCBjcDb39pUZNjL5asjauIbCGPnQ887IKQJePtZgemgKXDVS87PWTwRYjpYAXCZLjdYpSJ2LIF5o61H5kb9t/Iu3nUVk2glUh/YCiP/r/KxrqOscVv0xOYdwAkziIzYAdajhjGJtY8dcT70exQmbICbP6m0oUt842CAU69D/acZMPAJ6/Pz9oOQptbnOna+9Tk77q+9Nd+2Q61HPH0CoUVP676setA1c/U7LymyVsy0uRwSBpS395pg/SFhrf54ByvgvaXqACIiIiJSb87h+B2fQCv+bTvUEb9n5RXhZUBodZsfRpyP7bJH6FP4Ekt7vlr9hoynoqHi95Ssw8ClwH+BdKAQ2IC1weHUqv3D/bBqTy8gJevrCkeew1pVPY46xu+GWe0uj1XUuWO9+v4563fyQx65vIiIiMjpmLMylcc/38TP/xhAk7CAehnz4qeXcml8FC/eUMPu5WenGrce/4NSjC0iIiJyhpv0+Ua+XP87aycNrrZPYYmNdo99xYOXt2N8v4QGnF298GicrRXUIiIiIm6051gegb7exIT61965jhJiQtiZdoorqEVERERExCUZecVEBPnV2Mffx5sgP28ycosaaFZnDyWoRURERNxob3ouLaOCMIz6W5SQEBPCrqM5uPAknIiIiIiInKLMvCLCA31r7RcR6EtGXnGt/aQyJahFRERE3Cg1PZe4qOB6HTM+JoTcIhuHsgrqdVwREREREakqK7+YiKDaE9ThQX5k5StB7SolqEVERETcxGY32X88n7jo+k1QJzQOAU5jo0QREREREamzzLxiIuq4gjorXyU+XKUEtYiIiIib/J6ZT5HNTlxUUL2OmxCjBLWIiIiISEPJzCuqtQY1QESQL5kq8eEyJahFRERE3GRveh4ALeu5xEd0iB/hgb7aKFFERERExM1sdpMTBSV1q0Ed5EumSny4TAlqERERETdJTc8FoFU9l/gwDIOEmBCtoBYRERERcbMTpQnnOtWgDvQjK69Ym5m7SAlqERERETdJPZZLgK8XMaH+9T52QuMQdilBLSIiIiLiVpkuJKgjgnwpstnJL7a5e1pnFSWoRURERNwkNT2Plo2C8fIy6n3shJgQ0nOLyMjVJiwiIiIiIu6SmWfF2xGBdahBXVoGRHWoXaMEtYiIiIib7E3PJS66fjdILFO2UeIu1aEWEREREXGbshXU4XVcQQ1KULtKCWoRERERN7DbTfYezyOunjdILFOWoFYdahERERER98kqTTZH1GGTxPDSVdaZ+XrK0RVKUIuIiIi4waETBRSV2GnppgR1i4hAAny9lKAWEREREXEjR4mPoDqU+ChdQZ2lFdQuUYJaRERExA32HssFcFuJDy8vg9bRIexUiQ8REREREbcpK/ERFuBTa19HiY98JahdoQS1iIiIiBvsSS9NULtpBTVYZT60glpERERExH0y84oJDfDBx7v2NGrZRoqqQe0aJahFRERE3GBPWi4Bvl40DQtw2zUSYkI4mJlPfpHNbdcQERERETmXZeUXO1ZG1ybQzxt/Hy/VoHaREtQiIiIibrAzLYfW0SF4eRluu0ZCTAimCbtU5kNERERExC0y84ocK6PrIiLIVzWoXaQEtYiIiIgb7ErLISEmxK3XKBtfCWoREREREffIdGEFNVhlPlTiwzVKUIuIiIjUs4JiGwcy8olv7N4EdVxUMN5ehupQi4iIiIi4SWZeMeGBdU9Qhwf5qsSHi5SgFhEREalnu9NyMU3cvoLaz8eLlo2ClKAWEREREXGTjLwiIoNcKPER6KsV1C5SglpERESknu0sLbkRHxPs9mvFx4QoQS0iIiIi4gY2u0lWfjGRrpT4CPIlK18JalcoQS0iIiJSz3YdzcHLsEpwuFtCTAip6bmU2Oxuv5aIiIiIyLnkRH4xpgkRrqygDlINalcpQS0iIiJSz3am5XBeoyACfL3dfq34xiEU20z2Hs9z+7VERERERM4lGXlWLenIYBdqUAf6kl9so6DY5q5pnXWUoBYRERGpZ7uO5pDg5g0Sy5TVuVaZDxERERGR+pVRuhLatRXUVjL7hMp81JkS1CIiIiL1yGY32X0sl3g3b5BYJr6xVUZECWoRERERkfqVWbaC2qVNEq2+mUpQ15kS1CIiIiKlPvvsM7p06YK/vz+tWrXixRdfrLH/fffdh2EY/P3vf3e0HczIJ/fIXt566EbCw8MZNWoUOTmVk8fLly+nRYsWVdqdefvttzEMw2nflJQUWsU2o0VEINuPZJOamophGI6f0NBQevbsyQcffOA45+Q+wcHBxMfHc9NNN/HDDz/UOh8RERERkTNBfcTuAFu3buWiiy5yGrtn5BVTsH8jQy7sUOfY/aquzbEX5VepQ52SkkJ0dLTjvWL3ckpQi4iIiAArVqzg2muv5cILL+TLL7/k9ttv5+GHH+all15y2n/z5s3Mnj2bsLCwSu0707I5tuAlEhIS+OCDD9i8eTNPP/2047jdbue+++7jmWeeISSkflZZJzYNZeuhbMf76dOns3LlSj7++GPatGnDDTfcwPz58yudU9Zn4cKFPP7446Snp3PZZZfxxBNP1MucRERERETcpb5id4CxY8dWG7sfzykgY+ksUp58yuXYvWz1dW0Uu4OPpycgIiIiciaYMmUKvXv35o033gBg8ODBZGRkMGXKFO655x78/Co/1vfXv/6VCRMmMGfOnErtm1KPUnRoGy/PWEpCyxZkZmYyffp0R6D75ptv4uvry5gxY+pt7onNQvl+exqFJdZGLO3atePiiy8GYODAgfz666/85z//4aqrrnKcU7FPcnIyY8eOZdKkSaSkpJCcnEzfvn3rbX4iIiIiIvWpvmL3nJwcfv75Z7788ksaN25cJXb/+tP/Ynh5c+ftY12eY11LfCh21wpqEREREQDWrVvHwIEDK7WVBborV66s1P7RRx+xZcsWHnnkkSrjbD+UAUDTqHAAgoKCKCqyVk+cOHGCxx9/nBkzZmAYRr3NPbFpGCV2k73puVWOeXl5kZSURGpqaq3jTJ48mebNm/Pqq6/W29xEREREROpbfcXuZXF6YGAgUDV2/+qdfxF31Xi8vFxPoWbluV6D+lyN3ZWgFhEREQEKCgqqrLTw9/cHYMuWLY62/Px8HnjgAaZNm0ZwcHCVcfblehEc3ZyXX36Z48eP8/rrr9OzZ08AnnzySQYOHOhY/eAKm81GSUlJpR+73Q5A+2ahAOw6WjVBDVbtuqZNm9Z6DW9vb/r378+qVatcnp+IiIiISEOpr9i9UaNGtGrVqtrYvXmHC4lN7Ory/LwxSc/Jcxq71+ZcjN1V4kNEREQESEhI4JdffqnUtnr1agCOHz/uaHvmmWdo1qwZN998c5UxbHaTbUeyGT5+ElOnPsA//vEP2rRpw8yZM9m5cydvvvkmGzZsOKX5RUREOG2PiooiLioYfx8vdqVZG7fY7XZKSko4ceIEb7zxBqtXr+bll1+u03ViY2M5cuTIKc1RRERERKQh1EfsXmbmzJlcf/31TmP3Pg+/jV+Qr8vzS/3nSB79Jzx6UntUVFSVvordlaAWERERAWDcuHHcfffdzJo1ixEjRrB69WpeeOEFwFqdALBnzx6mT5/Ot99+67REx77jeRQU2/nT1Vfw2kNjOHDgAPHx8Xh7ezNs2DD+9re/ERsby8yZM3n22WcBeOSRR7jnnntqnd/y5csdjx6Wef311/nkk0/w8faibZNQdqWlAXD11Vc7+vj6+nL//fdz99131+lzME2zTv1ERERERDylPmL3MkOHDuXo0aNOY/cV/hEc++kzzn96FFD32L37PTNo3bQRDw9NdLSVxe4nU+yuBLWIiIgIALfffjvr16/n7rvv5s477yQoKIhnn32We++9lyZNmgBWQDp06FASExPJzMwErBUPhYWFZGZmsuX3PAASm4YSFBRE27ZtAViyZAnr16/n/fffZ/369Tz++OP89NNPAFxyySX07t2bLl261Di/bt26Vdk5vOLu3olNQ/lqVSoA//znP+nduzehoaG0atWqyuOPNTl48KDjfkVEREREzkT1EbuHh4c7EtfVxe4fPDSHnZ+8xtr//QzUPXaPTeiAX2iIo1wIVI7dK1LsrhrUIiIiIoC10uKVV14hLS2NDRs2cOTIEUet6LLf27Zt45NPPiEyMtLxs3//fl555RUiIyP5eeNOvAxoExPqGLekpIT77ruP5557jsDAQJYtW0b//v1JTEwkMTGRAQMG8P3335/2/BObhZGRZ23okpCQQM+ePWnXrp1LAW5JSQnffvstl1xyyWnPR0RERETEXeojdj948GCVcSvG7gEBARzeuob4pItdjt3DA33JrOMmiYrdtYJaREREpJKy4BXg3//+N5deeimJidajeW+88QY5OTmV+o8aNYrk5GTuvvtu5u72JS4qmEA/b8fxV199lcjISG644QZHW15enuN1bm5uvTya175paO2dajFlyhR+//13xo0bd9pjiYiIiIi42+nE7o0bN64yXsXYPTOvCJtpYtgKHcfrGruHBfmyK7PgdG6tVmdT7K4EtYiIiAiwatUqfvzxR5KSkjhx4gTz5s1j8eLF/Pjjj44+FR/RKxMQEMB5551H3759SfnlOzo0D3Mcy8jI4IknnmDx4sWOtssuu4yHHnqI2bNnA/Dtt98ybdq0055/OxcT1Nu2bSM6OpqioiL27NnDe++9x1dffUVKSgrJycmnPR8REREREXepj9j9ZCfH7mnZhQSc14mtc99xOXaPCPQlI+/EKd5dVWd77K4EtYiIiAjWhiTvv/8+KSkpeHl50adPH1asWEHnzp3rdH5eUQl7j+cxvFuso23y5MkMGzaM7t27O9q6devGc889x8SJEwGYPn06Xbt2Pe35R4X4ExXsR9UHFZ37+9//DlhBerNmzbjkkktYvnw5ffr0Oe25iIiIiIi40+nG7s6cHLunZRfi1ySevzw82eXYPTrEn7wiG7mFJQT7n3769WyP3Q0XHin1zLaQ3z9n/U5+yCOXFxEREamLdfszuWbmCl69uQdDOjX1yBxumb2aY9mFLJxwdgSqTlS//fofl2JsERERkTPQ5+sOMuG9dSx9IJn4xiG1n1DBJ78e4P4P1rPs732Jiw520wzrlUfjbG2SKCIiIlIPNh7MAqBjhRIfDa1901B2Hs2h2Gb32BxERERERM4GadlW7enGof4un1t2ztHswlp6CihBLSIiIlIvfjuQRWSQL7GRgR6bQ4fmYRTZ7Gw/ku2xOYiIiIiInA2OZhfi7+NF6CmU6IgJDQDKk9xSMyWoRUREROrBhoNZdI6NwDA893Rcl9gIwEqWi4iIiIjIqUvLLqRxqP8pxfflK6gL6ntaZyUlqEVEREROU0GxjR1HsunSItyj82jZKIjQAB82HFSCWkRERETkdJQlqE9FRKAvPl6GSnzUkRLUIiIiIqdpy6ETlNhNOnk4Qe3lZdC5RbhWUIuIiIiInKYjJwpoHHJqCWovL4PGof4q8VFHSlCLiIiInKbfSlcsd4n1bILamkMEWw+foLDE5umpiIiIiIj8IZmmye+Z+TSPOPX9ZRqH+msFdR0pQS0iIiJymn7dm0HjUH+ahQd4eip0iQ2n2Gay7bA2ShQRERERORVZ+cXkFtlOawP0mFB/jp5QDeq6cH0bShGRelBcXMyBAwcoKND/WZ+tAgICiI2NxdfX19NTEXG7X1IzuCAu0qMbJJbpXFpmZMOBLMemiSIicm5QjH1uUJwt4n4HMvIBaHEaK6ibhQeyes/x+prSWU0JahHxiAMHDhAaGkpcXNwZkdCR+mWaJunp6Rw4cIBWrVp5ejoibvV7Zj4HM/O5o/eZ8b/12MhAIoN8VYdaROQcpBj77Kc4W6Rh/J5ZmqA+jRXUsZGBnCgoIbugmNAA/YNSTVTiQ0Q8oqCggKioKAXOZynDMIiKitLqHTkn/G9vBgAXtmrk4ZlYDMOg63kR/Lovw9NTERGRBqYY++ynOFukYRwsTVCfTg3qsuR22VhSPSWoRcRjFDif3fT9yrnif6nHCfbzJrFpqKen4nBBXCN2HM0hI7fI01MREZEGphjs7KfvWMT9DmbkE+DrRVSw3ymPUVYe5MBxJahrowS1iJyzDh8+zKhRo4iPj6dDhw5cccUVbN++vdr+y5Yt46qrrqqXay9btoyxY8ee0rkpKSlMnz79tOfw1Vdf0a5dOxISEpg2bZrTPvv27aNfv35069aNLl26sHDhQgDmzp1LUlKS48fLy4t169ad9pxE/oh+3n2c7i0j8fE+c8Kqni0jAVizV6uoRUSkYZ3LMfb+/fvp168f7du3p2PHjsyYMaPavsuWLSMpKYmOHTuSnJxc6ZjNZqNbt2719rmIiOsOZubTPCLwtP5BSCuo6+7M+UtKRKQBmabJ8OHD6du3L7t27WLz5s08/fTTHDlyxNNTaxA2m43x48ezaNEiNm/ezLx589i8eXOVfk899RQjR45k7dq1vPfee9xzzz0A3HTTTaxbt45169YxZ84c4uLiSEpKaujbEPG4w1kFbDuSTe+EaE9PpZKu50Xg623wy15tyiIiIg3nXI+xfXx8eOGFF9iyZQurVq1i5syZTmPszMxM7rnnHr744gs2bdrEhx9+WOn4jBkzaN++fUNNW0ScOJiZf1obJAJEB/vj5+OlBHUdKEEtIuek7777Dl9fX8aNG+doS0pKok+fPpimyYMPPkinTp3o3Lkz77//vqNPTk4OI0aMIDExkZtuugnTNAFYs2YNycnJ9OjRg8svv5xDhw4B0LdvXx5++GEuvPBC2rZtyw8//ACAn58f4eHhAHz//feOlcjdunUjOzu7ynynTp1Ku3btGDhwINu2bTvt+1+9ejUJCQm0bt0aPz8/Ro0axeeff16ln2EYnDhxAoCsrCyaN29epc+8efMYPXr0ac9J5I9o+Y40AC5r29jDM6kswNebLrER/C9VK6hFRKThnOsxdrNmzejevTsAoaGhtG/fnoMHD1bp99///pdrr72W888/H4CYmBjHsQMHDrBgwQL+/Oc/n/Z8ROTU7T+eR+xpbJAI4OVlEBsRyMEMJahr4+PpCYiIeMLGjRvp0aOH02OffPIJ69atY/369Rw7dowLLriAyy67DIC1a9eyadMmmjdvTq9evVixYgUXXXQR9957L59//jmNGzfm/fffZ+LEicyePRuAkpISVq9ezcKFC3niiSdYsmQJl156KZdeeikA06dPZ+bMmfTq1YucnBwCAgIqzWfNmjW89957rF27lpKSErp37+507nPnzuX555+v0p6QkMBHH31Uqe3gwYOcd955jvexsbH8/PPPVc5NSUlh8ODBvPzyy+Tm5rJkyZIqfd5//32nyW2Rc8Hy7WnEhPqfUfWny/SMi2T2j3vIKyohyE8hn4iIuN+5HmNXlJqaytq1a7nooouqHNu+fTvFxcX07duX7OxsJkyYwC233ALAfffdx3PPPec0oS4iDSMzr4iMvGJaRQef9lgtIgM5oBXUtdIKahGRk/z444+MHj0ab29vmjRpQnJyMr/88gsAF154IbGxsXh5eZGUlERqairbtm1j48aNDBo0iKSkJJ566ikOHDjgGO/aa68FoEePHqSmpla5Xq9evbj//vv517/+RWZmJj4+lRNJP/zwA8OHDycoKIiwsDCGDRvmdN4Vy25U/HEWOJetSqnIWW2tefPmMXbsWA4cOMDChQsZM2YMdrvdcfznn38mKCiITp06OZ2TyB/Jzp07ueuuu+jatSve3t707du3Sp9Dhw5x22230aJFC0JCQnjzgZFEH15da2060zSZOnUq559/PgEBAXTv3p3FixfXOqcPP/yQYcOGOa7Xo0cP5s2bV6XfrFmzaNOmDQEBAfTo0YOlS5fSOyGaYpvJz7udl/l47bXXGDRoEE2aNCE8PJxevXrx9ddf1zonERGRU3EuxNhlcnJyuO6663jppZcICwurcrykpIQ1a9awYMECFi9ezJNPPsn27duZP38+MTEx1Sb5ReT0HDx4kJCQEAzDICcnx2mf++67j8hgfzK+fZNW0SG1jjNixAji4uIwDIOIiAgMw6j08+nfr2T/8bwa5zV27Ngq5xmGwdatW0/7nv8otJxGRM5JHTt2rDaodJa8LePv7+947e3tTUlJCaZp0rFjR1auXFnjOWX9T/bII49w5ZVXsnDhQi6++GKWLFlCYmJipT512ZjBldUdsbGx7N+/3/H+wIEDTst3vPnmm3z11VcAXHLJJRQUFHDs2DHHY4jvvfeeynvIWWPTpk2O/w6LioqqHLfb7QwbNoz09HSee+45jtuD+MeLs1j0ykQ+7d+e4cOHVzv2tGnTmDJlClOmTCEpKYl3332XP/3pT6xYsYILLrig2vNefPFFWrVqxT//+U+io6NZuHAhN954I8eOHePee+8FrP8Ox40bR0pKCr179+att97iqquu4sefVuHv48X329PolxhTZeypU6cyZMgQxo8fT3BwMO+++y5Dhgzhs88+q/aPdBERkZqc6zE2QHFxMddddx033XSTI4l+stjYWKKjowkODiY4OJjLLruM9evX8+uvv/LFF1+wcOFCCgoKOHHiBDfffDPvvvturfMUkdo9+OCDhISEkJub6/T45s2bmT17NkHB1tOR1a2grjjOpk2bGDBgAO+99x4AN954oyNOB1iw8ShzdhaRkVtEZLBftXNLTEzkrbfeqtQWFxfnyu39sZmmWdcfz1j2rPUjImeVzZs3e/T6drvdvPDCC83XX3/d0bZ69Wpz2bJl5scff2wOHjzYLCkpMY8ePWqef/755qFDh8zvvvvOvPLKKx39x48fb7711ltmYWGhGR8fb/7000+maZpmUVGRuXHjRtM0TTM5Odn85ZdfTNM0zbS0NLNly5ZV5rJz507H66uvvtr89NNPKx1fs2aN2blzZzMvL888ceKEmZCQYD7//POndf/FxcVmq1atzN27d5uFhYVmly5dHHOuaMiQIeZbb71lmqb1nTVr1sy02+2maZqmzWYzW7RoYe7atava63j6exZxhc1mc7y+7rrrzOTk5ErHt2zZYgLmF198YZqmaU767Dez3WMLza5JSebIkSOrHbewsNAMDQ01H3/88Urt3bt3r/T/Kc6kpaVVaRs9erQZFxfneN+2bVvztttuq3QfnTp1Mm+66SZzzJs/m/2mf1fnsS+55BKzb9++Nc7Jw1yJXf8oP56hGFvkrOTp2Otcj7Htdrs5ZswYc8KECTX227x5s9m/f3+zuLjYzM3NNTt27Gj+9ttvlfqc/Lk4G0NE6m758uVmZGSk+fzzz5uAmZ2dXaXPgAEDzMcee8yMbNLcDLtwuFlYbKvzOFFRUWZ4eLj5wAMPVOq/dMths+XD883/paZXO7dbb73V7NGjx2ne4WnzaEysEh8ick4yDINPP/2Ub775hvj4eDp27EhKSgrNmzdn+PDhdOnSha5du9K/f3+ee+45mjZtWu1Yfn5+fPTRRzz88MN07dqVpKQkfvrppzrP5aWXXqJTp0507dqVwMBAhg4dWul49+7dueGGG0hKSuK6666jT58+p3zfZXx8fHjllVe4/PLLad++PSNHjqRjx44ATJo0iS+++AKAF154gVmzZtG1a1dGjx7N22+/7Vhpsnz5cmJjY2nduvVpz0fkTODlVXNYVFxcDEB4eDh2u8mijYfp2zaGRpGRNa4K27VrF9nZ2QwcOLBS+6BBg/jmm2+crtYuEx0dXaWtW7duHD16FIDdu3ezfft2Ro4cWek+rr/+ehYtWsRlbaLZnZbr9LHC2sYWERFx1bkeY69YsYI5c+bw7bffOjZoXLhwIQCvvvoqr776KgDt27dnyJAhdOnShQsvvJA///nPKpkn4kY2m417772XSZMmOY2BAT766CO2bNnCI488QonNJNTfBz8fL5fHOVl8Y6tMyK6jzldti8Wo6Q+qk9S5Y736/jnrd/JDHrm8iLjHli1baN++vaenIW6m71n+qEaMGMGxY8dYtmyZo800TS655BICAgL4y6Tnuf/LVK6JPMBrUx9h0aJF9O/f3+lYa9eupXv37qxcuZKLL77Y0T558mSmTJnCli1bqjxyXJPhw4dz4MABfvnlFxYuXMiVV17Jnj17Kj0C+OGHHzJy5Eh+3rybke9sZtJVHbi9d6tax+7evTvx8fF8+OGHdZ5PA6v9Wew/HsXYIlJvFHudO/Rdi9TdzJkzefnll/ntt9+YO3cut912G9nZ2YSEWMnj/Px8EhMTeeqppxgzZgxBUc1o1bM/mxbPrfM40dHRlJSU4OXlRU5ODoGBgQwaNIjnnp/OkDe2cFuvOB69wvl/s2PHjuWDDz7Ax8eHwsJCLrjgAqZOnUpycrLbP5sKPBpnawW1iIiISB0YhsGiRYuw2+1cP+BC9r80klefepjZs2dXm5wGaN26NYZhODaCKrN69WoAjh93vomhM0uXLuXzzz9n/PjxAGRkZAAQERFRqV9kZKTV7l1MYtNQFvx2qNaxZ8+ezdq1a7nnnnvqPB8RERERkTNZeno6jz/+OC+++CK+vr5O+zzzzDM0a9aMm2++GbvdpMRmJzzI1+Vx2rVrx8yZM1m6dCnPP/88K1eupG/yZcQGm+xKc74pI1hPMb7wwgt8+eWXzJ07F5vNxqBBg5xu0m4AACAASURBVBx/L5wLtEmiiIiISB3Y7XbGjBlD2rF0Wlz7KH26xHNe7jbuuOMOoqKiGDJkiNPzwsPDGT16NFOnTnU8ajx37lyWLFkCWJs71UVqaio33ngjV199NWPHjq107ORNnsqekDMMg6u6NGP619s5lJVPs/BAp2OvWbOGe++9lwkTJtCvX786zUdERERE5Ew3ceJELrroIq644gqnx/fs2cP06dP59ttvMQyD1PRc7CY0OmlDw9rGARg6dCijR48GoE+fPlx66aUkJSX9f/buOz6KOv/j+OubTgiEDgmhR0AIEIqUQwlFRMpxgKgoKogicur5U0DkPCEoFkTseuipByISFARPaaIi0qRHeieQBJCeAklINvP7Y5NNDwFCNuX9fDz2kZ2Z78x8Zney893Pfuf7pc6enznk8dc813v66aezTPft25dmzZrx6quvsmjRooIeaommFtQiIiIiBfDDDz+wePFiRr38EW43dWbs8EG88cYbDBw4kOeey7+bhHfeeYdmzZrRvXt3qlatyrRp0/jXv/4FQM2aNa+473PnztG7d2/q1q3Ll19+6Zif3lL6woULWcqnT1eqVIk+Lfzs8f+Reyvqw4cP07dvX3r06MH06dOvGIuIiIiISEmwa9cuPv/8cyZNmsSFCxe4cOECly7Zx2aJiYkhISGB559/nt69e9O0aVMuXLjApn2RYFlUdLfXqS3LKtB2chMUFESTJk1IOnmIiLMXuXQ5pUBxlytXjj59+rB169bCeSFKACWoRaTMcnV1JTg4mKCgIO6++27HBaag0vurKu6WLVtGkyZNCAwM5PXXX8+1zDPPPOMYyKVx48aO7gKOHj1K27ZtCQ4Opnnz5o6BXUTKor179+Lt7c2ySEOTmhVoU9f+f9K6dWsOHTqU77rVq1fnl19+ITIykp07d3L48GHKly9PrVq1svQdnZtLly7Rr18/Ll++zOLFiylfvrxjWXrf1Xv37s0Ra5UqVahevToNq/vQum4l5m48lmMwx1OnTtGrVy/q1atHWFhYgVtzi4iI5EV17AxHjx6lR48etGzZkq5duxIVFQXAypUrHXXv4OBgvLy8ykwrSZGidODAAZKTk+nUqROVK1emcuXKjq7yAgICeOqpp9i3bx/ffvutY/m9t96MLe40c2f+h8qVKxMdHV2g7eSnsrcHlgW7j8deVfzZ75IszdTFh4iUWeXKlSM8PByAoUOHMmPGDJ599lnHcsuysCwLF5eS+1uezWbjiSeeYMWKFQQEBHDLLbfQv39/mjVrlqXc22+/7Xj+/vvvs23bNgD8/PxYt24dnp6exMfHExQURP/+/fH39y/S4xApDurVq8elS5fYsWsP74zq46gwbtmy5YpJ5nQBAQEEBASQmJjI559/zogRI/Itn5KSwt13382BAwdYu3YtNWrUyLK8YcOGNG7cmG+++YZevXoB9q5IvvnmG3r37u0o92DHejz79R+sO3SWzoH2Ecfj4+Mdtyj+8MMPeHt7F+gYRERE8qM6doaxY8fy0EMPMWzYMH755RcmTJjA7Nmz6datm+M1OnfuHIGBgdxxxx3OOBSRUu3WW29l5cqVWeYtW7aMqVOnsmTJEho2bEhcXBzx8Rn9Q7+yeDe/ffwiA3rfzujRo6levXqBtpPbj0w7d+5k37593D9sBAfOwfaoGNrVr3LFuBMSEli6dClt27a9xiMveZSgFhHB3j/U9u3biYiIoHfv3nTr1o3169ezaNEi1q1bx6uvvoplWfTt25epU6c61hszZgwrV66kcuXKhIWFUb169Szb/eabb5g8eTKurq74+vry22+/MXPmTDZv3swHH3wAQL9+/Rg7dixdu3bFx8eHUaNG5bvNq7Fx40YCAwNp2LAhAEOGDOG7777LUXnObO7cuUyePBkAD4+MfreSkpJITU295lhEirtLly6xZMkSAKKjo4mNjWX+/PkA9OnThz59+uBdpSbnvnuFxBAffrpQk8WLF/P111/z4YcfOrbzxRdfMGLECA4dOkS9evUAmD17NsnJyTRs2JBjx47x9ttv4+rqyoQJE/KN6e9//ztLlizh3Xff5dy5c/z++++OZa1bt8bT05PQ0FAeeOAB6tevT+fOnZk1axYHDhzgq6++cpStcH4/R6f15zWXj/jh1VEADBo0iO3btzNz5kwOHTqUpRV4x44dr/PVFBERUR179+7djoYg3bp1Y8CAATm2NX/+fHr37q0fikVugGrVqtG1a9cs8yIiIgD751P2OzZSbKkc/yWRcl5e1KlTx7Gup6cnx44dy1LHT9/OmTNnuHjxIpcuXeLzzz/n/Pnz+Pn54evry5QpU6hbty5PPT6SRe9vZGd0TI7vCjExMfTr148HHniAwMBAzpw5w9tvv010dDRff/31DX6Fig8lqEWkzEtJSWHp0qWOAc727dvHf//7Xz766COOHz/O+PHj2bJlC5UrV+aOO+5g0aJFDBgwgIsXL9KmTRumT5/OSy+9xOTJkx0V4nQvvfQSy5cvp3bt2jn6iM1NQbY5Z84cpk2blmPdwMBARzItXXR0NHXq1HFMBwQEsGHDhjz3f/ToUY4cOUL37t0d8yIjI+nbty8HDx5k2rRpaj0tpdapU6e4++67s8xLnz5y5AjHLpen0uCX8du/kPHPjSM2NpZGjRoxY8YMHnvsMcc6qamp2Gy2LN1ppKamMnXqVI4ePYqvry8DBgzg1VdfveJtzD/++COQc+CU9Jjq16/PfffdR3x8PFOnTuXll1+mefPm/PDDDwQFBTnKuru6QGoqmyPOsTM6hqDavqxYsQKwt27LLntXICIiIldLdWxo1aoVCxYs4Omnn2bhwoXExcVx9uxZqlat6igTFhaWpYW5iDjPnhNxXLxsw9Mt5x0eudXxAR566CHH88jISN577z3APs7MnXfeyauvvkrFihVpWduX8MgLtKyWdTuenp5Ur16dKVOmcOrUKby8vOjUqROrVq2iXbt2N/BoixclqEWkzEpISCA4OBiw/3r6yCOPcPz4cerVq+doPbhp0ya6du3qaGExdOhQfvvtNwYMGICLiwv33nsvAA888ACDBg3KsY/OnTszfPhw7rnnnlyXZ1eQbQ4dOjTXhFJucksy5dePVVhYGIMHD87SD22dOnXYvn07x48fZ8CAAQwePLhAg7qJlDT169fPMzFrS7UY/f4aGjZqxE8ffo+nW959NQ8fPpzhw4dnmTds2DCGDRt21TGlt8y4kpEjRzJy5Mg8l3ft2pWYhMvcNnUl03/cx38fbq8ktIiI3BCqY2d48803efLJJ5k5cyZdunShdu3auLllpGFOnDjBjh07HN10iciNl1tdPd3qg6cB2L73ADUreuW7Xn7byU2nRlX5ee8pej56L1am9by8vPj2228LvJ3SSglqESmzMvePl1nmAciuJoGTW6V0xowZbNiwgcWLFxMcHEx4eDhubm5ZuspITEy8qm1eTeuOgIAAIiMjHdNRUVH5toAOCwvL0lVBZv7+/jRv3pzVq1czePDgPLchUhp9tuYwe07E8sH9rfNNThdnFb3c+XvXRry2dC/Ldp7kzqBazg5JRERKIdWxM/j7+zsST/Hx8SxYsABfX1/H8q+//pqBAwfi7u6eZ6wiUnRW7P6TlgG+OZLThaFL4+qweA+r959mSPu6hb79kq7kjkogIlIEOnTowKpVqzhz5gw2m425c+cSEhIC2G/xSa+sfvXVV9x666051j906BAdOnTgpZdeolq1akRGRlK/fn3Cw8NJTU0lMjKSjRs3OsoXZJtDhw4lPDw8xyN7xRnglltu4cCBAxw5coTLly8TFhZG//79cz3Wffv2cf78eTp16uSYFxUVRUJCAgDnz59n7dq1NGnSpKAvn0ipsPdkLG/+uJ87mtWkbws/Z4dzXUbc2oDm/hX516IdnIlPcnY4IiJSRpWVOvaZM2ccSfPXXnstx+DIc+fO5b777ivoyyYiN1D0hQTCIy/Q8+Ybc7fwTTV8qFXRi5X7Tt2Q7Zd0akEtIpIPPz8/XnvtNbp164ZlWfTp04e//e1vgL0VyK5du2jbti2+vr7Mmzcvx/rjxo3jwIEDWJZFjx49aNWqFQANGjSgRYsWBAUF0aZNG0f5gmzzari5ufHBBx/Qq1cvbDYbI0aMoHnz5gBMnDiRdu3aOSrTc+fOZciQIVlalOzZs4cxY8ZgjMGyLMaOHUuLFi2uKyaRkuRUbCKPzNxMpXLuvDKwRb5d5JQE7q4uTL+nFX/7YC2PzNrM3JEd8PZQdVBERIpWWalj//rrr0yYMAFjDF26dMlyp2JERASRkZGOxLyIONe8Tfa7Iga2qX1Dtm+MoW9LP75YH8HpuCSqV/C8IfspqcxV3FrjnI4KV71h/xvynFN2LyI3xp49e7j55pudHUax4+PjQ3x8vLPDKDR6n6UkO3gqjkdmbeZ0XBJfj+pEUG3fK69UQvy46ySPf7mFtvUq8/GD7ahS3sPZIRVUyf6FIHeqY4tIoVHdK3elrY4Neq9FClNsYjIhb6ykdd3KfD78lhu2n0On4+kxfRWPhzTi+d5Nb9h+rpFT69nq4kNEREQkkwuXLvP2iv30fW8NF5NsfPloh3yT09OnT6dChQoYY4rVo0KFCkyfPj3XmO9oXov37mvN9qgY+ry7mqU7TmjQRBEREREpc1JTLV76fjfnLyXzbM/GjvmFWcdPr5c3qu7DoDa1+XzNEXZGxzjxqIsftaAWEafQL/5lg95nKSkuXU5h9YEzLN95ksU7TpCUkkq/ln78q28zavnmP0iKv78/J06cKKJIr46fnx/Hjx/Pc/mOqBjGL9jO7hOxtKpTiWGd6tGjaU18vYvtYE1qQV1YVMcWKZVU9yo79F6LXJ/oCwm8sng3e07EceTMRf7RPZBn78gYb6mw6/jp9fIz8Un0f38NqRZ8+WgHAmv4FNo+rpNT69nqdFBEnMayrBLfn6vkTa0xpbjYFHGOs/GXsaVapKSmkmKzuGxL5XRcEtHnE9h1Ioa9J+JISbXwLefOoDYBPNSpHjf7VSzQ9seMGUNoaGixu3XYx8eHMWPG5FumRYAv/3uyM2GbIvl8zRGe/foPXAw0rlmBulW88fP1opyHG+XcXfFyd8HVxd4KpEODKqWqyxMRkdJEdezST/Vskevn7mLYezKOelW9ebZnY/q1zDoYemHW8TPXy6v5ePLZ8Ft48LMN9P9gDUNuqUuTWj64u7pQp4o3t9Svct37K4mKfwvq8Ln2v8Ea2VakNDly5AgVKlSgatWqqkCXQpZlcfbsWeLi4mjQoIGzw5Ey7u4Z69gUcT7XZdV8PGhSqwKtAirRObAa7RtUwd21bPaAlppqseXYeVYfOMOu6Bgiz1/iz9gkEpJtXE5JzVL2hT43M7JLQ2eEWRovGKpji0ihUR279FM9W6R0iDp/ideW7GXF7j+5bLPXtQe2rs3b9wY7KySnXjSKf4JaREql5ORkoqKiSExMdHYocoN4eXkREBCAu3ux7SpAyohDp+NJSk7FzdXg5mJwc3HB3c1QpbwHnm6uzg6vREixpZKYkkqqZWFZ4Onmgpe7U1670phtUR1bRAqN6thlg+rZIqVHYrKNsxcvk5ySio+XG9V8PJ0VihLUIiIiIiIFoAS1iIiIiEjhc2o9u2zewyoiIiIiIiIiIiIiTqcEtYiIiIiIiIiIiIg4hRLUIiIiIiIiIiIiIuIUBe6DevLkycuAajc2nDz5A8edtG8pPXQeSWHRuSSFReeSFIaydB6dmTRp0p3ODqIwqY4txYzOCclO54Rkp3NCstM5UTo4tZ59NYMkOs3kyZOtSZMmlcZBcaQI6TySwqJzSQqLziUpDDqP5Frp3JHsdE5IdjonJDudE5KdzgkpDOriQ0REREREREREREScoqQkqCc7OwApFXQeSWHRuSSFReeSFAadR3KtdO5IdjonJDudE5KdzgnJTueEXLcS0cWHiIiIiIiIiIiIiJQ+JaUFtYiIiIiIiIiIiIiUMkpQi4iIiIiIiIiIiIhTKEEtIiIiIiIiIiIiIk5RrBPUxpi/G2OOGGMSjTFbjDG3OTsmKVmMMaHGGCvb46Sz45LizxjTxRjzP2NMdNp5MzzbcpN2fh03xiQYY341xjR3UrhSTBXgPJqZy2fU704KV4opY8wEY8wmY0ysMea0MeZ7Y0xQtjL6TJKronp22aU6jmSma4xkZ4x5whizPe2ciDXGrDfG9M20XOdDGWeM+Wfa9eODTPN0Xsh1KbYJamPMvcC7wKtAa2AdsNQYU9epgUlJtA/wy/Ro4dxwpITwAXYCTwMJuSx/DhgDPAXcApwCVhhjKhRZhFISXOk8AviJrJ9RfYomNClBugIfAX8BugMpwE/GmCqZyugzSQpM9ewyT3UcyawrusZIVlHAeKAN0A74BVhkjGmZtlznQxlmjOkIjAS2Z1uk80Kui7Esy9kx5MoYswHYblnWyEzzDgDzLcua4LzIpCQxxoQCgy3LCrpSWZG8GGPigScty5qZNm2A48AHlmW9kjavHPaL8FjLsj52VqxSfGU/j9LmzQSqWZbVz1lxScljjPEBYoABlmV9r88kuVqqZ0s61XEkO11jJDfGmHPABOATdD6UWcYYX2Ar9gT1RGCnZVlP6nNCCkOxbEFtjPEA2gI/Zlv0I/ZfdkWuRsO0WxiPGGPCjDENnR2QlHgNgFpk+oyyLCsB+A19RsnVu9UYc8oYs98Y8x9jTA1nByTFXgXsdbjzadP6TJICUz1brkCfJ6JrjDgYY1yNMUOw33mxDp0PZd0n2H/M/iXbfJ0Xct2KZYIaqAa4An9mm/8n9pNepKA2AMOB3th/5asFrDPGVHVmUFLipX8O6TNKrtcy4CGgB/Zb4toDvxhjPJ0alRR37wLhwPq0aX0mydVQPVvyo88T0TVGMMa0SLvDIgmYAQy0LGsHOh/KLGPMSCAQeDGXxTov5Lq5OTuAK8je/4jJZZ5InizLWpp52tgHHzsMDAPeckpQUproM0qui2VZYZkmdxhjtgBHgb7At86JSoozY8xbwK3ArZZl2bIt1meSXA2dL5IfnR9lkK4xksk+IBioBNwFzDLGdM20XOdDGWKMaYJ93IrbLMu6nE9RnRdyzYprC+ozgI2cv7TUIOcvMiIFZllWPLALuMnZsUiJdjLtrz6jpFBZlnUc+8A0+oySHIwxbwP3Ad0tyzqcaZE+k+RqqJ4t+dHnSRmla4xkZlnWZcuyDlqWtTltbIJw4Bl0PpRVnbDfgbXTGJNijEkBQoC/pz0/m1ZO54Vcs2KZoE77RWYL0DPbop7Y+z0SuSbGGC+gKXDC2bFIiXYEe+XM8RmVdm7dhj6j5DoYY6oBtdFnlGRjjHkXuB974mBvtsX6TJICUz1brkCfJ2WQrjFSAC6AJzofyqpFQAvsrerTH5uBsLTn+9F5IdepOHfx8RYw2xizEVgLPA74Y+//SKRAjDFvAt8Dx7D/evciUB6Y5cy4pPhLG8E8MG3SBahrjAkGzlmWdcwY8w7wgjFmL/YL8r+AeOArpwQsxVJ+51HaIxRYgD0hXR94Dfto1wuLOlYpvowxHwIPAgOA88aY9NYp8ZZlxVuWZekzSa6S6tllmOo4kpmuMZKdMeZ1YDEQiX3QzPuBrkBfnQ9lk2VZF4ALmecZYy5iv27sTJvWeSHXxVhW8e0Oxhjzd+A5wA/YCTxjWdZvzo1KShJjTBjQBfvtKKeB34EXLcva7dTApNhL62NtZS6LZlmWNdwYY4BJwCigMvYBOZ9Iv0CLQP7nETAae2uE1tj79zuRVvZFy7IiiypGKf6MMXlV1iZblhWaVkafSXJVVM8uu1THkcx0jZHsjDEzgW7Yu2uIAbYD0yzLWp62XOeDYIz5FdhpWdaTadM6L+S6FOsEtYiIiIiIiIiIiIiUXsWyD2oRERERERERERERKf2UoBYRERERERERERERp1CCWkREREREREREREScQglqEREREREREREREXEKJahFRERERERERERExCmUoBYRERERERERERERp1CCWkREREREREREREScQglqEREREREREREREXEKJahFRERERERERERExCmUoBYRERERERERERERp1CCWkREREREREREREScQglqEREREREREREREXEKJahFRERERERERERExCmUoBYRERERERERERERp1CCWkQkH8aYF4wx/840XdkYk2yM8SoN+xMRERERKWqqY4uISGZKUIuI5K8FEJ5pOhjYZ1lWYinZn4iIiIhIUVMdW0REHJSgFhHJX26V2T8AjDGvGGNWG2PmG2O8b+T+jDE1jTHrjDGrjDG/GGP8Cml/IiIiIiJFrVjUsdMnjDH3GWNOF9K+RETkKilBLSKSB2OMB9AI2JFpdisg3BgTBDSyLOs24CdgRC7r/2qMsfJ4rLma/QFngFstywoBvgAeKaTDFBEREREpMsWsjo0xxgUYDEQW0iGKiMhVUoJaRCRvzYBoy7IuARhjDNAVe2uL24ClaeWWArdmX9myrK6WZZk8HjnK57c/y7JslmWlppWrAOwqtKMUERERESk6xaaOnbb8fmA+kJrLuiIiUgSUoBYRyVsLoIYxppExphzwMlAPiAAqAzFp5WKAKjd4fxhjgo0xG4Anga2FsD8RERERkaJWbOrYxhhX4B5gXiHsR0RErpES1CIieWsBLMfeeuMg8CdwGHgBOA/4ppXzBc7d4P1hWVa4ZVkdgBeBCYWwPxERERGRolac6tgPAF9nulNRREScwM3ZAYiIFGMtgE8tyxqcad77AMaYFtiTxLOAXsDaG7w/T8uyktLmxQCXCmF/IiIiIiJFrTjVsacCrY0xDwA3GWPesyzrH4WwTxERuQpKUIuI5K0FsCe3BZZl7TDGHDXGrAZOAQ/dyP0BbdIq0DYgkVwGjBERERERKQGKTR3bsqzx6c+NMZuVnBYRcQ5jWZazYxARKXaMMZWx3/5X3rKs5NK2PxERERGRoqY6toiI5EYJahERERERERERERFxCg2SKCIiIiIiIiIiIiJOcTV9UKuptYiIiIg4k3F2ADeA6tgiIiIi4mxOrWerBbWIiIiIiIiIiIiIOIUS1CIiIiIiIiIiIiLiFEpQi4iIiIiIiIiIiIhTKEEtIiIiIiIiIiIiIk5xNYMkioiIiEgJl3DZxvu/HODeW+pQr2p5Z4cjIiIiheTCpctEnL3EsXOXOBOXxNmLSVxMspGUkootNRVXFxc8XA2+5dyp5O2Bn68Xdap4U6+qNxW83J0dvjhZcnIyUVFRJCYmOjsUuYG8vLwICAjA3b14/c8rQS0iIiJShszZcJSPfj3E7hOxzHy4vbPDERERkWuQmGxj27ELbDhylu1RMeyIjuF0XFKWMq4uBm8PV7zcXXE1BptlcTklldjEZCwr6/bqVvEmqHZF2tarQseGVbi5VkVcXEwRHpE4W1RUFBUqVKB+/foYo/e+NLIsi7NnzxIVFUWDBg2cHU4WSlCLiIiIlCHrDp0FYNuxC1iWpS8gIiIiJcTZ+CRW7P6TH3f/ydqDZ0hKScXFQGANH267qRpNa1WgQTUf6lX1prqPJ77l3HNNMttSLWITkjkek0DkuUscPBXP7hOxbI+KYcmOkwBU8/Hk9ptr0CuoFrcFVsPNVT3ElnaJiYlKTpdyxhiqVq3K6dOnnR1KDkpQi4iIiJQh+07GARCTkEzkuQTqVvV2ckQiIiKSlxRbKj/vPcU3m6P4dd8pUlItAiqX4772dbk1sBrtG1ah4lV2z+HqYqhc3oPK5T1o7u+bZdnxCwn8fvgsv+w9xQ/bTxC2KZJqPp4MCPbnvg51aVTdpzAPT4oZJadLv+L6HitBLSIiIlJGJCbbOB6TQNcm1fl132n2noxVglpERKQYik9KIWzjMf67NoLoCwlUr+DJI7c2oH+wP838Kt6wJJN/pXIMahPAoDYBJKXY+G3/GRZsiWLW+gg+XXOEkMbVeeTWBtx2U7Vim+gSkZJH92iIiIiIlBHHzl3CsqBbkxqOaRERESk+4pNS+HDlQW6d+gtTFu/Bv5IXMx5ow/rnuzOhz8009/ctssSwp5srPZvVZMaDbVk/oQdjejZmz4lYHvp8IwM/WsfKvaewsndmLXIdTp48yZAhQ2jUqBHNmjWjT58+7N+/P8/yv/76K/369SuUff/6668MHz78mtYNDQ3lzTffvO4YRowYQY0aNQgKCrpi2U2bNuHq6sr8+fMBOHr0KG3btiU4OJjmzZszY8aM646nKKkFtYiIiEgZEX0+AYCg2r5U8HJTglpERKSYsKVazN8SybTl+zgTf5luTarzjx430bpuZWeHBtj7pH6qx008FtKQBVui+XDlQR6euYn2Darwzz43E1ynkrNDlBLOsiwGDhzIsGHDCAsLAyA8PJw///yTxo0bOzm6ojF8+HCefPJJHnrooXzL2Ww2xo8fT69evRzz/Pz8WLduHZ6ensTHxxMUFET//v3x9/e/0WEXCrWgFhERESkjTsUlAlCzoid1q3grQS0iIlIMbI+6wN8+XMP4BTuoV7U83/79L/z34fbFJjmdmaebK/d3qMuv47ry8oAgDp+OZ8CHaxnz9R+cv3jZ2eFJCbZy5Urc3d15/PHHHfOCg4O57bbbsCyLcePGERQURIsWLZg3b56jTHx8PIMHD6Zp06YMHTrU0ap/y5YthISE0LZtW3r16sWJEycA6Nq1K+PHj6d9+/Y0btyY1atXA+Dh4YGvr71P9lWrVhEcHExwcDCtW7cmLi4uR7yvvPIKTZo04fbbb2ffvn2F8hp06dKFKlWqXLHc+++/z1133UWNGjUc8zw8PPD09AQgKSmJ1NTUQompqChBLSIiIlJGnIpNAuytoOpV9ebY2YInqI0xOR4dO3bMUW7t2rV06NCBcuXK0aBBA957770CbX/NmjV06tQJLy8v/P39eeGFitXILQAAIABJREFUF0hJSSlwfCIiIiVNwmUbry7Zw4AP13IqNol3hwQz//FOtClmienffvuNkJAQypcvT6VKlQgJCeFEdBQPdqzHr+O6MbprI8J+WEFAk5Z4ennp+i/XZOfOnbRt2zbXZd9++y3h4eH88ccf/PTTT4wbN86RcN62bRvvvPMOu3fv5vDhw6xdu5bk5GSeeuop5s+fz5YtWxgxYgQvvPCCY3spKSls3LiRd955h8mTJwPwl7/8hXfffReAN998kw8//JDw8HBWr15NuXLlssSzZcsWwsLC2LZtG99++y2bNm3KNe45c+Y4Et2ZH4MHD77m1yk6OpqFCxdmSeSni4yMpGXLltSpU4fx48eXmNbToC4+RERERMqMU3FJ+JZzx8vdFT/fcqzcexrLsgrcl+WYMWOyVKgrVKiQZfnBgwfp1asX/fr147XXXmPjxo08++yzeHt78+ijj+a53SNHjtCzZ0969erFwoULOXjwIBMmTODixYu8884713awIiIixdjO6Bj+EbaNw6cvcl/7ujzfuym+5dydHVYOy5Yto3///jz++ONMnDiRhIQE1qxZQ2Ki/a4sH0837gp0Y/KCUKo07UjybQ9ROTla138pVGvWrOG+++7D1dWVmjVrEhISwqZNm6hYsSLt27cnICAAsLe4joiIoFKlSuzcuZOePXsC9i4x/Pz8HNsbNGgQAG3btiUiIiLH/jp37syzzz7L0KFDGTRokGP76VavXs3AgQPx9rYPNt6/f/9c4x46dChDhw697uPP7P/+7/+YOnUqrq6uOZbVqVOH7du3c/z4cQYMGMDgwYOpWbNmoe7/RlGCWkRERKSMOB2XRI0K9lv/alX0IiHZRmxiSoG/ENevXz/XVtPppk2bhr+/P19++SVubm50796dY8eOMXnyZB555JE8E+Gvv/46fn5+zJ8/Hzc3e/XUsizGjBnD+PHjs3yhEBERKcksy+I/qw8zbfk+qpb3ZM6jHegcWM3ZYeUqOTmZkSNHMm7cOF555RXH/OyD0k2bNo2A2v7sWL+UsM3RvLFsLxUijvL8CxMZMWIELi6537yv679k1rx5c8eAf9nlNxhnercWAK6urqSkpGBZFs2bN2f9+vX5rpNePrvnn3+evn37smTJEjp27MhPP/1E06ZNs5QpSAOPOXPmMG3atBzzAwMD8zzWK9m8eTNDhgwB4MyZMyxZsgQ3NzcGDBjgKOPv70/z5s1ZvXr1dbXWLkrq4kNERESkkAwfPpx27dqxePFimjVrhre3N3379uXcuXMcPHiQbt26Ub58edq1a8f27dsd66WmpvL6668TGBiIp6cnjRs3ZtasWVm2vXjxYnr27EmNGjWoWLEiHTt25Mcff8xSJjQ0lGrVqrFt2zY6duyIt7c3rVu3dvStdyoukRoV7RXymr5eAPwZm1hox7906VIGDRrk+JIJMGTIEKKioti5c2ee64WHh9O1a9cs691xxx2kpKTkOEYREZHipqDX/zZt2zLk9a95dcleejStyeKnOrN6/qc3/Pp/rVasWEFUVBRPPPFEvuXSr/+eHu4M+0t9VjwbQttufTl76gTDpy/gYlLuXXbo+i+Zde/enaSkJP7zn/845m3atIlVq1bRpUsX5s2bh81m4/Tp0/z222+0b98+z201adKE06dPOxLUycnJ7Nq1q8CxHDp0iBYtWjB+/HjatWvH3r17syzv0qULCxcuJCEhgbi4OL7//vtctzN06FDCw8NzPK41OQ32Ow8iIiKIiIhg8ODBfPTRRwwYMICoqCgSEuwDop8/f561a9fSpEmTa95PUVOCWkRERKQQHTt2jIkTJzJlyhQ++eQT1q1bx2OPPcaQIUMYMmQI8+fPJyUlhSFDhjhagzz11FNMmTKFxx57jMWLFzNw4EBGjBjBDz/84NjukSNH+Otf/8rs2bNZsGABf/nLX+jduzdr167Nsv9Lly4xbNgwRo0axYIFC/D09GTgwIFcunSJU3FJ1KjgRWpqKtW83bBSbUSdjSclJSXHw2az5Ti20NBQ3NzcqFatGiNGjODcuXOOZRcvXiQyMjJH65Kbb74ZIEfFPrPExEQ8PDyyzEtv2bJnz56CvOwiIiJOdaXr/7//+yUHT8aycPo4nr+zCf9+oA0Tnx9TJNf/dKmpqble8/O6/m/YsIGqVavy+++/c9NNN+Hm5kZQUFCWZFxu13//SuX4cuxdACxbt5X+H6xh78nYHK+Zrv+SmTGGhQsXsmLFCho1akTz5s0JDQ3F39+fgQMH0rJlS1q1akX37t154403qFWrVp7b8vDwYP78+YwfP55WrVoRHBzMunXrChzLO++8Q1BQEK1ataJcuXL07t07y/I2bdpw7733EhwczF133cVtt912zced2X333UenTp3Yt28fAQEBfPbZZwDMmDGDGTNm5Lvunj176NChA61atSIkJISxY8fSokWLQomrSFiWVdCHiIiIiORj2LBhlqurq3Xw4EHHvHHjxlmANWvWLMe8xYsXW4C1e/du68CBA5Yxxpo5c2aWbT344INWu3btct2PzWazkpOTrTvuuMN6+OGHHfMnTZpkAdbPP//smLdt2zYLsJYsWWLd9MIS69XFu61hw4ZZQL6PkJCQHMc2f/58a9WqVdb06dOtSpUqWW3atLFSUlIsy7KsqKgoC7AWLlyYZb3k5GQLsD7++OM8X7dBgwZZbdq0yTIvLCzMAqyRI0dmnn01ddeS8hARkRLuStf/NQdOW60mL7fq3f9SkV//ly5dmiXOq7n+P/bYY5aXl5dVtWpVa8aMGdaKFSusu+++23J1dbW2b99uWdaVr//PTZlutZuywmr8whJr3sZjWcpcxfVfisDu3budHYIUkTzea6fWidUHtYiIiEghql+/Po0aNXJMBwYGAvbbFrPPi46O5tChQ7i4uDBw4MAsfeD16NGDuXPnYrPZcHV1JSoqihdeeIGffvqJEydOOFpfd+7cOcv+3d3d6dq1q2O6WbNmAByOOMbllACqlPcgNDSUkY+PZvC/1/Ngx7rcc0vdHMeRfQDEmTNnOp536dKFm2++mT59+vD9999n6fMur/748uunb/To0fTs2ZOXX36Z0aNHc/DgQZ5//nlcXV1zHQBGRESkuMnr+n/O9yYmf76RhtXK89Y//kqPryYW6fU/KirKMS80NJQnn3wy3+PIfP1PTU0lMTGRt99+m1GjRgHQrVs3mjZtyhtvvMHs2bMdZfO6zgfWqMDYIbfxzLxwnluwnf1/xjGhz824uhhd/0XEQQlqERERkUJUqVKlLNPpt65mnp8+LzExkTNnzmCz2fD19c11eydOnMDf35/+/fsTFxfHSy+9RGBgIOXLl2fixImcOnUqS/mKFStmGYwofV8X4i8C4FvOnbp1AwgICKBm/XO41ahFcHDO2/+uNPDLnXfeiY+PD1u3bmXAgAGO47tw4UKWcufPn8/1dcns9ttvZ8qUKbz88stMnDgRd3d3Jk6cyHvvvVdiRh4XEZGyLft1zt3dPgDxW6uiuaNVfd4ZEsyZE/ZkcVFe/xMTM8aaqFu3LgEBAfkeR+brf5UqVQB7Ujqdq6srISEhbNu2Lctx53f9r17Bk1kj2vPyD7v5dM0Rjp67xLtDgnX9FxEHJahFREREnKhKlSq4ubmxdu3aXEe5r1GjBgcPHmTbtm0sXbqUO++807EsfSCUgkhMTgWgYjl3RowY4RiE6Q/gtVzKh4SE8Ouvv+a5vfQvsOl/y5cvT506dXL0NZ0+nb1v6uxeeOEFnn76aY4cOUJAQAA2m40XX3yRjh07FuDoREREio8UWyrzNkUCcE+7Okwd0hZXF8OZTGWK6vqfWebrf14yX//Tx5HIzrIsR8wFvf67uhhC+zenXlVvXv5hN/d+/DufDmun679k4erqSosWLUhJSeHmm29m1qxZeHt7F3h9Hx8f4uPjb2CEhWPZsmU8/fTT2Gw2Hn30UZ5//vkcZY4dO8awYcO4cOECNpuN119/nT59+mRZ3qxZM0JDQxk7dmxRhn9DKEEtIiIi4kTdu3fHZrMRExNDz549cy2T/kU0feAggKNHj7J27VpatmxZoP0kJtsHParo5e64xfef324n1YLX78q5jexdfGS3bNky4uPjadu2rWNe7969WbhwIVOmTHHcmjtv3jzq1KlDUFDQFWP08fFxDOYyefJk6tWrx+23316g4xMRESkOkm2p/F9YOJuP2lsQT/prM1xdct6VVFTX/8yutouPXr164ebmxs8//0yTJk0AsNlsrFq1Kkt3Ildz/X+4cwPqVvHmqbnbGPDhWj4ffgs3+1XU9V8AKFeuHOHh4QAMHTqUGTNm8OyzzzqWp/dXnNuPOiWFzWbjiSeeYMWKFQQEBHDLLbfQv39/R7c86aZMmcI999zD6NGj2b17N3369CEiIsKx/JlnnskxeGNJpgS1iIiIiBM1adKExx9/nCFDhvDcc8/Rrl07EhMT2bVrF/v37+fTTz+ladOmBAQEMGbMGF5++WXi4uKYNGkStWvXLvB+HAnqcm7UD6hP/fr1Cdxn2P9nPO3atct33U8++YTNmzdz++23U61aNbZu3cqUKVNo3749ffv2dZQbN24cc+bM4cEHH2TkyJFs2rSJjz/+mH//+99Zbhl2c3Nj4sSJTJw4EYCDBw/y1Vdf0b59e1JSUvjhhx/4/PPPWbx4MW5uqq6KiEjJkJRi48mvtrFi95/8tZUfM5fk3WVWUV3/M6tf3379Lyg/Pz+eeOIJnn/+eSzLIjAwkE8++YSoqCgmTJjgKHct1/+vR3Vi6FuL6Hr/LF58+K/Ur1JO13/J4rbbbmP79u1ERETQu3dvunXrxvr161m0aBHr1q3j1VdfxbIs+vbty9SpUx3rjRkzhpUrV1K5cmXCwsKoXr16lu1+8803TJ48GVdXV3x9ffntt9+YOXMmmzdv5oMPPgCgX79+jB07lq5du+Lj48OoUaPy3ebV2LhxI4GBgTRs2BCAIUOG8N133+VIUBtjiI2NBSAmJgZ/f3/HskWLFtGwYUPKly9/zXEUNyX3JwcRERGRUuLDDz/kxRdf5IsvvqBPnz4MHz6cxYsX06VLF8Decurbb7/Fzc2NwYMH8+KLLzJhwgRCQkIKvA9HFx9e7o55lb09OH/x8hXXbdSoEbt27WL06NH06tWLd999l4ceeogff/wxyyBGgYGBLFu2jIMHD9K7d28++ugjpk+fzqOPPpplezabjdTUVMe0h4cHP/30E/feey/33nsve/fu5eeff86zRZmIiEhxY1kwavYWVuz+k8n9mxPSuMYV1ymK6//1mjZtGk899RRTpkyhf//+REdHs3z58hwDQl7t9T+oti8fD+tI4tFwnn5sOHffo+u/ZEhJSWHp0qWOlvX79u3joYceYtu2bbi7uzN+/Hh++eUXwsPD2bRpE4sWLQLg4sWLtGnThq1btxISEsLkyZNzbPull15i+fLl/PHHH/zvf/+7YiwF2eacOXMIDg7O8Rg8eHCOstHR0dSpU8cxHRAQQHR0dI5yoaGhfPnllwQEBNCnTx/ef/99RzxTp05l0qRJV4y9JDHpI8AWQIELioiIiEjxMmtdBJP+t4utL/akSnn7wEnTf9zHhysPcvCVPrjkcvtxMVQigrxKqmOLiJRwCZdtjPxiM2sPneGVAS24v0NdZ4dUYvwZm8jQTzcQdf4SHz/YjpDG194yVa7Pnj178ux3vKik90EN9hbU06dP5/jx43Tr1o0jR44A8N1337FgwQK++OILAD777DN27drFW2+9haurK0lJSbi5uXH48GEGDRrk6DIk3eOPP86hQ4e45557GDRoEFWrVs23BXVBtnk1vvnmG5YvX86nn34KwOzZs9m4caMjAZ3urbfewrIsxowZw/r163nkkUfYuXMnzz33HO3bt+eee+4hNDQUHx+fq+6DOo/32qn1bN0zISIiIlIGxCYkA1DBK6P6V9nbg1QLYhOTqeTt4azQRERESqzEZBuPzNrE74fPMm1wKwa3DXB2SCVKzYpezHusIw98tpGRszbzwf2tuaN5LWeHJU6SuQ/qzDJ3ZXEVDW1z7WJnxowZbNiwgcWLFxMcHEx4eDhubm5Z7u5LTEy8qm3OmTOHadOm5ZgfGBjI/Pnzs8wLCAggMjLSMR0VFZWl+450n332GcuWLQOgU6dOJCYmcubMGTZs2MD8+fN57rnnuHDhAi4uLnh5eV2xf/niTl18iIiIiJQBsYnJeHu44u6aUf1Lb0l9rgDdfIiIiEhWybZUnvxqK+sPn2X6PUpOX6uqPp6EjexIM/+KjJ6zlcXbTzg7JCnGOnTowKpVqzhz5gw2m425c+c6ur1JTU11JIS/+uorbr311hzrHzp0iA4dOvDSSy9RrVo1IiMjqV+/PuHh4aSmphIZGcnGjRsd5QuyzaFDhxIeHp7jkT05DXDLLbdw4MABjhw5wuXLlwkLC6N///45ytWtW5eff/4ZsLd4TkxMpHr16qxevZqIiAgiIiL4v//7P/75z3+W+OQ0qAW1iIiISJkQm5CSpf9pgMqZEtQNdUetiIhIgaWmWoz95g9+2nOKlwcEMbC1ktPXw9fbnS8f7cDwzzfydNg23F2NWlJLrvz8/Hjttdfo1q0blmXRp08f/va3vwH2lta7du2ibdu2+Pr6Mm/evBzrjxs3jgMHDmBZFj169KBVq1YANGjQgBYtWhAUFESbNm0c5Quyzavh5ubGBx98QK9evbDZbIwYMYLmzZsDMHHiRNq1a0f//v2ZPn06I0eO5O2338YYw8yZM/McdLU0UB/UIiIiImXA6C+3cOh0PD8+kzGwUnjkBQZ8uJbPhrWjx801nRhdgZXGWrnq2CIiJYxlWfxr0U7mbDjGc3c24e9dA50dUqkRl5jMA59tZPfxGD55qB3dmlx5sEkpHMWhD+riyMfHh/j4eGeHUaiKYx/U6uJDREREpAyITUzO0YI6vT/quMQUZ4QkIiJSIk1dto85G47xeEgjJacLWQUvd754uD2Na1bg8dlbWHvwjLNDEpEiUPwT1OFz7Q8RERERuWaxCSlULJdXgjrZGSGJM6mOLSJyTT5edYgZqw4xtENdxt/ZxNnhlEq+3u7MfqQDDaqV59FZm9l45JyzQ5IyrLS1ni6uin+COibS/hARERGRa2ZvQZ11+JH0FtWxakFd9qiOLSJy1b4Lj+a1pXvp29KPl/8WVKr7g3W2KuU9mP1IB/wrefHwfzcSHnnB2SGJyA1U/BPUIiIiInLdYhOSc7Sg9nRzwcPVRV18iIiIXMG6Q2cY+80fdGhQhbfuaYWLi5LTN1r1Cp58NbIjVX08Gf7fjez/M87ZIZV6VzFOnZRQxfU9VoJaREREpJSzLIvYxJQcfVAbY6jg5aYuPkRERPKx72Qco2ZvoX7V8nzyYDs83VydHVKZUbOiF3Me7YCnmwsPfLqBY2cvOTukUsvLy4uzZ88W2wSmXD/Lsjh79ixeXl7ODiUHtysXEREREZGS7NJlG7ZUi4rlclb97AlqtaAWERHJzcmYRIb/dyPl3F2ZOaI9vt7uV15JClWdKt58+UgH7vl4PUM/+51vRv2FWr7FL8FW0gUEBBAVFcXp06edHYrcQF5eXgQEBDg7jByUoBYREREp5WLTWkhX8Mr5pbqCl7taUIuIiOQiLjGZ4f/dSFxiCvNGdaR2pXLODqnMuqlmBWaNaM/9/9nAg59tYN6oTlQp7+HssEoVd3d3GjRo4OwwpIxSFx8iIiIipVxsgr2FdPYuPkAtqEVERHJjS7V4OiycA6fi+WhoG5r7+zo7pDKvZUAlPh3WjmPnLqX9cKAf2EVKC7WgFhERkdLlQiT8/BIc+hkuX4SqgdBhFLR5qGDrXzoHv0yBvYsh4RxUqgdtHoROT4JLWp+TKUnwUyjsXAC2ZGjcC3pPBa9MX14Xj4Gts+GJDVDlBrZG2bsY1rwNJ3eCmwfU6ww9JkKNmx1F0ltQ59XFR8SZAvbnePYQrH0HIjfC6X2ABcYVJp3LWTbVBus/gK1fwIVjUK4KNO0L3f8F3lWylv1zt/09O7YOUi5DrSC49Rl7+YII9a0LvAr0AnyA/cB7hMZ8lqmML/Ae0BdIBsKA5wmNScpUZjHQHggkNCamYDsXEZFioxDrANbFs7xgq8YTLYbQNrBXRpkSVgcoNMWkDtCxYVX+/UAbHvtiC4/O2sysu/zxWjUl//c8MQaWjof9y8HVHYLugttDwc0zo8ycuyF6C/xjW9b3UkSKhBLUIiIiUnrE/Qmf3QFxxzPm/bkT/vcUxP8JXcblv35yAszsB6d2Zcw7ewBWTISzB6H/+/Z5a9+F3z+CLs9BRT/44RlwcYO/fWBffno/bJlpT2rfyC+mf4TBwlEZ0ykJsG8JRKyBR1ZAjaYAxCakJaivt4uPU3vsXzYL4vunYdvsjOn4k7D5Mzj2O4z8GdzLZWzz816QFJtRNmoThN0PAz+BVvfmv59Q31rAOqB2prktgU8J9a1FaMwrafPeAh4CRgP+wIvAWWBK2nZuB/oAo5WcFhEpgQq5DuAGNHI5Afvehh/Oltg6QKEpRnWA7k1r8ta9wbwctpJL/34AL9uZjIW5vefL/wl/zIW+b0HcSfjtDXvSPCRt+aGVcOBH+3Ilp0WcQl18iIiISOnx66sZX0wHfgJj9kPtdmnLptpbVuXn948yktM9JsG4w9C0n3166xf2VkMA+5fZ//7lSWg3wv5lZv/yjO38+IL9i0+XsYVzXABJcfYvvOkuX7K3BgJ7K++nt8ND34Grh/2L3vJ/OopmtKDOvYuPpMRLsGO+veVYfir6wW1j4L55ULtt3uUiN2Z8MW3az/469phknz61C37/d0bZ5f+0x+vqYY//6e324wFY+pz9OPM3mYzk9IOAH7AhbXpSWutqgH7ABUJjZmBPVqfPg1BfF2A6sBP4z5V2KCIixVAh1gHetN3HKL+vSW1S8usAV5ScWCLrAP1b+fNV4C9USUtOpw74OO/3fP9y+/t0yyPQ6Ym0eWnvY2oq/PgvqNEM2g7P/zUQkRtGCWoREREpHVJTYedC+/NqTeytbirUzPgikpoMu7/Lfxs75tv/elSAzk9D+apw67M5l9su2/+6emT8taX1FJHeCqf7v8CzwvUf17HfYdHf4c0m9hZJ6Q6ugMQL9uftRkDletCwKzQIsc87vBIungUy90Gd7ea5kzvof/xdfmYULHjE/gU4P7Xb2m8dbnInuOUzUNSObzKe3/qs/XXs/LT9dYWM1/HiGTj8q/15gxB7/JXr2Y8H7Md38Ke892NPLKc3r9pDaMyXhMacJCMB7Q4MTnvuAaS9caR365F+b+8j2FtdP0NojC3vHYqISLFUiHWAeMqxtOLdvPFgd1xuK/l1gDyd3AFLnoPpTUpmHSA1lZtOrQDgQGptXjjcHMunRu7vue1yxvuV3q1H+nu27Qt7q+ter2Z05SYiRU5dfIiIiEjpcP4IJKX1zFA1MGN+5ucnt+e9fkoSnN5rf165fsaXlKqNcq5fr7P9i92e7+0tfS6ehiZ9Mlrh1GwBrR+89mOJP22/FXXbbDiz3z6vfPWs/Sme+CPjefbjPbgCrFT4cwc07Oro4qOCl7u9H8Yd8+3bPr6N1kAs3lxu9QAe3lWvPebMssSW9vq5uNpf1z932F/nlCT762ml5n4M6U5uh2b989pTIyD9Xtz9meZnft467e9vQH9CfTsD9RzzQn19gJeA7wmNyeebsIiIFFuFUAewTu/FAFHU4ONhHfD1dgdT8usAWWSrAwDg6WvfdkmrA2R5zxsxd+MxKnq58XzrRpjM64P9Pdu3xJ7wT29VXa8zJMXDylehcW9o1O06DlpErpcS1CIiIlI6XMrUUihzq6XMzy+eznv9hPMZX5SyrF8x5/oh4+39Jn470j7t1wrufD2jFc6wH8Al7UY1W7J9QJ4rSbXBwZ9h6yz7raipyeDmBc0GQKv7IPB2cM1UdSvQ8dpve41NTOY29314fP+9vTVR8iX7wEaBPVnn05OHf6/Br93vxM8znxZRVyNLbJlev/TYLJv99c58O/G1vGdQLdPz2Dye10j7+zQQAKxJm/4ZCAUmAFUB+73Yob4GcCU0JiW/HYuISDFynXWA1IvncEmrA/hVr4FvDZ+09Ut+HQCAiLX2pHS2OgCthti74XD3unKMBVVUdYBM+wms48eD9erx8W+HCaA8jp8H0te/83WIjbb3dw32Fttdn4c1b9njuGNKWmyW/b1wVapMpKjpv05ERERKB8vKa0Gm5yaPMle5vncVGPY/++2zqclQoVZGK5ym/eytclZMhM0z4XIc1GoJf30X/IPz3v/2ebBotP15nQ72L43NB0G5StcRr13VM5uY7ToZ/gBqBtm/7La8B3xqcG77cZJ+30Z8YkpGW+TrVdDX8nrfs7wXZp5v31hoTATQllBfPyCZ0JgzhPrWAZ4BPgCiCPX9DHuXIR6E+q4BHiU05nB+AYiISDFwndeTGasO8ve0575Zxmso+XUAItbAzL7259nqADdEUdUBMq1vMEzu35z4pBT+s3orD3pmLAHsXYeM+s0+QKKLu73bkZgoWP8RtH8MKvrDd0/Yu4mxXYa6He2DYt7IQS5FJAv1QS0iIiKlQ/lMjWkz96OYFJ97mey8q4BxyWX9TM+zr1++qv2LKdhb4SSchztehq0zYe270DDEPlDTmf0w70FIuUyeTKZ+DxNj7Y/khLzLX8Xxxl+2spZNinWsU97T3l4hLqkQGwxniS1TY+b02Iyr/Ut3+Uy3E1/LewaZm1ZlaqZFhTzKQGjMCUJj0puVvQ5cxN7Fx4vACOAL4B9AV2BOfjsXEZFi4jrqAAu3RfHOurOkUjrrAFm2na0OcEMUVR0g22vg4mJ4Y3BLejTwznv9CrUy9vtTKHh4Q8hz8NsbsO1L+w8Dvafak/rpLeRFpEj741rdAAAgAElEQVQoQS0iIiKlQ+UG9n4UAc4ezJif+Xmtlnmv7+YJ1Zvan5+PsN/iCXD20JXXT2+F0+FxqNIQDv1in99lHLS8294HZMwxOHsg7/23uhdGLIfgB+DCMfhpErzdDGYPhO1f5xzJ3q9V7seY/ty42PvBBLaZpjxbJS2+pFhYNRXebwOf3UGDiK+pyEV7C+rCkiW2tNcv1WZ/XcH+Ort52l/P9B8FruU9g0NAWgeUNM40P/PzbbmuGep7C3AfMInQmAvAHWlL/klozAxgB9CRUN+Kua4vIiLFxzXWAbYeO8/4BTto07AmpnoT+8xSVgegXid4fG2udQA2fw4JF/KO61oUVR0gl/fc3dWFCR0yOgrYZ/JoAR29xd4Xd9cJ9mR5+nvWYyLc8gjUbA5Rm+w/FIhIkVCCWkREREoHFxcIGmh/fmaf/Qtd/ClY/2HacndoPiCjfKiv/bFwdMa8FoPtfy/H2Vs/XTz7/+zdd3wUxf/H8dek9xAIvdeEHnpvIipWFBUUlXzBgoqKgALyVYMoNlRQQERFvjaKgPpDARURULrSe+89pBBIz/7+uOQMJCEBQi65vJ+Pxz7udnd2d/YmuZ393OyMrVWUff192R97UQR4+tluRuHf1koZ/U66uF38mpMqraHHRBi6C+74ECo2s900zX0MxtaBH57+N22tbuCV/ujv31Mh6iDsWwL7l9qW1ehibyUUG59ClH9tW6ugITvh3qm29UfWUm3lSNZ6PkXtpQNzvxFLTbZ9JhmPNWfIWJaSmPVz+ut927rl422fK/z7OfsG/zuA0/6ltvxHHbSdD4B3kK3fTbAtjwi00qcIACJi0oCZ6UeqS0RgHyICywKD05clA9/lcDbvA9uATzLOLtM2Ga9WpuUiIlJYXWUd4OgX4ZQL8OLjPs0wjdKvXU5WBwCgXINs6wD89Lxt37P6FoU6gG364830zzP7MvdY8zEAybjx2N+VWL4nU1/cGX4ZaQuUN+9nm8+2zMy/A2aLyHWnALWIiIg4j84vgX8F2/u5j8HY2nD07/R1wyCw0uW3b/0UlKlve//7KHi3Buz4yTbf9BGo3CLrNhmtcLqMBK/0xrYh3W2va6bA/mW2G69StaBkzbydh6cfNOsLjy6Cp1ZDm4G21kYbvv43jYeP7WYTIPogjG8EX95l6zvRMwBuHmNPei4hmYCMPjXdPKFBT3jkB3huI7GthnCaQMofXWh7PPlyDq2yfSbv1oDDq23LrNR/l22ebVtWuSU0SR+iaMdPtnW/j7LNl6kPrTP9KHDzGFt+U5Ns+R/fyHY+YBvUyCPTo7rZexU4mv7+a+AE0Cp9fhQRMYezbBEReB/QHhhMRExGAHpe+usQIgLvBMKAP4iIOZ9bBkREpBC4ijpAWprF532bE+Tr4bR1gItcUgeg03BbX9TbfiiadYDLlHlKhxfwDq7KY1/+zfpDmc5t6/dwaCXc/Ma/AeiMMlsxAXbMhxOboXoH8PC9/PFFJN8oQC0iIiLOw78s9P/V1nrHuyS4etoGBLrzo39bNl2OuzeE/wTN+4NfWXD1sN1UdnsNbh+X/Ta/jIQy9Ww3rxka9bI9Jrp7EUx/wPa4a+9vr25U+DKhtpuoITvg/i8vXte4t22/FZuDm7ftUdc63W2PCZcJtSeLTUghwMudLEpUIa3TcDokjmNhk0k5D8Z0Ne4YDzeOsn1+rh7gV872uYb/ZPuc7edX15bfOt1t+Xfztp1P729t55ebiJgTQFvgWyASSAQ2YRvg8I2s6QM9sPU9/TMRMb9mWvMOtlbVA4D/YQtYP5JlexERKZzyWAdIS/t3XIaWNUpSu2z6sAVOWgfIUYkq0GUEPLcJHppbNOsAlylz767D+ap/S0r7exL+xVp2nIi19QO+KAJq3wy1uv67n3bP2X4I+Hsq/DDAFrC++5McDysi+c9YOY6cmkWeE+arpe/YXju96JDDi4iIiBRllmVRe+QCnuhUgxduznrDmpyaRu2RCxjSrQ7PdK3tgBxeEePoDFwHqmOLiBSg93/bxYe/7+a/t9Xl0Q41HJ0duc4On73AfZNXkpSaxrePtSK0nIaWEMmBQ+vZakEtIiIi4sTik1NJSbOyb0GNbUAhL3cX4hLzcZBEERGRQujHDUf58Pfd3N+8Ev3b5zCAnjiVyiV9mP54azxcXXhgyiq2HdPAhyKFkQLUIiIiIk4sNt4WeLb3QZ0NP083zilALSIiTmzdoShemL2JltVL8nqPhhjjjA/lSHaqB/sy4/HWeLm78uBnq9h6LMbRWRKRSyhALSIiIuLEYhOSAXJsQQ22AHVcggLUIiLinI5Gx/P4l/9QLsCLyQ81w8NNoZDiplp6kNrH3ZUHP13NlqMKUosUJvpWFhEREXFisfHpAWrvnAdn8vNy47xaUIuIiBOKS0yh/7S1JKakMjW8OSV9PRydJXGQqqV8mflEG/w83Xjw01VsOBzt6CyJSDoFqEVEREScWF5bUKuLDxERcTapaRaDZmxg96k4Jj7YlFpl/B2dJXGwyiV9mPF4awJ93Onz6SpW7Dnj6CyJCApQi4iIiDi1vPZBrS4+RETE2byzcAeLtp/kldvr0bFOaUdnRwqJyiV9mD2gLRWDvAmftpZft55wdJZEij0FqEVERESc2L8tqC/TxYenG+eTFKAWERHnMevvw3yybB8Pt65K37bVHJ0dKWTKBngx8/E21C0fwJPfrGPOP0ccnSWRYk0BahEREREnltEHtf/luvjwUgtqERFxHqv2RTLy+810qB3Mq3fUc3R2pJAK8vXg20db0bpGSYZ8t5Fpy/c7OksixZYC1CIiIiJOLDYhBW93Vzzccq72+aoPahERcRL7Tsfx5Nf/UKWkDxMebIqbq8IekjNfTzc+79uCm+qVJWLeNsYv2o1lWY7Olkixo29qEREREScWG59MgHfO3XsA+Hu6kZSSRlJKWgHlSkREJP+dOpdA3y/W4GIMn/dtQeBlxl8QyeDl7sqkPk3p2bQSHyzaxeiftpOWpiC1SEG6/N2KiIiIiBRpsQnJBFymew+w9UENcD4xBQ83j4LIloiISL6KS0yh37S1nDmXxPTHW1Mt2NfRWZIixM3VhXfvbUSAtxtTl+8nOj6Jt3s2wl0t8EUKhALUIiIiIk4sNj6FgFxakPmmB6jjElMI8lWAWkREipbk1DSe+mYd24+f49NHmhFWuYSjsyRFkIuL4ZXb61HC24MPFu0i5kIyE/s0xcvd1dFZE3F6+ilIRERExInZWlDn0sVH+vpzGihRRESKGMuyGDF3M8t2neaNHg24IbSso7MkRZgxhudurM3oHg1YvPMUD3++mpj0AadF5PpRgFpERETEidn6oM6tiw/b+vNJClCLiEjR8t6vu5j9zxGe61qb3i2rODo74iQebl2Vjx5owobD0fT6ZCWnYhMcnSURp6YAtYiIiIgTi01Iyb0P6vQW1HFqQS0iIkXIlGV7mfDHHnq3qMygG2s7OjviZG5vVIGp4S04dPYC905eycHI847OkojTUoBaRERExElZlpXegvryXXz4edr6VjyXqAC1iIgUDV+vOsiY+Tu4rVF53ri7IcYYR2dJnFCH2qX59rHWnEtIpufHK9l6LMbRWRJxSgpQi4iIiDip+ORUUtKs3FtQp3fxoRbUIiJSFHy//ggv/7iFG0LL8MH9Ybi6KDgt109Y5RJ8N6AN7q6G3p+sYvW+SEdnScTpKEAtIiIi4qRi420B51z7oE7v4uO8WlCLiEght3DLCYZ+t4nW1UsxqU9TPNwU1pDrr1YZf+Y82ZYyAZ48MnUNv2076egsiTgVfZOLiIiIOKnYBNuo87m1oPZxVxcfIiJS+P2x8xTPTF9Ho0qBfNa3OV7p1y+RglChhDffDWhLaPkABnz9D9/9fdjRWRJxGgpQi4iIiDip2HhbgNrf6/J9ULu4GPw83dTFh4iIFFqLtp3kiS//oXYZf6aFt8TX8/LXNpHroaSvB98+2oq2NUvxwuxNfLJ0r6OzJOIUFKAWERERcVIx6QHqwFy6+ADw83RTFx8iIlIoLdh8nAFf/0Pd8v58+1grAn1yv66JXC++nm581rc5tzUqz5sLdjBm/nYsy3J0tkSKNP3kKCIiIuKkrihA7eVGnALUIiJSyPy44SiDZ20krHIJvvhPi1y7rRIpCJ5urnzYuwlBPu5MWbaPs+eTeOuehri5qh2oyNVQgFpERETESV1JgNrX0019UIuISKEy+58jvDh7Iy2qlWRqeAt16yGFiquLYfRdDSjl68n433cTfSGZCQ82Ud/oIldBP+2IiIiIOKmYPPZBDeDv6UZc+qCKIiIijva/FQd4YfZG2tUKZtp/1Oe0FE7GGJ7vVodRd9bn9x0neWTqGvsg1SKSdwpQi4iIiBSwH374gUaNGuHp6Un16tV5//33L5t+0KBBGGMYOnToRct37NhBq1atCAwMpHfv3sTFxV20fuPalRyd1JeE+Au55unomgV8/3T7LPsAiIiIIDg42D5/4MABjDH2yd/fn+bNmzNr1qwc0/j6+lKzZk369OnDn3/+mWt+RESkeLIsi3cW7uDV/9tKt7pl+fSR5nh7OEeL1IK6/i9btoyKFStme02/1LRp0zDG6Pp/jfq2rca4XmGsOxhFr09WcepcgqOzJFKkKEAtIiIiUoCWL1/OPffcQ8uWLZk3bx79+vVj2LBhjBs3Ltv027ZtY+rUqQQEBGRZFx4eTq1atZg1axbbtm1jzJgx9nVpaWnMn/IW1W55FD8/v1zz5el25dXCsWPHsnLlSubMmUPt2rXp1asXP/30U7Zp5s+fz8svv0xkZCQdO3Zk1KhRV3w8ERFxbsmpabwwexOTluzlwVZV+PihZk7TXUJBXv8HDRrEm2++mafr/9XQ9T97d4VV5PPwFhw4c577Jq/kUGTuDQRExEbPyIiIiIgUoNdee4327dvz2WefAXDTTTcRFRXFa6+9xlNPPYWHh8dF6Z999lmee+45vvrqq4uWx8XFsXr1aubNm0fp0qWJjo5m7Nix9pvUzz//HMvFlZptb81Tvq4mABASEkLr1q0BuPHGG1m3bh0ff/wxt99+e7ZpOnXqRHh4OK+88goRERF06tSJzp07X/FxRUTE+VxISuHpb9bxx87TDLqxNs91rY0xxtHZyjcFef13d3fn4Ycfvm7nout/zjrVKc03j7Wi37S19Jy8gi/7taRu+aw/MojIxdSCWkRERKQAbdiwgRtvvPGiZRk3qStXrrxo+ezZs9m+fTvDhw/Psp+kpCQAvL29AfDx8bEvi42N5eWXX6ZBz2cp4ZP7AInwbwtqy7Ku7ITSubi4EBYWxoEDB3JN++qrr1KhQgUmT558VccSERHncvpcIg9+upqlu07zxt0NGHRjHacKTkPBXv/Hjx9fYJ+frv9ZNa0SxHdPtMHVGO7/ZCVr9p91dJZECj0FqEVEREQKUEJCQpZWUp6engBs377dviw+Pp4hQ4bw1ltv4evrm2U/JUuWpHr16nz00UecPXuWKVOm0Lx5cwBGjx7NjTfeiFv5EAK98xagzmhBfT4hmZSUlIumtLS0PO3jwIEDlCtXLtd0rq6u3HDDDaxatSpP+xUREee140QsPSYuZ8eJWD5+qBl9WlV1dJaui4K8/me0XL4Sqampuv7no9pl/ZnzVFtK+3vy8OerWbTtpKOzJFKoqYsPERERkQJUq1Yt1q5de9GyNWvWAHD27L8tbN58803Kly/PQw89lOO+Jk6cyH333cdLL71E7dq1mThxInv27OHzzz9n06ZN9PxyR54D1J7utnYL5cuUynZ9qVJZl6elpZGSkkJsbCyfffYZa9as4aOPPsrT8SpVqsTJk7pZExEpzhbvOMkz367Hz8uN755oS8NKgY7O0nVTkNf/q1GiRIlsl+v6f/UqlvDmuyfa8J9pa3ni6394u2cj7m1WydHZEimUFKAWERERKUADBgzgySef5NNPP+Xee+9lzZo1vPfee4CtZRHA/v37GTt2LIsXL77sI7rdu3fn1KlTHDlyhJo1a+Lq6sqdd97J888/T6VKlTjw5xh2jvueGYPdGT58OE899VSO+/Jysx17xv8tpGb5i29Gp0yZwty5c7Nsc9ddd9nfu7u7M3jwYJ588sk8fQ5X25WIiIgUfZZlMXX5Ad74eRv1KgTw2SMtKBfo5ehsXVcFef2fOHEib7/9NkCu1/8My5Yts3cbkkHX/2tXys+Tbx9rzRNf/c3Q7zYSdT6JxzrWcHS2RAodBahFREREClC/fv3YuHEjTz75JI8//jg+Pj68/fbbPPPMM5QtWxaw3Ux2796d0NBQoqOjAVtrpcTERKKjowkMDLTfuPr4+FCnTh0AFi1axMaNG5k5cyZr/1nHmSVfMeLj73iodTXatGlD+/btadSoUbb5yuiDulqdBjQPqXjRup9++inbbT744APat2+Pv78/1atXz/Lo8uUcPXrUfr4iIlJ8JKak8uqPW5mx9jC31C/H+70a4+Ph/KGJgrr+b9y4kZdffpkVK1YA5Hr9z9CkSRP8/PwuWqbrf/7w83RjangLnp+5gTfmbyfyfBLDbglxun7WRa6F+qAWERERKUCurq5MmDCB06dPs2nTJk6ePGnvKzLjdefOncydO5egoCD7dPjwYSZMmEBQUBBHjx7Nst+UlBQGDRrEO++8g7e3N78sWoxXlUaEhIQSGhpK165dWbp0aY758kzvg/pcYnKez6VWrVo0b96ckJCQK7o5TUlJYfHixbRp0ybP24iISNF3LDqe+yevZMbawzzdpSaT+jQtFsFpKLjr/5IlS7jhhhsIDc3b9f9q6Pp/5TzdXPnogab0aVWFyUv3MnzOZlJS89bHt0hxUDyuBCIiIiKFTMaNJ8CkSZNo27YtoaGhAHz22WfExcVdlL5379506tSJJ598ktKlS2fZ3+TJkwkKCqJXr14AJCSnkpaSSEB6H9Tnz5+/7GO1Xul9UJ9PTL32k8vFa6+9xrFjxxgwYMB1P5aIiBQOK/acYeD09SSlpPHJw824uX7ug+o5o+t9/Qe4cOGC/X1u1/+CVNyv/64uhtd7NKCUrwcfLt5D1IUkPnygiX2gapHiTAFqERERkQK0atUq/vrrL8LCwoiNjWX69On88ssv/PXXX/Y0zZs3z7Kdl5cXlStXpnPnzlnWRUVFMWrUKH755Rf7srpNWpEQ8V+Wz/+OyHUBLF68mLfeeivHfGXcHMUmpFzD2WW1c+dOgoODSUpKYv/+/cyYMYOFCxcSERFBp06d8vVYIiJS+FiWxZRl+3h74Q5qlvZj8sPNqFnaL/cNnUxBXf87duzIiy++yNSpUwFyvf5fL7r+Z88Yw+CbQijp60HEvG30nbqGT/s2J8Arb4NaizgrBahFRERECpC7uzszZ84kIiICFxcXOnTowPLly2nYsOFV7/PVV1/lzjvvpGnTpvZl5WvWJajzf/hi3Fu4uRrGjh1L48aNc9yHr6etWhh9Pumq85GdoUOHArYb7PLly9OmTRuWLVtGhw4d8vU4IiJS+MQlpvDi7I3M33yC2xqW5517G9mvN8VNQV3/mzRpwjvvvMPIkSMBcr3+Xy+6/l9eeLvqBPl6MGTWRnp/sor/9WtJaX9PR2dLxGHMFTzq4ZhnQpa+Y3vt9KJDDi8iIiJSFM1dd4TBszbyx9DOVA/2zTW9ZVnU+e8CHu1Qg2G3hBZADq+KM44mpDq2iDilPafiGPD1P+w7HceI7nV5tEN1DQoncoklO0/x5NfrKO3vyRf/aVEsny6QQsOhX9AaJFFERETECZ1Nbwld0jdvgxcZYwjy8SAqn1tQi4hI8TN33RHunPAXUeeT+PrRVjzWsYaC0yLZ6BxShm8fa8X5xBTumbSCVfsiHZ0lEYdQgFpERETECUWeT8LNxRDglfdHqUv6ehCpALWIiFyl84kpDJm1kcGzNtKgQiA/PduetjWDHZ0tkUKtSZUgfni6HcF+Hjz8+Wq+X3/E0VkSKXAKUIuIiIg4obNxSQT5elxRi7WSvmpBLSIiV2f78VjumPAXc9cf4dmutfn2sVaUD/R2dLZEioTKJX2Y+2Q7mlUN4vmZGxm/aDdX0CWvSJGnALWIiIiIEzp7IYlSeezeI0OQr4e9axAREZG8sCyLr1cd5K6JyzmXkMI3/VsxuFsd3FwVbhC5EoE+7nzZrxX3NK3IB4t2MWjmBuKTUh2dLZECUTyHzxURERFxcmfPJ+W5/+kMJX08OHtBAWoREcmbmPhkRszdxPzNJ+hYpzTv39+YYD9PR2dLpMjycHPhvfsaU7O0H2N/3cmeU3F88nAzKgX5ODprIteVftIUERERcUJXE6AO8vUgJj6ZlNS065QrERFxFqv2RXLr+D/5detJhncPZVp4CwWnRfKBMYanu9Ti877NORR5gTsnLGflXg2eKM5NLahFxCGSk5M5cuQICQkJjs6KXEdeXl5UqlQJd3d3R2dFpNiJjEu84gB1KV8PLAui45MVZBARkWwlJKcy9pedfL58P1VL+jBrQBuaVglydLZEnM4NoWX5YWA7Hv/ybx76fDX/va0u4W2rXdH4IiJFhQLUIuIQR44cwd/fn2rVdIF1VpZlERkZyZEjR6hevbqjsyNSrCSnphGbkHJVLagBos4nKUAtIiJZbDkaw/MzN7D7VBwPta7CS7fWxcdDYQWR66VmaT9+eLodz8/cyKh52/j7QBRj7mlIoLcaAIlzURcfIuIQCQkJlCpVSsFpJ2aMoVSpUmolL+IAUen9SF/pIIklfWzpIzVQooiIZJKSmsZHv++mx8TlxMQnM+0/LXi9R0MFp0UKgL+XO1MebsawW0JZuPUEt334JxsORzs6WyL5SgFqEXEYBaedn8pYxDHOpgeYS/peWSvo0v629KfPJeZ7nkREpGjaf+Y8932ykvd+28UtDcrx6/Md6RxSxtHZEilWXFwMT3auyawn2mBZcO/HK5iybC9paZajsyaSLxSgFhEREXEyZ+NsAeog3yt7/LNsgC1AfTJWTz6IiBR3yalpTF66l+7jl7Hv9Hk+fKAJEx5sSgmfK3s6R0TyT7OqQcx/tgM31i3LmPk7CJ+2lhMxqrdJ0acAtYgUWydOnKB3797UrFmTevXqceutt7Jr164c0y9ZsoTbb789X469ZMkSwsPDr2rbiIgIxo4de03HP3z4MF26dKFu3brUr1+f8ePHZ5suKiqKu+++m0aNGtGyZUu2bNliXzd+/HgaNGhA/fr1GTdu3DXlR0Ty16n0FtBlA7yuaLtAb3c83Vzs24uISPG06Ug0d05YzlsLdtCxdml+GdSROxtXcHS2RAQI9HHn44eaMrpHA9buP0u3D5Yy6+/DWJZaU0vRpQC1iBRLlmVx991307lzZ/bu3cu2bdsYM2YMJ0+edHTWCoSbmxvvvfce27dvZ9WqVUycOJFt27ZlSTdmzBjCwsLYtGkTX375Jc899xwAW7Zs4dNPP2XNmjVs3LiRn376id27dxf0aYhIDjJaQJfxv7IuPowxlA3wUgtqEZFi6kJSCqN/2kaPicuJjEtk8kNNmfJIc8oFXtkPniJyfRljeLh1VRYO6kDd8gG8OHsT/dSaWoowBahFpFj6448/cHd3Z8CAAfZlYWFhdOjQAcuyeOGFF2jQoAENGzZk5syZ9jRxcXHce++9hIaG0qdPH/uv1P/88w+dOnWiWbNm3HzzzRw/fhyAzp07M2zYMFq2bEmdOnX4888/AfDw8CAwMBCApUuXEhYWRlhYGE2aNOHcuXNZ8vvGG28QEhLCjTfeyM6dO6/5/MuXL0/Tpk0B8Pf3p27duhw9ejRLum3bttG1a1cAQkNDOXDgACdPnmT79u20bt0aHx8f3Nzc6NSpE99///0150tE8sfJ2ER8PFzx87zywavKBnjq5kZEpJixLIsfNxyl63tL+fyv/TzQsgqLhnTilgblHZ01EbmMqqV8mfFYayLuqMeqfbbW1NPXHFLf1FLkaMhdESmWtmzZQrNmzbJdN3fuXDZs2MDGjRs5c+YMLVq0oGPHjgCsX7+erVu3UqFCBdq1a8fy5ctp1aoVzzzzDD/++COlS5dm5syZjBw5kqlTpwKQkpLCmjVrmD9/PqNGjWLRokW0bduWtm3bAjB27FgmTpxIu3btiIuLw8vr4hYq//zzDzNmzGD9+vWkpKTQtGnTbPP+zTff8O6772ZZXqtWLWbPnp3jZ3HgwAHWr19Pq1atsqxr3Lgxc+fOpX379qxZs4aDBw9y5MgRGjRowMiRI4mMjMTb25v58+fTvHnzHI8hIgXr1LkEygZ4XdVApWUDvNh6LPY65EpERAqjTUeiGTVvG/8cjKJBxQAmPNiEZlVLOjpbIpJHLi6G8HbV6RJahhdnb2LE3M3MWHOI1+5qQOPKJRydPZE8UQtqEZFL/PXXXzzwwAO4urpStmxZOnXqxNq1awFo2bIllSpVwsXFhbCwMA4cOMDOnTvZsmUL3bp1IywsjNdff50jR47Y93fPPfcA0KxZMw4cOJDleO3atWPw4MF8+OGHREdH4+Z28W+Hf/75J3fffTc+Pj4EBARw5513ZpvvPn36sGHDhizT5YLTcXFx9OzZk3HjxhEQEJBl/fDhw4mKiiIsLIyPPvqIJk2a4ObmRt26dRk2bBjdunXjlltuoXHjxlnyLSLXbtq0aRhjskyTJ0+2p7EsizFjxlC5cmW8vb3p2LEjS6ZPYskLXS673a233oq/v799XUhICDNnzrR38ZFTP4bh4eHZ5mnHjh3X/fMQEZGrd/ToUfz8/DDGEBcXx4mYBJ6csogOPfuzYNTDnPjwfja+8yAfvvI8x44dy3V/f//9N+Hh4YSEhODi4nLV46uIiE3nzp2zrWMZY1i5ciUA0dHR9OvXj5IlS+Ln50f37t3Zs2cPkN6a+vHWfNCrMcdiEugxaTkj5m4m6nxSjvv19Lyy7oVFf7EAACAASURBVOBErhdFE0SkWKpfv36OgdvLDS6R+QLu6upKSkoKlmVRv359e6Uhp20y0l9q+PDh3HbbbcyfP5/WrVuzaNEiQkNDL0qTl1aQV9qCOjk5mZ49e9KnTx97EP1SAQEBfPHFF4Dtc6levTrVq1cHoH///vTv3x+Al156iUqVKuWaRxG5OosXL8bb29s+X6NGDfv7t956i9GjR/Puu+8SGhrK+++/z/Jfv8l1u/Xr11OqVCmaNWvG0qVLqV27Nr179+aJURO4kFSNc4kpBHi5Z5uf0NBQ+3dDhmrVquXHqYqIyHXywgsv4Ofnx/nz53l7wXZmbTzDuV2rcTu8lsFPP0HH9m05efIkERERtG3bli1btuDn55fj/pYvX85ff/1F69ats+2iTkSuzKRJk4iNvfgptldeeYX169fTokULAHr16sWWLVsYP348gYGBvP7663Tt2pXNmzcTEBCAMYa7m1TixrplGbdoN9NWHGDBluO8NHkON9cvi4ebq33fd9xxB+3atSvQcxTJiQLUIlIs3XDDDbz00kt8+umnPPbYYwCsXbuWCxcu0LFjRz755BP69u3L2bNnWbZsGe+++26OrQNDQkI4ffo0K1eupE2bNiQnJ7Nr1y7q16+fp7zs3buXhg0b0rBhQ1auXMmOHTsuClB37NiR8PBwhg8fTkpKCvPmzeOJJ57Isp8+ffrQp0+fPB3Tsiz69+9P3bp1GTx4cI7poqOj8fHxwcPDg88++4yOHTvaW1qfOnWKMmXKcOjQIebOnZtjgF5Erl2LFi2yDRIkJCTw1ltvMWLECAYOHAhA69atCShV+rLbga0lnYuLC1u2bKFhw4YMHTqUqKgo1v3+I7R5jpMxCTkGqH19fWndunU+nZ2IiFxvf/75JwsWLqRdz0f5+bN3+WrVQe5tXZvw/o8TWvm/Fz0J17RpU0JCQpgzZw59+/bNcZ/PPPOMfQBtdfUmcu3q1at30XxSUhJ///03vXr1ws3NjZUrV/Lrr7/y+++/c8MNNwDQqlUrqlevzpQpUxg6dKh9W38vd16+vR73Na/Ea/O28c3eZJZGJzK4Wx3uCqvIun/+5syZMzzwwAMFeo4iOVGAWkSKJWMM33//PYMGDeKtt97Cy8uLatWqMW7cODp27MjKlStp3LgxxhjeeecdypUrl2OA2sPDg9mzZ/Pss88SExNDSkoKgwYNynOAety4cfzxxx+4urpSr149unfvftH6pk2b0qtXL8LCwqhatSodOnS45vNfvnw5X331FQ0bNiQsLAyAMWPGcOutt9q7ABgwYADbt2/nkUceseft888/t++jZ8+eREZG4u7uzsSJEwkKCrrmfInIlVmxYgWxsbHcf//99mUpLh64l6lB0pFtl93WxSVrT2+lSpXidMx5AI5Gx1O7rH/+ZlhERArc0bPn6RX+GF4t7mfVsWQAfhzYnsbVy2Wbvk6dOvj4+HDq1KnL7je764iI5J+FCxcSFRVlDyJv2LDBPkB9hrJly9KoUSN+/vnniwLUGULLBfDNo634c/cZ3l64g8GzNjJl2T78NnyLr68vd9xxR4Gdj8jlKEAtIsVWhQoVmDVrVrbr3n333SzdZXTu3JnOnTvb5ydMmGB/HxYWxrJly7LsZ8mSJfb3wcHB2fZB/dFHH+Wa15EjRzJy5Mhc0+VV+/btc+zKZMCAAfb3bdq0Yffu3dmm+/PPP/MtPyJyeTVr1iQyMpKaNWsyePBg+1MUO3bswNXVldq1a9vTHj4bj6tvyctul1lG10O//fYbv/76K5OnfknEJjh89kKO+dm2bRsBAQEkJibSokUL3njjjYtulkRExPG2HYvlsz/38dXUKcREn6ffg/+h8tl1/Hc+1Cydc9cdmzZt4sKFC1lac4pIwZoxYwYVK1a0N1BKSEjAzc0NV1fXi9J5enqyffv2HPdjjKFjndK0rxXMT5uPM/aXHSyaO4eyoW1YsjeGm+t74+py5QNri+QnBahFRERECqny5cszevRoWrZsSWpqKtOnT2fAgAFcuHCB559/nqioKPz8/C66UTl09gKufrYA9dSpU3FxccmyXYZVq1bRpk0bwNaX9aRJk+j7wH28uW0hh3IIUDdp0oRWrVpRr149Tp8+zXvvvUe3bt3466+/aNmy5XX8NEREJDeJKan8uvUk09ccYsXeSDxSzhO34hs+/ewL+vZqxbRpOQexANLS0njuueeoXbs2N910UwHlWkQudeHCBebNm8fjjz9uH4+oVq1aJCQksHnzZho2bAhAfHw8W7ZsyVM/8C4uhjsbV8D37C5uPHeGko268NQ366hR2pcnO9WkR5OKuLvqyQhxDAWoRURERAqpm2++mZtvvtk+3717dxITE3n99dft/X5eOojq4agLeARXAeCmm27C3d09y3YZj2U3bNiQ6dOn88ADD3D33XczcOBAAgICqFKyQo4B6ozjZrjtttuoV68eY8aM4Ycffsi3cxcRkbzbc+ocM9YcZs66I0RdSKZiCW9evCWEv79+h+Pt29K3V/YDYl9qxIgRrFy5kqVLl+Lunv04BCJy/c2bN4+4uLiL+oi++eabqV69Ok888QRffPEFAQEBDB8+nJiYmCv6f509ayZBQUGsmTSE33dFMvGPvbwwexNjf93Jgy2r8kDLypQJ8LoepyWSI/00IiLFlqurK2FhYTRo0ID77ruPCxdyfpw9O5cb1bwwWbhwISEhIdSqVYu33nor2zQHDx6ka9euNGrUiM6dO3PkyBH7uhdffJH69etTt25dnn322Ry7BhGRgnHvvfdy9uxZDhw4QFBQEOfOnSM1NdW+/tDZC3ilJeDj43PRzUrm7TL4+vrSoEEDAAYOHMjDDz/MsGHDqFLSh0Nn4/OUH29vb2699VbWrVuXPycoIiJ5cjwmns/+3MddE5dz4/vLmLbiAG1qluLLfi3588UudCqdyNdfTuPVV18lOjqa6Ohoe303JiaG+PiLv+cnTZrEu+++y//+9z9atWrliFMSkXQzZsygVq1aFw1A6uHhwYwZMzh58iShoaFUqFCBffv28cgjj1C2bNk87TclJYU5c+bQs2dPvL08ub1RBeY/254v/tOCOmX9+WDRLtq+tZiB365jzf6zuveTAqMW1CJSbHl7e7NhwwYA+vTpw+TJkxk8eLB9vWVZWJZVpAeASU1N5emnn+a3336jUqVKtGjRgjvvvDNLn4JDhw7lkUceoW/fvixevJgRI0bw1VdfsWLFCpYvX86mTZsAW9/VS5cuvagvbhFxDGMMoaGhpKamsmfPHkJCQgDYcyoO97jjhIaG5rhdTpo2bcoXX3xBhQB3Vu2LxLKsy6bP635FRCR/HI+J57dtJ/lp43HWHDgLQP0KAYzoHso9TStR2t/Tnnb37t0kJyfbu3LKrFKlSvTv35/PPvsMgDlz5vDMM8/wzjvv0KtXr4I5GRHJVkxMDAsWLODFF1/Msq5ly5bs2bOHXbt24ebmRs2aNbn99ttp3bp1nvb9+++/c/r06YtaZhtj6BJShi4hZdh/5jxfrzrId38f5qdNx6lR2pd7mlSkR5OKVAryybdzFLlU0Y26iIjkow4dOrBnzx4OHDhA3bp1eeqpp2jatCmHDx9m+vTpNGzYkAYNGjBs2LCLthsyZAhNmzala9eunD59Ost+v/vuOxo0aEDjxo3p2LEjANOmTWPgwIH2NLfffrt9MEU/P79c93kl1qxZQ61atahRowYeHh707t2bH3/8MUu6bdu20bVrVwC6dOliT2OMISEhgaSkJBITE0lOTs7zr/Micn3MmTOH4OBgqlatStu2bQkICOC7774DbD+sbTt0itNbV9C9e/cct8vJ8uXLqVSpEnUrluR8UipHonJvRR0fH8+CBQto1qzZtZ2YiIhkYVkWm4/E8MFvu7jtwz9p8+ZiXvlxK1EXkhjcrQ6Lh3Ti52c78ESnmhcFp8HWsOCPP/64aMqoy86fP58XXngBsA3q3adPHwYOHMjQoUML/BxF5GLff/89iYmJFwWRMzPGEBISQs2aNdm9ezeLFi2if//+edr39OnTKVeuXI4NjqoH+/Ly7fVY/dKNvNOzEcF+noz9dRft3/6D+z9ZyYw1hzh7PulqT00kR2pBLSLFXkpKCgsWLOCWW24BYOfOnXzxxRdMmjSJY8eOMWzYMP755x+CgoK46aab+OGHH+jRowfnz5+nadOmvPfee7z22muMGjWKCRMmXLTv1157jV9++YWKFSsSHR2da17yss9vvvmGd999N8u2tWrVYvbs2RctO3r0KJUrV7bPV6pUidWrV2fZtnHjxsyZM4fnnnuO77//nnPnzhEZGUmbNm3o0qUL5cuXx7IsBg4cSN26dXM9DxHJHz179qRly5Y0atSI1NRUZs6cycyZM/nwww9xcXHBy8uL4cOHM3r0aIKCggiuVJ19M14n6UIcAAsWLCA1NZU333yTFStWEBERgYuLCwcPHqRnz560aNHC3vL5+eefZ8OGDQwfPpx6FQIA+HDyZ3zwymD27t1L1apViYmJ4fbbb+ehhx6iVq1anDlzhg8++ICjR48ya9Ysh31OIiLO5EjUBVbsjWTFnjOs2BvJqXOJuBhoWiWIYbeEcmPdMtQu65/rfoKDg7MEoTK6eerQoQN+fn5s376dHj16EBoaSq9evVi1apU9benSpalZsyYAS5cupWvXrvz+++906tQJgNOnT7N06VIAoqKiOHjwoL0ueu+9917rxyBSbM2YMYPGjRtne981evRoQkNDCQ4OZvPmzYwePZrevXvTrVs3e5ovv/ySfv362etvGRITE/nhhx8IDw/P9Slhbw9X7m9RmftbVObw2Qv8sP4o368/yvC5m3np+800r1aSm+qV5aZ65ahSSi2r5dopQC0ixVZ8fDxhYWGArZLev39/jh07RtWqVe2PSK1du5bOnTtTunRpwNYVyLJly+jRowcuLi72RyAfeugh7rkn6+Az7dq1Izw8nPvvvz/b9ZfKyz779OlDnz598nSO2fUZlt1j+GPHjmXgwIFMmzaNjh07UrFiRdzc3NizZw/bt2+390ndrVs3li1bZm8NLiLXV0hICFOnTuXw4cNYlkW9evX48ssvefjhh+1phg8fTlpaGm+++Sanz0RiStfg1rvv47vvvuP999/Hsiz7kw99+/YFoESJEkRFRTF58mT7fjK6PDp+/DghZf1xMbYgSWpqqv27xNPTk9KlS/P6669z6tQpvLy8aNOmDUuXLr2oj0QREcm7U+cSWLXvrD0gnTFIbbCfJ21qlqJzndJ0CS1DSV+PfD/26tWriYmJYePGjbRr1+6idX379mXatGmArU6Z+XoAsHXrVu677z77/L59++xPBarfWpGrc+bMGX7//XdGjx6d7frIyEgGDRrEmTNnqFy5MkOHDmXIkCEXpUlLS8vy/wq2hgsxMTH07t37ivJUuaQPz3StzcAbarHlaCy/bTvBr9tO8vrP23n95+3UKetHu1rBtKsZTMsaJQnw0gCrcuUUoBaRYitzH9SZ+fr62t9fSeU6u8Dv5MmTWb16NT///DNhYWFs2LABNzc30tLS7GkSEhKuaJ9X0oK6UqVKHD582D5/5MgRKlSokGXbChUqMHfuXADi4uKYM2cOgYGBTJkyhdatW9sHhOzevTurVq1SgFqkgIwZM4YxY8ZcNo0xhpEjRzJy5EjGzN/OtOUHmBVxE17urjluExgYyN69ey+73+rBvvgGd73oe9DLy8v+XSEiIlcuOTWNHcfPse5QFOsORbH+ULQ9IO3v5UbrGqX4T7tqtKsVTO0yfvnev394eDjh4eE5zuekc+fOWerF2S0TkWsTHBxMcnJyjuvHjRvHuHHjLruPnP6ve/TocU3/s8YYGlYKpGGlQAbfFMKhyAv8uu0ES3ae5tvVh/hi+QFcXQwNKwbSqkZJmlQuQVjlIMoFel31MaX4UIBaROQyWrVqxXPPPceZM2cICgpi+vTpPPPMM4Dtl+nZs2fTu3dvvv32W9q3b59l+71799KqVStatWrFvHnzOHz4MNWqVWPSpEmkpaVx9OhR1qxZY0+fl31eSQvqFi1asHv3bvbv30/FihWZMWMG3377bZZ0Z86coWTJkri4uPDmm2/Sr18/AKpUqcKnn37KiBEjsCyLpUuXMmjQoDwdW0QK3ur9Z2lcOfCywem8al61JAu2HCclNQ03Vw1bIiJypdLSLA6evcDWYzFsPhrD+kPRbDoSTUKyraFCGX9PmlYJok+rKrSuUYr6FQL0fSsiRUaVUj482qEGj3aoQUJyKusPRbNi7xmW7znD1L/2k5xqC4aXC/AirHIJ6lUIoE5Zf0LL+VOlpA8uLhpgW/6lALWIyGWUL1+eN998ky5dumBZFrfeeit33XUXYGtpvXXrVpo1a0ZgYCAzZ87Msv0LL7zA7t27sSyLrl270rhxYwCqV69uH3ixadOm9vR52eeVcHNzY8KECdx8882kpqbSr18/6tevD8Arr7xC8+bNufPOO1myZAkjRozAGEPHjh2ZOHEiYOs/cPHixTRs2BBjDLfccgt33HHHNeVJRK6P0+cS2XQkmmdvqJ0v++tQJ5iZfx9m45EYmlUNypd9iog4q8SUVPadPs/WY7FsORrDtmOxbDseS1xiCgDuroZ6FQJ5oGUVmlYJokmVElQs4Z3vLaRFRBzBy92VNjVL0aZmKYbcFEJCcirbjsey4VA0G49Es+FwNAu3nrCn93Z3pVYZP6qW8rFNJX2pkv6+rL+XgtfFkLmC5v2OeXZn6Tu2104vOuTwInJ9bN++XYPtZcPPz4+4uDhHZyNfqaxFCsY3qw8y8vstzH+2g32Qw2sRcyGZFmMW0at5ZUb3aJAPOcwXzni3ojq2SBESn5TK3tNx7DkVx+5T59h90vb+QOR50tL/m73dXalXIYD6FQJoUCHQ3mrQw02to0Wk+DqfmMLuU3HsPBHLzhO279CDkRc4Gh1Patq/1SFPNxcql/ShfKAXZQO8KBfgRdlA26vtvSelfD1xVRA7vzn0A1ULahEREZEiLi3N4ssVBwkp60/d8v75ss9AH3dub1SeueuOMPSmEAJ9NOCNiDi/tDSLM3GJHDp7gUNnL3D4bHz6q23+ROy/Y4e4uRiqBfsSUs6f2xuVp2YZP+pXCKR6sK8CJyIil/D1dCOscgnCKpe4aHlyahrHouM5GHnB/t17KPICx2MT2H3yDKfjEi8KYIPt+7e0v6c9gF0u0ItgPw9K+XkS7OdJsJ8HwX6elPb3zJeu7+T6U4BaRKQQcbbW0yJSMCb+sYedJ88xvncYxhjee+89IiIirvo7xc/Pj4iICB594DF+WH+UUfO28t79jfUouogUOalpFucSkomJt02x8SnExCdz9kISp2MTOB2XyKnYRE6dS+TUuQTOxCVlCYSUD/SicpAP7WoFU6WkD7XL+lG7jB9VS/k6bavoa72OiEjBy6i/DRkyxNFZuSLuri5ULeVL1VK+2a5PTbOIjEvkRGwCJ2ISOBmbkP4+kZOxCew5HcfyvWc4l5CS7fa+Hq4E+/8buM4IYpdOfx/o7U6gtzsBXrZXfy83dTHiAOriQ0QcQt0+FB8qa5Hr41xCMqv3neXr1QdZsvM0dzSuwIfpAeoKFSpw/Pjxa9p/+fLlOXbsGB/8tovxv+/m1obleP7GOtQs7efISrsz3i2oji1FUkx8MkkpaViWRZoFaZZFmmVh2d9jX3dpmtQ0i+RUi5TUNFLSLJJS00hJn09Os0hOSSMlLc2eJjnVIjnNliY5fT4hOZWE5FTik1O5kJT+PinT++RU4hJTcgxYABgDpXw9KO3vRRl/T9sUYGuRV7mkD1VK+lCxhHexbH2XH9cRESl4GfW34ighOZXI80lExiVyJi6RM+eSOJ3+PjIuybYsLpEzcUlEXUgip3CoMeDn6XZR0NrX0xUv94zJBW/3zPO2ZZ5urri5GFxcDK7G4OoCLsbgmr7MLX25i0v6MgNgyGj/YYCSvh45BuoLgLr4uKzAyo7OgYhcJ5ZlqTWek7uCH0FF5Ao8MGUVK/dFAraK7PDuoTzWoYb9O3XIkCHX3II6o/XNoBtr4+nuwrhFu5m/+QQeri6MuDWU/7Srnj8nI46hOrZco2enr2fprtMFflxjwN3FxRYg8HC1Bwl8PFzx9nClhI87Xu625b6ebgSkt4yzBRpsAYdAH3eCfDwo5euBm6tztoC+Vtd6HRGRgpe5/lYcebm7UrGENxVLeOeaNiU1jbMXkoiMS0p/uib9KZuEFPt8bHwyselP4ByLTiYhJZXE5DTiM/1Amt+3u/c0qcj7vcLyd6dFROFvQS0iTmn//v34+/tTqlQpBamdlGVZREZGcu7cOapXVyBLJD/N+vswUeeTqFs+gNY1ShXII+anziWwaNspDp49zw0hZWhVo9R1P2Y2nPGCoTq2FEm/bz/JsZgEXIythZiLAWMMLsZgAJf0lmMmfd2ladxdDe6uLri7uuDmanB3ccHdzeDm4mJf9+9yF9xcbMvUt7OIiBQGlmV7AighKc0evE5JS0t/UsjWNUnGU0OplkVamkVKmu01NdMTRvBvZbCsv1e+DHZ+lRx6gVWAWkQcIjk5mSNHjpCQkJB7YimyvLy8qFSpEu7uGlxNRPKFM0amVMcWEREREUdTgFpEREREJA8UoBYRERERyX8OrWerwy0RERERERERERERcQgFqEVERERERERERETEIRSgFhERERERERERERGHyHMf1KNGjVoIBF/f7OSoAnDMQceW60fl6pxUrs5J5ep8VKbOydnL9cyrr756i6MzkZ9UxxYHULkXTyr34knlXjyp3Iuf/Chzx9azLcsq9FNERITl6DxoUrlqUrkW50nl6nyTytQ5J5WrpiuZ9PdSPCeVe/GcVO7Fc1K5F89J5V78Jmcoc3XxISIiIiIiIiIiIiIOUVQC1KMcnQG5LlSuzknl6pxUrs5HZeqcVK5yJfT3Ujyp3IsnlXvxpHIvnlTuxU+RL/M890EtIiIiIiIiIiIiIpKfikoLahERERERERERERFxMgpQi4iIiIiIiIiIiIhDKEAtIiIiIiIiIiIiIg5RqAPUxpinjDH7jTEJxph/jDEdHJ0nuTLGmI7GmP8zxhw1xljGmPBL1htjTIQx5pgxJt4Ys8QYU99B2ZU8MMaMMMasNcbEGmNOG2PmGWMaXJJG5VrEGGOeNsZsSi/XWGPMSmPMbZnWq0yLOGPMS+nfwxMyLVO5FkHpZWZdMp3ItF7lKrlSPdt5qa4moOt+cWKMKW+M+V/6/3uCMWabMaZTpvUqdydjjHE1xozOdB3fb4x53RjjlimNyr2IM/kQTzPGBBljvjLGxKRPXxljShToieRRoQ1QG2N6AeOBMUATYAWwwBhTxaEZkyvlB2wBngPis1n/IjAEeAZoAZwCfjPG+BdYDuVKdQYmAW2BG4AUYJExpmSmNCrXoucIMAxoCjQHFgM/GGMapa9XmRZhxpjWwGPApktWqVyLrp1A+UxTw0zrVK5yWapnO73OqK5WrOm6X3ykB5qWAwa4DaiLrXxPZUqmcnc+w4CngWeBUGzxlqeBEZnSqNyLvvyIp32L7R6/O3BL+vuvrmOer55lWYVyAlYDn16ybDfwpqPzpumqyzQOCM80b4DjwMhMy7yBc8ATjs6vpjyXqx+QCtyhcnWuCTgLPKEyLdoTEAjsxRakWAJMSF+uci2iExABbMlhncpVU66T6tnFa1JdrXhNuu4XrwnbD43LL7Ne5e6EE/AT8L9Llv0P+Enl7pzT1cTTsP1gZQHtMqVpn74sxNHndOlUKFtQG2M8gGbAr5es+hVbSwBxDtWBcmQqZ8uy4oFlqJyLEn9sT2NEpc+rXIu49EfGemO7oV2ByrSomwLMtixr8SXLVa5FW430x/32G2NmGGNqpC9XucplqZ5dLKmuVrzoul+89ABWG2NmGmNOGWM2GGMGGmNM+nqVu3P6C+hijAkFMMbUw/aj1Pz09Sp355eXMm6DLbC9ItN2y4HzFMK/g0IZoAaCAVfg5CXLT2IrAHEOGWWpci7axgMbgJXp8yrXIsoY09AYEwckApOBuy3L2ozKtMgyxjwG1AJezma1yrXoWg2EY3tU7zFs5bXCGFMKlavkTvXs4kd1tWJC1/1iqQbwFLAPuBnb//tb2Lp7AJW7s3obWzcN24wxycBWbC2qJ6WvV7k7v7yUcTngtJXedBog/f0pCuHfgVvuSRzKumTeZLNMij6VcxFljHkf2yMi7S3LSr1ktcq16NkJhAElgJ7A/4wxnTOtV5kWIcaYEGyPfXawLCvpMklVrkWMZVkLMs8bY1ZhuzHtC6zKSHbJZipXuZT+RooB1dWKD133iy0X4G/LsjL6Hl5vjKmNLUA9IVM6lbtz6QU8AjyILTgdBow3xuy3LOvzTOlU7s4vtzLOrrwL5d9BYW1BfQZbP2mXRvTLkPXXASm6TqS/qpyLIGPMB8ADwA2WZe3LtErlWkRZlpVkWdYey7IyKrkbgOdRmRZVbbC1lNxijEkxxqQAnYCn0t9HpqdTuRZxlmXFYbs5qY3+XyV3qmcXE6qrFTu67hdPx4FtlyzbDmQMeqv/d+f0LjDWsqwZlmVttizrK+B9/h0kUeXu/PJSxieAMpm6/CH9fWkK4d9BoQxQp//i+w/Q7ZJV3bi47xQp2vZj+4exl7MxxgvogMq5UDPGjMf2a+0NlmXtuGS1ytV5uACeqEyLqh+AhthaVGRMfwMz0t/vQuXqFNLLLRTbTar+X+WyVM8uHlRXK5Z03S+elgMhlyyrAxxMf6//d+fkg+3H5sxS+TfGp3J3fnkp45XYxpVqk2m7NoAvhfDvoDB38fE+8JUxZg22L90BQAVs/aJKEWGM8cPWDxrYviyrGGPCgLOWZR0yxowDRhpjdmCrNP0XWyfu3zokw5IrY8xE4GFsA3JEP1w0fgAAIABJREFUGWMyfrGLsywrzrIsS+Va9Bhj3gJ+Bg5jG0zpQaAzcJvKtGiyLCsaiM68zBhzHtv375b0eZVrEWSMGQvMAw5hayXxMraK5v/0/yp5pHq2E1NdrXjSdb/Y+gDbOBQjgZlAE+BZ4CWw9TercndK84Dhxpj92J6iawIMBr4ElbuzuNZ4mmVZ240xC4FP0scoMMAnwE+WZe0s4NPJVaENUFuWNTN9sJ//AuWBLcCtlmUdvPyWUsg0B/7IND8qffoftgGe3gG8gYlAELaBn26yLOtcwWZTrsBT6a+/X7J8FBCR/l7lWvSUA75Of40BNgHdLcv6JX29ytQ5qVyLpkrAdGyPcp/G1u9060x1JJWrXJbq2U5PdTXJicrdyViWtdYY0wNb/+MvY/vx+mVgUqZkKnfn8wwwGls5l8H2FN2nwGuZ0qjci778iKf1AT4Efk2f/z9g4HXN9VUymQZzFBEREREREREREREpMIWyD2oRERERERERERERcX4KUIuIiIiIiIiIiIiIQyhALSIiIiIiIiIiIiIOoQC1iIiIiIiIiIiIiDiEAtQiIiIiIiIiIiIi4hAKUIuIiIiIiIiIiIiIQyhALSIiIiIiIiIiIiIOoQC1iIiIiIiIiIiIiDiEAtQiIiIiIiIiIiIi4hAKUIuIiIiIiIiIiIiIQyhALSIiIiIiIiIiIiIOoQC1iIiIiIiIiIiIiDiEAtQiIiIiIiIiIiIi4hAKUIuIXIYxZqQx5uNM80HGmGRjjJczHE9EREREpKCpji0iIpkpQC0icnkNgQ2Z5sOAnZZlJTjJ8URERERECprq2CIiYqcAtYjI5WVXmd0IYIx5wxjzpzFmtjHG53oezxhTzRhz2hizJH0qnU/HExEREREpaDnVeQPN/7N353E6lf8fx1/37KsxZskyhQzGPvYtRhRf5auSRBJRoU0lUcKgb4tEWUpZIgmVyq+IkH0nuxCR3Yxhxsww+/n9cWZt9jEz9xjv5+NxP+a+z7nOOZ9zH3Vf1+dc57oslh0WiyXKYrHULYbjtbRYLFstFst6i8Wy0GKx2BfiMUVEJI+UoBYRyYbFYnEAqgEH0i1uAOxNrjBXMwyjDbAa6J/F9ussFouRzWtTfo6X/H69YRjtkl+hhXOWIiIiIiLFJ5c673XgQeD7HLYvzDr2P0B7wzCCgL+Bh27y9EREpACUoBYRyV5t4JxhGNcBLBaLBWiH2YO6DfBrcrlfgXv+vXFyItmSzStT+VyOB9A6ucf2u8nrRERERERuNdnWeQ3DiM+tI0Zh1rENwzhvGMaN5HIJQFKhnKGIiOSLEtQiItmrB/haLJZqFovFGRgPVAZOAZ5ARHK5CKBcER/vAuAPtAV8gW6FcDwRERERkeKWU53XKsezWCxVgc7AL0UUg4iI5EAJahGR7NUDVmL2kD4OXMJ89G8kcBXwSC7nAVwpyuMZhhFrGEa0YRgG8APmY4kiIiIiIreanOrYxX48i8VSBpgH9DEMI66IYhARkRzYWTsAEZESrB4wyzCM7umWTQWwWCz1gDcxK7OdgM1FfLwyhmFcS17WBvizEI4nIiIiIlLcsq3zFvfxLBaLHbAQCDYM42gRxiAiIjlQD2oRkezVI5tEsGEYB4B/LBbLRswE9ZyiPB4QZLFYdicfrxLwTSEcT0RERESkuOVU58VisSwHOgIzLRZLvyI+Xi+gOTA6efLFxwvheCIikk8W82lxERFJz2KxeGI+/udqGEZ8aTueiIiIiEhxUx1bRESyogS1iIiIiIiIiIiIiFiFhvgQEREREREREREREatQglpERERERERERERErMIuH2U1FoiIiIiIWJPF2gEUAdWxRURERMTarFrPVg9qEREREREREREREbEKJahFRERERERERERExCqUoBYRERERERERERERq8jPGNQiIiIlQmKSQVRsAlGxCRiGgY3FgrO9Le5OdtjZ6t6riIiIiIiIFL6o2ATsbS042tlaO5RSRQlqEREpsSJj4vnjdDiHz1/j6MVrnAy7zvnwG4RGxma7jbuTHZXKOlOprDP+d7gRUN6d+n5ludvbFYulNM6vdvuJj4/n7NmzxMTEWDsUKSJOTk74+flhb29v7VBERERERADY/c9V+s7ZgYezPcuHtMHDWXXVwmIxjDxPHK4ZxkVEpEglJRkcOBfB6j8vse5oKIfOR5CU/OtTwcOJaj5uVCrrTHkPJ8o42+PmaIvFYiEpySAmPpFrMQmERcVyPiKGM1eucyI0ivhEcwflXB1oVqUc7Wr60K6mL+U9nKx4pnIzTp48ibu7O15eXrrpUAoZhkFYWBiRkZFUrVr136tL4wVXHVtERESkhEtMMnhwykZOXo4mNiGJ1+6vwcsdqls7rMJk1Xq2elCLiIjV/RMWzZLdZ/lhzznOXr2BjQUaV/bkxfbVaValHPUqeeDhkv+70/GJSfwdGs2e01fZ9c9Vthy/zIpDFwFz/13qV6Brg4p4uTkW9ilJEYqJiaFKlSpKTpdSFosFLy8vQkNDrR2KiIiIiAgAW05c5sjFSCY/3oCvt51m5aGLpS1BbVVKUIuIiFUYhsH6Y6HM3XKKdUdDsbFAa39vXr2vBu0DfPF0dbjpY9jb2lCzvDs1y7vTs9ldGIbBsUtRrDp8kV/2X2Dsz4d5d/mfdKpTnj4tKtOsajklPW8Ruk6lm66viIiIiJQkS/eex93Rjs51K/BP2HU+WfMXUbEJuDkqtVoYNJOUiIgUq6QkgxUHL9Jl6ib6fbmTQ+evMaRDdbaM6MD8Ac15tLFfoSSns2KxWKhZ3p0X21dnxStt+e3VtvRpUYWNf13m8S+28fCnW1hx8AJJSXriXnJ28eJFevbsSbVq1ahduzYPPPAAx44dy7b8unXr6NKlS6Ece926dfTr169A2wYHBzNx4sSbjqF///74+vpSt27dbMt8+OGHBAYGEhgYSN26dbG1teXKlSt53l5EREREpCQwDIPfj4TQoZYvTva2NPAri2HAoXMR1g6t1FCCWkREis2+M+F0+2wLg77eTXRsAhO612fz8Pa8en8Nq4wJXeMOd0b/tzbb3uzA+IfrEn49jkFf/0GXqZtY8+cl8jFPg9xGDMPgkUceoV27dpw4cYLDhw/z7rvvcunSJWuHVmz69evHihUrciwzbNgw9u7dy969e3nvvfcICgqiXLlyed5eRERERKQkOBEaxZXoOFpW8wKgTqUyABw6f82aYZUqSlCLiEiRC4mMYdh3+3ho+mbOXr3BhO71Wf1aED2a3ImDnfV/ipwdbOnTojK/D23HpB4NiIpNYMC8XTwxczt/XlClQzJau3Yt9vb2DBo0KHVZYGAgbdq0wTAMhg0bRt26dalXrx6LFy9OLRMVFUX37t0JCAigd+/eqTdAdu/eTVBQEI0bN6ZTp05cuHABgHbt2jF8+HCaNWtGjRo12LhxIwAODg54eHgAsH79+tReyg0bNiQyMjJTvP/73/+oWbMm9913H0ePHi2U76Bt27apyea8WLhwIb169Srw9iIiIiIi1rLj5FUAmlYx668+bo64O9pxKizammGVKhooRUREikxCYhJzt5zi49V/EZuQyMC2d/Nie3/cnfI/4WFxsLWx0K2RH/9tUJGFO04zedUxHpyykT4tKjPsPwEaX0wAOHjwII0bN85y3Q8//MDevXvZt28fly9fpmnTprRt2xaAPXv2cOjQISpWrEjr1q3ZvHkzzZs356WXXmLp0qX4+PiwePFiRo4cyZw5cwBISEhgx44dLF++nLFjx7J69WpatWpFq1atAJg4cSLTp0+ndevWREVF4eSU8UmE3bt3s2jRIvbs2UNCQgKNGjXKMvYFCxbw4YcfZlru7+/P999/f1Pf1/Xr11mxYgXTpk27qf2IiIiIiFjD/rPheLrYU9XbFTCHjqzi7crJy0pQFxbrd1sTEZFS6XhIFN1nbOWdZX/SpIonK19py5sP1CoxyekNGzYQFBSEq6srZcuWJSgoiNOnTwPm5IpRe5bDT29yYWovxndvgm/l6rw8+v1ch/1Yt24dFosl02vEiBHFcVpiZZs2baJXr17Y2tpyxx13EBQUxM6dOwFo1qwZfn5+2NjYEBgYyKlTpzh69CgHDx7k/vvvJzAwkHfeeYezZ8+m7q9bt24ANG7cmFOnTmU6XuvWrXnttdeYMmUK4eHh2NllvImyceNGHnnkEVxcXChTpgxdu3bNMu7evXunDseR/nWzyWmAn3/+mdatW6vHtIiIiIjcko5eiqTGHe4ZJvKu4u2apx7UR48e5YUXXqBWrVq4uLhw9913M2TIEMLDwzOUmzt3bpbtyBkzZuS4/507d/L000/j7++Pi4sLNWvWZOzYscTExBTsZK1EXcFERKRQGYbB19tP884vh3F2sGVKr4b8t36FDD/m1rZixQq6du3KoEGDGD16NDdu3GDTpk0ZfsSvXr1K90e7Ub9+fc5FJjLhy++ZOv4tDpwK5eeZH+Tam3rBggXcfffdqZ8rVapUZOcjxatOnTrZJm5zuoHh6OiY+t7W1paEhAQMw6BOnTps3bo1x21Syv/biBEjePDBB1m+fDktWrRg9erVBAQEZCiTl//2irIH9aJFizIM7yEiIiIicqswDIPjl6J4uGHG9lwVLxeW7T9PXEJSjsNWrlq1is2bNzN48GDq16/P33//zdtvv83WrVvZtm0bNjYZt/39999xdnZO/Zy+TZmVxYsXc+LECYYPH0716tXZv38/o0aNYv/+/SxZsqQAZ2wdSlCLiEihiYyJZ8QPB1i2/wJta/gw8bH6+LoX/+SHOYmPj+fZZ59l2LBh/O9//0td3qVLlwzlRo4cmeFz/x5daX5/BJtX/MADn3Th096NqFvJI9vj1K9fn7p16xZu8FIitG/fnrfeeouZM2fy7LPPAmbPhevXr9O2bVs+//xz+vbty5UrV9iwYQMffvghR44cyXJfNWvWJDQ0lK1bt9KyZUvi4+M5duwYderUyVMsJ06coF69etSrV4+tW7dy5MiRDAnqtm3b0q9fP0aMGEFCQgI///wzAwcOzLSf3r1707t37wJ8GzmLiIhg/fr1fP3114W+bxERERGRonYhIobI2ARqlHfPsLyylytJBpwLv5E69EdWevXqxQsvvJDaaaRdu3b4+fnRqVMnNm7cSFBQUIbyTZs2xc3NLc/xDR8+HB8fn9TP7dq1w8nJiYEDB/LPP/9QuXLlPO/LmjTEh4iIZKlfv340adKEZcuWUbt2bVxcXHjwwQe5cuUKx48f595778XV1ZUmTZqwf/9+Dp6LoMvUTfx64DyBV9ax5d0nuNPbgxo1ajBv3rwM+162bBn3338/vr6+lClThhYtWvDbb79lKBMcHIy3tzd79uyhRYsWuLi40LBhw9SJ4gpq1apVnD17lhdeeCFf2znY2dCmXlUqutsRn5jEo59t4fvdZ3PfUEodi8XCjz/+yKpVq6hWrRp16tQhODiYihUr8sgjj1C/fn0aNGhA+/btmTBhAuXLl892Xw4ODnz//fcMHz6cBg0aEBgYyJYtW/Icy8cff0zdunVp0KABzs7OdO7cOcP6Ro0a8fjjjxMYGMijjz5KmzZtCnze6fXq1YuWLVty9OhR/Pz8mD17NgAzZszI8Bjijz/+SMeOHXF1dc3T9iIiIiJye8pv+zNFUlIS77//Pv7+/jg6OhZ6+/OH5asB8PfJmDSu6GF2xLoQfiPH8/Ly8sr0RGPDhg0BCAkJycc3lLX0yemi2H+xMQwjry8REbmN9O3b1/Dx8TEaNWpkLFmyxJg/f75RtmxZ49FHHzUaN25szJgxw1i+fLnRoEEDo2IVf8P/zWVG8/+tNro/2d9wdXU1PvjgA2PVqlXGG2+8YdjY2Bg///xz6r6nTp1qfPLJJ8aKFSuM3377zXj11VcNGxsbY9OmTallxowZYzg7Oxv16tUz5syZYyxfvtxo3ry54eXlZURHR6eWS0xMNOLj43N8JSQkpJYfPXq04eXlZSxZssTw9/c3bG1tjTp16hj/93//l+X3EB8fb0RGRhrLly83PDw8jClTphiXI2OMXl9sNSoP/8UY+eN+IzY+MbX82rVrDcDw8fExbGxsjMqVKxvjx4/PEIPcnMOHD1s7BCkG2Vzn/NRdb5WXiIiIyG0vP+3PWrVqGUlJSYZhGMbzzz9fpO1PNw9P487XvjfOXr1uGEZa+/PYhXDjrmFLjcXbTubY/szKTz/9ZADGwYMHU5d9+eWXBmD4+voatra2Ro0aNYwZM2YU6Lv8+OOPDRsbGyMiIiI/m1m1TqzKs4iIZKlv376Gra2tcfz48dRlw4YNMwBj3rx5hmEYRnxCotHz7ekGYHQdv8jYue+QYbFYjLlz52bYV58+fYwmTZpkeZyUH/iOHTsaTz/9dOryMWPGGICxZs2a1GV79uwxAOPXX3/NECeQ4ysoKCi1/HPPPWc4OTkZXl5exowZM4xVq1YZjz32mGFra2vs378/Q2wXLlzIsJ+33347dV18QqLx7vLDRuXhvxgPT99knA83Kyx//PGHMWLECGPZsmXGqlWrjCFDhhg2NjbGyy+/nNevXnKhBPXtQQlqERERkdtHXtqfhmEYy5YtMwDj8OHDxl9//VUs7c8KPcYa8QmJqXHmp/35b9HR0UZAQECmMitWrDDGjx9vrFy50li+fLnRp08fAzAmTZqU63eX3oULFwwfHx+jb9+++drOsHKdWGNQi4hItqpUqUK1atVSP/v7+wPmGLzXYuJ58Zs9bLhk/pQ836wcu7duxMbGhkceeSTDhG4dOnRg4cKFJCYmYmtry9mzZxk5ciSrV6/mwoUL5h1ToHXr1hmOb29vT7t27VI/165dG4CzZ9OG1ggODubFF1/M8Tzc3dPGC0tKSiImJobJkyenjsV77733EhAQwIQJE5g/f35qWW9vb3bu3ElUVBTr1q3j/fffx83NjeHDh2Nna8ObnWsR6FeW17/bx8PTNzP36WY0bNgw9ZEqgPvuuw9HR0cmTZrEqFGj8Pb2zjFWERERERGR21FO7c9/Lzt37hwnTpwolvanS0IEdrbmKMnp259PztpOy2pevHCvf4b9pG9/pmcYBgMGDCAkJIRly5ZlWNepUyc6deqU+rlz587ExsbyzjvvMGTIkEyTKWYlLi6OHj164ObmxuTJk3MtX5IoQS0iItkqW7Zshs8ODg4ARCU58PSnWzh5OZoRD9Th5ZkQHxfL5cuXSUxMxMMj68kDL1y4QMWKFenatSuRkZGMGzcOf39/XF1dGT16dKYxssqUKZPhhzjl+DExManL7rrrLvz8/HI8j/RjfpUrVw4wk9IpbG1tCQoKYs+ePRm2s7Ozo0mTJoA52YSNjQ3BwcG89NJLuLi4ANC5XgXu9nGj75wd9Jixlc/7NKaVf8YkdPfu3ZkwYQL79+/PULkSERERERERU3btz/TL07cJi6v96eGQViZ9+7NKjUgMDycCAwMz7OffY06nGD58eOpcNnfffXe230OK7t278+2333Lq1KlcyxuGwVNPPcWhQ4fYvHkznp6eue6/JFGCWkRE8q3nF9tIsnPkq/7NqGgXxcvJy8uVK4ednR2bN2/O8g6vr68vx48fZ8+ePfz666/85z//SV1340bOk0tkp3///pkmwfi3oKAg1q1bB0CtWrWyLGMYRq53pRs1akRMTAznz59PvXMPULO8Oz8834p+X+6g75c7+KhHIF0bVMy0fXYVFbn12NraUq9ePRISEqhVqxbz5s1LvWmRF25ubkRFRRVhhIVjxYoVDBkyhMTERJ555hlGjBiRqczp06fp27cv4eHhJCYm8v777/PAAw8QFxfHwIED2bVrFzY2NnzyyScZeqSIiIiIiNyM4mp/ejinZaizan/OeyZj+fTtzxSTJ09m4sSJLFq0KN8Tl+elHfnqq6+ydOlSVq1aRUBAQL72XxIoQS0iInl27FIkAK6Odnw1qDXVfNw4dSotyda+fXsSExOJiIjg/vvvz3IfKRUBR0fH1GX//PMPmzdvpn79+vmOKb9DfHTq1Ak7OzvWrFlDzZo1AUhMTGT9+vW5Js82b96Mo6MjFStmTj5XLOvMdwNb8ez8Xby8cA8h12J4po15l3vJkiXY2dkV6PykZHJ2dmbv3r0A9O7dmxkzZvDaa6+lrk8ZSy0vj+KVVImJibzwwgusWrUKPz8/mjZtSteuXVMfdUzxzjvv0KNHDwYPHszhw4d54IEHOHXqFDNnzgTgwIEDhISE0LlzZ3bu3HlLfyciIiIiUnIUdfszLiEJgLIu9qnL0rc/P1t3gg3HQln4XIsM2/17iI9vvvmGoUOH8tFHH9GjR488np3ZjvT29qZy5co5lnvvvfeYOnUq3377Lffcc0+e91+SKEEtIiJ58uuBC8ze9DcAXz/TjKo+bpnK1KxZk0GDBtGzZ0/eeOMNmjRpQkxMDIcOHeLYsWPMmjWLgIAA/Pz8GDp0KOPHjycyMpIxY8ZQqVKlAsVVpUoVqlSpkufyFSpU4IUXXmDEiBEYhoG/vz9ffPEFZ8+e5c0330wt17RpU/r27UvNmjWJj49n1apVTJs2jaFDh2boKWtnZ8fo0aMZPXo0Hi72lP1jHt4hibx1fDs7Nt6F08X9TJ8+nVdeeQUvL68CnaOUbG3atGH//v2cOnWKzp07c++997J161Z++ukntmzZwrvvvothGDz44IN88MEHqdsNHTqUtWvX4unpyaJFi/Dx8cmw3++++46xY8dia2uLh4cHGzZsYO7cuezatYtp06YB0KVLF15//XXatWuHm5sbAwcOzHGf+bFjxw78/f1THyfs2bMnS5cuzZSgtlgsXLt2DYCIiIjUGziHDx+mQ4cOgNl7pWzZsuzatYtmzZoVOCYRERERkRRF3f68GGEOLZk+QZ2+/dkosixrLh+ldv1AXByyTrGuX7+efv360bFjR1q2bMm2bdtS1/n5+aUOF/Loo4/SrFkz6tevT2JiIosXL2bx4sVMmTIlQwcPf39/goKCmD17NmAmv9966y369etHpUqVMuy/WrVqN9UeKE5KUIuISK6+3XmGET/s505PF0IAH3enbMtOnz6dGjVqMHPmTEaPHk2ZMmWoXbs2AwYMAMw71z/88AMvvPAC3bt3x8/Pj5EjR7Ju3ToOHjxYLOfz4Ycf4urqyjvvvMOVK1do2LAhK1euzDAhR2BgIFOmTOHs2bO4uLhQvXp1vvzyS3r37p1hX4mJiSQlJaV+rlunNtu2ziLirxPM/CkO30qVmThxIkOGDCmWc5PilZCQkOFxwaNHj/Lll1/y6aefcv78eYYPH87u3bvx9PSkY8eO/PTTTzz88MNER0fTqFEjPvroI8aNG8fYsWNTk84pxo0bx8qVK6lUqRLh4eG5xpKXfS5YsIAPP/ww07b+/v58//33GZadO3eOO++8M/Wzn58f27dvz7RtcHAwHTt2ZOrUqURHR7N69WoAGjRowNKlS+nZsydnzpxh9+7dnDlzRglqERERESk0Rdn+vHjNTFCXcbLPcv0dZcx2cci1WKp4Z51iXbt2LfHx8axcuZKVK1dmWDdmzBiCg4MBM9k+Z84czpw5g2EY1K5dm6+++oo+ffpk2CYhIYHExMTUz7/99hsAc+fOZe7cuRnKfvnll/Tr1y/HcywpLCkzV+ZBnguKiEjpMXPD3/xv+Z8E1fDhsycbZXtnWDJKSjIY/X8H+XrbaZ65pyojH6ylMagLyZ9//pntWOLFJWUMajB7UH/00UecP3+ee++9l5MnTwKwdOlSlixZwldffQXA7NmzOXToEJMmTcLW1pbY2Fjs7Oz4+++/6datW+qQISkGDRrEiRMn6NGjB926dcPLyyvHHtR52Wd+fPfdd6xcuZJZs2YBMH/+fHbs2MHUqVMzlJs0aRKGYTB06FC2bt3KgAEDOHjwIElJSQwbNoy1a9dSuXJl4uPjGThwIA899FCejp/NdS6N/xGpji0iIiJSAi0/cIHnF/zBr0PaUKtCmUzrNxwL5ak5O/h2YEuaVS1nhQgLlVXr2coyiIhItqas+YtJq47xYP0KTO4RiIOdxo7NKxsbC+MfqoudjQ2zNp0kIclgzH9rK0ldSqQfgzo9V1fX1Pf56ASQ5b+LGTNmsH37dpYtW0ZgYCB79+7Fzs4uQ4/9mJiYfO0zPz2o/fz8OHPmTOrns2fPZjn++uzZs1mxYgUALVu2TJ1R3dfXl8mTJ6eWa9WqFdWrV882XhERERGRkiQsKhYALzeHLNf7ljHHtQ6NjC22mEorZRpERCQTwzCYtOoYk1Yd49FGfkzp2VDJ6QKwWCyM+W9tnrmnKnO3nGL00kP5SlrKra158+asX7+ey5cvk5iYyMKFCwkKCgIgKSkpNSH8zTffZDmZyYkTJ2jevDnjxo3D29ubM2fOUKVKFfbu3UtSUhJnzpxhx44dqeXzss/evXuzd+/eTK9/J6fBHIf9r7/+4uTJk8TFxbFo0SK6du2aqdxdd93FmjVrALPXc0xMDD4+Ply/fp3o6GgAVq1ahZ2dXabxq0VERERESqrLUXEAlHPJJkGdPPRlSGT2nUYkb9SDWkREMjAMgw9XHuXTdSd4vMmdvNetHjY26vVbUBaLhZEP1sLW1sLn6//G2cGWNzsHqCf1baBChQq899573HvvvRiGwQMPPJA6vIWrqyuHDh2icePGeHh4sHjx4kzbDxs2jL/++gvDMOjQoQMNGjQAoGrVqtSrV4+6devSqFGj1PJ52Wd+2NnZMW3aNDp16kRiYiL9+/enTp06AIwePZomTZrQtWtXPvroI5599lkmT56MxWJh7ty5WCwWQkJC6NSpEzY2NlSqVIn58+ffVDwiIiIiIsUpLDoWTxd77Gyz7qxV1tkeOxsLIepBfdM0BrWIiKQyDIP3fj3CFxv+5onmd/HOQ3WVnC4khmEQ/H+HmLf1H14fx55SAAAgAElEQVS7vwYvd9BQBwVVEsagLonc3NyIioqydhiFRmNQi4iIiIg1Df56N8dDolj1WlC2ZVq+t4ZW1bz5qEeDYoysSGgMahERsT7DMHh3+Z/M3HiSp1pWZmzXOurlW4jM4T7qEB2XyKRVx3B1tGPAPVWtHZaIiIiIiIhk4XJUbLbjT6fwdXfUEB+FoOQnqPcuNP8G9rJuHCIipdzk1X8xc+NJ+rasTLCS00XCxsbC+93qcT0ugfG/HMbVwZaeze6ydlhSSpSm3tNSDFTHFhEREclRWFQctSqWybGMj7sTZ69eL6aISq+Sn6COOJN7GRERuSkz1p9gypq/6NHEjzH/VXK6KNnZ2vDx4w25HreLN388gLODLQ8FVrJ2WLccwzD077QU02SixUB1bBEREZEcXY6Kxds1lx7UZRzZc/pqMUVUemU9yreIiNw25m89xfu/HqFL/Qq8162+xpwuBg52Nsx4sjHNqpTjtW/3serwJWuHdEtxcnIiLCxMScxSyjAMwsLCcHJysnYoIiIiInKbiktI4lpMAl5ujjmW83V3JCw6jvjEpGKKrHQq+T2oRUSkyHy/+yyjlh7ivlp3MPnxQGyVnC42Tva2zO7XlN6ztvPCgj+Y068p91T3tnZYtwQ/Pz/Onj1LaGiotUORIuLk5ISfn5+1wxARERGR29SV6DgAvHNJUPu4m+svR8VSwcO5yOMqrZSgFhG5TS3bf4E3vt9Hm+reTHuiIfa2eqimuLk52jHv6ab0/GIbz83fxdfPNKfRXZ7WDqvEs7e3p2pVTTApIiIiIiJF43JULEAeJkk0n/oLuaYE9c1QNkJE5Db0+5FLDFm0h8aVPfm8T2Oc7G2tHdJtq6yLA18NaIavuyNPf7mTIxevWTskERERERGR21pKgto71wS12YM6NDK2yGMqzdSDWkSkpAs/A2vGwYk1EBcNXv7QfCA0eipv21+/Ar+/A0eWwY0rXHf1Y+fVltSt8Diz+zXFxcEOEmJhdTAcXAKJ8VCjE3T+AJw80vazbCj8MR9e2A7lirD36pFlsGkyXDwIdg5QuTV0GA2+tQr/WGEnYPPHcGYHhB4FDLDYwpgrmcsmJcLWafDHVxB+GpzLQcCD0P5tcCmXseylw+Y1O70FEuKgfF2451WzfBZ83Z2YP6A53Wdsoc/sHfzU+y4q7f4w52seEwG/DodjK8HWHuo+CvcFg126R9AWPAbndsPLezJeSxERERERkX8r5LYnZStDoz7Q8kWwSe4UdYu0PcOizCE+vFxzGYO6jLk+JLcEdQlpe2aScs0PfBsKuAHHgCkER8xOLRPs4QFMAR4E4oFFwAiCI2LTlVkGNAP8CY6IyNvB0yhBLSJSkkVegtkdIfJ82rJLB+H/XoKoS9B2WM7bx9+AuV0g5FDqIpdrfzPc9m9iK1lwdAoyF27+BLZ9Cm3fgDIV4JdXwcYOHppmrg89BrvnmhWLoqwg7FsEPw5M+5xwA44uh1ObYMAq8A0o3OOF/Gn+6OfFz0Ngz/y0z1EXYddsOL0Nnl0D9s5p+5zTCWLT9YQ+uxMWPQGPfAENHs9y93eWc+HrAc0ZPGM59vOeAyMsbWVW13zlW7BvITw4CSIvwoYJZsUlKHn9ibXw12/meiWnRUREREQkJ0XQ9iTsL1g1GsKOQ9ep5rJbpO0ZFm0P5D7ER8oY1SGRMTkfrwS1PVNlvOYpEyLVB2YR7FGe4Ij/JS+bBDwFDAYqAqOAMOAdAII97gMeAAYXJDkNGuJDRKRkW/duWgXhkS9g6DGo1CR53Qfm3c6cbPs0tYJwselw2hiz2GDbAgDH/V+bd28Bjq0w/7Z6EZr0NxOax1am7ee3kWbys+3rhXVmEBtpVjxSxF03ewSDead9yH54ainYOpg/uCvfyvu+42PgwPfmHfyclKkAbYZCr8VQqXH25c7sSKsgBHSBYX9DhzHm55BDsO2ztLIr3zLjtXUw4x+y3zwfgF/fMM8zG9XvcGdxjXX4Jienox/4NPtrfmyleZ2aDoCWLyQvS76OSUnw29vgWxsa98v5OxARERERESnEticdxphtpoAu5uc/vrrl2p5hUXE42Nng5phz3177pDh6Oe8g8mouE7iXsLYnkPGaQx+gArA9+fMYgj3uSn7fBQgnOGIGZrI6ZRkEe9gAHwEHgZk5HzB7SlCLiJRUSUlw8EfzvXdN8+6n+x1pycikeDi8NOd9HPgegER7Nx7c1ZAkZy9qPTY603oSzceXsHVI+5uY/LROSk/c9m+Do/vNn9fpbfDT8zCxpnlnOMXxVRATbr5v0h88K8Pd7aBqci/vv9dCdNi/95bRxQOw/A34qCYsGWBWRHJSqbH5CFfN/4BdDhNaHPgu7f09r4GrF7QeAg7J30fK9xh9Gf5eZ76vGmTG71nZPB8wz+/46uyPk5SE16llABw3KvHEzipEO3hlfc0T49KuV8qwHinXbM9XZm+HTu+mPUonIiIiIiKSlUJse+LgbraVXL3MttO/198ibc8b4SH4uDlisViy3ne6tud7xsdEX7uacywlsO2Z4ZoHR3xNcMRF0hLQ9kD35PcOQPKFI2VYj5SxTwZg9rp+leCIxOwPmDMN8SEiUlJdPQmxyU/HePmnLU///uL+7LdPiIXQIwCciPfG1t6eBc80x8c1PvP2lVubP7B//mzecY0OhZoPpPXEvaMeNOxT8HOJCjWHo9gzHy4fM5e5+mQcy+zCvqzP0cvfrEAYSXDpgPnDm15MhPkjvWc+nN9jLnP0MPft4lXwmNPLEFs186+NLXhWMWMKPWJ+3xf3m3FmdQ4pLu6H2l2zPk66a16mUgAHT0Xw3PxdzOl0d+qvf4ZrdnS5WelK6c1QuTXERsHad6FGZ6h2782ctYiIiIiI3A4Kse2JZ5W0TjIpbaf0298ibU/X8D/xcqubcd/ZtD3Xunbm5A2ngsecnhXanhm2McegTtEw+e8GoCvBHq2ByqnLgj3cgHHAzwRH5JANz50S1CIiJdX1dL2F0989Tv8+OofHiG5cTf3BisKZBc80p4q3q/nD/+/tg4ab41f98Kz5uUID+M/7aT1x+/4CNskP3STGm5Py5SYpEY6vgT/mmY9sJcWDnRPUfhga9AL/+8A23c9Qns73ctr7U5vNisHhpRB/3Zxgwv9+aNDTfBTKvpAqCJliK5M5NiPR/L7TDylSkGuW7ji+3j5MaFyfod/tY6wlkXf/vf1/3odr58wxx8C8a95uBGyaZMbR8Z3k2AzzWtjqJ19ERERERLJQiG3PjNunazvdYm1Py/XLeHkl9/LOpe35y49HOXMiXVv1Zlih7fmv3urpBrTGN/nvEMAP2JT8eQ0QDLwJeAHmeCzBHhbAluCIhOwPnDW1VkVESirDyG5FuvfZPG4EXI6MSZ3loGZ5d1zvSPnRyWJ7l3LQ9//MITSS4sG9fFpP3IAu5l3uVaNh11yIi4Ty9eG/n0DFwOzj378Yfhpsvr+zufnjXacbOJe9ifNNdmoTzE2elfiOumalo34PcPPNXLYw5PVa3OQ1+/f2jzb2IzImnjm/rE17gCple8/KMHCDOUGijb356FfEWdj6KTR7DspUhKUvmI9tJcbBXS3MiUmKcqIRERERERG59RRyOybH7W+RtmdkTCJebo55anv6lnEkNCoWwzCyHxIkr6zU9sxmI7NQcMQpoDHBHhWAeIIjLhPscSfwKjANOEuwx2zgccCBYI9NwDMER/ydfQAZaQxqEZGSytU77X36sZRjo7Iuk87V6Dj6LjpOomH+trgaN7Le17+3d/UyKwhg9sS9cRU6joc/5pqzLd8dZE6YcfkYLO4DCXFky5Ju7OOYa+Yr/kb25fNzvun3HRtpTgyR23jTNyNDbOluKKfEZrE1Kz+u6YYUyec1y3wcc/t+rasysHla5cdw/dewJe7l0467OhgcXCDoDdgwAfZ8bVbOOn9gVqxSeimIiIiIiIikuIm2J2AmnS02WWx/67Y9T8c44+XmkKe2p4+bI/GJBuHX47lpVmx7JkvfnTpjF+zgiAsER6R0FX8fiMYc4mMU0B/4CngZaAcsyP7gmSlBLSJSUnlWNcdSBgg7nrY8/fvy9TNtdi0mnqfm7OCvK/HEeFY3F149ZT72BBB2IsftgbSeuM0HQbm74cTv5vK2w6D+Y+Y40BGnIeyv7ONv8Dj0XwmBT0L4aVg9BibXhvmPwP5vM88oXKFB1ueY8t5iY45HBlC5JQzabMYXew3WfwBTG8HsjrBrDtwIzz6ugsgQW/L3l5Rofq8APgHmRIXl66dVzPJxzVJlc82f8E+rjG2KrJj1tud2m+OhtXvTrLCkXLMOo6HpALijDpzdaVbWREREREREUhSw7ZnKztFsE0GpaHsaFhv2J9yJj5tjntqePu7m466hUbHcNCu3PYEa6d7vyXLbYI+mQC9gDMER4UDH5DVvERwxAzgAtCDYo0yW22dBCWoRkZLKxgbqPmK+v3zU/GGNCoGt05PX20Odh9PKB3tAsAe7P+7JkYvX+PzJxrg27mmui4s070JHh5l3p1PUeyzrY68OBkc3s1IAaXeNU8b/srHL+Dc7d7WAh6fD68fgv1PMmYtP/G725J1YA356Ia2s//3glPwI1q45cPUfc1bik+vNZXffm/Eucfm6Zs/goUeh+xxz/dmd8Mur5r6/7Zt7MjYx3vxOUh4vS5GyLCG5gpH+e9o0yVy3+RPzewWolzy5sat32iSOJ9eb8V/9xzwfAGdPc/wzMJcnXzPWvpf8fWZ9zS3J1zwBO974sxpzN5/MfC4rR5qVlZRZm7O8Zpa0CUtERERERESgwG1PfhyctiylTVQK2p437mzLVcqYPagh17Znqz+G4sZ1Qq7lkKAu6W3PYI/eBHvcAbyWfPR44LtszmYScBj4POXs0m2T8tdItzxXGoNaRKQka/cWHPsNIs9nHp6h3XDw8Mu0SVh0HJ/0bMi9Ab5Q7Xk4sARCDsGaseYrRaOn4M6mmY+Z0hO3y2RwSr7hWbMzHP4JdnwBdR4xfwC9/KFctczbZ8XRDRr3NV8hR8wJJvYtgr1fm5UIMIem6PwB/DgQwv+BT9Ld7XUsA53ezXrfdo5Q91HzFX4a9iyAvQvMeO8fl3YOWTm9DeZ1ybjMSIQP7zbfP/QpNOwNdzYzZ5LeMx+O/GK+UvjWgRbpKmad3jXvpsdeg68eyrjv/7xvnmdOcrjmlnbDqXe6NsE/H6aMsz3dGiVf/0M/wumt8OQPaQnomp3h/B+wZRqUr2fOlF21DTi45nx8ERERERG5/RSg7ZlBi9LT9jzR6C04dhkvV8eM+86m7en1z3LKWjoRGhWTfVwlve0JX/9r7ViCI85k2ibY4zHgHqATwREpCeifgabAUII99gKBwFqCI6JzDiCNEtQiIiWZ+x0w4Dfzx/34GoiLBu/q0Hyg+SOfLD4xiZS5jZtU9qRKvQrmB3tn6PcL/P6O+cN24yqUvcvctuWLWR9z5UjwrZ1h/9R/HK6dMyeq2P8tVGoED0zMOBNyXvkGQKf/wX3BcHR5xnUNepozCG+cBJcOga0DVG5lDlPhG5D7vsveBfe+ac4M/ffa7CfFKIj/fmJWjPbMNysjzuUg4EFo/7b5PaeeXy3z8bI14+CfLeYEhXfUgTavmeVzk8M1t230FFPiE+k/dyfDvt+Pu5M999fwNHsdVO8E/h3S9tN6CMREmHfQE26YFb0HPiy870NEREREREqPPLY9s1WK2p7nQj2By2k9qLOSru154+gaIuaF59yDOj+s0fY88F0Y4AYcBaYQHDE7U/lgDwfMsaeXERzxW7o1E4CywCDAGTNhnc1Fz5rFyH7Wxn/Lc8FCtX6C+TfoDascXkSkpEtMMhiyaA+/7L/A+Ifr0qdFZWuHJEUsKjaB3rO28+eFa8zt15RW/jlMfiFSutzktOglkurYIiIiIiXI19v+4e2fDrL9rQ7cUcYp1/KGYVB79Ep6N7+Lt7vULoYIi4RV69kag1pE5BaWlGQwYsl+ftl/gbceCFBy+jbh5mjH3H5NqerlSv95O9ly4nLuG4mIiIiIiEiuwqLMSerLuebQgzodi8WCbxlHQiILqQf1bUgJahGRW5RhGIz9+RDf7T7LkA7Vea5tHsfkklLB09WBBc82565yLvSfu5OtJ8KsHZKIiIiIiMgt73JULGVd7LG3zXva1MfNkVAlqAtMCWoRkVuQYRh8sOIo87b+w7NtqvLKfdWtHZJYgbebI98824I7Pc0k9ba/laQWERERERG5GWHRsXjlsfd0Ch93R0KjlKAuKCWoRURuQdPXHmfG+hP0bn4Xbz1QC4ulNA7LKnmRkqT283Tm6S+VpBYREREREbkZl6Pi8HJzzNc2vu6OhFyLKaKISj8lqEVEbjGzN51k4m/H6NawEuMfqqvktODjbiapKyUnqbcrSS0iIiIiIlIgYVGxeLvlvwf1tZgEYuITiyiq0k0JahGRW8jCHacZ/8th/lOnPBO618fGRslpMZlJ6uZULOvE03N3suPkFWuHJCIiIiIicssJi47DyzW/PaidADQOdQEpQS0icotYuvccb/14gHY1fZjSqyF2+ZiwQW4Pvu5OLHyuBRU8nOj35Q4N9yEiIiIiIpIP8YlJhF+PxzufQ3z4uJvlNQ51wSi7ISJyC1h56CKvfbuP5lXLMePJxjjY6X/fkjVfdycWPtuCimWd6TtnB2uPhlg7JBERERERkVvCleg4ALwKMMQHQMg1JagLQhkOEZESbv2xUF76Zg/1/TyY1bcpTva21g5JSjjfMk4sfq4F/r5uPPfVLpYfuGDtkEREREREREq8y8k9oPM7BrWvelDfFCWoRURKsG1/hzFw/i78fd2Y268Zbo521g5JbhFebo4sfK4FDfzK8uI3f/D97rPWDklERERERKREC4tK6UGdvyE+yrk6YLFoDOqCUoJaRKSE2v3PVfrP3YmfpwvzBzTDw8Xe2iHJLaaMkz1fDWhGq2revP7dPuZtOWXtkEREREREREqssGgzwezlmr8e1Ha2Nni5OhIaGVMUYZV6SlCLiJRAB89F0O/LHfi6O/LNM83zffdWJIWLgx2z+jbh/tp3MOb/DjF97XFrhyQiIiIiIlIiXY4sWA9qMMehVg/qglGCWkSkhDl6MZInZ2+njJM9C55tgW8ZJ2uHJLc4J3tbPu3diIcCK/LhyqN8sOIIhmFYOywREREREZES5XJ0LA62NpRxyv/wmr7ujoQoQV0gGsxURKQEOREaRe9Z23C0s+GbZ5tTqayztUOSUsLe1obJPQJxdbTjs3UnCL8ez/iH6mBnq3vVIiIiIiIiYI5B7eXmgMViyfe2Pu6OHLsUWQRRlX5KUIuIlBCnw67Te+Z2ABY804LKXq5WjkhKGxsbC/97uC6eLvZMX3uCsKhYpvRqiJO9rbVDExERERERsbqwqFjK5XP86RQpQ3wkJRnY2OQ/wX07U7cpEZES4Hz4DZ6YtY2YhES+fqY5/r5u1g5JSimLxcKwTgEE/7c2q/68xFOzdxBxI97aYYmIiIiIiFhdaFQsPu4FmwPK192RhCSDcLWv8k0JahERKwu5FsMTM7cRcSOe+f2bE1C+jLVDkttAv9ZVmdqrIXvOXKXHjK1cjNBs0yIiIiIicnu7HBmHTwEmSARSE9uaKDH/lKAWEbGisKhYes/aTkhkLHOfbkY9Pw9rhyS3kS71KzL36WacC7/Bo59t4XhIlLVDEhERERERsYqkJIPLUbF4F7gHtRMAIZHq/JNfSlCLiFhJxPV4+szewekr15ndtymNK3taOyS5DbX292bRcy2ITUjksRlb2HP6qrVDEhERERERKXYRN+JJSDLUg9oKlKAWEbGCiOvx9J69jeMhUXzxVBNaVvOydkhyG6tbyYMlg1tRxtmeJ2ZuZ+3REGuHJCIiIiIiUqxCo8zEcsF7UJvbhShBnW9KUIuIFLOI6/E8OXs7xy5G8flTjQmq4WPtkESo7OXK94NaUc3XlWfm7WLJ7rPWDklERERERKTYXE5OLBe0B7Wrox0uDrbqQV0ASlCLiBSjiBvx9JmznaMXI/m8T2Purelr7ZBEUvm4O7LouZa0vNuLod/t49N1xzEMw9phiYiIiIiIFLmUHtQ+7g4F3oePu6N6UBeAEtQiIsUk4kY8T83ezpELkczo04h7A5SclpLHzdGOOf2a8lBgRSasOMqopQdJSEyydlgiIiIiIiJFKjS1B7VTgffh6+5IqCZJzDc7awcgInI7uBYTz1NzdnD4wjVmPNmY9gF3WDskkWw52NkwuUcgFcs689m6E1yMiGFKr4a4OKjaICIiIiIipVNoVCwOtjaUcS54u8fH3ZGjFyMLMarbg3pQi4gUsWsx8fSZvYPD5yP4rHdjOtQqPcnpn376ifr16+Po6EjVqlWZNGlSjuVfeeUVLBYLr7/+eoblR44coXnz5nh4eNCzZ0+ioqIyrN+wYQOVKlXKtDwrc+fOxWKxZFk2ODgYb2/v1M+nTp3CYrGkvtzd3WnSpAnffvtttmVcXV2pVq0avXv3ZuPGjbnGc6uysbEw/D8BjH+4Lr8fCaHXF9u4HKVH1URERERExDqKuv15OTIObzcHNm7cWOD2p6+7U+oQH2p/5p0S1CIiRcgc1sNMTn/auzH31S49yenNmzfTrVs3mjVrxs8//0z//v0ZPnw4H3/8cZblDx8+zJw5cyhTpkymdf369cPf359vv/2Ww4cP8+6776auS0pK4pVXXuG9997Dzc2tSM5l4sSJbN26lSVLllC9enUef/xxfvnllyzLLF++nFGjRhEWFkbbtm0ZO3ZskcRUUvRpUZnP+zTh6KVIun26hb9Dc6+kiYiIiIiIFKbiaH+GRsXi7Wp/U+1PH3dHImMSiIlPzLaM2p+ZKUEtIlJErkTH8cTMbRw6H8H0JxpxfylKTgOMGzeOe+65h1mzZtGxY0dGjRrFSy+9xLhx44iLi8tU/uWXX2bIkCF4enpmWB4VFcX27dv5+OOP6dSpEyNHjmTVqlWp62fPno29vT19+vQpsnOpWbMmLVq0oGPHjixYsIAaNWrw2WefZVkmKCiIfv36sWLFCkaNGkVwcDDr1q0rsthKgvtr38HCZ1sQHZvAo59tYfc/V6wdkoiIiIiI3EaKo/15OTKWK3tW3lT708fdEUgbzzoran9mpgS1iEgRCLkWw+Ofb+V4SBQzn2pCxzrlrR1Sodu7dy/33XdfhmUdO3bk6tWrbN26NcPy77//nj///JMRI0Zk2k9KZcLZ2RkAFxeX1GXXrl1j1KhRfPLJJ1gslqI4jUxsbGwIDAzk1KlTuZYdM2YMFStWZMaMGUUfmJU1vMuTH55vhYezPU/M3M6KgxetHZKIiIiIiNwmiqP9efHyFfb++PlNtT9TEtQhOSSo01P706QEtYhIITt79TqPfb6V8+E3mNe/Ge1q+lo7pCIRExODg4NDhmWOjuaP8Z9//pm67MaNGwwdOpT3338fV1fXTPspV64cVatWZerUqVy5coUvvviCJk2aADB+/Hjuu+8+WrRoke/4EhMTSUhIyPBKSkrK07anTp2ifPncbyrY2trSvn17tm3blu/4bkWVvVxZMrgVtSuWYfCC3Xy5+aS1QxIRERERkdtAUbc/4xKSOPHbV9Rs3Oqm2p+eTrYYSYlcvBql9mc+FHxaShERyeTk5Wh6z9xGVGwC859pTqO7PHPf6Bbl7+/Pzp07MyzbsWMHAFeupA0B8d5771GhQgWefPLJbPc1ffp0HnvsMd566y2qV6/O9OnTOX78OLNnz2b//v0Fiq9s2bJZLvfy8sq0LCkpiYSEBK5du8asWbPYsWMHU6dOzdNx/Pz8uHTpUoFivBV5uTnyzTMtGLJoD2N/Psy5qzd464Fa2NgUTw93ERERERG5/RR1+3P7vkNE7f+NAd+tLlB8/25/dvnQ/Kv2Z94oQS0iUkiOXYqk96ztJCYZLHyuBXUqelg7pCI1aNAgBg8ezMyZM+nevTs7duzgo48+Asw7uwAnT55k4sSJ/P777zk+ItW5c2dCQkI4e/Ys1apVw9bWlq5du/Lqq6/i5+fH9OnT+eCDDwAYMWIEzz//fK7xbdiwIfWxrRRffPEFP/zwQ6ayDz30UOp7e3t7XnvtNQYPHpz7lwAYhpGncqWJs4Mtnz3ZmHE/H2LWppNciIjhox4NcLK3tXZoIiIiIiJSChV1+/PJ/p1xb/IQdWrcfVPtz8Qkg26fbqZHEz+i9/+m9mceKUEtIlIIDp6LoM/s7djb2vDtwBb4+7pbO6Qi179/f/bt28fgwYN57rnncHFx4YMPPuCll17ijjvMCSFHjBhB586dCQgIIDw8HDDvFsfGxhIeHo6Hh0dqxcHFxYUaNWoAsHr1avbt28fixYvZt28fo0aNYsuWLQC0bNmSe+65h/r16+cYX8OGDTPNuvzvmZFTTJ48mXvuuQd3d3eqVq2a6dGxnJw7dy71fG8ntjYWgrvWoZKnM+8uP0JIZAwzn2pCWZe8f3ciIiIiIiJ5UdTtzyOHD1Cm1xQizv510+3PiqsicKzgi8flg1mWVfszM41BLSJyk7Ycv0yvL7bh4mDHd4Na3hbJaTDvUk+bNo3Q0FD279/PpUuXUsfqSvl79OhRfvjhBzw9PVNfZ86cYdq0aXh6enLu3LlM+01ISOCVV15hwoQJODs7s27dOtq3b09AQAABAQF06NCB9evXF+q5+Pv706RJE2rWrJmvykFCQgK///47LVu2LNR4bhUWi4Xn2lZjaq+G7DsTwaOfbeHMlevWDktEREREREqZom5/PvzcG9jYO/LnH9tuuv3p4+bIpWsx2a5X+zMz9aAWEbkJS/ee4/Xv9lHV25V5/ZtRwcM5941KmZQffoBPP/2UVq1aERAQAMCsWbOIiorKUL5nz54EBQUxePBgfHx8Mu1vxowZeHp68vjjj6cuu349LekZHe2MFGYAACAASURBVB1dYh5rGjduHOfPn2fQoEHWDsWq/tugIr7ujjz71S4e+XQLs/s2ocGdWY8BLiIiIiIiUlBF1f70a3wfrjtP42hnc9Ptz4plnTh79QaV83tyuSjN7U8lqEVECsAwDL7Y8Dfv/XqE5lXL8cVTTfBwtrd2WMVq27ZtbNq0icDAQK5du8bChQtZuXIlmzZtSi3TpEmTTNs5OTlx55130q5du0zrrl69ytixY1m5cmXqsrZt2/LGG28wZ84cAH7//Xfef//9wj+hXBw9ehRvb2/i4uI4efIkixYtYsWKFQQHBxMUFFTs8ZQ0ze/2YsngVjw9dyePf7GVjx9vyH/q5j4TtYiIiIiISG6Kuv058/ANyns4ERQUxPDhw2+q/VnBw5mdp67m7wT/5XZrfypBLSKST4lJBuN/OczcLad4sH4FJvVogKPd7Tc5nL29PYsXLyY4OBgbGxvatGnD5s2bqVevXoH3OWbMGLp27UqjRo1SlzVs2JAJEyYwcuRIACZOnEiDBg1uOv78ev311wGzglOhQgVatmzJhg0baNOmTbHHUlJVv8OdH59vzbNf7WLwgt282TmAZ9vcneMEJSIiIiIiIrkp6vbnha2bqeDhXCjtzwplnYi4EU+cXVKBY7vd2p+WfHRTt87z1OsnmH+D3rDK4UVE0ouJT+TVxXv59eBFnrmnKm89UAsbGyXfRNKLiU9k6Lf7WHbgAr2a3cW4h+pgb6tpL6RQlMb/4aqOLSIiImJlLd5dQ5vq3nz42M13hlq69xxDFu1l9Wttb6U5qqxaz1YPahGRPAq/HsezX+1i56mrvP1gLZ5pc7e1QxIpkZzsbZnaqyFVvF2YvvYEZ69eZ3rvRpRxur2GwRERERERkZIvITGJkMgYKng4Fcr+UuamOh8ecyslqK1K3ZlERPLg5OVoun22hX1nIpj2REMlp0VyYWNjYVinACZ0r8/WE2E8+ukWzly5nvuGIiIiIiIixSg0KpYkA8onJ5ZvVkqi+3z4jULZ3+1ACWoRkVxs/CuUh6Zt4mp0HPMHNKNL/YrWDknkltGjyZ18NaAZl67F8Minm9lz+uYmCxERERERESlMFyJiAAqtB3V5DycsFjifvF/JnRLUIiLZMAyDLzefpN+XO6ng4cz/vXgPze/2snZYIrecVtW8+eH51rg42NHzi20sP3DB2iGJiIiIiIgAaT2dyxdSgtre1gZfd0cuqAd1nilBLSKShbiEJN784QBjfz5M+wBfljzfijvLuVg7LJFblr+vGz8+34q6lTx4fsEffLz6GElJ1pkbTkREREREJMWZK2YiuTDb/BU8nDkfoQR1XilBLSLyL+fCb9Dj860s2nmGF+/15/MnG+PmqDllRW6Wl5sjC/6fvTuPj6LI/z/+qpzkIgFCICGEKxKukHDfEEBUhEVgQUFWYREVD2A98FwVvBVEVPSLuv4W11VgBREVhAXlEhCQ+wxXuM8AgYSQa9K/PybMJiRAAiGTDO/n49GPTHdXV1dPpad7PlNdNawVfZtWY+LCXTz877Ukp2U6u1giIiIiInITO3gmlYp+XsX6vb9akA9Hk9TFR2EpQC0iksui+BP0+HAZu0+k8Mmgpjx9exRubsbZxRJxGeU83Xmvfwyv/KkBv+44Qe+Pl7P3ZIqziyUiIiIiIjepg6dTqV6heAZIvCg0sBxHzl7AsvTUaGGoSaCICGDLtnh/wU4mLdpNvaoB/N9fmlEr2M/ZxRJxScYY/tquFvWqluexb9Zx16TlfDAwli71qji7aCIiImVaZmYmhw4dIi1NrfZcWbly5QgPD8fT09PZRRFxCQdPp9KwWmCx5hka5ENaZjZnUjOp6OdVrHm7IgWoReSmd/TsBZ6cvpGVe09xd/NwXr2rEeU83Z1dLBGX16ZOJX54vB3D/72WB778gydvrctjnSP11IKIiMg1OnToEAEBAdSsWRNjdD11RZZlcerUKQ4dOkStWrWcXRyRMs+WbXE46QLdo0OLNd9qQfYBF48kXVCAuhDUxYeI3NR+2HiE299fyoaDSbzbrzHv9otRcFqkBIVX8GXG8Lb0jq3Gewt28sjXazmnfqlFRESuSVpaGpUqVVJw2oUZY6hUqZJayYsUk2Pn0si0WVSvUHwDJIJ9kESwB6jl6hSgFpGb0tnUTEZNW8/IqeupXdmfn0d14O7m1Z1dLJGbUjlPdybcHcNLPRuwcLu9H/j1B844u1giIiJlkoLTrk91LFJ8Dp5OBaB6xeLtg7p6RXvA+0BO/nJlClCLyE1n2a6T3PHBUn7adJQnu9VlxvA21FR/0yJOZYzhgfa1+M/DbcjOhv6TV/J/i/eQna1BRURERMqSY8eOMWDAAOrUqUODBg2488472blz52XTL168mJ49exbLvhcvXsyQIUOuadsxY8Ywfvz46y7D0KFDCQkJoVGjRldMt3jxYmJjY2nYsCGdOnUq8vYiUjwcAepibkFdwdeT8uU82H9KAerCUIBaRG4aiSnp/G3aeu77YjU+Xu5890hbRna9BQ93fRSKlBbNalRg7qgO3N6wKu/M28Hgf67mRLIeYRURESkLLMuiT58+xMXFsWfPHrZt28abb77J8ePHnV20EjNkyBDmzZt3xTRJSUk8+uij/PDDD2zdupVvv/22SNuLSPE5cDoVNwNhQcXbgtoYQ81gP/adOl+s+boqRWVExOVZlsV/1hzk1glLmLP5KCO7RDJ3ZAdiqgc5u2giUoBAH08m3duEN/tEszrhNLe/v5TZGw5jWWpNLSIiUpotWrQIT09Phg8f7lgWGxtLhw4dsCyL0aNH06hRI6Kjo5k+fbojTUpKCv369aNevXoMGjTIcc1fu3YtnTp1olmzZtx+++0cPXoUgLi4OJ599llatmxJ3bp1WbZsGQBeXl4EBgYCsGTJEmJjY4mNjaVJkyYkJyfnK+8bb7xBVFQUt956K/Hx8cXyHnTs2JGKFSteMc0333xD3759iYiIACAkJKRI24tI8dlzMoUalfzw8ij+EGnNSn4kJCpAXRgezi6AiMiNtO3IOcb+uJVVCadpUbMCb/aJ5pYqAc4ulohchTGGe1tF0LJWBZ7+dhOjpm3gx41HeaNPI6qUL+fs4omIiEgBtmzZQrNmzQpc991337FhwwY2btxIYmIiLVq0oGPHjgCsX7+erVu3EhYWRrt27Vi+fDmtWrVixIgRzJ49m8qVKzN9+nRefPFF/t//+38AZGVlsXr1aubOncvYsWNZuHAhbdu2pW3btgCMHz+ejz/+mHbt2pGSkkK5cnnvH9auXcu0adNYv349WVlZNG3atMCyf/3114wbNy7f8sjISGbMmHFN79POnTvJzMwkLi6O5ORkRo0axf33339NeYnI9dl9IoU6lf1vSN41g/34adMR0rNseHu435B9uAq1oBaRMu3w4cP4+/tjjCElJcWx/MS5NJ6ZsZEeHy3j1ynvsv+dnkTsmlmk4PT333+PMYbmzZvfiKKLuLRp06bRtGlT/P39qVatGvfffz9HjhxxrD969CijR48mJiYGf39/qlevzuDBg/OkAYgMCWDmI2158c76LNt1km4TlvD2v35iyJAhREVF4ebmds19TYqIiEjJ+e233xg4cCDu7u5UqVKFTp06sWbNGgBatmxJeHg4bm5uxMbGsm/fPuLj49myZQvdunUjNjaW119/nUOHDjny69u3LwDNmjVj3759+fbXrl07nnzyST788EOSkpLw8MjbPm/ZsmX06dMHX19fypcvT69evQos96BBg9iwYUO+6VqD02APrq9du5Y5c+Ywf/58XnvttSv20y0iV/ftt9/Sq1cvqlWrhr+/P82aNWPq1KmXTT9x4kSMMaz89EXqhFx+TKpvv/0WX19fjDEFTkePHiUuLq7AddUC3Mi2/tfP9aVq1qx5xXxvJmpBLSJl2ujRo/H39+f8eftjMxcybHy+bC+Tl+wh05ZNrwgb/9z6C+XLly/SaNdpaWk8+eSTVKlS5UYVXcRl/fDDDwwcOJDHHnuMcePGcfToUf7+97/Ts2dP/vjjD9zc3Fi7di2zZs1i2LBhtGrViuPHjzNmzBjatm3Lli1b8Pf/XysGdzfDgx1rc2uDKjw7YxPv/uufZGxaSFz7dgU+risiIiLO0bBhw8sGbq/UVZe3t7fjtbu7O1lZWViWRcOGDVm5cuUVt7mY/lLPPfccPXr0YO7cubRu3ZqFCxdSr169PGkK8/3gRrSgDg8PJzg4GD8/P/z8/OjYsSMbN26kbt2615SfiMCECROoVasW77//PsHBwcydO5d7772XxMRERowYkSftiRMnePXVV6kUHMwFyyLyCi2oJ0yYQKdOnWjXrh1BQUGsWLGCqVOnEhoaSkhICKGhoQB07tyZN998M8+2nqH27nr2JaYSGZK/sdysWbNIT0/Ps+zBBx/E3d3dke/NQgFqESmzli1bxrx583jhhRcYPXo0//wtgS//OE5iSjp3Rlfl2Tvq8cA9dzFq1Ci++uqrIuU9btw4qlWrRp06ddiyZcsNOgIR1/TNN9/QtGlTJk2a5FhWvnx57rrrLuLj46lfvz7t27dnx44deVozNW3alKioKGbOnMngwYPz5Vsr2I9pD7VmamwoExb0Z2tqBtkbt5CWaSuR4xIREZEr69KlCy+88AKff/45Dz74IABr1qwhNTWVjh078umnnzJ48GBOnz7N0qVLGTduHDt27Cgwr6ioKE6ePMnKlStp06YNmZmZ7Ny5k4YNGxaqLHv27CE6Opro6GhWrlzJjh078gSoO3bsyJAhQ3juuefIysrixx9/5OGHH86Xz6BBgxg0aNA1vBuXd9ddd/H444+TlZVFRkYGq1at4oknnijWfYjcbH788UeCg4Md8126dOHIkSNMmDAhX4D6+eefp0ePHmyK38Pus1An5PIB6kvzffzxx0lLS2PWrFmMGjXKsbxixYq0bt06z7ZnzmcAXHagxCZNmuSZP3bsGNu3b+eNN964ytG6HnXxISJlks1mY8SIETz7wotsSswGYNx/46lXNYAZw9vwyaBmrFn0M9u3b+e5554rUt4HDhzg3Xff5YMPPrgRRRdxeZmZmY4Bii4KCrIPSnqx9VRQUFC+R23r1q2Lr68vJ06cuGzebm6GQa1rsmh0HA92qE1Sagbztx7j40W7OZ+ev/WUiIiIlBxjDLNmzWLBggXUqVOHhg0bMmbMGMLCwujTpw+NGzcmJiaGLl268O6771K1atXL5uXl5cWMGTN49tlniYmJITY2lhUrVhS6LBMnTqRRo0bExMTg4+ND9+7d86xv2rQp99xzD7Gxsfz5z3+mQ4cO13zcuQ0cOJA2bdoQHx9PeHg4X3zxBQCTJ09m8uTJANSvX5877riDxo0b07JlS4YNG0ajRo2uuL2IXFnuIPJFTZo0yffdYs2aNfznP//h7bffJjXD3tDlSn1QF5SvzWbfbsCAAVcsUwU/Lyr5ebHzeOGe+vzPf/5Ddnb2VfN1ReZKj9lcotAJi9WSd+1/Oz3jlN2LSOn05vj3mfjBR4QOncThPxZwau5Elm7dT4cG9pGwL1y4QL169Xj99de57777qFmzJv369WP8+PFXzbt///6UL1+eL774giFDhrBlyxb++OOPG31IIi5jzpw59O7dmy+++ILevXtz7Ngxhg0bhoeHB7/++utlt9u0aRMxMTH89NNP9OjRo1D7io5tSrp/GBntH6GCrycPdqzN/W1q4u+th8RcVOH7aio7dI8tIsVm+/bt1K9f39nFkBKguha5uj59+nDo0CFHf/eWZdG6dWt69uzJSy+9RFj9ZmR6+nNy05Ii5VuxYkUyMjIc42DFxcWxbt06R3dDHTp0YNy4cTRu3Jj7vljFqZQM5o66+o9gbdu2xRjD8uXLi3ikxcKp99lqQS0iZYZlWazZd5oHJv/KSy+9jFub+2lVJ4SRXW8BoElERUfat956i9DQUP7yl78UaR+LFi1i/vz5N+UjNSLFpUePHkyZMoWHHnqIwMBAoqKisNlsfPfdd5fdJjs7m1GjRnHLLbdw2223FXpf3h5utI0MZtajbYmpHsS78+Jp/86vfLxoN+fSMovjcEREREREpIz55ZdfmD17No899phj2T//+U+OHTvG008/DcD5dBuBPp5Fyvebb77hzJkz9O7d27GsU6dOfPDBB8yfP5/PPvuMAwcO0KFDB/bt20ejaoHsPJ5MetaVuyXcv38/v//++03ZehrUB7WIlAFnzmfw/YbD/OePQ2w/eo7khZ9Qp2Esv0x+huoVfZkyJW8f0QkJCYwfP55ff/21SAMjZmVlMXLkSP7+979f8XFDEbmyRYsWMXz4cEaNGkX37t0dAyD26dOHhQsX4u7unm+b559/npUrV7JkyRI8PYt2kwjQJKICU/7akg0Hk/hg4U7GzY/n40W76dOkGoPb1qRulfyDkoiIiIiIiOvZt28f9957L3fddRdDhgwB4OzZs7zwwgt8+OGH+Pj4kJiSTnpW0QLU+/btc/RV/9577zmWjx071vG6Q4cO3HrrrdSrV4+JEyfSbeizZGVb7DqeQqNqgfnyvGjatGm4ublx9913F/FoXYMC1CJSKmXZslm2O5EZfxxiwbbjZNiyia4WyCMxXrw0YQFzli4lwC2DpKQMUlNTAfsFx93dneeee47u3btTr149kpKSAHvrzPT0dJKSkggMDCwwcP3555+TlJTE4MGDHdtlZGRgs9lISkrCz8/vmgJnIjebp556il69evHOO+84lsXGxlKvXj1mz55N375986T/5JNPGDduHFOnTqVVq1bXte/Y6kH8868t2XL4LFNW7OPbtYf4etUB2tapxP1tatClXhW8PPQAmYiIiIiIKzp9+jTdu3cnIiKCf//7347lb775JtWrV+e2224jKSmJlbtOQnY2fp6QlJREQEBAgQ1pLs3XZrPRuXNnqlSpctm0VatWpV27dqxbt44nXioPwObDZ68aoL5avq5MAWoRKTVs2RarEk4xZ9NR5m05xqnzGVT08+IvrWvQv3k49UPL8/3335OZmUmbNm3ybR8eHs4DDzxAfHw8GzduzNedwKRJk5g0aRIHDx4kPDw83/bx8fEcOnSowNbTFSpU4KuvvipylyEiN6MdO3YwcODAPMuioqLw8fFhz549eZbPnDmTESNG8O6773LPPfcUWxkaVQtkfP8YXrizPtPWHODfK/cz/N/rqODrSa+YMPo2DadxeME/VomIiMi1c3d3Jzo6mqysLOrXr8+XX36Jr69vobf39/d39Otams2bN49Ro0Zhs9kYNmxYgQOzHzhwwNH4xWaz8fbbb3PnnXfy9ddfM27cOEe6TZs2sW7dOmJjY0vyEERcTmpqKj179iQjI4M5c+bg5+fnWBcfH88ff/xBhQoV8myz7PA2KlSowLJly2jfvv0V8z1//jwXLlwodFzAGENERV+C/b1YnXCagS0jCkwXHx/Phg0bbupBURWgFhGnSsu08fveUyzcfpx5W46TmJKOj6c7XeuH0LNxGF3qheRp7di+fXsWLVqUJ4958+bxzjvvMHfuXGrXrk1ycnK+m9oBAwbQqVMnHnnkESpXrlxgWR5//PE8/UgBvP322yQkJPDpp59qEBKRQqpRowbr1q3Ls2z79u1cuHCBmjVrOpYtXryYQYMG8fjjjzv6gStuFf28eDQukoc61GbprpN8t+4wU9cc5MuV+4kM8adXTBh3NKrKLSH+ClaLiIgUAx8fHzZs2ADAoEGDmDx5Mk8++aRjvWVZWJaFm1vZfaLJZrPx2GOPsWDBAsLDw2nRogW9evWiQYMGedK9/vrr3H333TzyyCNs27aNO++8k3379jFo0CAGDRoEwObNm7nrrrsUnBa5TllZWfTv359du3axfPlyQkJC8qx//fXX+dvf/uaYf2HWZrZ99yExtcMYO3Ys0dHRV813wIABfPbZZ/meCL3U8ePHWb58OUOHDsUYQ9s6wfy2OxHLsgr8zjF16lS8vLyumq8rU4BaRErciXNp/LrjBL/sOMFvuxK5kGmjnKcbXeqF0CPaHpT28Sr40Zrg4GDi4uLyLNu3bx9g7+vJ39+/wO3KlStH9erV82z7r3/9i6FDh7Jnzx5q1KhBZGQkkZGRebabMmUKiYmJ+fYpIpc3fPhwnnjiCcLCwhx9UL/66qvUrFmTO++8E7AHrHv37k29evW45557+P333x3bV65cmTp16gCwZMkSunbtyi+//EKnTp0AOHnyJEuW2EfaPnPmDPv372fGjBkA9OvXr8Ayebi70aVeFbrUq8LZC5n8vPko3607zPsLdzJhwU5qBftxe8Oq3N6wCjHhQbi5KVgtIiJyvTp06MCmTZvYt28f3bt3p3PnzqxcuZLvv/+eFStW8Oabb2JZFj169MjTNdhTTz3FokWLqFChAtOmTcvXwOTbb79l7NixuLu7ExgYyNKlS5kyZQp//PEHkyZNAqBnz548/fTTxMXF4e/vz8MPP3zFPIti9erVREZGUrt2bcDeGGb27Nn5AtTGGM6dOwfYuyMMCwvLl9fUqVPzPXkmIkX36KOPMnfuXD744ANOnz6d5/tFkyZNaNSokWP+9PkMjs4/T3DFilSuXDnP9/1Lv3/kznfChAm0atWKHTt2OPKNj4/n+eefp3///tSoUYMDBw7w1ltv4ebm5giIt48M5j8/zsfT844832sumj59Ot27dycoKOgGvkOlmwLUInLDpWfZWH8giRW7E1kUf5LNh88CUC3Ih37NwulSP4Q2tStRzvPy/T3dCNnZ2dhsNizLKtH9iri6kSNH4uXlxf/93/8xefJkgoKCaN++PW+99ZbjMbtVq1Zx9uxZNm7cSLt27fJsP3jwYKZMmQLYW1ldep5u3bqV/v37O+b37t3L4sWLHemvJtDHkwEtIxjQMoIT59L477bjzN96jH8s28vkJXuo4OtJh1sq07FuZTreEkxI+XLX+Y6IiIjcfLKysvj555+54447APsj7P/85z/55JNPOHLkCM8++yxr166lQoUK3HbbbXz//ff07t2b8+fP07RpU9577z1effVVxo4d6wg6X/Tqq68yf/58qlWr5hg75koKk+el3W5cFBkZ6fgh/KLDhw9TvXp1x3x4eDirVq3Kt+2YMWO47bbb+Oijjzh//jwLFy7Ml2b69OnMnj37qscgIlf23//+F4BRo0blW5eQkJDnSc6ftxzFsqCCX/4xpi79/nFpvvv373d0OZqQkEClSpWwLIvnn3+eU6dOERAQQFxcHN9//z0REfYuPdrdEgzk/14DsGHDBnbs2MErr7xyfW9AGWeKEJhxTgRnybv2v52eccruRaTobNkWWw6fZfmeRFbuOcWafadJy8zGzdgHMOtavwpd64cQVSVAj9SLSKlxNjWTRfEnWLrzJEt3JZKYkg5A3Sr+tKxVkZa1KtGyZkWqBipg7USueNHQPbaIFJvt27c7vVu6i31Qg70F9XvvvceRI0fo3LkzCQkJAMyePZuZM2fyr3/9C4AvvviCrVu3MmHCBNzd3UlPT8fDw4O9e/fSt29fR5chFw0fPpw9e/Zw991307dvXypVqnTFFtSFybMovv32W+bPn88//vEPAL766itWr17NRx99lCfdhAkTsCyLp556ipUrV/LAAw+wZcsWR/cmq1atYtiwYWzevLnIZSgNdS1SVg387HeOJ6fxy5OdSiwm0feT5aRm2Jj3t44lsr9r4NT7bLWgFpHrlpqRxcaDZ1l34Azr9p9h9b7TJKdlARBVJYABLSJoW6cSrWpXItAn/y+UIiKlQaCvJ72bVKN3k2pkZ1tsP3aOpTsTWbn3FLPWHebfvx8AIKKiLzHVg4iuVp5G1QJpVC2Q8uX02SYiIgJ5+6DOLfdgZUV5grGg4NHkyZNZtWoVc+bMITY2lg0bNuDh4UF2drYjTVpaWpHyLEoL6vDwcA4ePOiYP3ToUIHdd3zxxRfMmzcPgDZt2pCWlkZiYqKjb9xp06apew+REnbwdCqrEk4xosstJdpgrk+Tarw0eytbj5ylYVhgie23rFCAWkSKxJZtsf/UeTYfPsva/WdYd+AM248mY8u232TWruxHj+hQ2kYG06Z2JSoHeDu5xCIiRefmZmgYFkjDsEAeiatDli2b7UeTWZVwij/22X+M+3HjEUf6WsF+9mB1WHnqVg3glhB/wgJ91Je1iIhIAVq1asWoUaNITEykQoUKTJ06lREjRgD2bvhmzJjBgAED+Oabb2jfvn2+7ffs2UOrVq1o1aoVP/74IwcPHqRmzZp88sknZGdnc/jwYVavXu1IX5g8cw9ceDUtWrRg165dJCQkUK1aNaZNm8Y333yTL11ERAS//PILQ4YMYfv27aSlpTn6vs7Ozubbb79l6dKlhdqniBSPKSv24WYMA1tGlOh+ezYO44252/nitwQm3K1BUS+lALWIXFZKehY7jp5j+9FzbDuazPaj54g/lsyFTBsAfl7uxFQP4tG4OjSNqECTiCCCfL2cXGoRkeLn4e5GdHgg0eGBDOtgX3YqJZ3Nh8+y5fBZNh8+my9o7evlTp3K/twS4k9kFX8iK/tTo5If1Sv64OulWzAREbl5hYaG8tZbb9G5c2csy+LOO+/krrvuAuwtrbdu3UqzZs0IDAxk+vTp+bYfPXo0u3btwrIsunbtSkxMDAC1atUiOjqaRo0a0bRpU0f6wuRZFB4eHkyaNInbb78dm83G0KFDadiwIQAvv/wyzZs3p1evXrz33ns8+OCDvP/++xhjmDJliqPF5tKlSwkPD3cMtCgiN96J5DSmrT5Aj8ahJd5tXwU/Lwa2jOBfK/czssst1Az2u/pGNxH1QS1yk0vNyGL/qVT2JZ5n36lU9p86z75T59mXmMqxc/97LC7Qx5P6oQHUDy1P/dDyNAoLJKpqAO5qHSgi4nDmfAa7T6aw63gKu04ks/tEfZn2WAAAIABJREFUCrtPpHD0bN7HjIP9valRyZeIir5Ur+hLjYq+ROTMB/t767P18lzxjdE9togUG/VLXDB/f39SUlKcXYxipboWKbqnv93I7A2Hmf+3jtSu7F/i+z9+Lo1b31tCg7DyTH2wdWl72lJ9UItI8cq0ZXP2QiZJqRkkpWZy+nwGJ5LTOX4ujWNn0zienM7xs2kcT04jKTUzz7bB/l7UqORHu8hgagX7OgLSoYHlyvyAhu+99x5jxoxxuZtTEVfj7+/PmDFjeOqpp5xdlCKr4OdFC7+KtKhZMc/y5LRMEhLPs/9UKgdOp3Ig5+/qhNN8v+EwudsLuLsZqgR4UyWwHFXLl6NqAX8r+Xvj5+Ve5j+XRURERERKwtTVB5ix9hDDO9XJE5y+0XGC3N9tqpQvx0t/asAzMzbx3HebeKNPNJ7ubjdkv2WNWlCLOIllWdiyLTJtFhm2bDJt2WTZLDJt2VzItJGaYSM1PYvUDBvnM7K4kJGzLCMr56/99fl0G0kX7IHopNRMzl7IJCU9q8B9uhmoHOBNlfLlqFL+f4GOGpV8qVnJjxqVfAlw4YG+wsLCOHr0qLOLISKFEBoaypEjR66e0AWkZ9k4fOYC+0+ncuh0KkfPpnEs5wfFi39TM2z5tvPycKOirxcV/exTBT8vKvp6ElDOEz9vD/y93fEv54Gflwf+3h721972194ebnh5uOHl7oZH2bopdsWIvO6xRaTYqFXtzUN1LVI4e0+m8PmyvUxdfZCOdSvzxeDmeYLCJREnuPS7zfsLdvLBL7toGFaeZ+6oR4fI4NLQmlotqEVKo8+X7mXprpMAZFsW2dlgYZFt2YPLlpWz3LJ/s7Qsi2zH8twB6GwybRf/ZucJSBdh8Oo83N0Mvl7u+Hq54+flQZCvJ1XKlyOqSgCBvp5U8PUiyNeTQB9Pgny9CPKxrw/29yprgYhi9dRTT6kFtUgZ4O/vXyZbT18rbw93alf2v+xjhpZlkZyexfGcgPXRs2mcOZ/B6ZzpTGoGp85ncOhMKqfPZ5CSnkV2Ea4vbgY83e0Ba28PN8drdzeDmzG4GXAzBpPr9QPta9G7SbViegdERKQ4WZalJ2xcXBEaGorcVH7ceITNh8+Skp7FiXPp7Dh2jkNnLuDpbhjWvhbP3FEvX4vlGx0nKOi7zRPd6lI/NICXZ29l8P9bTUA5D2oH+3Fr/SqM6HrLDSlHaVf6W1BvmGr/GzvQKbuXm9eHv+zi1x0ncn0xx/Hl3GBwc7MvBxxf4E2uvwZ7INnT/eKX/f+99nR3w8vdPu/h7oanu8ErJyjg4WbwyQk++3h64OftnhOM9rAv83LHy91NN50iIlIgy7JIy8wmJT2LlPQszqdnkZxm/3s+w/46Iyvb/mNpzt+MXH8zc/7aLv4Qm2397wfZnB9f72kRwR2Nqjrj8Fzx4qd7bBEpNgkJCQQEBFCpUiV9X3BRlmVx6tQpkpOTqVWrlrOLI1Kq/G3aeuZtPYa/twcVfL2oF1qeJtWDuDO65AdFLIz0LBvztx5n5Z5THEm6QKvaFXk0LtJZxXHqRaP0B6hFREREROxcMdqie2wRKTaZmZkcOnSItLS0qyeWMqtcuXKEh4fj6em63TOKXAs9QXJdFKAWERERESkEV/zGoXtsEREREXE2p95n37yd0YqIiIiIiIiIiIiIUylALSIiIiIiIiIiIiJOoQC1iIiIiIiIiIiIiDhFofugHjt27Dwg+MYW57LCgCNO2reUPNX3zUX1ffNRnd9cVN83lxtd34mvvPLKHTcw/xKne2y5AVSvrkd16ppUr65HdeqabpZ6de59tmVZpX4aM2aM5ewyaFJ9a1J9a1Kda1J9a1J9u9Kk+nLNSfXqepPq1DUn1avrTapT15xUryUzqYsPEREREREREREREXGKshKgHuvsAkiJUn3fXFTfNx/V+c1F9X1zUX2XLaov16R6dT2qU9ekenU9qlPXpHotAYXug1pEREREREREREREpDiVlRbUIiIiIiIiIiIiIuJiFKAWEREREREREREREadQgFpEREREREREREREnKJUB6iNMY8aYxKMMWnGmLXGmA7OLpNcP2PM88aYNcaYc8aYk8aYH40xjS5JY4wxY4wxR4wxF4wxi40xDZ1VZik+xpgXjDGWMWZSrmWqbxdjjAk1xnyZc46nGWO2GWM65VqvOncRxhh3Y8xrua7XCcaY140xHrnSqL7LKGNMR2PMD8aYwzmf3UMuWX/VujXGVDDGfGWMOZszfWWMCSrRA5F8dJ/tOnLOQeuS6ZizyyVFUxyft1K6FKJOpxRw7v7upOJKISiW4ZoKWa86X2+wUhugNsbcA3wAvAk0AVYAPxtjIpxaMCkOccAnQFugC5AFLDTGVMyV5hngKWAE0AI4ASwwxgSUbFGlOBljWgMPApsuWaX6diE5gaflgAF6APWx1+2JXMlU567jWeAxYCRQDxiVM/98rjSq77LLH9iCvV4vFLC+MHX7DdAU6A7ckfP6qxtYZrkK3We7pHggNNcU7dziyDUojs9bKV2uVqcAC8l77t5ZMkWTaxSHYhmuKI6r1yvofL2hjGVZzi5DgYwxq4BNlmU9mGvZLmCGZVnPX35LKWuMMf7AWaC3ZVk/GmMMcASYZFnWGzlpfLB/sD9tWdanziutXCtjTCCwDnuA+mVgi2VZj6u+XY8x5k2gk2VZ7S6zXnXuQowxPwGnLMsanGvZl0Aly7J6qr5dhzEmBXjcsqwpOfNXrVtjTH1gG9DesqzlOWnaA8uAepZlxZf8kYjus12LMWYM0M+yrEZXSytlw7V83jqrrFI4l9ZpzrIpQLBlWT2dVS65PopluKZL6zVn2RR0vt5QpbIFtTHGC2gG/PeSVf/F/ouGuJYA7P+LZ3LmawFVyVX/lmVdAJai+i/LPsP+xffXS5arvl1Pb2CVMWa6MeaEMWaDMebijxGgOnc1vwGdjTH1AIwxDbC3PJibs1717boKU7dtgBTsLXQvWg6cR/XvFLrPdlm1c7oRSDDGTDPG1HZ2gaRY6Vrqutrn3C/vNMZ8bowJcXaBpEgUy3BNl9brRTpfb6BSGaAGggF34Pgly49jP9nFtXwAbABW5sxfrGPVv4swxjwIRAIvFbBa9e16agOPAnuB27Gf429j7/YBVOeu5h3s3TVsM8ZkAluBLy3L+iRnverbdRWmbqsCJ61cj+zlvD6B6t9ZdJ/telYBQ7B3o/Mg9npcYYyp5MxCSbHStdQ1zQPuB7pi7xKiJfCrMcbbqaWSolAswzVdWq+g8/WG87h6Eqe6tP8RU8AyKcOMMROA9tgf/bVdslr17wKMMVHY+7jsYFlWxhWSqr5dhxvwR67HxNcbY27BHqCelCud6tw13IP9Zu1e7MHpWOADY0yCZVlf5Eqn+nZdV6vbgupZ9e98OiddhGVZP+eezxm0aS8wGJjglELJjaLz1oVYljUt1+xmY8xaYD/2MVy+c06ppLAUy3BNl6tXna83XmltQZ0I2Mj/C1MI+X+JkjLKGPM+MBDoYlnW3lyrLo46rvp3DW2wt9baYozJMsZkAZ2AR3Nen8pJp/p2HUex9zmb23bg4uBbOsddyzhgvGVZ0yzL2mxZ1lfYAyIXf6BQfbuuwtTtMSAkVxc/F/tSrYzq31l0n+3iLMtKwf6D4S3OLosUG11LbwKWZR0BDqFzt9RTLMM1XaFe89H5WvxKZYA6p5XlWqDbJau6kbcPQymjjDEfYG9t18WyrB2XrE7A/sHeLVf6ckAHVP9l0ffYR5KPzTX9AUzLeb0T1berWQ5EXbKsLvZfmEHnuKvxxR7sys3G/+4xVN+uqzB1uxLwx/5j5UVtAD9U/06h+2zXl3Me1sP+g7G4Bl1LbwLGmGCgGjp3SzXFMlzTVeq1oPQ6X4tZae7iYwLwlTFmNfZgx3AgDJjs1FLJdTPGfAzch30gtTPGmIu/LqZYlpViWZZljJkIvGiM2YE9gPl37IMsfeOUQss1sywrCUjKvcwYcx44bVnWlpx51bdreR9735cvAtOBJsBI4AWw9z+rOncpPwLPGWMSsLfYawI8CfwLVN9lXc4o5pE5s25AhDEmFvtn+IGr1a1lWduNMfOAT3PGIzDAp8BPlmXFl/DhyP/oPtuFGGPGY/8sPoC9ld5L2H8E+tKZ5ZKiud7PWyl9rlSnOdMYYCb2AFdN4C3sYzTMKumySuEoluGarlavOefyGHS+3lAm15g1pY4x5lHgGSAU2AI8YVnWUueWSq6XMeZy/3RjLcsak5PGAK8ADwMVsA/+8tjFgKaUbcaYxcAWy7Iez5lXfbsYY0wP7H2PR2H/wjwJ+OjiQGmqc9dhjAkAXgP6YA+MHMX+hMSrlmWl5aRRfZdRxpg4YFEBq760LGtIYerWGFMR+BDolbPoB+DxnB8wxUl0n+06jDHTgI7Yu1Q7CfwOvGRZ1qXdbUkpVhyft1K6XKlOgUewP2naBAjCfv+0CPu5e7CkyihFo1iGa7pavRpjfND5esOV6gC1iIiIiIiIiIiIiLiuUtkHtYiIiIiIiIiIiIi4PgWoRURERERERERERMQpFKAWEREREREREREREadQgFpEREREREREREREnEIBahERERERERERERFxCgWoRURERERERERERMQpFKAWEREREREREREREadQgFpEREREREREREREnEIBahERERERERERERFxCgWoRURERERERERERMQpFKAWEREREREREREREadQgFpEREREREREREREnEIBahERERERERERERFxCgWoRURERERERERERMQpFKAWEbkCY8yLxpj/yzVfwRiTaYwp5wr7ExEREREpabrHFhGR3BSgFhG5smhgQ675WCDesqw0F9mfiIiIiEhJ0z22iIg4KEAtInJlBd3MbjTGBBpjVhtjUowxjUpgf1WMMSuMMUuMMb8aY0KLcZ8iIiIiIiWpVNxjX5wxxgw0xpwsxv2JiEgRKEAtInIZxhgvoA6wOdfiGOw3t6lAD2DGFbZfbIyxLjP9VsT9JQLtLcvqBPwLeOA6D09EREREpMSVsntsjDFuQD/g4HUemoiIXCMFqEVELq8BcNiyrFQAY4wB4oCNlmVlWpZ1xVYWlmXFWZZlLjO1L+L+bJZlZeekCwC2FssRioiIiIiUrFJzj52z/l7sAfHsArYVEZESoAC1iMjlRQMhxpg6xhgf4DWgBrDPGfszxsQaY1YBjwPrblAZRERERERupFJzj22McQfuBqbfoH2LiEghKEAtInJ50cB84GdgN3Ac2Au86Iz9WZa1wbKsVsBLwPM3qAwiIiIiIjdSabrH/gvwn1xPKoqIiBN4OLsAIiKlWDTwD8uy+uVa9pEz9meM8bYsKz1n2Vns/fOJiIiIiJQ1peke+x2giTHmL8AtxpgPLcsaeQPLIiIiBVCAWkTk8qKB7ZdbaYyZi30E8ChjzKeWZU25gftrmnMDbQPSgKHXuS8REREREWcoNffYlmU9m2u/fyg4LSLiHMayLGeXQUSk1DHGVMD++J+fZVmZrrY/EREREZGSpntsEREpiALUIiIiIiIiIiIiIuIUGiRRRERERERERERERJyiKH1Qq6m1iIiIiDiTcXYBbgDdY4uIiIiIszn1PlstqEVERERERERERETEKRSgFhERERERERERERGnUIBaRERERERERERERJxCAWoRERERERERERERcYqiDJIoIiIiImVcRlY2kxbt5tb6ITQOD3J2cURERG6I8+lZHDyTytGzaZxKyeBUSjpJFzK5kGEjNSOLLNv/xqj1cDf4enng4+VO+XKeVA7wpnKAN2GB5ahe0Zdynu5OPBKRkpGZmcmhQ4dIS0tzdlHkBipXrhzh4eF4eno6uyh5GMsq9MDhGmFcREREpIz7efNRHvl6HVFVApj/REdnF6eonDq6+A2ie2wRkeuQnmVj+9FkNh8+y85jycQfT2bvyRQSUzLypfVwM/h6uePj5Y6nuxsm56qSZbNIzQlcZ9ryfiwbA2GBPtxSxZ8GoeVpEFaemPAgwiv4YIwrXpbkZpWQkEBAQACVKlXS/7aLsiyLU6dOkZycTK1atS5d7dRKVwtqERERkZvIqoTTAMQfTyY9y4a3h1qFiYhI2XEhw8bqfadZsTuR1ftOs/XwOTJs2QAEeHsQVTWAW+tXIaKSLxEVfQkN9KGyvzeV/L3w9XK/auDtfHoWiSnpnExO53DSBRISz5OQeJ74Y8n8tiuRrGx7ALtKeW9a1KxI2zrBxEVVJizI54Yfu8iNlJaWRs2aNRWcdmHGGCpVqsTJkyedXZR8FKAWERERuYnsTTzveH3wdCqRIQFOLI2IiMjVHUm6wMLtx1mw7Tir9p4mw5aNp7shJjyIIe1q0qR6ENHhgVQLuv5WzX7eHvh5e1Cjkh/NL1mXnmVj1/EU1h84w+p9Z1iTcJqfNh0FIKpKAN0aVKFH41DqVQ1QkE/KJP3fur7SWscKUIuIiIjcRA6eTqVakA+Hky6w9+R5BahFRKRUOnM+gzmbjzJr/WHW7j8DQK1gP+5vU4P2twTTslZFfL1KNqTh7eFOo2qBNKoWyH1tamJZFrtOpLA4/gS/7jjBJ4t3M2nRbmpX9qN3bDX+3CycampZLSJyVW7OLoCIiIiIlAxbtsWhM6l0iqoMwIHTqU4ukYiIyP9YlsXKPad47Jt1tHxzIX//fgvJaZmMvj2KhU92YtHTcfy9ZwPiokJKPDhdEGMMdasE8FDHOkx7qA2rX7yVN/o0IiTAmwkLdtL+nV+574tV/Lz5KFk53ZCIyOUdO3aMAQMGUKdOHRo0aMCdd97Jzp07L5t+8eLF9OzZs1j2vXjxYoYMGXJN244ZM4bx48dfdxnmzZtHVFQUkZGRvP322wWm2b9/P127dqVx48bExcVx6NAhx7pnnnmGhg0bUr9+fUaOHEkRxh10Oud/oouIiIhIiTiSdIFMm0XjaoHM9HDjRHK6s4skIiJCWqaNWesP88VvCew+kUL5ch78pXUN/tw0nIZh5UvtI+mXCvb3ZlCrGgxqVYODp1OZsfYQM9Ye4pGv11EtyIf72tRgYIsIAn09nV1UkVLHsiz69OnD4MGDmTZtGgAbNmzg+PHj1K1b18mlu/FsNhuPPfYYCxYsIDw8nBYtWtCrVy8aNGiQJ93TTz/N/fffz+DBg/n11195/vnn+eqrr1ixYgXLly9n06ZNALRv354lS5YQFxfnhKMpOrWgFhEREblJHDuXBkBYkA+VA7w5kTMvIiLiDCnpWUxesocO7y7i+e82U87TjXH9GrP6xVt55U8NaVQtsMwEpy9VvaIvT3Sry9JnOvPpfc2IqOjL2z/voO3bv/DWz9s5kaxrsEhuixYtwtPTk+HDhzuWxcbG0qFDByzLYvTo0TRq1Ijo6GimT5/uSJOSkkK/fv2oV68egwYNcrQaXrt2LZ06daJZs2bcfvvtHD1q7y8+Li6OZ599lpYtW1K3bl2WLVsGgJeXF4GBgQAsWbKE2NhYYmNjadKkCcnJyfnK+8YbbxAVFcWtt95KfHz8dR//6tWriYyMpHbt2nh5eTFgwABmz56dL922bdvo2rUrAJ07d3akMcaQlpZGRkYG6enpZGZmUqVKlesuV0lRgFpERETkJnEqxd5iOtjfm5AAb06mFK4F9bFjx7jrrruIiIigXLlyhIaG0r9/f3bt2pUn3R9//MGQIUOIiorCzc2t0I9JLlmyhM6dOxMSEoK3tze1a9fmqaee4ty5c0U6PhERKRvSMm38Y9leOr67iLd/3kFUlQC+HtaKHx9vT//m1Snn6e7sIhZa7969McYwadKkPMsvXhMb1K9H9+gwvFdMZu7IDnStX4XPl+6l/TuLGPPDVk5e8jSTrolys9qyZQvNmjUrcN13333Hhg0b2LhxIwsXLmT06NGOgPP69euZOHEi27ZtY+/evSxfvpzMzExGjBjBjBkzWLt2LUOHDuXFF1905JeVlcXq1auZOHEiY8eOBaBt27Z88MEHAIwfP56PP/6YDRs2sGzZMnx88vYlv3btWqZNm8b69ev57rvvWLNmTYHl/vrrrx2B7txTv3798qU9fPgw1atXd8yHh4dz+PDhfOliYmKYOXMmALNmzSI5OZlTp07Rpk0bOnfuTGhoKKGhodx+++3Ur1//su93aaMuPkRERERuEidTMgAIDvCicoA3CYnnC7VdamoqFSpU4LXXXqNGjRocO3aMN998ky5durB582aCgoIAWL58Ob/99hutW7cusKXJ5Zw+fZomTZrw6KOPUrlyZbZu3corr7xCfHw8P/30U9EPVERESqXsbIvv1h9m/Px4jp1Lo8MtwTzZrS5NIio4u2jX5L///S+///57gesKuiY2CCvPhwOb8GS3uvzf4j189ft+pq85yF/b1eThTnUI9PHUNVGkAL/99hsDBw7E3d2dKlWq0KlTJ9asWUP58uVp2bIl4eHhgL3F9b59+wgKCmLLli1069YNsHefERoa6sivb9++ADRr1ox9+/bl21+7du148sknGTRoEH379nXkf9GyZcvo06cPvr6+APTq1avAcg8aNIhBgwYV6hgL6i+6oCdIxo8fz+OPP86UKVPo2LEj1apVw8PDg927d7N9+3ZHn9TdunVj6dKldOzYsVD7dzYFqEVERERuEonJ6RgDFX29CAkox6qE04Xarnbt2kyZMiXPsmbNmlG3bl1+/fVXx03+iBEjGDVqFADNmzcvdLn69OlDnz59HPNxcXF4eXnx0EMPcfr0aSpWrFjovEREpHRad+AMY3/YysZDZ4mtHsTEAbG0rl3J2cW6ZpmZmYwaNYo33niDYcOG5Vt/pWtizWA/3unXmOFxdXh/wU4+WbyHaWsO8sSttzCw1126JspNqWHDhsyYMaPAdVca7M/b29vx2t3dnaysLCzLomHDhqxcufKK21xMf6nnnnuOHj16MHfuXFq3bs3ChQupV69enjSF6X7o66+/Zty4cfmWR0ZG5jvW8PBwDh486Jg/dOgQYWFh+bYNCwvju+++A+zdm8ycOZPAwEA+++wzWrdujb+/PwDdu3fn999/LzMBanXxISIiIlJMhgwZQvPmzZkzZw4NGjTA19eXHj16cPr0aXbv3k3nzp3x8/OjefPmjgFMALKzs3n77beJjIzE29ubunXr8uWXX+bJe86cOXTr1o2QkBDKly9P69at+e9//5snzZgxYwgODmb9+vW0bt0aX19fmjRp4uhbLzElnQq+Xni4uxES4E1SaibpWbZrOtZKlexBhYyMDMcyN7fiu7UsKH8RESk7Ll4Tp3/3PcHhdWheJ5QlHz3Fa3fU4N1uITz/QD+nXhOv1wcffICPjw9//etfC1xfmGtirWA/PhzYhDkj2xNVJYCXZm/ljg+WsWJPYp50uibKzaBLly6kp6fz+eefO5atWbOGJUuW0LFjR6ZPn47NZuPkyZMsXbqUli1bXjavqKgoTp486QhQZ2ZmsnXr1kKXZc+ePURHR/Pss8/SvHlzduzYkWd9x44dmTVrFhcuXCA5OZkff/yxwHwGDRrEhg0b8k0FBeJbtGjBrl27SEhIICMjg2nTphXYMjsxMZHs7GwA3nrrLYYOHQpAREQES5YsISsri8zMTJYsWVKmuvhQgFpERESkGB04cICXX36Z119/nc8++4wVK1bw0EMPMWDAAAYMGMCMGTPIyspiwIABjtYgI0aM4PXXX+ehhx5izpw59OnTh6FDh+Z5lDchIYE//elPfPXVV8ycOZO2bdvSvXt3li9fnmf/qampDB48mIcffpiZM2fi7e1Nnz59SE1N5VRKBpX8vMjOziawnBtWto3EcxfIysrKN9ls+QPX2dnZZGZmsn//fkaNGkWNGjXo0aNHsb13NpuN9PR0NmzYwOuvv07fvn2pWrVqseUvIiIla/fefQwdMRqPVgPo97exmBM7mT1pDPfeO9Dp18SLsrOzC7wOXumaeOzYMV577TUmTpxYLD/ONgwL5JsHW/HZfc3IyMrm3s9X8fT0dZw4k6Jrotw0jDHMmjWLBQsWUKdOHRo2bMiYMWMICwujT58+NG7cmJiYGLp06cK77757xfPBy8uLGTNm8OyzzxITE0NsbCwrVqwodFkmTpxIo0aNiImJwcfHh+7du+dZ37RpU+655x5iY2P585//TIcOHa75uC/y8PBg0qRJjr6j7777bho2bAjAyy+/zA8//ADA4sWLiYqKom7duhw/ftzRt3a/fv2oU6cO0dHRxMTEEBMTw5/+9KfrLleJsSyrsJOIiIiIXMHgwYMtd3d3a/fu3Y5lo0ePtgDryy+/dCybM2eOBVjbtm2zdu3aZRljrClTpuTJ67777rOaN29e4H5sNpuVmZlp3XbbbdZf//pXx/JXXnnFAqxffvnFsWz9+vUWYP3888/Wnz9Zbg34dKU1ePBgC7ji1KlTp3z7ffjhhx3ra9eube3cufOy70WzZs2swYMHX+0tyyMqKsqR/+23326dP3/+0iRFuXctK5OIiMs5fu6CdUu7HhbGzer6ynRr6+GzlmWVrmviRddyTbzvvvus/v37O+YB66OPPrrs+1GUa+KFjCzrrbnbLc+K4Ve7JooUq23btjm7CFJCLlPXTr0nVh/UIiIiIsWoZs2a1KlTxzEfGRkJ2B9bvHTZ4cOH2bNnD25ubvTp0ydPH3hdu3Zl6tSp2Gw23N3dOXToEC+++CILFy7k6NGjjpZm7dq1y7N/T09P4uLiHPMNGjQA7P3YJabUITo8iKfGjKHDXX/h799v4c0+jYgOD8p3HAEBAfmWvfDCCzzwwAPs37+f8ePHc9ttt/H7779TpUqVor5NBZo5cyZnz55l8+bNvPrqq/Tv35+ffvqpUH38iYhI6TBn01H+/v1mjiWnUzksnPkv98fdzf45XpquiReNGTOGxx9//IrHlPuauHLlSmbMmMH27dsL/Z4jtU3VAAAgAElEQVQURTlPd57rXo/6M77l3R/Ws2P7Vpat+g9/6t2XhfN/1jVRRFySAtQiIiIixSgoKG+w18vLK9/yi8vS0tJITEzEZrMRGBhYYH5Hjx4lLCyMXr16kZyczKuvvkpkZCR+fn68/PLLnDhxIk/68uXL53ncOM++crr4iIiIoLlbAF4rUwmpGUVso1AuVdAX4IiICCIiImjRogW33XYbNWrU4OOPP+bVV18tzFtzVRcfY2zbti3169enU6dOLFq0KE8gQ0RESqeU9Cxenr2F79YdJiY8kFr1Qziw+4wjOA2l65p4UUREBOHh4Vc8ttzXxL/97W88/PDDBAYGkpSU5Fh+4cIFzp49e9myF9VdnVvTo2NLpqzYx2uf1+DXr57hlcnTGTv8HgWpRcTlKEAtIiIi4kQVK1bEw8OD5cuXF9iPZUhICLt372b9+vX8/PPP3HHHHY51Fy5cKPR+Mm3ZpKRnUTnAm6FDhzoGnOqZf2BxADp16sTixYsvm1/58uWpU6cOe/fuLXQZiqJp06YA7N27VwFqEZFSbvOhs4yctp79p84zsustjOwSybA//lHkfErqmphb7mvi5eS+JsbHx7N69WomTpyYJ80zzzzD888/n6fl9/XycHdjWIfatK8xmPpfPcPHP6wgKSiKN/o0IqCcZ7HtR6S0cHd3Jzo6mqysLOrXr8+XX36Jr69vobf39/cnJSXlBpaweMybN49Ro0Zhs9kYNmwYzz33XL40TzzxBIsWLQLs/emfOHHC8aPYgQMHGDZsGAcPHsQYw9y5c6lZs2ZJHkKxU4BaRERExIm6dOmCzWbj7NmzdOvWrcA0F790e3t7O5bt37+f5cuX07hx40LtJzXd/oW5op8XY8aMYdjDj9B/8koGt61Jv2b5W44V1MVHbomJicTHx+cbNKa4XBzoqlatWjckfxERuX6WZfH1qgOM/XErwf7efPNga1rXrnTN+ZXUNTG3onbx8dNPP+ULQnfu3JmRI0fSt2/fIu+/MPZvXw/AvV2bMWfzUTYcTOLDgU2IrZ6/iy6RsszHx4cNGzYAMGjQICZPnsyTTz7pWH+xv+LiGJzUWWw2G4899hgLFiwgPDycFi1a0KtXL0cXRBe9//77jtcfffQR69evd8zff//9vPjii3Tr1o2UlJQy/X5cpAC1iIiIiBNFRUUxfPhwBgwYwDPPPEPz5s1JS0tj69at7Ny5k3/84x/Uq1eP8PBwnnrqKV577TWSk5N55ZVXqFatWqH3k5qZDUAFX09q1gylRo0aBMw5TWBETZo3r3/Fbd977z0SEhLo2LEjISEhJCQk8P777+Pt7c3DDz/sSHfy5EmWLFkCwJkzZ9i/fz8zZswA7COLX+Th4cHLL7/Myy+/DMB9991H3br/n707j47p/v84/pxMEtkkktjFHsQese+U2qulC6pUdaNa2mqr325CN1p0QauqaqmiKGpp/ar2NfZ9J4hdSCSyJ/f3xySRkJUwSbwe58zJzL2fe+/7zpzM5973fO77VsbX1xcnJyd27tzJV199RePGjWndunWW91FERB6cqNh4Plm8nz+2B9GqShG+ecYXd2f7e1rng+oTUypXrly2Rh42a9YszemVKlWiZcuWya/vR5/43dt96Hc2hMGzd/PUj5t4p30VXmleARsblfyQ/Kd58+bs3buXwMBAOnbsSOvWrdm8eTOLFi1i06ZNfPHFFxiGQefOnRk9enTyckOHDmX16tW4u7szZ84cihQpkmq98+bNY8SIEZjNZtzc3Fi3bh3Tpk1j+/btTJgwAYAuXbrwzjvv0KpVK1xcXHj11VczXGd2BAQE4O3tTYUKFQDo2bMnixcvviNBndLs2bMZMWIEAAcPHiQuLi75RzwXF5e7jiU3UYJaRERExMomTpxI5cqV+fnnn/nkk09wdXWlWrVqvPjii4BllNiff/7JoEGDeOqpp/Dy8uLDDz9kzZo17N+/P0vbiIyxjPZydbRcEmwymXB3siPkZmymy9auXZtly5Yxd+5cwsLC8PLyolWrVnzyySep6nYeOHCAp59+Ovn1yZMnky+JTrqBFVhGjiQkJCS/btCgAdOmTWPMmDHEx8dTvnx5Bg8ezFtvvZUvRoSIiOQ350MiGfjbDvYEhfLGI9682bZyqlrT9+JB9IkPwv3qE+uW9WD54Oa8/+deRv19mI3Hr/JND18Ku9waUS6S18XFxaUq43PkyBF+/fVXfvjhB86fP8+wYcPYsWMH7u7utGvXjkWLFvHEE09w8+ZN/Pz8GDt2LCNHjmTEiBHJSeckI0eOZMWKFZQqVSpVHfn0ZGWds2bN4uuv76yb5+3tnfzDVJJz585RunTp5NdeXl5s3bo13e2fPn2aU6dOJZe8O3r0KIUKFaJ79+6cOnWKtm3bMmrUKMxmc6b7kpuZUn4xZiLLDUVEREQkd/ln/wUG/LaTZYObUb2k5QZO7b9ZR1lPJyb3rWfl6LIsPw4R0zG2iOQpW04GM2jWTqLjEhj7TG3aVy9u7ZAeSoZhMDvgbHJ5lZ/61KVGqZy5QaM8nA4dOkTVqhlfVXe/JdWgBssI6rFjx3L+/Hlat27NqVOnAFi8eDELFixgxowZAPzyyy8cOHCAcePGYTabiY6OxtbWlpMnT9K9e/fkkiFJBgwYwIkTJ3jmmWfo3r07np6eGY6gzso6s2PevHmsWLGCKVMsdfpnzpxJQEAA48ePT7P96NGjCQoKSp4/f/58XnzxRXbt2kWZMmXo0aMHnTp1Sv4RLyvS+aytepytEdQiIiIiD4GQCMtI6UJOty6/LuRkR0hk5iOoRUREDMPg142BfL78kOXHzT718C6aPy4tz4tMJhPPNixDzVJuvDpzO0/+uInRT9biiTp3V+pEJDdIWYM6JWdn5+Tn2Rhoi8l0Z8510qRJbN26lWXLluHr68vu3buxtbVNdSVDVFRUttaZnRHUXl5enD17Nvl1UFAQJUuWTHd7c+bMYeLEiamWr1OnTnKJkCeeeIItW7ZkK0GdG+maSREREZGHQGhiItotscQHgLuTPSERMdYKSURE8oi4+AQ+WrSfkUsP0sanKIsHNVVyOpeo6eXGX280o3bpQrw5dzefLztIXHxC5guK5FENGzZk7dq1XL16lfj4eGbPnp1c/z0hISE5Ifz777+nWTP+xIkTNGzYkJEjR1K4cGHOnj1LuXLl2L17NwkJCZw9e5aAgIDk9llZZ+/evdm9e/cdj9uT0wD169fn2LFjnDp1ipiYGObMmUPXrl3T3NcjR45w/fp1GjdunGr569evc+XKFQBWrVqVYf3qvEIjqEVEREQeAqGRsdjamHC2v1WfrpCTHdcjNIJaRETSFx4dx+u/72TNkSu81qoi77Sropvy5TKFXQow66WGfLb0ID+vP8WhC2GM71Xnnm9aKZIblShRgi+//JLWrVtjGAadOnXi8ccfBywjrQ8cOEDdunVxc3Nj7ty5dyz/7rvvcuzYMQzDoE2bNtSuXRuA8uXLU7NmTWrUqIGfn19y+6ysMztsbW2ZMGEC7du3Jz4+nv79+1O9enUAPvnkE+rVq5ecsJ49ezY9e/ZMNWrbbDYzZswY2rRpg2EY1K1bl5dffvmeYsoNVINaRERE5CHwwcJ9rNh/kR0fP5o8bdTfh/llw0mOftYxzcsVc6E8EWQ26RhbRHKti6FR9J+2jSOXwvjsiRr0alDG2iFJJv7YfpaPFu6nmFsBpj5fn0rFClo7JMkjckMN6tzIxcWF8PBwa4eRo3JjDWqV+BARERF5CIRGxuLmZJdqmpujHbHxBpGx8VaKSkREcqtDF27wxMSNnA6+ydR+9ZWcziOeqVeaua82Iio2ge4/bmLj8avWDklEJFO5P0G9e7blISIiIiJ3LTQiNlX9abCU+IBb9anlIaJjbBHJwNqjV3h60mYA5g1oQsvKRawckWRHnTLuLBrUlJJujjw/NYA/tp/NfCERSVN+Gz2dW+X+BHXoWctDRERERO5aaOSdCeqk10pQP4R0jC0i6Vi4K4j+07ZR2sOJhYOaUK2kq7VDkrtQqpAj8wY2pnFFT96bv5cxK46QkKCqUiKSO+X+BLWIiIiI3LPQyFgKpZOgDtGNEkVEBPh14ynemruHBuU8+OPVRpRwc7R2SHIPXB3sEsuzlGbC6uMMmbubKJX1kgxk4z51kkfl1s/Y1toBiIiIiMj9FxIRoxHUIiKSJsMw+GblMb7/7xjtqhXj+151cLAzWzssyQF2Zhu+6FaTMh7OjP7nMBdCIpnctx4ezvbWDk1yGQcHB4KDg/H09MwrN8+WbDIMg+DgYBwcHKwdyh2UoBYRERHJ5+ITDMKi43BzSn0ympyg1ghqEZGHVkKCwfC/DjBzy2meqefFF91qYmvWxdb5iclkYmCripTxcOKtP3bT/YeN/PpCA8oXdrZ2aJKLeHl5ERQUxJUrV6wditxHDg4OeHl5WTuMOyhBLSIiIpLPhUXFYhjoJokiIpJKTFwCQ+ftYcme87zaogLvd/TRyMl8rHOtEhR3c+DlGdvp9sNGJvepR4PyHtYOS3IJOzs7ypcvb+0w5CGln0VFRERE8rmkBPTtNahdCthitjEpQS0i8hCKio3nlZnbWbLnPO939OF/naoqOf0QqFvWnYWvNcHD2Z7npmxl8e5z1g5JREQjqEVERCSfCTkL/42EE/9BzE3w9IaGr4Jf36wtH3ENVn0Gh5dB5DUoVBb8+kDj18EmsR5nXDSs9If9CyA+Fiq3h46jwcHt1nqWDYWdM2HQVvC4j6NRDi+DDd/Axf1gaw9lm0KbT6Bo1eQmSTdBvH0EtclkwtXBlpDImKxtK/gEbPwWzgbAlSOAASYzDL92Z9uEeNg8AXbOgJAz4OgBPp3hkY/A6bbRWpcOWj6zM5sgLgaK14Bmb1naZ4W/WxngC6A94AIcBb7HP/SXFG3cgO+BzkAsMAd4H//Q6BRtlgENAG/8Q0OztnERkVwujX4xuu7LvLDbhy2ngvmye016NSiT/vL5sF/MMbm1X8zkWKispzN/9q/BnsmvUnPhFm4uL4BTnWcwPToCbAvcWs+sp+HcDhi8K/VnKSKSw5SgFhERkfwj7BL80g7Czt+admk//PUGhF+CFu9mvHxsJEzrApcP3JoWfAz+/QSCj0PX8ZZpG7+DLT9Ai/fAtQQsfQtsbOHxCZb5V47CjmmWk/f7eRK+Zw4sfPXW67hIOLIcAjfAi/9CUR/g1ghqNye7O1ZRyMme0Mi4rG3v8iHLiXVWLBkCu2beeh1+Ebb/Ame2wMv/gZ3jrXVObQ/RN261DdoGc56FbpOhdo+Mt+PvVhzYBJRKMbUWMAV/t+L4h36eOG0c0BcYCJQEPgaCgc8S19MW6AQMVHJaRPKNdPrFAsuHUDfuGZ55Zjjd6mRQizSf9os5Jjf2i1k8Fiq0bjgtI1fyR/G3uHAukCFbfyTe0QNzq/csy5xYDcf+DzqPU3JaRO47lfgQERGR/GPNF7dOyLpNhqFHoVS9xHmjLSOKMrLlh1sn4W2Gw7snwaeL5fXOGZYRUgBH/7H8bfI61OtvOXE7uuLWev7vQ8vIqBbv5Mx+AUSHWU7uk8REwN/DLM8LlYUhe6HvYjDbW05qV3yQ3DS9Eh8Aro523LwZDvvmW0bJZcS1BDQfCr3mQqm66bc7G3DrJNyni+V9bDPc8vryAdjy4622Kz6wxGu2t8Q/ZK9lfwD+fs+ynxkbwa3kdB+gBLA18fXwxNHVAF2AEPxDJ2FJVidNA383G2AssB/4ObMNiojkGbf1izcGHeCIbRUA3rZbSLfyRsbL59N+MVOxUXm3X8zqsdDRFeDgxtMDhmNu8joApzYtICwqFhIS4P8+gqLVoG6/jLcnIpIDlKAWERGR/CEhAfYvtDwvXMUywqhgMWg8KHF+LBxcnPE69s23/LUvCE2HgLMnNHv7zvnxiSUxzPa3/sYnVopIGnH0yEdQoOC979eZLbDoNRhTxTL6KsnxfyEqxPK8Xn9wLwsVWkH5lpZpJ1fDzWAAQiLTLvHBxX0MipzMd+d6woIXLSf7GSlV13KZdJUOYOuYfrt98249b/a25X1sOsTyvsKt9/HmVTi5xvK8fEtL/O5lLfsDlv07vjL97VgSy0lDyQ7hH/ob/qEXuZWAtgOeSnxuDyTVMkkq65F0HfOLWEZdv4V/aHz6GxQRyUNu6xdDKnWj95xAJka1B8DGeHj7xXRd3AfL34OxVfJmv5idY6H4GDDbYzKZeP3R6gBER0Xy9KTNhGz6xTLquv0Xt8q4iIjcR0pQi4iISP5w/RREJ1Zm8PS+NT3l84t7018+LhquHLY8dy9364TMs+Kdy5dtavl7aAmc2Qo3r1imJY04KlYT6vS5+30JvwIbv4cJ9S2X+e6eBfZO0HDgrTYX9tx6ntb+GglwaR8ANxIT1K6OdhAVCtt+gcmtYFIz2oUvsrT16wtOnncfc0qpYkt8/2zMlvcVLO9zXLTl/TQS0t8HyPgzg4pA0nXHR1NMT/m8TuLfdUBR/N2aAt2Sp/m7uQAjgSX4h2Zw1i8iksek6BdjCpWn189bOXIxjN6dHrnV5iHtF1O5rV8k4CcwjLzZL2bnWKhsU8vndGYLHFoKQCGfVgRfv07cys+4UaYtVGyd9X0UEbkHqkEtIiIi+UNEilFRKUdopXx+80r6y0dev3VSmGp51zuXbznMUiPyz5ctr0vUhg6jYNcMy4ij55eCTeI4gPhYMN9ZWuMOCfFw/D/YOd1y2W1CLNg6QLUnoHYv8G4L5hSHblna36sAhETE0MzuCA5Ll1hGTsVGWG7i5P0of8Q1Y8xpbwK6dsk8xqxKFVuK9y8pNiPe8n6nvHT6bj4zKJzi+Y10nhdN/DsE8AI2JL7+D/AH/gd4Apbrzv3dTIAZ/9AsFuYWEcmlUnwXrz0dzcnIcKY8X4+GhcPh/xJnPKT9IgCBGy1lN27rF6nd01KGw84h8xiz6kH1i9k5FuowCm6csyT8Acq3pFS3Efz9f2Nw2xXO44Gdee/IZVpVLmL5LMxKH4nI/aNvGBEREckfjPTqaKacbsqZ5Z084Pm/LJcKJ8RCweIQHQ6rv7Cc1JZtarmB1PZpEBMGxWvBY99BSd/0t793LixKHAlWuqHlBLl6d3AsdA/xWnhe3cZv5hGwByhWw3JiX+sZcCnK2f87wtUjx0lIMLCxyeD9yY6svpf3+pmlPzPldMvK/EMDgbr4u5UAYvEPvYq/W2ngLWACEIS/2y9YSobY4++2AXgJ/9CTGQUgIpJrpfiOjYiO49d+9WniXRiupSxb8XD2iwRugGmdLc9v6xfviwfVL2Znefey8Oo6CLsINnaWsiOhQRTe9ws3/V6kwMnSXP7tZWLtt2JnxEGZRpabYt7Pm1yKyENLJT5EREQkf3BOMZg2Zc3I6PC029zOyQNMNmksn+L57cs7e1pOwgE2jLOMfmr3KeycBhu/gwotLTcounoU5vaBuBjSZUpR4zHqhuURG5l++2zs743ohNRto28kL+PmaEeCAWHROThgOFVsKQYzJ8VmMlsSDM4pLp2+m88MUg4jSzEkjYLptAH/0Av4hyYNoRsF3MRS4uNjoD8wAxgMtAJmZbRxEZHc7FK8S/LzFmUdLMlpUL94+7pv6xfviwfVL97NsVDB4re2u9If7J1wfvQD5lZdzzPmNcyJbsoyrzcxAjfcGiEvIpLDlKAWERGR/MG9PBRILEccfPzW9JTPi9dKf3nbAlDEx/L8eqDlclaA4BOZLx8aBJt/gIYDwKMCnFhlmd7iXaj1tOUmR6FnIPhY+tuv3QP6rwDf5yDkDKwcDt9Ug5ndYO8fEBORun2J2mnvY9Jzk42l5ieww/DhHc/E+KJvwNrRMN4PfmlHncsLceVmcp3qHJEqtsT3LyHe8r6C5X22LWB5P5OSH3fzmcEJILHYJpVTTE/5fFeaS/q71Qd6AcPxDw0B2iXO+QD/0EnAPqAR/m6uaS4vIpKLnb0WwVNzL3ADJwDcI8/cmql+Eco2hgEb0+wX2T4VIkPSj+tuPKh+8V6Ohc7tsNyssdX/wLEQ9oFrLJPrvsugo3U4a1cegrZZfigQEclhSlCLiIhI/mBjAzUS73139Yjl5DX8MmyemDjfDqo/cau9v5vlsTDFDZZqPmX5GxNmGel1M9gyAix5/tNpb3ulPxRwsZx4w62RWUk1Nm1sU/9NT5lG8MREeOcoPPY9lKprOan/82UYUxkWDbrV1vtRcEi8zHn7VLh+Gk6ugVNrLdMqtE4eERUaGUuoWxXoOBqGHoGnplrmB22j7r6RbCvwGgWXvJT5SWd8rOU9SbqEO0nStLjoO9+nDeMs8zZ+Z3lf4db77FzYkqQAS9wn11j2Y/tUyzRHd0uNUbBM93czEh/+APiHJgBzE7dUFX+33vi7FQPeTpwWC8xLZ2/GAQeBn5L2LsUySX+NFNNFRPKEwKs36fHTZm5EJxDrk9jvqV9M1S8CULxGmv0iS9+yrPuP5/NCv2h5rP4y8f3M5rFQSis+tCTK6/W3vE78zN7vXJMvu9ckNNogAROB16Mzfk9ERO6CalCLiIhI/tHqAzj6fxB2/s7LUFsNAzevjJdv9BrsWwCXD8B/IyyPJH59oXT9O5dJGnHU5RtwSBxsW6UjHFwEAZOhejfLSaanN3hUzNp+FHCBus9bHpcPW27itGcO7P7NcqIOYO9kObFe+CqEnIbvUoyIKuAK7b9IfhkaGUsNx8SkgG0BqPGk5RFyhnOrp2DsnoXXqWWWS7EdMhgwfGYLTL/tZopGPHxdwfL88R+gTm8o3QDq9LHEfXip5ZGkaHVolCL50f4Ly4i16Bsw4/HU6+4wyrKfGRsOdAZKAb/dNm8E/qFn71jC3+1poBnQHv/QpAT0EqA+MBR/t92AL7Aa/9CbmQUgIpJbHL8czrM/byEuwWD2y43wLFgbzq1Rv3hbv5jKbf0iu2bB7lmWeB8dmff6xbs5FjqwEM5shuf+BJvEHxOqdITzO2HTBHoVr4lhPkOAUZ1XJu/ih95+NPXOsASXiEi2aAS1iIiI5B8Fi8GL/2cZqeToAeYClpsfdR1/axRXRuwcod9SqPciuBQDs73lBPrRkdDl27SXWfEhFK1mOVFPUqsHtPkEjq2E2b0sl/b2/B3MdzE2oKgPtP8chh6GZ2aknle7p2W9peqBraPlst7KHS2XRBf1SW4WGhlLoaQEdUqFyhDe+F2aR3/L1qZT0r/x1N147DtoO8Ly/pntwaW45X3tt9TyPifvX1VLvJU7WuK3dbTsT8/fLfuXGf/Qi0AT4HcgGIgG9mK5weHnd7Z3s8dSe3oZ/qH/l2LOV1hGVQ8ApmNJWPe9Y3kRkVzq8MUb9Jy8mQQD5rzSiGolXdUvptMvpqtQGWj9Pxiy15KszYv9YnY/87gYy4j3Su3Bu82t6U2HQOPXLaO3Fw3AVKUjpfvPoLirA32nBjBjcyBGujdlFBHJHlM2vlCs882z9ivL35bvWWXzIiIiInlZTFwClT/6m6GPVuaNNpXumH8xNIpGX/7H591q0LthWStEmC0mawdwH+gYW0Tu2f5zoTz3y1YK2Now66VGeBd1yXwhkbsQHh3Hm3N2sfLQZZ6u68WnT9TAwc6c+YIikttZ9ThbI6hFRERE8rHQxJsfFnJKYwR1iumhOXmTRBEReWB2nblOr5+34Gxvyx+vNlZyWu4rlwK2TO5TjyFtKjFvRxBPT9rMuZBIa4clInmcEtQiIiIi+VhoZAwArmmV+AAc7MzY29oQGqEEtYhIXhNw6hrPTdmKh7M9fwxoTFlPZ2uHJA8BGxsTbz1amSl96xF49SaPjd/AxuNXrR2WiORhSlCLiIiI5GNJI6Pd0klQAxRytNMIahGRPGbj8as8PzWA4m4O/PFqY0oVcsx8IZEc1LZaMRa/3hRPZ3v6/LKVn9aeUF1qEbkrSlCLiIiI5GO3SnzYp9vGzdGOEI2gFhHJM1YfvswL07ZR1tOJua82ppirg7VDkodUhSIuLBrUlA41ivPl34cZ9PtOwqJ0TCEi2aMEtYiIiEg+lpR4znAEtZNGUIuI5BUrDlzklZnbqVzMhdkvN6KwSwFrhyQPOecCtkx81o//dfRhxYFLdBm/gf3nQq0dlojkIUpQi4iIiORjySOoM0hQu6nEh4hInrBkz3lem7WTGqXcmPVSI9yd0786RuRBMplMvNqyInNeaUR0bALdf9jEzM2BKvkhIlmiBLWIiIhIPpY0gjq9myQmzVOCWkQkd5u/I4ghc3ZRt6w7M19smOGVMSLWUr+cB8uHNKeJtycfLz7A67/v4oZKfohIJpSgFhEREcnHQiNjKehgi9nGlG6bQo72SlCLiORiU9af5J15e2hSsTDTX2iASwFba4ckki4PZ3umPl+fYR18+OfARR5TyQ8RyYQS1CIiIiL5WGhkbKaj7Nwc7QiPjiM2PuEBRSUiIllhGAZf/XOYz5YdolPN4vzSrx6O9mZrhyWSKRsbEwNbqeSHiGSNEtQiIiIi+VhoZCyFnDJOUCfNv6FR1CIiuUZ8gsEHC/fxw5oTPNuwDON7+VHAVslpyVtU8kNEskIJahEREZF8LKsjqAFClKAWEckVomLjGTRrJ7MDzvLGI958/kSNDEs1ieRmaZX82Bekkh8icosS1CIiIiL5WEhETJYT1KpDLSJifWFRsbzw6zb+OXCR4Y9VY2i7KphMSk5L3pZU8mPuK42IiUug+48b+XXjKZX8EBFACWoRERGRfC00Mg43R/sM27g5KUEtIpIbXAiNpMdPW9gWeI1ve/jyQtPy1g5JJEfVK+fB8sHNaVm5CCOWHOTVmTsIiYixdlgiYmVKUIuIiIjkU4ZhEBqZjRHUEUpQi4hYy/5zoTwxcSNnrkUw5fl6PFGnlLVDErkv3J3t+blvPT7qXJXVRy7T+fsN7Dh93dphiYgVKUEtIiIikk9Fxu6CigIAACAASURBVMYTG29kfpNElfgQEbGq/w5d4pmfNmNjMjFvQGNaVSlq7ZBE7iuTycRLzSswb0ATbGzgmZ82M2ntCRISVPJD5GGkBLWIiIhIPhWSOCI6sxHUrkk3SdQIahGRB276pkBenrGdCkWcWTSoKVVLuFo7JJEHxrd0IZa+0Zz21Ysx6u/DvDBtG8Hh0dYOS0QeMCWoRURERPKppBHRhTJJUNuZbXApYKsR1CIiD1B8gsGIJQcY/tcBHvEpxh+vNqaYq4O1wxJ54Nwc7Zj4rB+fPlGDzSeD6fT9eracDLZ2WCLyAClBLSIiIpJPJSWcMxtBndRGCWoRkQcjNCKWl6Zv49eNgfRvWp6f+tTFyd7W2mGJWI3JZKJPo7IsfK0Jzva2PPvzFr5beYx4lfwQeSgoQS0iIiKSTyWV7HDNQoLa1dGO0MiY+x2SiMhD7/DFG3SduIENx6/y6RM1+OSxaphtTNYOSyRXqF7Sjb/eaEbX2iX5ZuVR+vyylcs3oqwdlojcZ0pQi4iIiORTN5JKfGRyk0SwlAHRCGoRkftryZ7zdJu4iYiYeOa80og+jcpaOySRXMelgC3f9PDlq6dqsfPMdTp9v571x65YOywRuY+UoBYRERHJp0ISR0RntcSHbpIoInJ/xMUn8Pmyg7wxexfVSrqy7I1m1C3rYe2wRHItk8nEM/VKs+T1Zng429N3agBfrzhMXHyCtUMTkftACWoRERGRfCo0MhazjQmXApnXNS3kpBHUIiL3Q3B4NH2nBvDz+lP0bVyW2S83oqhuhiiSJZWKFWTxoGb0qFeaiatP0HPyFs6HRFo7LBHJYUpQi4iIiORTIRGxuDnaYTJlXtvUzdGOECWoRURy1KYTV+n43Xq2n77OmKdrM/LxGtjb6jRcJDsc7c2MerIW3/X05dCFG3T6fj3/Hbpk7bBEJAepZxQRERHJp0IjYymUhfIeYLlJYkxcAlGx8fc5KhGR/C8uPoExK47Qe8pWXBxsWfhaE56q62XtsETytMd9S7F0cHNKujny4vTtfLb0IDFxKvkhkh8oQS0iIiLygC1atIhatWpRoEABypcvz7hx4zJs/+abb2IymXjnnXdSTT98+DANGzbEzc2Nnj17Eh4enmr+0T0BbP7s6Tump2XvqkWcHt2F81eu3zHP39+fwoULJ78ODAzEZDIlPwoWLEi9evX4448/0m3j7OxMxYoV6d27N+vXr880HhGRvCroegQ9Jm9hwurjPOXnxdI3mlG9pJu1w8rVHlS/uG7dOkqVKpWlfnHatGmYTKY026pftJ7yhZ3587Um9G1clikbTvH0T5s5ey3C2mGJyD1SglpERETkAdq4cSPdu3enQYMGLFmyhP79+zNs2DC+/fbbNNsfPHiQqVOn4urqese8fv364e3tzR9//MHBgwf54osvkuclJCSw9fdx1H1qEC4uLpnG5WhvBshWmY8xY8awefNmFixYQKVKlejRowdLly5Ns83y5cv5+OOPCQ4OpkWLFowYMSLL2xERySv+3neBTt+t58jFML7r6cvXT9fGyT7z+wA8zB5kv/jmm2/y5ZdfZqlfvBvqFx8MBzszIx+vwY+9/Th5JZxO36/nn/0XrB2WiNwD9ZQiIiIiD9DIkSNp1qwZU6ZMAaBdu3Zcv36dkSNH8tprr2Fvb5+q/eDBgxkyZAgzZ85MNT08PJytW7eyZMkSihQpQkhICGPGjEk+Gf/ll18wTGb82nTNUlxJCZQb2UhQV6lShUaNGgHQtm1bdu7cyY8//kiXLl3SbNOyZUv69evHJ598gr+/Py1btqRVq1ZZ3p6ISG4VFhXLZ0sPMXf7WWp7ufF9rzqU9XS2dlh5woPsF+3s7OjTp8992xf1iw9Wx5olqFHKjdd/38mA33byfOOy/K9TVRzszNYOTUSySSOoRURERB6g3bt307Zt21TTkk7GN2/enGr6/PnzOXToEO+///4d64mJiQHA0dERACcnp+RpN27c4OOPP6ZouwEUcrK/Y9m0OCWezIXe5Y0SbWxs8PX1JTAwMNO2w4cPp2TJkkyaNOmutiUikptsOnGVDt+uZ96OswxsVZF5A5ooOZ0ND7Jf/O6777J04+CcoH7xwSjt4cS8AU14qVl5pm8+zZM/biLw6k1rhyUi2aQEtYiIiMgDFBUVdcdosAIFCgBw6NCh5GmRkZEMHTqUUaNG4ex8Z6LDw8OD8uXLM378eK5du8bkyZOpV68eAJ9++ilt2rQlvoh31hPUSSU+bkYRFxeX6pGQkLUbEAUGBlK8ePFM25nNZh555BG2bNmSpfWKiORGkTHx+P91gGd/3oq9rQ3zBjRhWAcf7G11mp0dD6pfbNu2bfLI5eyIj49Xv5jL2dva8FGXakzpW4+g65F0Gb+Bv/act3ZYIpINKvEhIiIi8gB5e3uzbdu2VNMCAgIAuHbtWvK0L7/8khIlSvDcc8+lu66JEyfy9NNP88EHH1CpUiUmTpzI8ePH+eWXX1i/dTudfzlEIUe7LMXlkFjio1/rGvRLY76np+cd0xISEoiLi+PGjRtMmTKFgIAAxo8fn6XteXl5cenSpSy1FRHJbXaeuc47f+zh5NWb9GtSjvc6VFGt6bv0oPrFvXv33lV8hQoVSnO6+sXcp221Yiwf0pzBs3cxePYuNp8IZvhj1VTyQyQPUA8qIiIi8gANGDCAgQMH8vPPP/PUU08REBDA2LFjAcsIKoBTp04xZswYVq1aleGlyB07duTy5csEBQVRsWJFzGYzXbt25a233sLJvRhhO79m2LRX8Lc38/777/Paa6+luy6HxBF/r435jRdaVkk1b/Lkyfz55593LPP4448nP7ezs+Ptt99m4MCBWXofDMPIUjsRkdwkMiaeb1ce5ef1Jynh5sjvLzWkiXdha4eVpz2oftHLy4uJEycyevRogEz7xSTr1q1LLhuSRP1i7lWqkCNzXmnEuH+P8uOaE+w6c50Jz/rhXfT+3BhTRHKGEtQiIiIiD1D//v3Zs2cPAwcO5JVXXsHJyYnRo0fzxhtvUKxYMcBy0tyxY0d8fHwICQkBLKOyoqOjCQkJwc3NLfkE3cnJicqVKwOwcuVK9uzZw9y5c/lr7XZC1v/G1AX/0LCCJ40bN6ZZs2bUqlUrzbhsbCzrK1iqUvIl0UmWLl2a5jLffPMNzZo1o2DBgpQvX/6OS7Qzcu7cueT9FRHJCzYev8r//tzHmWsR9GpQmg86VaWgQ9auUpH0Pah+cc+ePXz88cds2rQJINN+MUmdOnVwcUmd3FS/mLvZmW0Y1sGHhuU9ePuPPTw2fgOfPVGDJ+t6WTs0EUmHimOJiIiIPEBms5kJEyZw5coV9u7dy6VLl5JrYib9PXLkCH/++Sfu7u7Jj7NnzzJhwgTc3d05d+7cHeuNi4vjzTff5KuvvsLR0ZH169fiUKYWNWtUw8fHhzZt2rB27dpM4wvJxk0Svb29qVevHlWqVMnWSXhcXByrVq2icePGWV5GRMRaQiJieGfeHnpP2YrZxsTslxvxZfdaSk7nkAfVL65Zs4ZHHnkEHx+fbPWL2aF+MXdpVaUoywc3p6aXG0Pn7eGdeXuIiImzdlgikgaNoBYRERGxgqQTbIAffviBJk2a4OPjA8CUKVMIDw9P1b5nz560bNmSgQMHUqRIkTvWN2nSJNzd3enRowdguQw9IS46uQb1zZs3s3T58I1sJKjv1siRIzl//jwDBgy479sSEblbhmGwdO8FRiw5wPWIWF5rVZHBbSqpnu19cr/7RYCIiIjk51ntFx8E9Yv3T3E3B35/qSHf/3eM8auPs/tsCBOf9aNK8YLWDk1EUlCCWkREROQB2rJlCxs2bMDX15cbN24we/ZsVqxYwYYNG5Lb3F5iA8DBwYHSpUvTqlWrO+Zdv36dESNGsGLFiuRppavVJeqbz1g2/3ecC9iyatUqRo0alWl8oVE5m6A+cuQIhQsXJiYmhlOnTjFnzhz++ecf/P39admyZY5uS0QkpwRevcnwvw6w9ugVanm5MaN/Q6qVdLV2WPnSg+oXW7RowXvvvcfUqVMBstwv5jT1iw+erdmGt9tVoUF5T96cu5uuEzbwcZdq9G5YJsOa5iLy4ChBLSIiIvIA2dnZMXfuXPz9/bGxsaF58+Zs3LiRmjVr3vU6hw8fTteuXfHz80ue5uZVGfdWL/DFyOEAjBkzhtq1a2e6rhuROXvp6zvvvANYEgklSpSgcePGrFu3jubNm+fodkREckJUbDyT1p7ghzUnsLMx8XGXajzfuCy2ZlXHvF8eVL9Yp04dvvrqKz788EMg6/1iTlO/aD3NKhVm+ZBmDP1jDx8t2s+qw5cZ/WQtihQsYO3QRB56pmxc0mKda1/WfmX52/I9q2xeREREJC/y/+sAf+4MYq9/+ywv89GifSzbe4Fdn7S7j5Hdk/w4zEnH2CK5xNqjV/hk8X5OB0fwWO2SfNS5KsVcHawdlojksIQEg+mbAxn192GcC9gyqntN2lUvbu2wRKzNqsfZ+hlYREREJB8KiYjB3TnrN2gC8HQuQEhkLHHxCfcpKhGR3OdCaCSvzdrB81MDMJtM/PZiQ8b3qqPktEg+ZWNj4oWm5Vn6RjOKuzrwyswdDJu/l5vRuoGiiLWoxIeIiIhIPnQ9Ijb5BolZVdjFHsOwLKvLXUUkv4uNT2D6pkC++fcocQkG77SrzMstKlDAVjdBFHkYVCpWkEWDmvLNyqNMWnuCzSeDGftMbeqX87B2aCIPHY2gFhEREcmHQiJjcXPK5ghqF0tSOvhm9P0ISUQk19h8IpjHxm/gs2WHaFjBk5Vvt+T1RyopOS3ykLG3tWFYBx/mvtKYBMPgmZ82M3zxfo2mFnnANIJaREREJB8KjYihnKdTtpbxTCwJEhwecz9CEhGxujPBEXyx/BD/HLhIqUKO/NSnLu2qFcNkyo8l7kUkqxqU92DFmy34esURpm8OZOWhy4x6sibNKxWxdmgiDwUlqEVERETyoZDI7Jf4SBpBfTVcI6hFJH8Jj45jwqrjTN1wCluziXfaVeal5hVwsNOIaRGxcC5gi3/X6nSpVYL3Fuylzy8BPF3Xi486V8PNKXvHVCKSPUpQi4iIiOQzsfEJhEbGUiibJT4Ku2gEtYjkL/EJBgt2BPHViiNcDY+mu18phnXw0Q0QRSRd9cp5sHxwc77/7xg/rTvJ2qNX+OSxanSuWUJXW4jcJ0pQi4hVxMbGEhQURFRUlLVDkfvEwcEBLy8v7Ow02kDkQbt2MwbDINs3OnR1sMPWxqQa1CKSLwScusaIJQc4cP4GfmUKMeX5eviWLmTtsEQkD3CwM/NeBx861SzBsAV7ef33Xfxe8QwjH6+Od9GC1g5PJN9RglpErCIoKIiCBQtSrlw5/QqdDxmGQXBwMEFBQZQvX97a4Yg8dK6EWRLMhV2yl6C2sTHh4WyvEdQikqedDr7JV/8cYdm+C5Rwc+C7nr50rV1Sx5wikm01Srnx1+vN+D3gDF//c5gO366nf7PyDG5TCZcCSqmJ5BT9N4mIVURFRSk5nY+ZTCY8PT25cuWKtUMReSgl1ZDO7ghqsNShVg1qEcmLroRFM37VMX7fegZbs4k321bi1RYVcbRXnWkRuXtmGxN9GpWlU43ifPXPESavO8ni3ef4oFNV/fglkkOUoBYRq1FHnr/p8xWxnqQR1EWyOYIaLHWor2oEtYjkIeHRcUxed5Ip608SHZdAz/qlGdKmEkVVZ1pEcpCnSwFGP1WLHg1K88ni/QyZs5tpmwL5X8eqNCjvYe3wRPI0JahFRERE8pmkBHPhgtm7SSKAp7M9gcE3czokEZEcFxUbz+yAM0xYdZzgmzF0rlmCoe0qU6GIi7VDE5F8zK+MO4sHNWP+jrOM+/coz/y0mbZVizKsgw+Viqk+tcjdsLF2ACIi1nLx4kV69uxJxYoVqVatGp06deLo0aPptl+zZg1dunTJkW2vWbOGfv363dWy/v7+jBkz5p62f/bsWVq3bk3VqlWpXr063333XZrtDMNg8ODBeHt7U6tWLXbu3Jk8b/r06VSqVIlKlSoxffr0e4pHRHLWlbBonO3NONlnfyyCp0sBroZpBLWI5F5RsfFM3xRIy69XM2LJQSoXK8iiQU2Z2NtPyWkReSDMNiZ61C/Dmnda8277Kmw9eY32367j/QV7uXQjytrhieQ5GkEtIg8lwzDo1q0bzz//PHPmzAFg9+7dXLp0icqVK1s5uvvP1taWsWPH4ufnR1hYGHXr1uXRRx+lWrVqqdr9/fffHDt2jGPHjrF161YGDhzI1q1buXbtGiNGjGD79u2YTCbq1q1L165dcXd3t9IeiUhKV8OjKXwX9acBihYsQGRsPGFRsRR0sMvhyERE7l5UbDxzAs7w49oTXLoRTYNyHox7xpcmFT1VWkxErMLR3syg1t70alCG8auO8duW0yzafY7eDcvyassKFC2oUkMiWaER1CLyUFq9ejV2dnYMGDAgeZqvry/NmzfHMAzeffddatSoQc2aNZk7d25ym/DwcJ566il8fHzo3bs3hmEAsGPHDlq2bEndunVp3749Fy5cAKBVq1YMGzaMBg0aULlyZdavXw+Avb09bm5uAKxduxZfX198fX2pU6cOYWFhd8T7+eefU6VKFdq2bcuRI0fuef9LlCiBn58fAAULFqRq1aqcO3fujnaLFy+mb9++mEwmGjVqREhICBcuXGDFihU8+uijeHh44O7uzqOPPso///xzz3GJSM64HBZ1V/WnAYq7WU6kLoZq9I+I5A43o+OYuuEULb5ajf+Sg5T1dOb3lxsy99VGNPUurOS0iFidh7M9wx+rzn9vt6JTzRJM2xRI89Gr8f/rgEZUi2SBRlCLyENp//791K1bN815f/75J7t372bPnj1cvXqV+vXr06JFCwB27drFgQMHKFmyJE2bNmXjxo00bNiQN954g8WLF1OkSBHmzp3Lhx9+yNSpUwGIi4sjICCA5cuXM2LECFauXEmTJk1o0qQJAGPGjGHixIk0bdqU8PBwHBxS/8q+Y8cO5syZw65du4iLi8PPzy/N2GfNmsXXX399x3Rvb2/mz5+f7nsRGBjIrl27aNiw4R3zzp07R+nSpZNfe3l5ce7cuXSni0jucC4kEr8yd3dFQ8lCjgBcCI1SHUURsarLN6KYvjmQ37acITQyloblPfiuZx0aV/S0dmgiImkq4+nEuGd8GfxIJSauPs7MLaf5PeAMPeuXZkDLisnHWSKSmkZQi4jcZsOGDfTq1Quz2UyxYsVo2bIl27ZtA6BBgwZ4eXlhY2ODr68vgYGBHDlyhP379/Poo4/i6+vLZ599RlBQUPL6unfvDkDdunUJDAy8Y3tNmzbl7bff5vvvvyckJARb29S/Ha5fv55u3brh5OSEq6srXbt2TTPu3r17s3v37jseGSWnw8PDefLJJ/n2229xdXW9Y37SCPGUTCZTutNFJGfNnz+fJk2a4OnpiYODA1WqVOGzzz4jJuZWjWjDMPjiiy8oXbo0jo6ONG/egsAjB7i2f12GyxqGQdeuXXF0dMRkMmEymfjqq68o7mr5kexCaGS6cSW1v/1RoMDdjdoWkYfXvHnz6Nq1K6VKlcLFxYW6desybtJU3p23h2ajVzNhxT5sd8/H+Z+P+ee9DnRrWp1u3bpleN+QlOLi4hg1ahSVKlWiQIECeHl58dZbb93nvRKR/CAr3x+3H4e1aNGC3bt3U66wM18/XZvVQ1vRvU4pft96hpZfr+btP3az7+x1Ro8eTfPmzfH09MTT05N27doln3OKPIw0glpEHkrVq1dPN3GbVvI1Scrki9lsJi4uDsMwqF69Ops3b85wmaT2t3v//ffp3Lkzy5cvp1GjRqxcuRIfH59UbbKS/M3uCOrY2FiefPJJevfunZxEv52Xlxdnz55Nfh0UFETJkiXx8vJizZo1qaa3atUq0xhFJHuCg4Np3bo17777LoUKFSIgIAB/f38uXrzIhAkTABg1ahSffvopX3/9NT4+Pnwx+mvOz/6I+BcHZbjsqFGjWLp0KaVLl6ZChQqsWbOGDz74gGbNW2IyWUZQpyet77vHHnuMpk2b3rf3QkTyp3HjxlG+fHnGjB3L2Qhbps9dyNCBL1K0/QBeGTCIZp4RvNBjKS+++CItWrQgIiKCL7/8koYNG7J3795UV3Sl5YUXXuC///5j+PDh+Pj4cPbsWQ4ePPiA9k5E8rKsfH/cfhw2btw42rZty/79+ylevDhlPJ0Y9WQtXn/Em5/XnWTejiDmbznOxZ8+5/Gnn2XYsPcxm22YMGECzZo1Y9OmTele6SuSrxmGkdWHdawZbXmISL5y8OBBq24/ISHBaNCggTF58uTkaQEBAcaaNWuMBQsWGO3atTPi4uKMy5cvG2XKlDEuXLhgrF692ujcuXNy+0GDBhm//vqrER0dbVSsWNHYtGmTYRiGERMTY+zfv98wDMNo2bKlsW3bNsMwDOPKlStG2bJl74jl+PHjyc8ff/xxY+HChanm79ixw6hZs6YRERFh3Lhxw/D29ja+/vrre97/Pn36GEOGDMmw3dKlS40OHToYCQkJxubNm4369esbhmEYwcHBRrly5Yxr164Z165dM8qVK2cEBwffsby1P2eR/OiDDz4w3NzcjISEBCMyMtJwdXU1RowYkTx/9b7Tho2jq9Fn4FvpLhsVFWUULFjQ+OijjwzDMIx9+/YZgFGpUiWjc+fORr3P/jXem7cnyzEFBAQYgDFnzpx738GMZefYNa88rEPH2JJL7D1+xhi74rDR4PN/jbLDlhr1P/vX8GvdxSiTeMwUHh5uREREpFomODjYcHZ2Nvz9/TNc999//23Y2toaBw4cuF/hi0g+lZXvj7SOw8LDw43ChQsbH374YZrLhNyMMSasPGL4ffSnUXbYUqPN2DXGrC2njWs3bhply5Y1+vXrl+P7IpJFVj0mVokPEXkomUwmFi5cyL///kvFihWpXr06/v7+lCxZkm7dulGrVi1q167NI488YrnkvXjxdNdlb2/P/PnzGTZsGLVr18bX15dNmzZlOZZvv/2WGjVqULt2bRwdHenYsWOq+X5+fvTo0QNfX1+efPJJmjdvftf7nWTjxo3MnDmTVatWJd+gcfny5QBMmjSJSZMmAdCpUycqVKiAt7c3L7/8Mj/88AMAHh4efPzxx9SvX5/69evzySef4OHhcc9xiUjmPD09k8t0bNq0iRs3bvDMM88kz78WY4OjdwN2blyd7rInTpwgLCyMRx99NNX8evXq8e+//1LM2cz5DEp83G727Nk4Ozvz2GOP3eVeicjDJDounhUHLvLCrwF0nbKX8auPU7WEKz/1qcum9x+hZ8cWXL1yBQBnZ2ccHVPXbPXw8KBs2bJcvnw5w+1MnTqVRx55hGrVqt23fRGR/Ckr3x9pHYclHQ/9/fffaS7j5mTHoDaV2Tz8cb7pURt7sw0fLNxH8zHrsStchpNnz+f4vojkBSYjg0vZb5Plhjlq7VeWvy3fs8rmReT+OHToEFWrVrV2GHKf6XMWyRnx8fFER0ezc+dOnnvuOZ588knGjh3LDz/8wODBg4mOjsZsNgPw7cqjjPxiFNFb53Lz5s00l33uuefw8/Nj8+bNNGrUiP3791OzZk369u3LjBkz6PX1fIISPFj3XutMYzMMgzJlytCiRQtmzZp1v9+K/FjsXsfY8lCITzDYeiqYv3afZ/m+C9yIiqNIwQL0qFeaHvVLU9rDKbltt27dCAoKSrce65UrV/Dy8mLcuHEMGjQo3W2WLVuWrl27YhgGM2bMIC4ujg4dOjBhwgRKliyZ4/soIvlHVr4/0joOA/j666/x9/fn5s2bmW7HMAy2n77OjA3H+XFAB5yrt6bN82/zbMOydKlVAgc7c6brEMkhVj3OVg1qERERkVzO2dmZ6OhoAPr27Ztcb/769eu4uLikOik6djmcwh4eHIuIICYmBldX1zuWDQsLw2QysW3bNho1apS87KFDhwDwNMewJTiC6Lh4CthmfGK0fv16goKC6NmzZ47us4jkfQkJBvvOhbJ073mW7LnAxRtRONmbaV+9OF19S9LMuzB25tQX9f73338sXryYqVOnprveoUOH4uLikun3zsWLF5k2bRq1a9dmzpw5hIWF8d5779GtWze2bNmiGzyLSLqy8v2R1nEYgLu7OxGJx2H29vYZbsdkMlG/nAdLpi7FHHuTdwcPZNXFWN6Zt4cRSw7QuWYJnqhTigblPLCx0XeW5F9KUIuIiIjkcps2bSIiIoKAgABGjhzJ66+/nlxy5/YEy/FL4RQtWIBjifPSW7ZXr158/vnn1KhRI/nkaceOHQCU9nQh4RKcCY6gUrGCGcY2e/Zs3N3dad++fc7vuIjkOVGx8Ww+Gcy/By/x36FLXLoRjZ3ZRMvKRfmwc1XaVi2Go33aP3wFBgby7LPP8vjjj9OvX7802/z444/89ttvLFiwAE9PzwxjSapruXjx4uS2JUqUoGXLlqxatYo2bdrc076KSP6V1e+PtH7oSqpUkNUfwZYtW8bnn3/O2LFjebN3Wz40DLaeusa87UEs2XOeOdvOUtLNgcfrlKJbnVJUzuTYTCQvUoJaRB5aZrOZmjVrEhcXR9WqVZk+fTpOTk6ZL5jIxcWF8PDw+xhhzvjnn38YMmQI8fHxvPTSS7z//vt3tDl9+jT9+/fnypUreHh48Ntvv+Hl5cXu3bsZOHAgN27cwGw28+GHH9KjRw8r7IXIw83Pzw+AZs2aUbhwYZ5//nmGDh2Ku7s7YWFhxMfHYzabiY1P4OTVcCrZxODk5ISdnV26y3777bf06NGDRx55JHk7ffr0Yfr06dSsVBYOnuXElZsZJqjj4uJYsGABTz75ZKYjhEQk/7oQGsn6Y1dZffgya49eISImHid7My0rF6Ft1WK0qVqUQk4Zf0dcu3aNjh07uo47KQAAIABJREFUUqZMGX777bc02/z111+88cYbjB49mm7dumUal7u7OxUqVEiVyG7WrBn29vYcPHhQCWoRSVdWvj9uPw5LEhISknwclplt27bRo0cPXn31Vd58803AkthuVMGTRhU8+fSJ6vx78BKLdp1j8rqT/LjmBD7FC9KhRnHaVy+OT/GCuhpE8gUlqEXkoeXo6Mju3bsB6N27N5MmTeLtt99Onp98N1mbvHs/2fj4eAYNGsS///6Ll5cX9evXp2vXrnfc7OOdd96hb9++PP/886xatYr//e9/zJw5EycnJ2bMmEGlSpU4f/48devWpX379hQqVMhKeyQiSQnnU6dO4ePjQ3x8PMePH6dKlSqcDr5JbLxBdPBZfHx8Mly2bdu2rFq1iqCgILZv3063bt1wdHSkePHiNKtTFRaf5cSVjH+E+++//7hy5Qq9evXK+R0VkVwrLCqWLSevseHYFdYfv8rJK5Y6q8VcC9CtTinaVitG4wqeWa6dGhERQZcuXYiJiWHZsmU4Ozvf0WbTpk307NmTAQMG8O6772ZpvVWrVk0ucZRSXj++E5H7LyvfH7cfhyU5fPhwmsdhtzt69CidO3emTZs2jB8/Ps02Tva2PO5bisd9S3E1PJole86zbO8FvvvvGN+uPEYZDyfaVy9G++rF8SvjrjIgkmepVxYRAZo3b87x48cJDAykatWqvPbaa/j5+XH27Flmz55NzZo1qVGjBsOGDUu13NChQ/Hz86NNmzZcSbzbfErz5s2jRo0a1K5dmxYtWgAwbdo0Xn/99eQ2Xbp0Yc2aNYBlVHZm68yOgIAAvL29qVChAvb29vTs2ZPFixff0S7lKKLWrVsnt6lcuTKVKlUCoGTJkhQtWvSeYxKRe7Nx40YAypcvT5MmTXB1dWXevHkAHDh/g4TYKHZv+I+OHTtmuGwSLy8vvL29AVi+fDn9+/enoIMdpT0cOXA+NMNYZs+eTfHixWnVqlVO7JqI5FLXbsaw4sBFPl92kCcmbsR35L+8PGM7f2wPooyHEx91rso/bzZny//a8Hm3mrSuUjTLyem4uDiefvppjh07xt9//03RokXvaHPgwAG6dOlChw4d+P7777Mcd5cuXdi7dy9Xr15NnrZu3TpiY2OpXbt2ltcjIg+frHx/3H4cBpYf3JYsWZLmcVhKFy5coH379lSsWJHZs2ffUcc6LYVdCvBC0/LMH9iErR+04YtuNSlf2JlpmwJ5atJm6n++kiFzdjF/RxCXbkTd5Z6LWIdGUIvIQy8uLo6///6bDh06AHDkyBF+/fVXfvjhB86fP8+wYcPYsWMH7u7utGvXjkWLFvHEE09w8+ZN/Pz8GDt2LCNHjmTEiBFMmDAh1bpHjhzJihUrKFWqFCEhIZnGkpV1zpo1K/kGaSl5e3szf/78VNPOnTtH6dKlk197eXmxdevWO5atXbs2CxYsYMiQISxcuJCwsDCCg4NTXdIWEBBATEwMFStWzHQ/RCRndOjQgbZt21K9enXMZjMbN25k7Nix9OjRI/l/8f333+fTTz/F3d2drdccuPbXTzhgsGnTJsaMGUP16tVZtWoVY8eOxdHRMXnZmTNncuzYMcxmM0eOHAEgKiqKqlWrsn37dmp7FWLXmRBmzJhB//79OXHiBGXLlk2OLTo6mkWLFtGvXz+NRBTJR+ITDI5dDmPv2VB2nrnOtsBrnEgcIW1va4OvVyEGtqxIs0qFqVOmUKY3Us3Ma6+9xvLly/nuu++4du0aW7ZsSZ5Xp04dQkND6dChAy4uLgwePJiAgIDk+a6urslXhZ0+fZqKFSsydepU+vbtC8Arr7zC999/z2OPPcYHH3xAWFgYw4YNo23btjRr1uye4haR/C0r3x8ODg6pjsN8fHwYN+7/2bvv8Kiq/I/j7zOZFJJASEILhB7pJXQBJSAiCi4Iq4jLKix2seyKiMougr2tZUWXn4qiWMDFgkpRLIAgXQLSa4BA6C0hfeb+/rjJkEASkpBkSPi8nuc+M3Prud+5M/ecc88991XcbjcPPPCAZ11n56VSUlK47rrrOH78OJMmTWLdunWeef39/WnXrt1501ejcgB/6VKPv3Spx6nUDH7ZfIgFWw7z67bDzIrdD0CTmsFceVl1ukeF075e6Hm7WhLxJlVQi8glKyUlhejoaMBuQX377bezf/9+6tevz+WXXw7YfYL17NmT6tWrA3ZXIIsWLeKGG27A4XB4+mP+61//yuDBg8/ZRvfu3RkxYgRDhgzJc/rZCrPOYcOGMWzYsELtY/YDOnLKq4+yV155hfvvv5+pU6fSo0cP6tSpg9N55hSRkJDg6ZtWFVEiZadTp05MnTqVuLg4nE4njRo14vnnn+eee+7xzPPYY4/hdrt5/vnnSTh0mLD6zflh/ny+/PJLz7JutxvLshgzZgzjxo0DwO1288Ybb3Dq1CnPug4dOsStt97K8OHDueL28Xy3LoETVdNwuVzn/J/MnTuXkydPMnTo0LIJhoiUOLfbYvexZNbvO8m6+BOs3XuS9ftPkpzuAqBKgJNODcK4sUNdOjUIpXVkyAVXSJ/thx9+AOChhx46Z9quXbuIi4sjPj4esO/yyikmJsZzF5plWbhcLtxut2d6lSpV+Pnnn3nwwQcZOnQofn5+DBw4kNdee61E90FEKp7C/n/kzIcdPXqUjh07Mn/+fGrWrOmZx+1258pLHTx4kLVr1wJ2S+2c6tevT1xcXNHSGuDr6QbE7bbYfCCRX7cd5tdtR5i2bDdTFu8C4LIawXRsEEqH+mF0rB9K/fBA9V8tFw1VUIvIJStnH9Q55ez3MK8K3vzkdXKfPHkyy5cvZ/bs2URHRxMbG4vT6cxVeEpNzf/2q7zWWZQW1JGRkezdu9fzOT4+ntq1a5+zbO3atfnyyy8BSEpK4osvviAkJASAU6dO0b9/f5555hlPxb2IlI2nn36ap59+usB5jDGMGzeOh8c8RtuJP/C37g1o16457dq1K3DZ4cOHM3z48Hyn/77nOACNu12f53/hDTfcUKT/SBHxrsTUDDYfSGRTwik2JdivWw4kkpJhV0b7OR20rF2FIR3r0rZuCG0iq9IwPKjU+zM9X0VMgwYNCvVfk998UVFRzJkzp7jJE5FLWGH+P7LzYdkNAPIyYsQIRowY4flc2P+14nA4DC1qV6FF7SrcHdOY1AwXa/acYPXuY6zafZzZ6xL4bIVdPqwa6EuLiCr2kLVM4+rB+PqoQZKUPVVQi4gUoEuXLjz00EMcOXKE0NBQPvvsM8/tWm63m5kzZzJ06FA+/fTTPG8V3bFjB126dKFLly58++237N27lwYNGvD222/jdrvZt29frltVC7POorSg7tSpE9u2bWPXrl3UqVOH6dOn8+mnn54z35EjRwgLC8PhcPD8888zcuRIANLT0xk0aBC33XYbN910U6G2KSLesWzXUdJdbrpFVSuR9bWpE0JIJV9+3nyI/m0iSmSdIlL6TqZksPNwEjsPn2bH4SS2HUpiU8Ip4o+neOYJqeRL84jKDO1cl+a17EqJJjUr4+dUpYSISEUS4OtD18bhdG1sd93odltsO5TEqt3HWL/vJBv3n2Last2kZdoNqPx8HDSqHkTj6sE0rBZEo+pBNKoeTKPqQVQJ8PXmrkgFpwpqEZECRERE8Pzzz9OrVy8sy6Jfv34MHDgQsFtab9iwgQ4dOhASEsKMGTPOWX7MmDFs27YNy7Lo3bu354EaDRs29Dx4sX379p75C7POonA6nUyaNIm+ffvicrkYOXIkLVu2BGD8+PF07NiRAQMGsGDBAh5//HGMMfTo0YO33noLgM8//5xFixZx9OhRpk6dCtgPeczuGkVELh6Lth7G3+mgS8OwElmf08dBTJPqLNhyCJfbwkdPhRe5aKRluth3PIXdx5LZcSiJnUdOe14PJ6Z55nM6DA2qBdGuXii3dK5Hi4gqNIuoTK0qAbqtW0TkEuRwGJrWqkzTWpU94zJdbnYdOc3GhFNs2H+K7YeS2LD/JPM2HMDlPtPSu2qgLxEhlahTNYCIkErUrlqJ2lUDsl4rUbOyP061vpZiMkW4rcA793AufMl+jXnUK5sXkdKxadMmmjdv7u1kXHSCg4NJSkrydjJKjL5nkbLhclv0eOkXLqsZzNS/dS6x9c79I4F7P/mdD0Z0olezGiW23gtQEWvUlMeWc7jcFkeS0th7LJk9x5LZeyzFfj2ezN5jyRw4lUrOYlzVQF8aVw+mcVart0ZZ7+uGBepWbRERKZb0TDd7jp1m5+HT7DxymvjjySScSGXfiRT2n0jhVGpmrvkdBsKC/KkW7Ed4sB/Vgv0JD/LPeu+X4739GuinNrMXGa/ms3U0iIiIiJRzi7YdZt+JFB67rlmJrrd385pUC/Zj2rLdF0sFtUi5ZlkWp1IzOXY6nQMnUzl4KpUDp1LPeX8oMS1XqzWAWlUCqBtWia6Nw6kXFkjd0EDqhQfSuHowYUF+XtojERGpqPycDqJqVCaqRuU8pyelZZJwIoX9J1PZfyKFhBMpHE5K40hSOkeT0ojde4KjSekkpWXmuXwlXx9CA30JCfSjaiVfQoN8CankR9VAX6pW8qVqoP05NNCXqoF+WZ99CfAt2Yf1ysVBFdQiIheRitR6WkTKRmqGixfnbqZO1Upc09J+Yvy///1vJkyYUOz/lODgYCZMmMDo0aMZ0a0Br/ywld+2Hymx/q1FyjOX2+J0eiZJqZkkpWWSmJrJ6TT7fVJqJolpmZxITufY6XSOZ73aQwYnktPJdJ/baD7Y30nNKv7UCgmga+NwalUJoFZIAHWzKqIjQyupQH6WC/2fExEpTTnzUhVVsL+Ty2pW5rKaeVdgZ0vNcHH0dDpHEtM4ejq7AtuuxD6RYp8bTyRnsPVgEieS8z9XZgvwdVA1uyI70NfzPiSrArtygC+V/Z0E+zsJDrBfKwec+ezv1Pn0YqQuPkTEK9T1w6VB37NI6TmdlsmmhFO89P0WVsYd491bO3J1C7uCunbt2iQkJFzQ+iMiIti/fz+pGS76vr6IkykZPNT7MuqFBdKkZmXqhgWWxG4Ulbr4KCmlnMd2uy0y3RZuy8KywMLCbWF/duf+7LZnODM9a3kr67PLsnC5LTJc7qxXi8zs9277fabbItNlkel2n3nNGpe9XGYe68h0W6S73KRmuEjLdJPmeXWTmunK8zUlw3Xe/XcYCA30IzTIj7BAP0KDfAkL8icsyJfQQD/CgvyoWSWAmlkV0cH+ajdUVCXxPyciUpqy81JSNJZlkZzu4kRKBsdPp3MyJcOuuE6xK7JPZlVqH0/O4GSO8SeSM0h3uc+7fj8fh6fiOsjfSYCvA3+ngwBfHwKcPvj7Oghw+tjjfX0IcNqv/lmvPsbgdBh8HAanj/3qY3J+duB0GBzG4DBgjMEYOxNrP/4h52fjGW8wVA309VYe206YF138OaGQut5OgYiUEsuy9ICeCqwIF0BFpIi+XrOPv8+IBezWK68OaeupnAYYPXr0Bbegzm7xE+Drw4d/68yoT39n4rcbARjXrzl39mh0gXshXlXKeeypv8Xx1HcbS3UbxeUw4HQ4PIVKf6cD/xwF0uzXsCA/T4E152ugX+6WWMH+576vEuCLQw8WLVUX+j8nIlKacualpGiMMQRlVR7XqVqp0MtZlkVqhpvEtAxOp7my7mrK8NzxlH3XU/YdT9njUjPsC9DHT6eTmnVBOvvCdWqGi9SM81d6l5TB7erw6s3RZba9i8nF34JaRCqkXbt2UblyZcLDw1VJXQFZlsXRo0dJTEykYcOG3k6OSIWz43AS3284QIPwIHo0qV4mrS8tyyL+eArHTqdTK8Ru+ekFFfGEUSHz2Gv3nmDx9iOeFkEOA47sFkSmgM+cGZ/96uMwOB0OfBwG36xKZV8fu3WS08d4KpvPvBqcPg58Pa2bHGeWczhUcSwiIiKFZlmWfXdVppu0TBduN2S63Z7X7Lu0XFlDpufVbd9FlnUnWdYNY1hZd4uRc3zWtIiQAFrVCfHWrno1g6QKahHxioyMDOLj40lNTfV2UqSUBAQEEBkZia+vr7eTIiIVR0WsWVQeW0RERES8TRXUIiIiIiKFoApqEREREZGS59V8tsObGxcRERERERERERGRS5cqqEVERERERERERETEK1RBLSIiIiIiIiIiIiJeUeg+qCdOnDgPqFa6yclXbWC/l7Ytir+3Kf7eo9h7l+LvXYq/dyn+eTvy5JNPXuvtRJQk5bHLLcWueBS34lPsikdxKz7FrngUt+JT7IqnpOLm3Xy2ZVkX/TBhwgTL22m4lAfFX/G/VAfFXvG/lAfFX/HXUPEHHWeKneJWfgbFTnFT7MrHoLgpdopb8QZ18SEiIiIiIiIiIiIiXlFeKqgnejsBlzjF37sUf+9R7L1L8fcuxd+7FH8pCzrOik+xKx7FrfgUu+JR3IpPsSsexa34FLviqRBxK3Qf1CIiIiIiIiIiIiIiJam8tKAWERERERERERERkQpGFdQiIiIiIiIiIiIi4hWqoBYRERERERERERERr7ioK6iNMfcZY3YZY1KNMauNMVd6O02XAmPMBGOMddZwwNvpqqiMMT2MMd8YY/ZlxXrEWdNN1ney3xiTYoxZYIxp6aXkVjiFiP/UPH4Py7yU3ArFGPO4MWalMeaUMeawMeZbY0yrs+bR8V9KChl/Hf+lxBgzyhizLiv+p4wxS40x/XNM17EvpUr57IIpf1Y8OrcXn84LJcMY80TWb3ZSjnGKXR7Mecr9ilv+jDERxpgPs/7nUo0xG40xMTmmK3Z5MMbE5XHMWcaY2TnmUf7kLMYYH2PM0znisssY84wxxpljnnJ/zF20FdTGmJuBN4DngHbAb8BcY0w9rybs0rEFiMgxtPZuciq0YGA98BCQksf0R4HRwANAJ+AQMN8YU7nMUlixnS/+AD+S+/fQr2ySVuH1BN4GugFXAZnAj8aYsBzz6PgvPT05f/xBx39piQfGAu2BjsDPwNfGmDZZ03XsS6lRPrtQlD8rnp7o3F5cOi9cIGPM5cCdwLqzJil2+Suo3K+45cEYUxVYAhigP9AcO0aHcsym2OWtE7mPt/aABXwOyp8UYCwwCngQaIadNxkFPJ5jnvJ/zFmWdVEOwHLg3bPGbQOe93baKvoATADWezsdl+IAJAEjcnw2QAIwLse4SkAicLe301vRhrPjnzVuKvCdt9N2KQzYlQEu4E9Zn3X8ezH+WeN0/Jftd3AMuFvHvobSHpTPLnK8lD8rfux0br+w+Om8UPhYhQA7sC+MLAAmZY1X7PKPWb7lfsWtwLg9BywpYLpiV/hYjgNOAIFZn5U/yTtO3wEfnjXuw+xyWkU55i7KFtTGGD+gA/DDWZN+wL4aL6WvkbFvadxljJlujGnk7QRdohoCtcjxW7AsKwVYhH4LZekKY8whY8xWY8y7xpga3k5QBVUZ+86e41mfdfyXrbPjn03HfynLum1vKHZFzm/o2JdSpHx2idBvtPB0bi8GnReK5R1gpmVZP581XrErWH7lfsUtfzcAy40xM7LyyLHGmPuNMSZrumJXCFnxuh342LKsZOVPCrQY6GWMaQZgjGmBfTFuTtb0CnHMXZQV1EA1wAc4eNb4g9hBl9K1HBgBXId9i1Qt4DdjTLg3E3WJyj7e9VvwnnnAbUBv7FtmOgM/G2P8vZqqiukNIBZYmvVZx3/ZOjv+oOO/VBljWhtjkoA0YDIwyLKsP9CxL6VL+ewLp99o4encXgQ6LxSPMeZOIAr4Vx6TFbv8FVTuV9zy1wi4D9gJ9MX+n3sBu8sFUOwKqw92xep7WZ+VP8nfi8A0YKMxJgPYgN2i+u2s6RXimHOefxavss76bPIYJyXMsqy5OT8b+4FYO4HhwKteSZTot+AllmVNz/HxD2PMamA3dn9jX3onVRWPMeZV4ArgCsuyXGdN1vFfyvKLv47/UrcFiAaqAn8GPjTG9MwxXce+lCYdXxdOMSyAzu3FovNCERljmmJ3uXClZVnpBcyq2J3lPOX+7IdiK27ncgCrLMvK7v93jTHmMuwK6kk55lPsCnYnsNKyrNizxitu57oZu9HQX7Arp6OBN4wxuyzLmpJjvnIdu4u1BfUR7L7Kzq7pr8G5VwSklFmWlYT9I7jM22m5BGU/RVm/hYuEZVn7sR9io99DCTHGvAbcAlxlWdbOHJN0/JeBAuJ/Dh3/JcuyrHTLsrZblpVdyIkF/oGOfSldymdfOP1Gz0Pn9uLReaFYumK3vFxvjMk0xmQCMcB9We+PZs2n2J3HWeV+HXP5SwA2njVuE5D9ID/F7jyyugwcCLybY7TyJ/l7GXjFsqzplmX9YVnWNOzGo9kXSSrEMXdRVlBnXflcjd3kP6c+2H1wSRkyxgRgPyk0wdtpuQTtwv6z8fwWsr6PK9FvwSuMMdWAOuj3UCKMMW9gXwm+yrKszWdN1vFfys4T/7zm1/FfuhyAPzr2pRQpn10i9BstgM7tJUrnhfP7GmiN3aIwe1gFTM96vxXFrlDOKvfrmMvfEqDpWeOaYN9lCIpdYYzA7srIc7em8icFCsSuvM/JxZk63QpxzF3MXXy8CkwzxqzA/gO4B6iN3ReXlCJjzCvAt8Ae7Csu/wKCsJ8SKiXMGBOM3Wca2H8w9Ywx0cAxy7L2GGNeB8YZYzZjZ7D+if00+U+9kuAKpqD4Zw0TgC+wM2oNgOeBQ8BXZZ3WisYY8xZwK/aDRo4bY7Kv+CZZlpVkWZal47/0nC/+Wb+NCej4LxXGmBeA2cBe7IeI/QXoCfTXsS9lQPns81D+rHh0bi8+nReKx7KsE8CJnOOMMaexf6vrsz4rdnkoqNyvY65Ar2H31T0OmAG0Ax4EngBQ7AqW9XDEO4DplmUlnjVZ+ZO8fQs8ZozZhX2XQzvgYeAjqEDHnGVZF+2A3fF8HPaVldVAD2+n6VIYsK9i7QfSgX3YlRMtvJ2uijpgZzytPIapWdMNdiVRApAKLARaeTvdFWUoKP5AJeB77Aq5dOyr4lOBut5Od0UY8om7BUzIMY+Ofy/FX8d/qcd/alZM07Ji/CPQN8d0HfsaSnVQPvu88VH+rHhx07m9+LHTeaHkYrkAmKTYnTdOBZb7FbcCY9cfWJsVl63YFdRGsStU7HplnRc65zNd+ZNzY1IZeD3rHJGC3Vf8c0BAjnnK/TFnsnZERERERERERERERKRMXZR9UIuIiIiIiIiIiIhIxacKahERERERERERERHxClVQi4iIiIiIiIiIiIhXqIJaRERERERERERERLxCFdQiIiIiIiIiIiIi4hWqoBYRERERERERERERr1AFtYiIiIiIiIiIiIh4hSqoRURERERERERERMQrVEEtIiIiIiIiIiIiIl6hCmoRERERERERERER8QpVUIuIiIiIiIiIiIiIV6iCWkRERERERERERES8QhXUIiIiIiIiIiIiIuIVqqAWESmAMWacMea/OT6HGmMyjDEBFWF7IiIiIiJlTXlsERHJSRXUIiIFaw3E5vgcDWyxLCu1gmxPRERERKSsKY8tIiIeqqAWESlYXpnZtcaYEGPMCmNMkjGmVRlsr4Ex5rAxZkHWUL0EtykiIiIiUpbyy/N2NcYsNcYsNMZ8ZozxLeXt1TTG/Ja1vZ+NMREltD0RESkCVVCLiOTDGOMHNAb+yDG6LXbmNhnoD8wsYPkFxhgrn2FxEbcHsNCyrJ5Zw+EL2zsRERERkbJ3njzvbuAqy7JigJ3AwDyWL8k89hHgiqztfQTcXjJ7KSIiRaEKahGR/LUA9lmWlQxgjDFAT2CtZVkZ56skzqpINvkMVxRle1nTuxtjfjXGPJc1TURERESkvCkoj73fsqyUrPkyAffZC5dkHtuyLJdlWdnbqAxsKMH9FBGRQlIFtYhI/loDNYwxjY0xlYCngfpAnBe2lwBEAT2AGsDgUkqDiIiIiEhpOm8e2xjTELgO+K60t2eMiTbGLAfuB34vge2JiEgRqYJaRCR/rYHvgbnAduAg9q2G48p6e5ZlpVmWddqyLAv4Evu2RBERERGR8qbAPLYxpgrwIXCrZVnppb09y7JiLcvqAvwLeLwEticiIkXk9HYCREQuYq2B9yzLujHHuDe9sT1jTBXLsk5ljbsS2FSK6RARERERKS0F5XmdwGfABMuytpTB9vwty0rLGncS+zkzIiJSxtSCWkQkf60poCLYGDMHuAZ41xgzopS3F2OMWW2M+RWoA3xaAtsTERERESlrBeV5bwG6AOOzHoZ4cylvr70xZpEx5hfg78DLJbA9EREpImPfLS4iIjkZY0Kxb/8Lsiwro6JtT0RERESkrCmPLSIieVEFtYiIiIiIiIiIiIh4hbr4EBERERERERERERGvUAW1iIiIiIiIiIiIiHiFswjzqi8QEREREfEm4+0ElALlsUVERETE27yaz1YLahERERERERERERHxClVQi4iIiIiIiIiIiIhXqIJaRERERERERERERLyiKH1Qi4hIOWRZFsnpLpLTXWS43GS43DiMwdfHga+PoXKAL35OXa8UERERERG5lLjcFocSUwkL8sPf6ePt5MglTBXUIiIVwNGkNLYeTGL7oUR2HD7NvhMp7DuewqHENE6mpJPhKvgZXEF+PlQN9CMiJIDaVStRJ7QSUdWDaVKzMlE1gqnkp8yKXDwyMjKIj48nNTXV20mRUhIQEEBkZCS+vr7eToqIiIhIhZPpcvP2gh289+tOTqVm4utjGNC2Dk/0a0Z4sL+3kyeXIGNZhX5wuJ4wLiJyEXC5LbYdSmRV3HFW7z7Oqt3H2HssxTM9yM+HyNBAalcNoFZIAFUD/ahayZdAPx/8nA6cDgduyyLDZZGe6SIxNZMTKRkcO51OwskUEk6msv9EiqdS28dhaFqzMtH1qtKhXijdo6pRKyTAW7svwq5du6hcuTLh4eEY49WHTUspsCyLo0ePkphurWeeAAAgAElEQVSYSMOGDc+eXBG/cOWxRUREpMykZbq466PVLNx6mGta1OTKJtXZeiCRGSv3Ur2yP5/e2YX64UHeTqaUPa/ms1VBLSJSDsQfT+aXzYf4efMhVsUdJzEtE4Bqwf50rB9K+/pVaVarCk1qVqZmFf8LrrTLcLnZfTSZbQcT2Zhwiti9J4jde4LEVHu7jaoF0aNJdfq0qEnnhmH4+qiLECk7mzZtolmzZqqcrsAsy2Lz5s00b9787EkV8UtXHltERETKhGVZPDQ9lm/W7uf5wa25pXM9z7R18ScY/v4KKgf4MmtUd0KD/LyYUvECVVCLiMi59h5L5tt1+/lubQIbE04B0CA8kG5R1ehYP5SO9cOoG1apzCrp3G6LTQdOsXTHURZvP8LSHUdJy3RTJcBJv9YRDOlUl3Z1q6rSUErdpk2b8qq4lAomn++5Iv7BKI8tIiIiZeLzlXt59It1PHJNE+6/6rJzpq/Zc5wh/7eUnk1r8M6tHVS2u7R49ctWkzcRkYvI6bRMPl+5lxv/+xtXvvQLL83bgr+vgyf6NeOn0TEsGNOL5wa1ZnD7SOqFB5ZphsHhMLSsHcIdVzZi6t86s2Z8H965tQNXt6jJrNj9DH77N655bRHvLtrJkaS0MkuXiDccOHCAoUOH0rhxY1q0aEG/fv3YunVrvvMvWLCA66+/vkS2vWDBAkaMGFGsZSdMmMArr7xywWkYOXIkNWrUoFWrVvnO88knn9CmTRvatGlDt27dWLt2rWfavHnzaNq0KVFRUbzwwgsXnB4RERERKdiJ5HSenbOJLg3DuK9nVJ7ztKsXyqN9mzF/40Fm/5FQximUS5kekigichHYdeQ0Uxbv5Mvf95Gc7qJR9SAevbYpf2pTm7phgd5OXp4C/Zxc07IW17SsxVMDM5m9bj8zVu7l2TmbeHHeZno3r8HtVzSiU4NQXXmXCsWyLAYNGsTw4cOZPn06ALGxsRw8eJAmTZp4OXVlY8SIEdx///3cdttt+c7TsGFDFi5cSGhoKHPnzuWuu+5i+fLluFwuRo0axfz584mMjKRTp04MGDCAFi1alOEeiIiIiFxa3vx5O4mpGUwc2BKHI//y2cgrGjJr7T6e+nYjVzevSYCvTxmmUi5VakEtIuIllmWxfOdR7vhwFVf9ewGfr4ynX+sIvri3Kz89HMN9PaMu2srpswX7O7m5Uz2+vK87Pz7cg5FXNGTFrmMM+b+lDHr7N+atP4DbrbvYpWL45Zdf8PX15Z577vGMi46O5sorr8SyLMaMGUOrVq1o3bo1M2bM8MyTlJTEjTfeSLNmzRg2bBjZ3aytXr2amJgYOnToQN++fUlIsFur9OzZk7Fjx9K5c2eaNGnCr7/+CoCfnx8hISEALFy4kOjoaKKjo2nXrh2JiYnnpPfZZ5+ladOmXH311WzZsqVEYtCjRw/CwsIKnKdbt26EhoYCcPnllxMfHw/AihUriIqKolGjRvj5+TF06FBmzZpVIukSERERkXPFHTnNR0vjGNKxLs1qVSlwXh+H4V/9W3AoMY2Pl+0umwTKJU8tqEVEypjLbTH7jwTeXbSTP/adJDTQlwd6RXFr1wZUr+zv7eRdsKgalXmiX3P+cXUTZq7ey7u/7uKej1fTPKIKD/dpwtXNa6hFtZRr69evp0OHDnlO+/LLL4mNjWXt2rUcOXKETp060aNHDwDWrFnDhg0bqF27Nt27d2fJkiV06dKFBx54gFmzZlG9enVmzJjBuHHjeP/99wHIzMxkxYoVzJkzh4kTJ/Ljjz/SrVs3unXrBsArr7zCW2+9Rffu3UlKSiIgICBXelavXs306dNZs2YNmZmZtG/fPs+0f/LJJ7z88svnjI+KimLmzJkXFC+AKVOmcN111wGwb98+6tat65kWGRnJ8uXLL3gbIiIiIpK3N37ahq+Pg4f7FO5uvy6NwunWOJzJC3fwly71CPRT9aGULrWgFhEpI5Zl8dOmg/R741ce/GwNp9MyeXZQK357rDcPX9O03FRO33DDDRhjmDRpUq7xb7/9Nh07diQ0NJTAwEA6d4gmcc0cfh4dw2s3tyUlPZM7P1rFDW//xsq4Y7mWXbx4MV27diUgIIDatWszbtw4MjMzy3K3RErE4sWLueWWW/Dx8aFmzZrExMSwcuVKADp37kxkZCQOh4Po6Gji4uLYsmUL69evp0+fPkRHR/PMM894WhoDDB48GIAOHToQFxd3zva6d+/Oww8/zH/+8x9OnDiB05m78PDrr78yaNAgAgMDqVKlCgMGDMgz3cOGDSM2NvacoSQqp3/55RemTJnCiy++CEBeD+jWRSsRERGR0pFwMoVv1+7nls71qFEl4PwLZPlHnyYcSUovUivqRYsWERMTQ1BQEFWrViUmJoY9e/YUuMyMGTMYPHgwERERGGOYOnVqobcnFYcugYiIlIHVu4/xwtzNrIw7ToPwQCb9pR39WkUU2PfXxeiHH35g2bJleU47fvw4gwYNok2bNgQGBvLTTz9x//33k5yczCOPPMKf2tTmi9/jeW3+Nm6avJRrW9bi8X7NcJ86RJ8+fejbty9fffUV27dv5/HHH+f06dO8/vrrZbyHIufXsmXLfCtu86p8zebvf+YilI+PD5mZmViWRcuWLVm6dGmBy2TPf7bHHnuM/v37M2fOHC6//HJ+/PFHmjVrlmuewlT+llYL6nXr1nHHHXcwd+5cwsPDAbvF9N69ez3zxMfHU7t27WJvQ0RERETyN3VJHG7L4m/dGxRpuU4Nwrgiqhrv/rqLEd0a4ucsuI3rvHnzGDBgAPfccw/jx48nJSWFxYsXk5qaWuByM2fOJC4ujuuvv5733nuvSGmUikMV1CIipWj7oURenLeF+RsPUi3Yn2duaMXNneri61P+bmDJyMjgoYce4tlnn+WOO+44Z/q4ceNyfe7duze7d+/mo48+4pFHHsHp4+DmTvUY0LYO7/66k8kLd/Dza4eoFvshtSIimDlzpqf1p2VZjB49mrFjxxIREVEm+ydSWFdddRVPPPEE7777LnfeeScAK1euJDk5mR49evB///d/DB8+nGPHjrFo0SJefvllNm/enOe6mjZtyuHDh1m6dCldu3YlIyODrVu30rJly0KlZceOHbRu3ZrWrVuzdOlSNm/enKuCukePHowYMYLHHnuMzMxMvv32W+6+++5z1jNs2DCGDRtWjGjkb8+ePQwePJhp06blenhkp06d2LZtG7t27aJOnTpMnz6dTz/9tES3LSIiIiKQlJbJpyv2cF3rCCJDi/58o9uvaMjfpq7k+w0H+FPb/BsUZGRkcOeddzJmzBieffZZz/jrr7/+vNuYMWMGDoeDpKQkVVBfwspfDYmIyEVqxIgRdOzYkdmzZ9OseQv8AirRtttV/Lo+juEt/Qn68Rnu7t2Crl06s27dOs9ybrebF154gaioKPz9/WnSpAkffvhhrnXPnj2bPn36UKNGDapUqcLll1/ODz/8kGueCRMmUK1aNdasWcPll19OYGAg7dq18zxY7UK98cYbVKpUib/97W+FXiY8PJz09PRc4yr5+fBg78v45ZGeXNOiJqt/X0NqeFNWxJ3wzHPNNdeQmZl5zj6KXAyMMXz11VfMnz+fxo0b07JlSyZMmEDt2rU9dxG0bduWq666ipdeeolatWrluy4/Pz9mzpzJ2LFjadu2LdHR0fz222+FTsvrr79Oq1ataNu2LZUqVfL085ytffv23HzzzURHR/PnP/+ZK6+8stj7ndMtt9xC165d2bJlC5GRkUyZMgWAyZMnM3nyZACeeuopjh49yn333Ud0dDQdO3YEwOl0MmnSJPr27Uvz5s0ZMmRIoSvkRURERMqznGXGFi1aEBgYSP/+/Tl27Bjbt2+nV69eBAUF0bFjxxIpM058+1MSUzO588pGQNHLjDFNqlMvLJBpSwvu5mP+/PnEx8czatSoIsfE4VDVpGC3UivkICIiBRg+fLhVvXp1K6p5a+uyvzxphV8/2vIPqmz9aeAgq0OHDtbkyZOtOXPmWG3btrWaN29uud1uy7Is67777rOCgoKsF1980Zo/f7716KOPWg6Hw/r22289637zzTetN954w5o3b571ww8/WP/4xz8sh8NhLV682DPPk08+aVWqVMlq3bq19f7771tz5syxunTpYoWHh1unT5/2zOdyuayMjIwCh8zMzFz7lpCQYFWpUsVauHChZVmWBVhvvvlmnnHIyMiwEhMTrTlz5lghISHWf/7znwLj1rhpCyuiy5+s+mO/s56ctd5KTsu0du7caQHW2LFji/YlyCVh48aN3k6ClIF8vuei5F3LyyAiIiKXiOwyY/v27a0vvvjCmjZtmlW1alXrz3/+c4mXGf/+979bGIfV/R9veeYpTpnxvz9tseqNmWWt23M03zLj+PHjrfDwcOuLL76woqKiLB8fH6tly5bWN998U+jYJCYmWoD1wQcfXECE5QJ4NU+sLj5EREpIaoaLI0eP4TvoOdq2aMozg1oxfZKDl19+mQ8//JDbbrsNsC8M9u/fn82bN+Pr68t///tfPvjgA4YPHw7A1VdfTUJCAhMnTvTcEnX//fd7tuN2u+nVqxcbNmxgypQpdO/e3TMtJSWF119/nauuugqAiIgI2rVrx6JFi7j22msBGDly5DlX288WExPDggULPJ8fffRR+vbtS48ePQpc7sCBA7m65PjnP//JAw88UOAybVs2Y+euOAZ2a8DU3+JYuPUw1wTsAODYsWMFLisiIiIiIlKeHDt2jKVLl9K4cWPAfmZHaZQZw6LaMfnrhfhsWwDc55lW3DJjm7MeV5KzzHjgwAFOnz7NXXfdxbPPPkvjxo155513GDRoEGvWrKF169YlEjupuFRBLSJygSzL4rt1CczfeBBnSA2eGNqTu3s0wunjYFVUFIDn5A/2Q8cA9u3bx44dO3A4HAwaNCjXA9B69+7NZ599hsvlwsfHh/j4eMaNG8ePP/5IQkKC50FsOSunAXx9fenZs6fnc4sWLQD7IWTZJkyYkCvzkpfKlSt73i9dupSZM2eyadOm88aiWrVqrFy5kqSkJBYsWMALL7xAcHAwY8eOzXeZe++9lz59+jB47Ze8/echPPbBfMZ/+gwOhw8Y3e4lIiIiIiIVR4MGDTyV03CmfFhaZcb0iEq5tl+cMuOrP2xhRdwxPhzZGX+nD5C7zOh2u0lNTeW1117zPO+kV69eNGvWjJdeeolp06YVI1JyKVEFtYjIBTicmMa/vl7PvA0HCPLzIaJuLUb1ivJM9/PzA6Bq1arnjEtNTeXIkSO4XC5CQkLyXH9CQgK1a9dmwIABJCYm8tRTTxEVFUVQUBDjx4/n0KFDueavUqVKrj68cm4rW7169YiMjCxwv4wxnvd///vfufvuuwkJCeHEiTP9RKekpHDy5MlcaXc6nZ5+Znv27InD4WDChAk88MADBAbm/VCOq6++mmeeeYann36atPHj8fX1peuNd7Fk1sf8FJfG1oOJNKlZOc9lRUREREREypOcZUMonTJjZP2G3DdjA+5VM8hIT801f3HKjHcHR7Lk/RUc9o3g+qyHJeYsM4aFhQF2pXQ2Hx8fYmJiWLNmzflCIqKHJIqIFNe89Qn0eW0hP285xGPXNaNnsxoE+BbtbzUsLAyn08ny5ctZuXLlOUONGjXYvn07a9as4c033+T2228nJiaGjh07kpKSUqx0jxw5El9f3wKH3r17e+bfsmULr7/+OqGhoZ4B7G4/wsPDC9xW+/btSU1NZf/+/QXON27cOI4cOcK6des4ePAgX/5nAu7kkzhqNWHgpCV8+Xt8gcuLlDUfHx+io6Np1aoVN910E8nJyUVaPjg4uJRSVrLmzZtH06ZNiYqK4oUXXshznj179tCrVy/atWtHmzZtmDNnjmfa888/T1RUFE2bNuX7778vq2SLiIiIVBjFKTOeDmuCK7wRYQHm/BvIw9llxp7NI9jz8kAGdayfZ5mxefPmea7Hsiw9BFEKRS2oRUSKKDXDxTOzN/Lxsj20iQzh1SFtiapRmWUfFP3kf9VVV+FyuTh58iR9+vTJc57simh/f3/PuN27d7NkyRLatGlT5G0WtYuP7777LtetZGBfGX/wwQcZPHhwgetZsmQJ/v7+1K5d+7zpCg4O9vRNNnHiROrXr8/C1x7gH//7g4c/X8uKXceYMKAlAb4+512XSGmrVKkSsbGxAAwbNozJkyfz8MMPe6ZnP+yjPGfIXS4Xo0aNYv78+URGRtKpUycGDBjguQ002zPPPMOQIUO499572bhxI/369SMuLo6NGzcyffp0NmzYwP79+7n66qvZunUrPj76DYuIiIgUVnHKjLNi91ONU6xbvbzEyowfLY3ji9XxfPC3ToQF+ecqM/bt2xen08lPP/1E06ZNATsvuXDhwlzdiYjkRxXUIiJFsP1QIvd/uobNBxK5q0cjHrmmKX7O4ldANW3alHvuuYehQ4fy6KOP0rFjR1JTU9mwYQNbt27lvffeo1mzZkRGRjJ69GiefvppEhMTefLJJ6lTp06xttmgQQMaNGhQ6PmvuOKKPMdfdtllxMTEeD536tSJ4cOH07RpUzIyMpg/fz6TJk1i9OjRubr3cDqdjB8/nvHjxwOwfft2Pv30Uzp37kxmZibfffcd77//PrNnz6Z2WDCf3NGF137cylu/7GBt/EneHtaehtWCirXvIqXhyiuvZN26dcTFxXHdddfRq1cvli5dytdff81vv/3Gc88953nQzYsvvuhZbvTo0fzyyy+EhoYyffp0qlevnmu9//vf/5g4cSI+Pj6EhISwaNEipk6dyqpVq5g0aRIA119/PY888gg9e/YkODiYu+++u8B1FsWKFSuIioqiUaNGAAwdOpRZs2adU0FtjOHUqVMAnDx50nNBatasWQwdOhR/f38aNmxIVFQUK1asoGvXrsVOk4iIiMilpqhlxjFPjGfeN0txr/q8RMuMofWb8c2+hexxRHBNx0a5pkVERDBq1Cgee+wxLMsiKiqKd955h/j4eB5//HHPfE899RRPPfVUrgZQGzduZOPGjZ4uRlatWkVwcDDVq1fPVd6Uiq38NusRESlDlmXx+aq9/OnNJRxKTOODEZ14ol/zC6qczvbWW2/xr3/9i48++oh+/foxYsQIZs+eTY8ePQD7KviXX36J0+nkxhtv5F//+hePP/74RXeyjo6O5j//+Q8DBw7ktttuY9myZXzwwQc8//zzueZzuVy43W7PZz8/P3788Uduvvlmbr75ZjZv3sxPP/3kaR3g9HEwpm8zPhjRiYSTKfzpzcXM+SOhTPdNJD+ZmZnMnTvX0/p/y5Yt3HbbbaxZswZfX1/Gjh3Lzz//TGxsLCtXruTrr78G4PTp07Rv357ff/+dmJgYJk6ceM66n3rqKb7//nvWrl3LN998c960FGadn3zyCdHR0ecMN9544znz7tu3j7p163o+R0ZGsm/fvnPmmzBhAh9//DGRkZH069ePN998s0jLi4iIiEjBilJmHD5sKMcWTePhMY+WaJmxcfVgWtcJ4dt1eZfFXn75ZR544AGeeeYZBgwYwL59+/j+++9zPRDS7XbjcrlyLff5559z0003ceutt3r29aabbuLJJ58ssbTLxc9kP9WzEAo9o4hIRXI6LZNxX/3B17H76doonNeHRlOzSoC3k3VJ2ncihVGf/E7s3hOM6tWY0X2a4nAUr181Kb82bdqUbz93ZcXHx8dTKX3llVfy73//m/3799OrVy927doF2C2Iv/jiCz766CMApkyZwoYNG3j11Vfx8fEhLS0Np9PJzp07GTx4sKfLkGz33HMPO3bsYMiQIQwePJjw8PACW1AXZp1F8b///Y/vv/+e9957D4Bp06axYsUKTwV0tldffRXLshg9ejRLly7l9ttvZ/369TzwwAN07dqVv/71rwDcfvvt9OvXjz//+c+F2n4+33NF/MErjy0iIiIl5sb//kZiaibf/6NHia978sIdvDB3M78+2ou6YYHnX0DKE6/ms9XFh4hIAXYdOc3d01ax/VASD/dpwqheUfioQtRr6lStxIy7L+fJWRt465cdbDmQyGs3R1M5wNfbSZNLTM4+qHMKCjrT/UwRGgHkegp6tsmTJ7N8+XJmz55NdHQ0sbGxOJ3OXHcg5HzaemHW+cknn/Dyyy+fMz4qKoqZM2fmGhcZGcnevXs9n+Pj4/PsT37KlCnMmzcPgK5du3qeNl/Y5UVERESkZMQfT2bV7uOM6du0VNbfv3UEL8zdzJw/Erg7pvH5FxApJHXxISKSjx83HmTAm4s5nJjGhyM782Dvy1Q5fRHwd/rw/ODWPDWwJb9sOcygt39j15HT3k6WyDm6dOnCwoULOXLkCC6Xi88++8xzm6Xb7fZUCH/66ad59vW+Y8cOunTpwlNPPUW1atXYu3cvDRo0IDY2Frfbzd69e1mxYoVn/sKsc9iwYcTGxp4znF05DXa/8tu2bWPXrl2kp6czffp0BgwYcM589erV46effgLsVs+pqalUr16dAQMGMH36dNLS0ti1axfbtm2jc+fOxYikiIiIiBTGt2vt7jcGtC2dRgF1wwJpGxnCbHW5KCVMLahFRM7iclu88eNW/vPzdlrVqcLkv3YgMlS3L11MjDHc1rUBUTWCGfXJ7wyctJhJf2lPjybFfyCcSEmLiIjg+eefp1evXliWRb9+/Rg4cCBgt7TesGEDHTp0ICQkhBkzZpyz/JgxY9i2bRuWZdG7d2/atm0LQMOGDWndujWtWrWiffv2nvkLs86icDqdTJo0ib59++JyuRg5ciQtW7YEYPz48XTs2JEBAwbw73//mzvvvJPXXnsNYwxTp07FGEPLli0ZMmQILVq0wOl08tZbb+Hj43NBaRIRERGR/M2K3Ue7elVLtfuN/m0ieG7OZvYcTaZeuMrJUjLUB7WISA4nktP5+4xYFmw5zI0dInnmhlYE+KpC5WK291gyd360iq0HExnXvwUjuzfIs2sDqTguhj6oL0bBwcEkJSV5OxklRn1Qi4iIiBTe1oOJXPPaIib8qQUjujcste3sPZbMlS/9wthrm3FvT3XzUYF4NZ+tLj5ERLJsP5TEwLeWsGT7EZ65oRUv39hGldPlQN2wQL64txt9WtTk6e828q9Z68l0uc+/oIiIiIiISAXxTex+HAb6tyndZ37UDQukbd2qzFE3H1KCLv4K6tjP7EFEpBQt3naEQW8vISk1k+l3Xc5fL6+vVrjlSJC/k/8O68DdMY34eNkeRn64ilOpGd5OlkiZqkitp6UMKI8tIiJSYViWxTdr99M9qhrVK/uX+vaubx3BH/tOsvuongUkJePir6A+udceRERKycfLdjP8gxXUDqnE16O606F+mLeTJMXgcBgev645LwxuzW/bj3Djf39j77FkbydLSkkRuiiTckjfbxlQHltERKTCWL/vFHuOJfOnUm49ne261rUAmPPHgTLZnlR8F38FtYhIKXG5LSZ+u4F/fr2eHpdVY+a9XUv1YRJSNoZ2rseHIzuTcDKVQW8vYc2e495OkpSwgIAAjh49qkrMCsqyLI4ePUpAQIC3kyIiIiJSLsxZn4CPw9CnRc0y2V5kaCBtIkOYt17dfEjJcHo7ASIi3pCYmsGDn63hly2HGdm9IeP6N8fHoS49KoruUdX46r7ujJy6kqHvLOPVIdH0bxPh7WRJCYmMjCQ+Pp7Dhw97OylSSgICAoiMjPR2MkREREQuepZlMfePBLo1Dic0yK/Mtnttq1q8NG8L+06kUKdqpTLbrlRMqqAWkUvO3mPJ3PHhKrYfTuLZQa0Y1qW+t5MkpSCqRjBf3deNu6etZtSnvxN3tCn39WysvsUrAF9fXxo2LL0nk4uIiIiIlBebDyQSdzSZO3s0KtPtXtcqgpfmbWHe+gPcfoXy5nJh1MWHiFxSVu8+xg1vLSHhZAof/q2zKqcruPBgfz6+owsDo2vz8vdbGDNzHemZbm8nS0REREREpETMXX8Ah4FrWtQq0+02rBZEs1qV1c2HlAi1oBaRiuXEXvjpKdjxE6SfhvAo6HI3tL+Nr9fs49GZ66hdNYApIzrRuHrwucsnH4Ofn4HNsyHlGFStD+1vha73g8PHniczDX6cAOu/AFcGNOkL170IASFn1jN7NPw+DUYth7BSvJq8eTYsfg0OrAenH9TvDr3HQ43mJb+toztgyeuwdwUc3gJYYHzgyWPnzut2wdJJ8PtHcGIPVAqDZv3hqn9C4FkPoTy40f7O9vwGmelQqxVc8Q97/sIo4DsHCPD14fWBDbn72MvUWr+Q05t8cbcbQsB1T4MzxxOuP7kJ9q2GB9fk/i5FRERERKR8Ok9Z4bzKQflw7h8JdGoQRvXK/mVePnzZ/z3896/CmrAfU07KhwCknoS5Y2Hr9+DjC63+DFdPUPnQi1RBLSIVR+JBmHINJO4/M+7gevjmARbHbuDvW3vQpWEYk//aIe++uTJSYOr1cGjDmXFHt8H88XB0Owx40x635A1Y9jb0eBSqRMB3/wCHEwZOsqcf3gqrp9qZltKsnF47Hb66+8znzBTYMgfiFsPt86FGs5Ld3qFNdoaiML59CNZMO/M56QCsmgJ7lsGdP4FvpTPrfL8vpJ06M2/8Spj+Fxj0DrS9ueDtFPCdk3QQeowBwPwwjhaHZhPbdjyL16zn/tX/x3FnCKHXjbOX2fELbPsB+r+qzIeIiIiISEVQyLJCvspB+XD7oUS2HUpi4oCWXikftj44q3B9M1xk5UO+fwLWfmaX/xIPwKKX7ErzmKzpKh+WOXXxISIVx4LnzpyIBr0Do7firt0BgM673+WuNr5Mu71L/g+OWPb2mcxH7ydhzE5odr39+feP7JbDAFvn2a/d7oeOI+0T1tbvz6znh3H2ya3HIyW3b2mJdqYmW3qyfcUX7Kv4D62D22aBj599Mv/+icKvO1smlUAAACAASURBVCMV/phptw4oSJUIuHI03DID6nTIf769K85kPppdb8ex95P250MbYNl/z8z7/RN2en387PQ/tM7eH4C5j9r7WZA8vnPqdMya9qJ99Rzs7ycghOjBo+n2Vzste5d/xbKdR8Hthh/+CTVaQIcRBW9PRERERETKh8KWFfJTDsqHc/84AEDfJlW8Uj60rhjNEwH/ZLtv0/znu4jLh3S6HbqOyhqX9T2qfOgVqqAWkYrB7Yb1X9nvqzWFtjdzyArhlcQ+APgZF4832IKfs4C/vT9m2q9+laH7QxAUDlc8fO50V7r96uN35tWVZr/PvtJ61T/Bv/KF79eeZfD1ffBKU/uqc7bt8yH1hP2+40gIrQ+NekLDGHvczl/g9NGC133gD5jzKPy7KXxxu53JKUidDvbtYU2vBWcBT2n+439n3l/xsB3H7g/ZcYUzcTx9BHYusN83jLHTH1rf3h+w92/7j/lvJ4/vnMo1z2Qw3BmwcZb93pXu+b7aN6oJQCVHJrdOWc6qr96wr6r3fe7MbXoiIiIiIlJ+FaWskJ9yUD6cs/4AHeqHUuvQr14pH5qrx1M1+k8cSSuonH1xlw893Xpkf2drPlL50AvUxYeIVAzHd0HaSft9eBQb9p/kjg9XUSs5FLLOKebAH/kvn5kGhzfb70MbnDkRhTc+M8+BdfZr/e72yXvTt/bV3NOHoWm/M1daa7aGdrcWf1+SDtu3G62ZBke22uOCqufuMyth7Zn34VG532+fD5YbDv5hn9RzSj1pZwDWTIP9a+xx/iH2ugPDi5/mnHKlLSt+Dh87rgf/sOOcmWbH03LnvQ/ZDqyDFgPy3s5Z33m+y4P9nW2ZY2fosq6a12vXh5gDgdRb9zrbQq+gUcOeKPshIiIiIlIBFKWskJdyUD481eIWNi0/xT/7N4eEHBW3ZVw+7Nc6gqTfCpihnJQPqd8d0pLgl+egyXXQuFcBOyUlTRXUIlIxJJ+5Grw/1clNk5cSUsmXF/7SDWZkTTh9OP/lU46fORnmvLLtX+XM++zlY8bafWN9eaf9OaItXPvCmSutw78DR9YVZFeG/dCF83G7YPtP8PuH9u1G7gxwBkCLG6DtLRB1Nfjk+MvOsb+505vj/ekjZ97HLbEzHRtnQUay/fCKqD7Qdqh9m5VvwPnTWFi50pYjftlps1x2vHPeMpbvPhTwnRUqBlnLX/sCnNpn92cG0DAG/6uf4J3F/8G9P4mbDw4i6uPVvD6kLUG+JnesRURERESkfClKWSEv5aB8+Mmvu4HNXNuqFiz2XvmwZe0qxDod4M5nhnJSPqTnY7D4VTsd1zyTlTbL/i5UPix1irCIVAyW5Xm7bOdRLqsZzLu3daRGZo6HI2AKtfxZE85dPjAMhn9j3yLlzoDKtc5caW12vX3ldf54WDUV0hOhVhv40xtQOzr/7a+bAV/fa7+v28XOGLQcDJWqXkB6s8QthqlZTzyu2crO0LQZAsE18k/PhShsLIsS8wvZDti3ht29yH4AhsPXvq3sZDyO5f/FdLmLkYHd8J//OI4XlmE5XJh6l9sPPSnNh1yKiIiIiEjpKMuyhpfKh/PWJ9A2MoTI0ECvlg+NMYQF+UGivbVzolqOyocsfRs63wVVasOsUXaXIa50UPmw1KkPahGpENIDwjzvG1exmH5XV2pUCbAzBtmCquW/gsAwMFl/iTn72sr5/uzlg8LtzAfYV1pTjsM1T8PvU+0nOTeKsR/McGQrzLgVMtPz377J0blE6il7yEjJf/6cacmV3jz2N+e60xLth06crz+xC5ErbTmevpydNuNjZ6yCctwydr59OO92Crl85VpntvvjBPALxMSM5db0zxnis4BZVg9e4G9YcYvPtIAQEREREZHypThlhZwu8vJh/PFk1saf5NpWEUXf31IoH4YF2f0551lFXM7Kh8Q8CotegjUf2xcGrnvRrtRX+bBUqYJaRMq946fTue3LQ5yyAgFoU+kIlfyyTrpHt5+ZsVab/Ffi9IfqzbJWGGffxgNwdMf5l8++0trlHghrBDt+tsf3GANtbrL7+Tq5B45uy3/7bW+Gkd9D9F/hxB748Ul4rQVMGwTrPj/3acURbc+8z7mP2e+Nw+7rDKB+V7hniZ2+tFOw8EV4sz1MuQZWvQ8pJ/JPV3HkSltW/NwuO65gx9npb8czO9OX1z5Awd9ZaEO7f7TiLL9vtd3XWs/H7cxQ1nfWYeRrzPa/ji1WXYhfaWcERURERESkfLmQsgJc9OXD+Wt3AXBdq6wKcS+XD4P97Q4arLxaMZfj8iG9x0On26FmS5UPS5kqqEWkXNt+KIkb3l7C73tPcbSBfZuSObLFrtRNOgRL37JndPhCyxvOLDghxB6+uvfMuNY32q/pifYV7tNH7Svfnuk35Z2IHyeAf7Cd4YAzV6Sz+xZzOHO/5qfe/7N33+FRVPsfx9+TTa+kQiD0AKFEegktVAFBEFBBuYpiQ1EB+9WfV/BaALEgxYaKXpUiRVQQFem9gxACiAFJQgIhQEhCypbfHwuBkFACgU3C5/U8++zuzOzsd042u+d858w5reCOyfDcXrj9Q6jU1P7DOPcRGF8bfhh2btvwruB+5vKuTV/A8YP2GY/jltuX1eiY/wx0hQb2M7/P7oE7v7Cvj98IP4+073vW4Mv/2Fpy7WVy9tK1s84uM5+Z9fj8clr1nn3d6gn2coVz5ewVdG6Sjrjl9viPH7QfD4CHv33sbbAvP/s3W/r2mfJ0ggZ97Y+v5G9+vl9fsVeEzs4IfeZvVivUnx+GtcHZxQ2rzWDS8jis1otdKiYiIiIiIiVSUdsKpax9OGB5Zz71/YJqQV72bR3cPjSsZsA+ykbG8eQy0z7M/zczzk2WKcVOY1CLSKm1al8Kj3+7GVeTE9MfbUn1gCbw6Wo4lVjw8psOL4Jf2KV32OoJ+HMOHNkFf4y2385qcj9Ubl7wNWfPtPZ6H9zPTPhQpwfE/AAbPoX6fe0/roHhEFCz4OsL4+YNTQfbb0di7ZNXbJ8B276xV1DAfulRj7Ew7zE4cRAmnHcm2M0Xur1V+L6d3aBBf/vtxD+w9VvY9q093q6vnzuGwvyzDr7qlX+ZzQLv1LA/7jMFGg+Cyi3ss1Rv/R/E/my/nRVSH1qdV+nr9pb9TH12GnzdJ/++u4+xH+eldHgZ9v5WtL/5rnnwz1r419xzFYw6PSBxC6yZRFCFSAItf7PPqzHjl8azIzmX9wY0yusVICIiIiIipcDVtBXOV0LbhxnrvuT05u+4NWfxuW1KSPvQ2bDiPKG2/UkZaR9SIRKS/oTq7cDV69LvL1fNNGrUqCvd9oo3LFYHV9vvq7VxyNuLSMn0zbqDDJ+5jSoBnkx/pBURob72H+56fewz855Kss+6HFIXOr9qr1ycb9kY+32FSKh75kfV5GKvMGSnQ1qi/YxwQHVoO8J+aY9RyEUns4fYf/Bvn3Buffn64OwKO+fax62q2Bj6fnJ1k054BUF4Z3v8FRqcu8wM7M8r3GI/e3z6OLh4Qc1O0H8qlK97+X27+9l/ZFsOtU+8EVjDPjP0xZz4B7Z/d/H1ET0h9ExFqHY3cPG0X96Wkw5ewXDLAOj7cf5Kjlcw1O5uL+/0o/YyDG0EPcdDg37ntss6Ces/sj+u1tYeNxTtbw72cd5mDrIfb4cXzy0Pa2Yf0+1MZcwI70zAwI/wLRfA12sP8tuuJNrXCqacp+uly1RErrfRl9+k1BnlkHdVHVtERMq6Mto+nH6sFvfHNOWunt3xqdzg3Dq1D69b+5DwztD7Q3DzuXQZlm4OrWcbhY4PUzjHXOO8fJz9PvoFh7y9iJQsFquNNxbE8OXqA3SoE8zEexrj4+7i6LCkDFv9VwrDvtuC1Wrjw3sa06HO1c1uLSLF4hJTt5daqmOLiIjIFRvwyVpSM3L4/ZloR4dSwL/n7uDHbYlsfrUr7i4aDqOUcWg9W2NQi0ipcSorl4e/2siXqw/wYJtqTL2/mZLTct21CQ/ipyfbUrGcB0OmbeTj5fsLn/xDRERERETkOjp6KpuNB1LPTY5YwnRvEEpGjoWV+1IcHYqUMkpQi0ipcCg1kzs/WsuKfSm8cUcDXru9Ps4mfYXJjVE5wJO5T7SmR4NQxvwSy/AZ2zidY3F0WCIiIiIichP5LSYJqw16RIY6OpRCRdUIxNfdmV92HnZ0KFLKaMYnESnxNh9M5dGvN5NjsfLVgy1oWyvI0SHJTcjT1ZlJ9zam3jJfxv+2h7+OpPPp/U0J87/MRB0iIiIiIiLFYNHOJKoHeRFRoWSOhezq7ESXeuVZHJNMjtmKq7M6lcmV0SdFREq0+dsSuOez9Xi7OzPviTZKTotDGYbBsI7hfDG4OYeOZ3L7xFWs2HvU0WGJiIiIiEgZdzwjhzX7j9G9QQUMo+ROy9GjQShpWWbW/n3M0aFIKaIEtYiUSFarjfd+28PwGdtoVLkcPzzRhvAQb0eHJQJAx4gQ5g9rQ7CPG4O/3MCExfuwWjUutYiIiIiIXB+/707GYrVxW4OSObzHWe1qBeHlamKRhvmQIlCCWkRKnKxcC0/N2MqHS/7i7mZhfPNQS/y9XB0dlkg+NYK9+WFYG+5oVIn3F+/lwWkbOZ6R4+iwRERERESkDPrlz8OE+XvQoJKvo0O5JHcXEx0jQvhtVzJmi9XR4UgpoQS1iJQoR9KyGPDpOhb+eZh/94hgbP9bNG6VlFiers68d3dD3rijAWv3H6PXxFVsP3TC0WGJiIiIiEgZkpaVy6q/UuhRwof3OKtHg1COZeSw4UCqo0ORUkJZHxEpMXYlnqTP5NXsTTrFJ/9qymPRNUvFj6/c3AzD4F+tqjL78SgA7vp4Lf9bdxCbTUN+iIiIiIjItftjdzK5FhvdS/jwHmd1qBOMm7MTi3YmOToUKSWUoBaREuH3mGTu+ngtAN8PjeLW+hUcHJFI0dwSVo6fn2pL6/BAXv1hJyNnbiMzx+zosEREREREpJT75c8kKvi607hyOUeHckW83JyJrh3Mop1JmqtHrogS1CLiUDabjY+X7+fR/20iPMSb+cPa0KCSn6PDErkq/l6ufDG4Oc92rc387YncMXk1fx1Jd3RYIiIiIiJSSqVnm1m29yjdG1TAyan0XGF8W2QoR05ls/XQcUeHIqWAEtQi4jDZZgvPfb+DMb/EcltkKDMfjSLE193RYYlcEycng6c61+J/Q1pyLD2H2yeuYvbmeEeHJSIiIiIipdDS2CPkmK10b1C6rjLuVDcEV5MTC3ZomA+5PCWoRcQhUtKzGfTZeuZsiWdEl1pMuqcxHq4mR4clUmza1gpi4fB2NKzsx3Pfb+eZmdvIyNaQHyIiIiIicuV+2XmYIG83mlcLcHQoReLr7kJ0nWB+2pGIRcN8yGUoQS0iN1xsUhp9Jq1mZ+JJJt/bhBFdamsyRCmTyvu68+3DrRjZpTY/bEvg9omr2JV40tFhiYiIiIhIKZCZY2ZJ7BF6NKiAqRQN73FWv8aVOHoqmzX7UxwdipRwSlCLyA31x+5k+k9Zg9lqZdZjUfS8pXTMQixytUxOBsO71OK7R1qRkWOm75Q1fL32ADabehGIiIiIiMjFLdtzlKxcKz0iS9fwHmd1jAjBx92ZeVsTHB2KlHBKUIvIDWGz2fh0xX4e/noTNYK9mT+sLbeElY4ZiEWKQ6sagSx8uh1tagbyn/m7GPrNZk5m5jo6LBERERERKaEW/HmYQC9XWlYPdHQoV8XdxUTPyFB+3ZlEZo6GO5SLU4JaRK67bLOFF2bv4K2FsdzWIJRZj0VRwU+TIcrNJ9Dbjc8HN+eV2+ryx+4j3PbhSjYf1KzWIiIiIiKS3+kcC0tjj9CtlA7vcdYdjSuRkWPh95hkR4ciJZgS1CJyXR1Lz+ZfU9fz/eZ4hneuxURNhig3OScng0fa12D2461xcoK7P1nLpCX7NHGIiIiIiIjkWb73CJk5FnpGlu5hMVtUC6Cinzs/aJgPuQQlqEXkutmTdIo+k1ezI/4kE+9pzMiutXEqxWd+RYpTo8rl+PmpdtwWGcr43/Zyz2frSDhx2tFhiYiIiIhICbDwzyQCvFxpWT3A0aFcEycngz6NK7FiXwop6dmODkdKKCWoReS6WByTTP+P1pBjtk+GeHvDio4OSaTE8fNw4cOBjXj3robsSjhJjw9WsGDHYUeHJSIiIiIiDpSVa+GP3cl0q18eZ1PpT931bVwJi9XGz9sTHR2KlFCl/1MuIiWK1Wpj4h/7eOR/m6ge5MX8J9vQsLImQxS5GMMw6N80jIXD21E92Jth323h+e+3k5GtSURERERERG5GK/YeJSPHQo8GpXt4j7Nql/ehXqgvP2xTgloKpwS1iBSbjGwzT3y7hXd/38sdjSrx/dAoQv08HB2WSKlQNdCL2UOjeLJjOLO3xNNr4ip2xJ9wdFgiIiIiInKD/bIziXKeLkTVDHR0KMWmb+NKbDt0gr+Ppjs6FCmBlKAWkWLxz7FM+k1Zw28xSfxfz7q8d3dD3F00GaJIUbiYnHiuWx2mP9KKrFwL/aas4aNl+7FqAkURERERkZtCttnC4phkbq1XHpcyMLzHWX0aVcTJgDlb4h0dipRAZeeTLiIOs2pfCrdPWkVSWhZfD2nJw+1qYBiaDFHkarWqEcii4e25tX55xi6KZdDU9Rw+qQkURURERETKulX7UjiVbea2yLIxvMdZIb7uRNcOZu6WBCzqgCMXUIJaRK6azWZj6sq/uf+L9VTwdefHJ9vQtlaQo8MSKRP8PF2YfG8TxvW/hW2HTtD9g5Us2qkJFEVEREREyrIFfx7G192Z1jXLXtv6zqaVOXwyi9V/pTg6FClhlKAWkauSlWvhmVnbeWPBbm6tV4G5T7SmaqCXo8MqsX744QduueUW3NzcqF69Ou+9994ltx8xYgSGYfDcc8/lWx4bG0vLli3x8/Nj4MCBpKfnH79rxYoVVKpUqcDywkybNg3DMArddtSoUQQFnasQHThwAMMw8m4+Pj40a9aMWbNmXXQbLy8vatasyaBBg1i5cuVl45GCDMPg7uaVWfB0W6oEeDL0my38e+6fZOZoAkURERERkdLuwnbi2HfG83tMMrfWr4Crc8GUXWlvJ/ZqWJFD7/Xn9nZN1E6UfJSgFpEiO5SayZ0fr2He1gSe7VqbKYOa4OXm7OiwSqzVq1fTr18/WrRowU8//cSQIUN48cUX+eCDDwrdPiYmhi+++AJfX98C6x544AHCw8OZNWsWMTExvPXWW3nrrFYrI0aM4O2338bb2/u6HMv48eNZu3Ytc+bMoVatWgwYMICff/650G0WLlzIq6++yrFjx2jfvj2jR4++LjHdDGoEezPn8dYMja7JjI3/0GviKnYmnHR0WCIiIiIicpUKaye+8vK/SVg5h94NKxbYvqy0E//12kd4tLiL5CMpaidKHmWURKRIlsQmM3Lmdqw2G1Pvb0aXeuUdHVKJ9/rrr9O2bVumTp0KwK233srx48d5/fXXeeKJJ3B1dc23/dNPP83w4cP53//+l295eno669ev56effiI4OJgTJ04wfvz4vMrH559/jouLC/fdd991O5Y6derQqlUrALp06cKWLVv46KOP6NWrV6HbREdH88ADD/Cf//yHUaNGER0dTYcOHa5bfGWZq7MTL/WIoH2tIEbO2kbfKat5oVsED7WtjpOTxnwXERERESlNCmsnzl4Ty67lM2hW+cMC25eVdqJXWF2Wnwph8B3DaR31udqJAqgHtYhcIYvVxju/xjJk2ibC/D1Y8FQ7Jaev0LZt2+jSpUu+ZWeT1GvXrs23fPbs2ezevZuXXnqpwH5ycnIA8PDwAMDT0zNvWVpaGq+++ioTJky4YRNUOjk50ahRIw4cOHDZbV977TUqVqzIxx9/fP0DK+NahwexaHh7OkWE8ObC3Qz+cgNH0rIcHZaIiIiIiBTBhe3EtKxcUspFYDl9io0b1ufbtiy1ExtU8iWigg+zN8ernSh5lKAWkctKSc/mvs/XM3npfgY2r8ycx1tTJdDT0WGVGllZWQV6Sbu5uQGwe/fuvGWnT5/m2WefZcyYMXh5FRzPOyAggOrVqzNx4kRSU1P59NNPadasGQD//e9/6dKlS95Z66KwWCyYzeZ8N6vVekWvPXDgABUqVLjsdiaTiU6dOrFu3boixycF+Xu58vG/mvJW30g2Hkil+4SVLI5JdnRYIiIiIiJyhS5sJ/66MwnLmYEOynI70TAM7mwaxvZDJ/g7JVPtRAE0xIeIXMamA6kM+24LJzJzGXfnLdzdrLKjQyp1wsPD2bhxY75lGzZsACA1NTVv2dtvv01oaCj/+te/LrqvyZMnc9ddd/Hyyy9Tq1YtJk+ezF9//cXnn3/Ojh07riq+cuXKFbo8MDCwwDKr1YrZbCYtLY2pU6eyYcMGJk6ceEXvExYWRnKykqjFxTAM7m1ZhRbVA3h6+lYe/noT97Wqyis96+LuYnJ0eCIiIiIicgkXthN/3J6Ix8k4oOy3E+9oXIkxv8Ty/eZ4tRMFUIJaRC7CZrPxxeoDvL1wN5X8PZj7RHPqV/RzdFil0tChQ3n88cf57LPPuPPOO9mwYQPvvvsuYO9ZDBAXF8f48eNZsmTJJS+96tGjB0eOHCE+Pp6aNWtiMpno3bs3I0eOJCwsjMmTJzN27FgAXnrpJZ544onLxrdixYq8y8HO+vTTT5k7d26Bbfv06ZP32MXFhWeeeYbHH3/88oWA/TMlxS88xJt5w1oz/tc9fLYyjnV/H+P9AY1oUEn/ryIiIiIiJdX57cTobr34/bdfSV8zByj77cQgbzc6RoQwd0sCHS1X1itbyjYlqEWkgFNZubw0508W/HmYW+uV5527GuLn4eLosEqtIUOGsH37dh5//HEeffRRPD09GTt2LE899RTly9vH8X7ppZfo0aMHERERnDhxArCfhc7OzubEiRP4+fnlVUg8PT2pXbs2AIsXL2b79u3MnDmT7du38+qrr7JmzRoAoqKiaNu2Lbfccssl42vcuHGB2ZwvnHH5rPfff5+2bdvi4+ND9erVCwxdcikJCQl5xyvFy83ZxCs969G+djDPfb+dvlNW80zXOjzavgYmTaAoIiIiIlLinN9OtFgexXBx49XRb/D6y8/fFO3Eu5qG8XtMMtti/1Y7UTQGtYjkt/Wf49z24UoW7Uri3z0i+OS+pkpOXyOTycSkSZM4evQoO3bsIDk5OW8MsLP3e/bsYe7cufj7++fdDh06xKRJk/D39ychIaHAfs1mMyNGjGDcuHF4eHiwbNkyOnXqREREBBEREXTu3Jnly5cX67GEh4fTrFkz6tSpU6TktNlsZsmSJURFRRVrPJJfu1rBLBrenq71yjN2USz3fLqOQ6mZjg5LREREREQucH47sf1L0+jyxnxu79oBuDnaiR0jQghwN7Fm1XK1E0U9qEXEzmq18fGK/bz3217K+7oz67FWNK0a4OiwypSzFQqAKVOm0Lp1ayIiIgCYOnUq6enp+bYfOHAg0dHRPP744wQHBxfY38cff4y/vz8DBgzIW5aZeS4ZmZGRUWKG1Xj99ddJTExk6NChjg6lzPP3cmXyvU2YuyWB137cRY8JK3m9T336Nq50w2buFhERERGRK3P4tImDtiBGtanNlCn/vWnaiS4mJ/xi55N5/CgD7h/i6HDEwZSgFhGS07J4ZtY2Vv91jJ63hPJW30j1mi5G69atY9WqVTRq1Ii0tDSmT5/Or7/+yqpVq/K2OTvL8vnc3d2pXLkyHTp0KLDu+PHjjB49ml9//TVvWfv27XnhhRf44osvAFiyZAljxowp/gO6jD179hAUFEROTg5xcXHMmDGDRYsWMWrUKKKjo294PDcjwzDo3zSMFtUDeGbWNp6ZtZ0/dh/hzb4NKOd55T3fRURERETk+jjbTtxxuhw5+w4wb/wXLP3j95uqnbhs0SL82txLgnv1Gx6PlCxKUIvc5P7Ynczzs3dwOsfC2P6R3N2ssnpZFjMXFxdmzpzJqFGjcHJyol27dqxevZrIyMir3udrr71G7969adKkSd6yxo0bM27cOF555RUAxo8fT8OGDa85/qJ67rnnAHvFKTQ0lKioKFasWEG7du1ueCw3u8oBnsx4NIpPVuzn/d/3sulgKuPvaki7WgV7WoiIiIiIyI3j4uLCjBkz2frnTkxOJsydom/KduLk3c7M2PgPj0fXxEnz59y0jCJ063dM///l4+z30S845O1Fyqr0bDNvLohh+oZD1A31ZeI9jQkP8b78C0WkVNqZcJIRM7fx15F0HmhdjZd6RODuYnJ0WCJFVRZbLapji4iI3KQW7DjMsO+28NWQFkTXvjk7kfy4PZGnp2+9qcughHBoPVuTJIrchDbEpdJjwgpmbDzEY9E1+GFYayWnRcq4BpX8+PmptjzQuhrT1hzg9omr2Jlw0tFhiYiIiIjctGZtOkSonzttw4McHYrDdKtfnkAvV75bf9DRoYgDKUEtchPJyrXw5oIYBny6FifD4PvHovh3j7q4OasXpcjNwN3FxKje9fl6SAtOns6l75TVfLRsPxar4ydJERERERG5mSSeOM2KfUe5s2kYppt4aAs3ZxN3Ngtj8e4jJKdlOToccRAlqEVuEn/Gn+T2iav4bGUcg1pWYeHT7WhWLcDRYYmIA7SvHcyvI9rTtV55xi6K5Z5P13EoNfPyLxQRERERkWIxe3M8Nhvc1bSyo0NxuHuaV8FitTFz4yFHhyIOogS1SBmXmWPmjZ9j6DN5FWlZuXw1pAVv3BGJl5vmSBW5mfl7uTL53ia8e1dDYg6n0WPCSmZu/IcizE0hIiIiIiJXIddi5dv1B2lfO5gqgZ6ODsfhqgV50a5WEDM2/KOrO29SSlCLlGHL9hyh63srmLoqjoEtqvDbyGhNOiAieQzDoH/TMH4Z3o76FX15cc6fDP5yI4knTjs6NBERERGRo9VLrAAAIABJREFUMuu3Xckkp2UzOKqqo0MpMe5tUYXEk1ks33vE0aGIAyhBLVIGpaRnM3zGVh74ciPuLk58PzSKt/pG4ufh4ujQRKQEqhzgyfRHWvF6n/psOpBKt/dXqDe1iIiIiMh18tXaA1QO8KBDnRBHh1JidKlXnmAfN75ao8kSb0ZKUIuUIRarjW/XH6TLe8tZ+OdhRnSpxcLh7WiusaZF5DKcnAzuj6rGouHtqV9JvalFRERERK6H3YfT2BCXyn2tqt7UkyNeyMXkxP2tqrJ871H2JZ9ydDhyg2kQWpEyYkNcKqN+3EXM4TRaVA/grb4NCA/xcXRYIlLKVAn05LuHW/Ht+oO8/UssXd9bznPd6nB/VDVVoEVEREq43Nxc4uPjycrKcnQoch25u7sTFhaGi4uukC2NPlvxN56uJu5upskRLzSoVVUmL/uLz1fFMab/LY4OR24gJahFSrnEE6d5+5dYftqeSEU/dybd25iekaEYhhJJInJ1nJwM7ouqRoc6IfzfDzsZ/VMM87Ym8FbfSBpU8nN0eCIiInIR8fHx+Pj4UK1aNbUHyiibzcaxY8eIj4+nevXqjg5HiijhxGl+3J7I/VHVKOfp6uhwSpwAL1f6Nwnj+83xPHtrHYJ93BwdktwgGuJDpJTKzDEz8Y99dH53Ob/uSuLpzrX449kO9LqloiqjIlIsKgd4Mu3B5ky8pzGJJ7LoPWkVb/wcQ0a22dGhiYiISCGysrIIDAxUe6AMMwyDwMBA9ZIvpT5fGQfAQ+10cuFihrStTo7ZyldrDjg6FLmB1INapJTJMVuZufEfJvzxFynp2XSvX4FXetalcoCno0MTkTLIMAxub1iR9rWDGbsolqmr4lj452H+c3s9utWvoAawiIhICaPf5rJPf+PS6XhGDjM2/kPvhhWpVM7D0eGUWDWDvenRoAJfrTnAI+1q4OepoWxuBupBLVJKWK025m9LoMt7y3l1/i6qB3kye2gUH9/XVMlpEbnu/DxceKtvJHMej8LH3YWh32xh4Kfr2Jlw0tGhiYiISAmSlJTEwIEDqVmzJvXq1eO2225j7969F91+2bJl9OrVq1jee9myZTzwwANX9dpRo0Yxfvz4a45hyJAhhISE0KBBg4tuExsbS1RUFG5ubgXec9GiRdSpU4fw8HDGjBlzzfFIyfHpyr85nWthaIeajg6lxHuqUy1OZZv5ck2co0ORG0QJapESzmazsTgmmZ4TVzF8xjY8XU18+UBzZj0WRbNqAY4OT0RuMk2rBrDg6bb8944G7E0+xe2TVvHi7B0cOaXLTEVERG52NpuNvn370qFDB/bv309MTAxvvfUWycnJjg7thnnggQdYtGjRJbcJCAjgww8/5Lnnnsu33GKxMGzYMH755RdiYmKYPn06MTEx1zNcuUGOnspm2uoD9G5YkdrlfRwdTolXr6Ivt9Yrzxer4kjLynV0OHIDKEEtUkJZrDZ+3J5IjwkrefjrTWRkm5kwsBELn25Hx4gQXdYlIg7jbHLivlZVWfZ8Rx5qU505W+Lp+M4ypiz7i9M5FkeHJyIiIg6ydOlSXFxcGDp0aN6yRo0a0a5dO2w2G88//zwNGjQgMjKSmTNn5m2Tnp7OnXfeSUREBIMGDcJmswGwefNmoqOjadq0Kd26dePw4cMAdOjQgRdffJEWLVpQu3ZtVq5cCYCrqyt+fvYJnZcvX06jRo1o1KgRjRs35tSpUwXiffPNN6lTpw5dunRhz549xVIG7du3JyDg0h2JQkJCaN68OS4u+Ycu2LBhA+Hh4dSoUQNXV1cGDhzI/PnziyUucayPlu0nx2JleOdajg6l1Hi6cy3Sssx8tuJvR4ciN4DGoBYpYbLNFuZuSeCT5fs5cCyT8BBv3ru7Ibc3rIiLSeeURKTk8PNw4f961ePellV4a2Es4xbt4YtVB3i8Q00GtayCu4vJ0SGKiIjIDbRz506aNm1a6Lq5c+eybds2tm/fTkpKCs2bN6d9+/YAbN26lV27dlGxYkXatGnD6tWradmyJU899RTz588nODiYmTNn8sorr/DFF18AYDab2bBhAwsXLmT06NEsXryY1q1b07p1awDGjx/P5MmTadOmDenp6bi7u+eLZ/PmzcyYMYOtW7diNptp0qRJobF/++23vPPOOwWWh4eHM3v27GsqrwslJCRQuXLlvOdhYWGsX7++WN9DbrxDqZl8s/4g/ZtUokawt6PDKTUaVPKjd8OKfLbyb+5tWYVQP43bXZYp2yVyA3z//ff07t2bSpUq4e3tTdOmTZk+fXq+bY5n5PDRsv1Ej1vGsH+/wfIXOhG25SN+G9Gefk3CLpqcrlatGoZhFHo728NARORCZrOZMWPGUKtWLdzc3AgLC2PkyJF56w8fPszzzz9Pw4YN8fb2pnLlygwePJjExMQC+6oR7M3Uwc2Y9VgUtct78+xLr+Dh6lzgO+lyl7uKiIhI2bVq1SruueceTCYT5cuXJzo6mo0bNwLQokULwsLCcHJyolGjRhw4cIA9e/awc+dOunbtSqNGjXjjjTeIj4/P21+/fv0AaNq0KQcOHCjwfm3atOGZZ57hww8/5MSJEzg75++ft3LlSvr27Yunpye+vr707t270LgHDRrEtm3bCtyKOzkN5PUcP5+unC3Zpk2bVmhb/OOPP87b5s0FuzEZBiO71s732rlz59K8eXM8PDwIDAyke/fuZGRk3OhDuOEu1w453/Pd6mC1wn++WVpoOQ8cOPAGRy/Xi3pQi9wA7733HtWrV+f9998nKCiIhQsXcu+995KSkkKn/vfz1ZoDzN+WSLbZSpNgg5jN3xMcHEwFX3ecnC5dIZk3bx7Z2dn5lj3yyCOYTCZCQ0Ov52GJSCn24IMP8scff/Daa68RERHBoUOH8o1xuHnzZubNm8fDDz9My5YtSU5OZtSoUbRu3ZqdO3fi7V2w90eL6gF890grHt45l6+3eBPYfxQBXi70bRxGp7ohNG0YeSMPUURERG6w+vXrXzRxW1jy9Sw3N7e8xyaTCbPZjM1mo379+qxdu/aSrzm7/YVeeuklevbsycKFC2nVqhWLFy8mIiIi3zZXkvy9kT2ow8LCOHToUN7z+Ph4KlasWKzvIdfHkiVL8PA418O3Ro0aAKz5K4VFu5J47tba+XoAT506lSeffJIXXniBd955h+PHj7NkyZJCP8tlzeXaIeerHODJg22qMfkn+/fA+PHjadOmTd76oKCgGxKzXH9KUIvcAD/99FO+L8427aPZGLOfl0a/TXBCDTxcTPRvGsbgqGqMe2UEfW7vla9icimNGzfO9zwpKYndu3fz5ptvFusxiEjZsWjRImbMmMH27dupV69eodu0bduW2NjYfL2NmjRpQp06dZgzZw6DBw++6P7D/D3x9XRj7qgHeH/xXr6JS2V+YgYD0hIY3NqFygGexX5MIiIi4nidOnXi5Zdf5rPPPuORRx4BYOPGjWRmZtK+fXs++eQTBg8eTGpqKitWrOCdd94hNja20H3VqVOHo0ePsnbtWqKiosjNzWXv3r3Ur1//imLZv38/kZGRREZGsnbtWmJjY/MlqNu3b88DDzzASy+9hNls5qeffuKxxx4rsJ9BgwYxaNCgqyiNomvevDn79u0jLi6OSpUqMWPGDL777rsb8t5ybZo3b16gA0e22cJrP+6icoAHD7erkbc8JSWFkSNHMnHixLz/E4C+ffvesHgd5UraIRca1imcmUs3kwDUDK9Fq1atrm+Q4hBKUIvcAGeT0zsTTjJ7czw/bEvg4Gl/stKO838963JX08r4ebqwceNGZs2aRWxs7FVXgmbNmoXVatWlLiJyUV988QWdOnW6ZKWwXLlyBZbVrl0bT09Pjhw5ckXvE1UzkKiaUWz95zhfrj7AtDUH+GJ1HF3rlefBNtVpWT1Al62KiIiUIYZhMG/ePEaMGMGYMWNwd3enWrVqfPDBB7Rv3561a9fSsGFDDMNg3LhxVKhQ4aIJaldXV2bPns3TTz/NyZMnMZvNjBgx4ooT1B988AFLly7FZDJRr149evTokW99kyZNGDBgAI0aNaJq1aq0a9fumo8f4J577mHZsmWkpKQQFhbG6NGjeeihh/KGfBg6dChJSUk0a9aMtLQ0nJyc+OCDD4iJicHX15dJkybRrVs3LBYLQ4YMueLjlZJn4h9/se9IOl8+0Dzf3CyzZs0CuGSHj7LqStohF/J1d2Fkl9o8MB5+j0nmjj7XMUBxGONSl9lc4Io3LFbLx9nvo19wyNuLXKvUjBzmb0tg1qZ4dh9Ow9XkRNf65dnx5f+RdeJo3rhrNpuNVq1a0atXL1599VU6dOhAUFBQkS8ba926NYZhsHr16utxOCJSBlStWpXevXtjs9n4+uuvMZvNdO/enUmTJl3yMtIdO3bQsGFDfv75Z3r27HnR7UaNGsUbb7xBuXLlOHnyJA0aNODVV1+ldefb+N+6A3y3/h+OZ+ZSK8Sb/k3D6Nu4EuV93S+6P5HzlMUzGqpji0ix2b17N3Xr1nV0GHID6G9dMkybNo0HH3yQkJAQjh07Rs2aNXnmmWeI6jmAvlPW0LdxJcbf1TDfawYPHsyuXbt46KGHePPNN0lOTqZJkya8//77eZN8llVX2w6Ji4ujRo0amDx9sWWlExISwj333MObb76Zb2gVuSYOrWerB7XIdZCakcOvu5JY+Odh1uw/hsVqI7KSH6/3qU/vhhXZvHYlH/2xKG8GaoAvv/ySpKQknnvuuat+34MHD7Ju3TomTJhQHIchImVUUlIS06ZNo2HDhsyYMYNTp07xwgsv0LdvX9atW1dor2ar1crw4cOpVasWt9566yX3Hx4ezrhx42jUqBHp6el88skn9O/fnzlz5vB8v3481alW3om7Mb/EMm5RLO1rB9O/SRhd65XP18NERERERKSkCg0N5b///S8tWrTAYrEwffp0hg4dSnjvHQS17MurvQr2FE5KSmLPnj288cYbjBs3jsDAQMaNG0f37t3Zt28f5cuXd8CR3BhX0w4BcHd3Z8gjj7EsoyKB/n7c6n+Md8e/w/79+5k/f/4NPgq5HtSDWqSYHD2VzeLdyfmS0tUCPbktMpTbG1akbqgvAAcOHKBly5a0bt2aefPmAXDy5Enq1KnDhx9+yN133w1wVT2ox44dyyuvvEJCQkKZ/lETkWvj6uqKq6srBw8eJDAwEIAVK1YQHR3N4sWL6dy5c4HXvPjii0yYMIHly5fTsmXLIr2fzWajdevWnD59mm3btuVb9/fRdOZuSWDOlngOn8zCx92ZrvXK071+BdrXDlayWi6kHtTFRXVskTJJvWpvHvpbl0w2m43aUd34e/s6lu/4i7a1Qgps07VrVxYvXswvv/xC9+7dAUhLS6Nq1ao8+eST/Pe//73RYd8wV9MOOd+S2GSGTNvE4KiqVEhcyRNPPMHWrVtp1KjRjQi/rFMPapHSyGazEXM4jSW7j/BH7BG2x5/AZoNqgZ481r4Gt0WGUr+ib74zgKmpqfTo0YMqVarwzTff5C1/6623qFy5MrfeeisnTpwAwGw2k5uby4kTJ/Dx8cFkunySZsaMGXTs2FHJaRG5JH9/f2rUqJFXKQT7pIiurq7ExMQUqBhOmTKFd955h+nTpxc5OQ328Sj79evHiy++iMViyfd9ViPYm+e61WFk19qs3X+MuVvjWRyTzNwtCXi6mugYEUL3+hXoGBGCt5uqLSIiIiJScn2+Ko4TFZpiXf87FU3pQMEEdUBAAGDvlHaWr68vTZs2JSYm5gZF6hhFbYdcqFNEeYa0qc4Xq+P4v85RAGzZskUJ6jJALT2RIjiekcPav4+xcl8KS2OPkJSWhWFAw7ByjOxSm851Q6gX6lvoZSmZmZn06tWLnJwcFixYgJeXV966PXv2sGnTJvz9/Qu8zt/fn5UrV9K2bdtLxrZnzx62bdvG559/fu0HKiJlWt26dcnOzi6w3Gaz4eTklG/ZnDlzeOqppxg3bhwDBgy4pve91ISIJieDtrWCaFsriFyLlbX7j/HLziR+j0liwY7DuJgMmlcLILp2MNF1gqlT3kcTLIqIiJRAJpOJyMhIzGYzdevW5auvvsLT0/OKX+/t7U16evp1jLB4LFq0iOHDh2OxWHj44Yd56aWXCmwzcuRIli5dCtjbg0eOHMnrkPTCCy+wYMECrFYrXbt2ZcKECarblHI/70jkzYW7aVS5HIu5eN23bt26GIbBhSMaFFYXL2uK0g65mJdvi2Bv8ineWrgbuHQbQ0oPJahFLuF0joVNB1NZ9VcKa/46xs7Ek9hs4O3mTLtaQXSKCKFDnRCCfdwuuR+z2cxdd93Fvn37WL16NSEh+c+ivvHGG4wYMSLfshEjRuDn58fo0aOJjIy8bKzTp0/H1dWVfv36Ff1AReSm0qtXL1577TVSUlIICgoC7JfW5ebm0rDhuUlcli1bxqBBg3jyySevaXx8m83GvHnzaNiw4RVdDeJicqJ97WDa1w7mjTsasOlAKn/EHmH5nqO8/Ussb/8SS3lfN6JrB9MmPIhWNQI1yaKIiEgJ4eHhkTek16BBg/j444955pln8tbbbLZSn4izWCwMGzaM33//nbCwMJo3b07v3r2pVy//eMPvv/9+3uOJEyeydetWANasWcPq1avZsWMHYO9Bunz58nw9aqV0WbH3KM/M3E6zqv6wZAtBQUFUrVq10G179erF6NGjWbp0KbfddhtgH/Zz8+bN11TnLg2utB1yKc4mJybf24QW980EwL9KnesWr9w4SlCLnOfoqWw2H0xl04HjbDp4nJ0JJzFbbbiYDBpX8Wdkl9q0CQ+iYZgfzqYrr1A98cQTLFy4kAkTJpCamsq6devy1jVu3JgGDRoUeE25cuUICgrKV0lZvnw5nTt35o8//iA6Ojrf9jNnzqRHjx6UK1eu6AcuIjeVRx99lA8//JDbb7+dl19+mVOnTvHiiy/SpUuXvKs1du/ezR133EFERAQDBgzI970VHBxMzZo1gcK/l6Kjo+nfvz8RERFkZGTw2WefsW7dOn744Ycix2pyMmhZI5CWNQJ5+ba6HD55mhV7j7J871F+2ZnErE3xANQI8qJljUBa1QigZfVAKvgpYS0iIuJo7dq1Y8eOHRw4cIAePXrQsWNH1q5dyw8//MCaNWt46623sNls9OzZk7Fjx+a97tlnn2Xp0qX4+/szY8YMgoOD8+33+++/Z/To0ZhMJvz8/FixYgXTpk1j06ZNTJo0CbAnwp577jk6dOiAt7c3jz322CX3WRQbNmwgPDycGjVqADBw4EDmz59fIEF9vunTpzN69GjA3uMzKyuLnJwcbDYbubm5GqaxlOrfvz9+Very62FXyvu44vT3n8z6fhYffvhh3kmY8PBwoqOj8652btasGX369OGhhx5izJgxBAUFMW7cOFxcXBg2bJgjD+e6u5J2CBQss1GjRnHq1CnatGmDr68vK1as4ODCj/Cv35Y31mYQeUs6NYO9HXVYUgyUoJabltVq4++U9Lxk9KYDqRw4lgmAq7MTDcP8eLhdDVrWCKBl9QA8Xa/+3+W3334DYPjw4QXWxcXFUa1atSvaj81mw2KxFLgUaNu2bcTGxvLaa69ddYwicvPw9fVlyZIlPP300wwcOBBXV1f69OmTr5fP+vXrOXnyJNu3b6dNmzb5Xj948GCmTZsGFP69FB4ezgcffMDhw4dxcnKiSZMmLFiwgB49elxz7KF+HgxoXoUBzatgtliJOZzGur+Psf7vVH7ensj0Df8AUKmcB42rlKNJFX8aVylHvYq+uDlrwkUREZEbxWw255sEbs+ePXz55ZdMmTKFxMREXnzxRTZv3oy/vz+33norP/zwA3fccQcZGRk0adKEd999l9dff53Ro0fnJZ3Pev311/n111+pVKlS3pAZl3Il+/z222955513Crw2PDy8wMT1CQkJVK5cOe95WFgY69evv+j7Hzx4kLi4ODp16gRAVFQUHTt2JDQ0FJvNxpNPPqkJD0shm81GjncFvvl6GtZTKaSaDIx69fj666+577778rYzm81YLJZ8r/3mm294/vnneeaZZ8jMzKRNmzYsWbKk0GE/y5IraYdAwTKLiIhg/PjxTJ06ldOnT1OlShVeeP55BjwynPunbWHAJ2uZ9mALGlTyu9GHJMXEuDDRdQmaYVxKLavVxsHUTP5MOMmf8SfYEX+SXYlppGebAQjwcqVpVX+aVfWnWbUAGlRSIkNEpLSxWG3EJKaxPu4YWw+dYOvB4ySezALA1eRE3Yq+1K/oS91QX+qF+hJRwQcvTbxY2pTFQQZVxxaRYrN7926HJzrPjkEN9h7U7777LomJiXTs2JG4uDgA5s+fz5w5c/j6668B+Pzzz9m1axfvvfceJpOJ7OxsnJ2d+fvvv+nXr1/ekCFnDR06lP3793P33XfTr18/AgMDL9mD+kr2WRTff/89v/76K1OnTgXgf//7Hxs2bGDixImFbj927Fji4+Pz1v/1118MHz6cmTPtQxR07dqVsWPH0r59+yuOoST8rW9mGdlmXvtxF7M3x9M5IoQP72mseqWD7D+azv2fb+BEZg4T721MpwhdjXCVHFrP1n+PlDk5ZitxKRnEJqURk5jGjviT7Ew8yaksezLa1dmJuqG+9G1cicgwP5pW9adGkJcG1hcRKeVMTgaRYX5Ehp3rOZF0Motth46z9Z8TbI8/wYIdh/luvb2XtWFAtUAv6ob6UC/UnriuXd6HiuU8MDnpN0FERORqnD8G9fnOnyS+CB3lCm2nffzxx6xfv54FCxbQqFEjtm3bhrOzM1arNW+brKysIu2zKD2ow8LCOHToUN7z+Ph4KlaseNH3mzFjBpMnT857Pm/ePFq1aoW3t31Igh49erBu3boiJajFcdbuP8YLc7YTf/w0T3euxYjOtXBS3dFhagZ7M+fx1gyZtpEh0zYxrGNNRnapXaRhWcXxlKCWUstitfFPaiZ7kk6xN/kUe5JPsTfpFHEpGZit9gqPq8mJuqE+9G5YkVvC/GhQyY/a5X1w0ReViMhNoYKfO939QuneIBSwN4gTT2YRk5jG7sP2E5m7EtNY+GdS3mtcTU5UDfSkRrAX1YO8qRHsRY0gL2oEe+Pv6aITmiIiIteoZcuWDB8+nJSUFPz9/Zk+fTpPPfUUAFarldmzZzNw4EC+++67fOPSnrV//35atmxJy5Yt+emnnzh06BDVqlVjypQpWK1WEhIS2LBhQ972V7LPQYMGMWjQoCuKv3nz5uzbt4+4uDgqVarEjBkz+O677wrdds+ePRw/fpyoqKi8ZVWqVOGzzz7j3//+NzabjeXLlzNixIgrem9xnLiUDMYtiuWXnUlUDfRk5qNRtKge4OiwBHudf+4TrRn14y4mL93P0tijjOkfyS1hmqOrtFCCWkq0XIuVhOOnOZiayT/HMjh4LPPM40wOHMsg23zuDHmVAE9ql/fh1vrlqV3eh9rlfagZ7I2rs5LRIiJiZxgGlcp5UKmcB13rnbv871RWLrFJp9h/JJ24lAz2H83gryPpLIk9Qq7lXC8vX3dnwvw9CfP3oJK/x7nH5Tyo7O+Jr4ezEtgiIiKXERoayttvv03Hjh2x2Wzcdttt9OnTB7D3tN61axdNmzbFz88vbxiM8z3//PPs27cPm81G586dadiwIQDVq1cnMjKSBg0a0KRJk7ztr2SfReHs7MykSZPo1q0bFouFIUOGUL9+fQD+85//0KxZM3r37g3YJ0ccOHBgvvrBnXfeyZIlS4iMjMQwDLp3787tt99+TTHJ9WGz2dh08Dhfro5j0c4k3F1MjOxSm0fb18DDVcOCliTuLibG9L+FDnWC+c/8XfSZvJpet1Tk6U7h1Crv4+jw5DI0BrU4jMVqIyU9m6STWSSlZZGclpXv8aHU0yScOI3Feu6j5+7iRJUAT6oGelEt0JNa5X2oU96H8BBvjfckIiLFzmyxEn/8NH+npPP30QwOHMsg4fhp4o/bf6Myc/JPeOPj5kwFP3fK+7oT4utGiI875X3dKO9rvw/xsS/XPAdXrSxm/1XHFpFio3GJC+ft7U16erqjwyhW+ltfP1arjZjDafy2K4l52xI4lHoaH3dn/tWqKg+2qUaIj7ujQ5TLSMvK5aNl+/lqzQEycyy0qBbAXc3C6BEZirdyRxfj0Hq2EtRyzWw2G6dzLaRnmUnPtt9OZOZyPDOH4xk5pGbmciIzh9SMHE5k5pKakcOxjGyOnsrGesGnytnJIMTHjRBfd8L8PagW6EWVQE+qBnhSLciLEB+3m6pn2rvvvsuoUaPKXGVKREo3b29vRo0axbPPPuvoUBzKZrNxPDOX+OOZ+ZLWSSezSD6VxZG0bI6cysrXA/uscp4ulPdxJ9jHDX8vV/w9XfD3PHPv5Yq/pysBXq6U83QhwMsVDxfTTfX7dwllsRBUxxaRYqOkZeGUoJZLMVus7E1OZ+uh42w+cJwV+1JISc/GyYA24UH0bVyJbvUrXHWnOLXrr05xtDmOpWcza1M83286xN8pGbiYDJpVDSC6TjDNqwVQL9RXPeHPUYL6klR5LjKr1Uau1YrZYrPfrFbMVhu5Fiu5FhtZuRayzVayci1nblayzRayc61knb3PtZBlPrfudI6VjOxzCej0bLP9eZaZjBxzgUTz+QwD/DzONbwDzjS8z/YwK+/rTgVfd8r7uRHk5abJBc5TsWJFDh8+7OgwREQKCA0NJTEx0dFhlHhWq40Tp3NJPnN10NmkdXJaNslpWRxNz847eXvydO5F9+Pq7IS/pwvebs54uznjdeZmf2zC280FbzdTvuUeLiZcnZ3sN5NT3mO3s/emc+tL0aSQpSbQIlAdW0SKjZKWNw/9rYsuPdvMkbQs/knNzBvO7a8jp9iVmJZ3VVyglyttwoNoXzuY9rWDiqW3tNr1V6+42hw2m43NB4/zW0wyK/YeJTYkCXDGAAANLklEQVTpFABOBtQK8aF+JV9qBntTLdCLqoGeVA7wxNf9phu6z6EHq37tN8C4RbGsj0vFarNhs9lbIba8xzas1nPLgHzbWc88sOVbbn9NruVc4tlitSejc61WijAh8iU5Oxm4OTvh7mLC3cWU1wj29XChYjl3vFyd8XZ3ztdY9nF3xsvVmXKeLpQ70/vLz8OlNDV8S5Rnn31WZ1pFpMTx9va+6XtPXyknJ4MAL/vvYd1Q30tua7ZYOXk6l+NnrkKyX3mUQ2rGuSuRMnLMpGdbyMg2k5qRmXfCOCPbQo7Fesn9XzJOA0xOBoZhYDIMnAx77E5nHl+47slOtbi3ZZWrfj8REbl+bDbbzZZUuekUoaNhmfHXkXR+3JaAxWbDYrXnRyxW++3s47P3p3OtZGbbO9Nl5lg4lWVPTGdcMDRbOU8XwoO9ubtZZRpXKUfjyv5UDvAo9v8fteuvTnG2OQzDoFm1AJpVC+Dl2+pyJC2LbYdOsDPhJH8mnGTVvhTmbknI9xpXZyeCvd0I8nYlyNsNPw8XPFztHUI8XU14uTrj7mrC2cleRzY52W9Oec/t+zmXBzyT16OQ/N+ZbaoEeN60E2+W/B7U26bb7xvd45C3Lw7v/76XzQePc/Y7zskwMAz7qYmzj8F+72SAkffYvpFxwWuMMx98ZycDZ5OBs5MTLiYDZ5OTfZmTE84mAxeTgensuvOWuTvbE85uLvbk8/lJaHdnJ9zO3DubNLmgiIhIaZFjPne1U0aOmdM5FnLMVnIsVvu92Ur22fvzluWYrfaT3TZbXiX5bCPv/MdWm/0EudVmo1fDikTXDnbEYZbFjIvq2CJSbOLi4vDx8SEwMFBJ6jLKZrNx7NgxTp06RfXq1R0dzg3ze0wyj3y9yZ4ENAycnDhzb5y3zH7v6WrC082Ep6szXmcSimfnASnv60ZFPw/CQ7wJ8HLV/4nkycg2809qJgePZRB//DRH0+1D06ak55ByKptT2blkZlvIyDGTlXv1HUMupV/jSrw3oNF12fcV0BAfIiIiIiJXoCy2IlXHFpFik5ubS3x8PFlZWY4ORa4jd3d3wsLCcHFxcXQoN4yuDJCSxGK1kXmmQ4jlvN7853ry27cB+7C3ZzuhGmeeg/2qROO8ZU5nTq4Eers56rCUoBYRERERuQJlsWWqOraIiIiIOJpD69kaw0FEREREREREREREHEIJahERERERERERERFxCCWoRURERERERERERMQhrngM6tGjRy8Cgq5vOBdVEUh00HuXZiq3olOZXR2V29VRuV0dldvVUbkVncrs6lzPckt57bXXul+nfTuE6thljsq0+KlMi5fKs/ipTIufyrT4qUyLV1ksT8fWs202W4m/jRo1yuboGErjTeWmMlO5leybyk3lpnIr2TeVmcqtrN/0t1KZloabylTlWdJvKlOVaWm4qUxVniX9piE+RERERERERERERMQhSkuCerSjAyilVG5FpzK7Oiq3q6Nyuzoqt6ujcis6ldnVUbmVHvpbFT+VafFTmRYvlWfxU5kWP5Vp8VOZFi+VZzG74jGoRURERERERERERESKU2npQS0iIiIiIiIiIiIiZYwS1CIiIiIiIiIiIiLiEEpQi4iIiIiIiIiIiIhDlOgEtWEYTxiGEWcYRpZhGJsNw2jn6JhKEsMw2huG8aNhGAmGYdgMw3jggvWGYRijDMNINAzjtGEYywzDqO+gcEsMwzD+bRjGRsMw0gzDOGoYxk+GYTS4YBuV3QUMwxhmGMaOM+WWZhjGWsMwep63XmV2GYZhvHzmf3XSectUbhc4Ux62C25J561XmV2EYRihhmF8dea7LcswjBjDMKLPW6+yu4BhGAcK+bzZDMNYcN42qo+cxzAMk2EY/z2vTOIMw3jDMAzn87bRZ62E0+e6+FyuTi5FcyV1dSmay9Xj5doUVseXorlc/V+uzuXaBlI0V9JukKtXYhPUhmEMACYAbwGNgTXAL4ZhVHFoYCWLN7ATGA6cLmT9C8CzwFNAc+AI8LthGD43LMKSqQMwBWgNdALMwGLDMALO20ZlV1A88CLQBGgGLAF+MAzjljPrVWaXYBhGK+ARYMcFq1RuhdsDhJ53izxvncqsEIZhlANWAwbQE6iLvYyOnLeZyq6g5uT/rDUBbMAsUH3kIl4EhgFPAxHY6yHDgH+ft40+ayWYPtfF7nJ1cimaDly+ri5Fc7l6vFylS9TxpeguVf+XIrrCtoEUzSXbDXJtDJvN5ugYCmUYxnpgh81me+S8ZfuA2Tab7d8Xf+XNyTCMdOBJm8027cxzA0gEJtlstjfPLPPA/mX0nM1m+8RRsZY0hmF4AyeBO2w2208quytnGEYq9oTEp6jMLsowDD9gC/bK63+AnTab7Ul91gpnGMYo4E6bzVagt5TK7OIMw3gLiLbZbG0usl5ldwUMw3gFeB6oaLPZMlUfKcgwjJ+BYzabbfB5y74CAm02Wy991ko+fa6vnwvr5HLtLqyrOzqesuJsPV7fyVfvYnV8x0ZVOl2q/i9X53JtA7l2F7YbHB1PaVcie1AbhuEKNAV+u2DVb9jPpMvlVQcqcF4Z2my208AKVIYX8sH+v3D8zHOV3WWcubx7IPYeQ2tQmV3Op9gb/UsuWK5yu7gaZy6VjjMMY4ZhGDXOLFeZXdwdwHrDMGYahnHEMIxthmGcPRECKrvLOlNWDwHfnElOqz5SuFVAR8MwIgAMw6iHvZfjwjPr9VkrwfS5llLowrq6XINC6vFy9S5Wx5erc7H6v1ydy7UN5Bpc2G5wdDxlQYlMUANBgAlIvmB5MvYGj1ze2XJSGV7eBGAbsPbMc5XdRRiGEXmmZ1A28DHQ12az/YnK7KIMw3gECAdeLWS1yq1w64EHgB7Ye6RUANYYhhGIyuxSagBPAH8D3bB/t43BPvQCqOyuRFfsydWpZ57/f3t3DyJXFcZh/HmDED8abYKKWBljuQELhQSXgIJaKFiIwY8UChJQ0EpMAkYbP8LGFEkTLGJEN50QRCzESggmYtA1RhGDsbDwK+LaxITX4txJrndn5u7MBu+MPj9Ydubeu3B598zu/5w5c455pL9XgIPAiYj4C/gSOJCZ+6rztrXJZrvWtGlmdY1hSI7XGFoyvkY3LP9rPG19A61Ms9+gFbqs/ZJONdcfiT7HNJw1HCIi5oANwIbMPN84be2W+hqYAa4GHgAORMRs7bw1q4mIdZT1PTdm5tkhl1q3msx8v/48Io5QgtVjwJHeZY0f+1/XrLIKOFb7eP5nEbGWEkLrm/ZYu8GeAI5m5vHGcWv2Tw8CjwKbKYPTM8CeiDiVmW/UrrNuk83fjyZeS1bXaPrm+Mxc6Pa2ps8IGV/L1JL/5zq5qem33L6BxjOo36AxTeoM6p+B8yydxbGGpbM91F9vx1trOEBE7AYeAjZl5ne1U9ZugMw8m5nfZmbvH91x4Bms2SC3U2aqLUTEuYg4B9wBbK0e/1JdZ92GyMxFyiDYWmxrw/wInGgc+wrobXpm7YaIiDXAfcD+2mHzSH+vAbsycz4zv8jMg5TOY68DZFubbLZrTYUhWV1jGJLjNbqhGT8iVnd7e9Ovkf81nra+gcY0oN+gFZrIAerqXchPKVPm6+7EdbKW6xSlg3ihhhFxObARa0hE7KHM/NqUmScbp63d8q0CVmPNBnmXsvv0TO3rGDBfPf4G69aqqsktlJBlWxvsY2Bd49jNwPfVY2s33BbKx57newfMIwNdSRngrDvPxVxpW5tgtmtNg5asrkujl+M1uraM76zqFWrkf42nrW+g8W2h0W/Qyk3yEh9zwMGI+ITywnoSuJ6yXpa4sKP1TdXTVcCNETED/JqZpyPidWBbRJykDIRtBxaBtzu54QkREXuBRyibBvwWEb0ZRIuZuZiZae2WioiXgfeAHyib1WwGZoF7rVl/mXkGOFM/FhF/Ul6jC9Vz69YQEbuAw8Bpyoy+HcBVlDVubWuD7aas1bcNOASsB54GngewdoNVm5w8Dsxn5h+N0+aRpQ4Dz0XEKcrspvXAs8CbYFubErbrS6gtk3d3Z9OpLat3d2fTa1iO7/C2ptZyMr5GMyz/d3lfU25o30Djaek3aAUmdoA6Mw9VC+JvB64DFoB7MtN3ey66Ffio9nxn9XWA8o7Oq8AVwF7gGsrGA3f5ImJr9f3DxvGdwAvVY2u31LXAW9X334HPgbsz84PqvDUbj3Vb6gbgHcpHJ3+irDt9W+3vvzXrIzOPRsT9lDURd1AC/g5gX+0ya9ffLOUjpA83T5hH+noKeInSttZQZjftB16sXWNbm2C260uuLZNrNMvJ6hpNW46XutaW/zWiZfYNNLpZBvQbtDKR6V4okiRJkiRJkqR/30SuQS1JkiRJkiRJ+u9zgFqSJEmSJEmS1AkHqCVJkiRJkiRJnXCAWpIkSZIkSZLUCQeoJUmSJEmSJEmdcIBakiRJkiRJktQJB6glSZIkSZIkSZ1wgFqSJEmSJEmS1AkHqCVJkiRJkiRJnfgbvZ6YveDKBGoAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dist = stats.norm()\n", + "\n", + "_, ax = plt.subplots(5, 2, figsize=(20, 12), constrained_layout=True)\n", + "\n", + "comparisons = [(i, j) for i in range(6) for j in range(i+1, 6)]\n", + "pos = [(k, l) for k in range(5) for l in (0, 1)]\n", + "\n", + "for (i, j), (k, l) in zip(comparisons, pos):\n", + " means_diff = trace_groups['μ'][:, i] - trace_groups['μ'][:, j]\n", + " d_cohen = (means_diff / np.sqrt((trace_groups['σ'][:, i]**2 + trace_groups['σ'][:, j]**2) / 2)).mean()\n", + " ps = dist.cdf(d_cohen/(2**0.5))\n", + " az.plot_posterior(means_diff, ref_val=0, ax=ax[k, l])\n", + " ax[k, l].set_title(f'$\\mu_{i}-\\mu_{j}$')\n", + " ax[k, l].plot(\n", + " 0, label=f\"Cohen's d = {d_cohen:.2f}\\nProb sup = {ps:.2f}\", alpha=0)\n", + " ax[k, l].legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## è´å¶æ–¯åˆ†å±‚线性回归" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们想建立一个模型æ¥ä¼°ç®—æ¯ç§ç¥¨ä»·ç±»åž‹çš„é“路车票价格，åŒæ—¶ä¼°ç®—所有票价类型的价格。 è¿™ç§ç±»åž‹çš„模型称为分层模型或多级模型。首先我们è¦å¯¹åˆ†ç±»åž‹å˜é‡è½¦ç¥¨ç±»åž‹(fare)以åŠç«è½¦ç±»åž‹(train_type)进行编ç ,因为我们认为除了车票类型(fare)之外，ç«è½¦ç±»åž‹(train_type)也å¯èƒ½å¯¹price产生影å“。因此我们的模型中也需è¦åŠ å…¥ç«è½¦ç±»åž‹(train_type)这个å˜é‡ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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train_typepricefare_encode
420104ALVIA82.0771894
431888AVE21.9500003
791293AV City38.5500003
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" + ], + "text/plain": [ + " train_type price fare_encode\n", + "420104 ALVIA 82.077189 4\n", + "431888 AVE 21.950000 3\n", + "791293 AV City 38.550000 3\n", + "678876 LD-MD 34.350000 2\n", + "86381 AVE 45.300000 3" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def replace_fare(fare):\n", + " \n", + " if fare == 'Adulto ida':\n", + " return 1\n", + " elif fare == 'Promo +':\n", + " return 2\n", + " elif fare == 'Promo':\n", + " return 3\n", + " elif fare == 'Flexible':\n", + " return 4\n", + " elif fare == 'Individual-Flexible':\n", + " return 5\n", + " elif fare == 'Mesa':\n", + " return 6\n", + "\n", + "df['fare_encode'] = df['fare'].apply(lambda x: replace_fare(x))\n", + "\n", + "label_encoder = preprocessing.LabelEncoder() \n", + "df['train_type_encode']= label_encoder.fit_transform(df['train_type'])\n", + "\n", + "train_type_names = df.train_type.unique()\n", + "train_type_idx = df.train_type_encode.values\n", + "\n", + "n_train_types = len(df.train_type.unique())\n", + "\n", + "df[['train_type', 'price', 'fare_encode']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "train_type_encode\n", + "0 63.370095\n", + "1 51.539084\n", + "2 70.280890\n", + "3 51.635435\n", + "4 59.382847\n", + "5 83.377986\n", + "6 45.881980\n", + "7 52.931657\n", + "8 68.333247\n", + "9 46.883394\n", + "10 57.942821\n", + "11 48.035526\n", + "12 41.902708\n", + "13 42.913256\n", + "14 28.438010\n", + "15 50.015111\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(\"train_type_encode\").price.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "fare_encode\n", + "1 31.127219\n", + "2 37.233383\n", + "3 62.442987\n", + "4 82.077189\n", + "5 150.600000\n", + "6 181.000000\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(\"fare_encode\").price.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 分层模型" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [eps, β, α_tmp, β_σ, β_μ, α_σ_tmp, α_μ_tmp]\n", + "Sampling 2 chains: 100%|██████████| 8000/8000 [10:23<00:00, 7.32draws/s] \n" + ] + } + ], + "source": [ + "with pm.Model() as hierarchical_model:\n", + " # 指定åˆå§‹çš„模型å‚数的先验概率分布\n", + " α_μ_tmp = pm.Normal('α_μ_tmp', mu=0., sd=100)\n", + " α_σ_tmp = pm.HalfNormal('α_σ_tmp', 5.)\n", + " β_μ = pm.Normal('β_μ', mu=0., sd=100)\n", + " β_σ = pm.HalfNormal('β_σ', 5.)\n", + "\n", + " # 列车类型特定的模型å‚æ•°\n", + " α_tmp = pm.Normal('α_tmp', mu=α_μ_tmp, sd=α_σ_tmp, shape=n_train_types) \n", + " β = pm.Normal('β', mu=β_μ, sd=β_σ, shape=n_train_types)\n", + " # 模型误差先验,åŠæŸ¯è¥¿åˆ†å¸ƒ\n", + " eps = pm.HalfCauchy('eps', 5.)\n", + "\n", + " #模型定义\n", + " fare_est = α_tmp[train_type_idx] + β[train_type_idx]*df.fare_encode.values\n", + "\n", + " # æ•°æ®ä¼¼ç„¶\n", + " fare_like = pm.Normal('fare_like', mu=fare_est, sd=eps, observed=df.price)\n", + " \n", + " hierarchical_trace = pm.sample(2000, tune=2000, target_accept=.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pm.traceplot(hierarchical_trace, var_names=['α_μ_tmp', 'β_μ', 'α_σ_tmp', 'β_σ', 'eps']); " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "上图中左边一列中α_μ_tmp表示ç«è½¦ç±»åž‹(train_type)æƒé‡å‡å€¼åˆ†å¸ƒï¼ŒÎ²_μ表示å„个ä¸åŒç¥¨ä»·ç±»åž‹(fare)çš„ä»·æ ¼å˜åŒ–的分布。由于ç«è½¦ç±»åž‹(train_type)有16ç§ï¼Œæˆ‘们查看å‰5ç§ç«è½¦ç±»åž‹åœ¨æ¨¡åž‹ä¸­çš„æƒé‡åˆ†å¸ƒ\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pm.traceplot(hierarchical_trace, var_names=['α_tmp'], coords={'α_tmp_dim_0': range(5)});" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Multivariate Time Series Forecasting with LSTMs in Keras.ipynb b/Multivariate Time Series Forecasting with LSTMs in Keras.ipynb new file mode 100644 index 0000000..4308e6c --- /dev/null +++ b/Multivariate Time Series Forecasting with LSTMs in Keras.ipynb @@ -0,0 +1,1600 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "å„ä½æœ‹å‹å¥½,今天我给大家介ç»ä¸€ä¸ªå›½å¤–深度学习大牛Jason Brownlee写的一篇关于多å˜é‡æ—¶é—´åºåˆ—预测的åšå®¢ï¼Œæˆ‘在原文的代ç åŸºç¡€ä¸Šåšäº†ä¸€ç‚¹ç‚¹ä¿®æ”¹ï¼Œåªæ˜¯ä¸ºäº†ä¾¿äºŽå¤§å®¶æ›´å¥½çš„ç†è§£ã€‚在本文中，您将了解如何在Keras深度学习库中为多å˜é‡æ—¶é—´åºåˆ—预测开å‘LSTM模型。读完æˆæœ¬æ–‡åŽï¼Œæ‚¨å°†äº†è§£ï¼š\n", + "\n", + "* 如何将原始数æ®é›†è½¬æ¢ä¸ºå¯ç”¨äºŽæ—¶é—´åºåˆ—预测的数æ®ã€‚\n", + "* 如何准备数æ®å¹¶ä½¿LSTM适åˆå¤šå˜é‡æ—¶é—´åºåˆ—预测问题。\n", + "* 如何进行预测并将结果é‡æ–°è°ƒæ•´å›žåŽŸå§‹å•ä½ã€‚" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 空气污染的预测\n", + "\n", + "在本文中，我们将使用空气质é‡æ•°æ®é›†ã€‚\n", + "\n", + "这个数æ®é›†æ¥è‡ªäºŽåœ¨ç¾Žå›½é©»ä¸­å›½å¤§ä½¿é¦†æ”¶é›†çš„北京五年的æ¯å°æ—¶çš„空气质é‡æ•°æ®ã€‚\n", + "\n", + "æ•°æ®åŒ…括日期时间，PM2.5浓度，以åŠåŒ…括露点，温度，气压，风å‘，风速和累积的下雪å°æ—¶æ•°çš„天气信æ¯ã€‚原始数æ®ä¸­çš„完整功能列表如下：\n", + "\n", + "* No : è¡Œå·\n", + "* year,month,day,hour : 表示年，月，日，å°æ—¶\n", + "* pm2.5 : pm2.5污染浓度\n", + "* DEWP : 露点（空气中水气å«é‡è¾¾åˆ°é¥±å’Œçš„气温，低于此温度时水气从空气中æžå‡ºå‡æˆæ°´ç ï¼‰ \n", + "* TEMP : 温度\n", + "* PRES : 气压\n", + "* cbwd ：风å‘\n", + "* Iws ： 风速\n", + "* ls : 累积的下雪å°æ—¶æ•°\n", + "* lr : 累积的下å°æ—¶æ•°\n", + "\n", + "\n", + "我们å¯ä»¥ä½¿ç”¨è¿™äº›æ•°æ®å¹¶æž„建一个预测问题，我们想通过å‰ä¸€ä¸ªå°æ—¶çš„天气æ¡ä»¶å’Œpm2.5浓度，æ¥é¢„测下一个å°æ—¶çš„pm2.5浓度。\n", + "\n", + "你们å¯ä»¥åœ¨è¿™é‡Œä¸‹è½½ç©ºæ°”è´¨é‡æ•°æ®(https://raw.githubusercontent.com/jbrownlee/Datasets/master/pollution.csv)\n", + "\n", + "下é¢æˆ‘们查看一下数æ®" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import datetime\n", + "from math import sqrt\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import mean_squared_error\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "43824\n", + "[2010 2011 2012 2013 2014]\n" + ] + } + ], + "source": [ + "df = pd.read_csv('./data/pollution.csv')\n", + "print(len(df))\n", + "df.head(10)\n", + "print(df.year.unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„æ•°æ®ä¸­æˆ‘们看到数æ®é›†ä¸­æ€»å…±æœ‰43824æ¡è®°å½•ï¼Œæ—¶é—´æ˜¯ä»Ž2010至2014总共5å¹´çš„æ•°æ®ï¼Œæ•°æ®é›†ä¸­å‰næ¡æ•°æ®çš„pm2.5的值是空值(NaN),下é¢æˆ‘们è¦å¯¹æ•°æ®åšä¸€äº›æ¸…洗工作，我们è¦åˆå¹¶å¹´ï¼Œæœˆï¼Œæ—¥ï¼Œå°æ—¶å¹¶å°†å…¶è®¾ç½®ä¸ºç´¢å¼•ä¾‹ï¼ŒåŒæ—¶åˆ é™¤åŽŸæ¥çš„å¹´,月,æ—¥,å°æ—¶å­—段。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pm2.5DEWPTEMPPREScbwdIwsIsIr
date
2010-01-01 00:00:00NaN-21-11.01021.0NW1.7900
2010-01-01 01:00:00NaN-21-12.01020.0NW4.9200
2010-01-01 02:00:00NaN-21-11.01019.0NW6.7100
2010-01-01 03:00:00NaN-21-14.01019.0NW9.8400
2010-01-01 04:00:00NaN-20-12.01018.0NW12.9700
\n", + "
" + ], + "text/plain": [ + " pm2.5 DEWP TEMP PRES cbwd Iws Is Ir\n", + "date \n", + "2010-01-01 00:00:00 NaN -21 -11.0 1021.0 NW 1.79 0 0\n", + "2010-01-01 01:00:00 NaN -21 -12.0 1020.0 NW 4.92 0 0\n", + "2010-01-01 02:00:00 NaN -21 -11.0 1019.0 NW 6.71 0 0\n", + "2010-01-01 03:00:00 NaN -21 -14.0 1019.0 NW 9.84 0 0\n", + "2010-01-01 04:00:00 NaN -20 -12.0 1018.0 NW 12.97 0 0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['date']=df.apply(lambda x:datetime.datetime(x[\"year\"], x[\"month\"], x[\"day\"],x[\"hour\"]), axis=1)\n", + "df = df.set_index(['date'])\n", + "df.drop(['No','year','month','day','hour'], axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "接下æ¥æˆ‘们é‡æ–°å‘½åæ•°æ®é›†çš„字段å,并删除å‰24æ¡pm2.5的值为空的记录" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pollutiondewtemppresswnd_dirwnd_spdsnowrain
date
2010-01-02 00:00:00129.0-16-4.01020.0SE1.7900
2010-01-02 01:00:00148.0-15-4.01020.0SE2.6800
2010-01-02 02:00:00159.0-11-5.01021.0SE3.5700
2010-01-02 03:00:00181.0-7-5.01022.0SE5.3610
2010-01-02 04:00:00138.0-7-5.01022.0SE6.2520
\n", + "
" + ], + "text/plain": [ + " pollution dew temp press wnd_dir wnd_spd snow rain\n", + "date \n", + "2010-01-02 00:00:00 129.0 -16 -4.0 1020.0 SE 1.79 0 0\n", + "2010-01-02 01:00:00 148.0 -15 -4.0 1020.0 SE 2.68 0 0\n", + "2010-01-02 02:00:00 159.0 -11 -5.0 1021.0 SE 3.57 0 0\n", + "2010-01-02 03:00:00 181.0 -7 -5.0 1022.0 SE 5.36 1 0\n", + "2010-01-02 04:00:00 138.0 -7 -5.0 1022.0 SE 6.25 2 0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns = ['pollution', 'dew', 'temp', 'press', 'wnd_dir', 'wnd_spd', 'snow', 'rain']\n", + "df['pollution'].fillna(0, inplace=True)\n", + "# 删除å‰24å°æ—¶çš„æ•°æ®\n", + "df = df[24:]\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下é¢æˆ‘们对除风å‘(wnd_dir)以外的7个å˜é‡è¿›è¡Œå¯è§†åŒ–，我们è¦æŸ¥çœ‹ä¸€ä¸‹å®ƒä»¬çš„æ—¶åºå›¾" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "values = df.values\n", + "# 指定è¦å¯è§†åŒ–的例\n", + "groups = [0, 1, 2, 3, 5, 6, 7]\n", + "i = 1\n", + "# plot each column\n", + "plt.figure(figsize=(8,6))\n", + "for group in groups:\n", + " plt.subplot(len(groups), 1, i)\n", + " plt.plot(values[:, group])\n", + " plt.title(df.columns[group], y=0.5, loc='right')\n", + " i += 1\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 多å˜é‡LSTM预测模型\n", + "\n", + "在目å‰è¿™ä¸ªåº”用场景中,我们的特å¾å˜é‡æœ‰7个(除pollutionå˜é‡ä»¥å¤–的所有å˜é‡)，而我们的目标å˜é‡åªæœ‰ä¸€ä¸ª(pollution)，我们想通过å‰ä¸€å°æ—¶çš„7个特å¾å˜é‡æ¥é¢„测åŽä¸€å°æ—¶çš„污染浓度å˜é‡(pollution)，这就是一个典型的多å˜é‡æ—¶é—´åºåˆ—预测的问题。下é¢æˆ‘们è¦ä½¿ç”¨LSTM模型æ¥è§£å†³è¿™ä¸ªå¤šå˜é‡æ—¶é—´åºåˆ—的预测问题。\n", + "\n", + "## 为LSTM模型准备数æ®\n", + "\n", + "这里将是本文的一个é‡ç‚¹,ç›®å‰çš„我们的数æ®é›†æ˜¯ä¸€ä¸ªæ—¶é—´åºåˆ—æ•°æ®é›†ï¼Œå®ƒæ²¡æœ‰æ ‡ç­¾ï¼ŒæŽ¥ä¸‹æ¥æˆ‘们è¦åšçš„就是将时间åºåˆ—æ•°æ®è½¬æ¢æˆç›‘ç£å­¦ä¹ çš„æ•°æ®å¹¶ä¸”生æˆæ ‡ç­¾ã€‚然åŽå¯¹è¾“入的å˜é‡è¿›è¡Œæ ‡å‡†åŒ–处ç†ã€‚ 考虑到污染测é‡å’Œå‰ä¸€æ—¶åˆ»(t-1)的天气æ¡ä»¶ï¼Œæˆ‘们将监ç£å­¦ä¹ é—®é¢˜å®šä¸ºé¢„测当å‰å°æ—¶ï¼ˆt）的污染。\n", + "\n", + "如何将时间åºåˆ—æ•°æ®è½¬æ¢æˆç›‘ç£å­¦ä¹ çš„æ•°æ®ï¼Ÿè¿™é‡Œæˆ‘们定义了一个函数:series_to_supervised(), 它通过数æ®å¹³ç§»çš„æ–¹å¼å°†æˆ‘们的目标å˜é‡å‰ç§»ä¸€ä¸ªæ—¶é—´å•ä½ï¼Œè¿™æ ·å°±å½¢æˆäº†æ•°æ®çš„标签,有了标签它就å˜æˆäº†ç›‘ç£å­¦ä¹ çš„æ•°æ®ï¼Œè¿™æ ·æˆ‘们就å¯ä»¥è®­ç»ƒlstm模型了。" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# å°†åºåˆ—转æ¢æˆç›‘ç£å¼å­¦ä¹ \n", + "def series_to_supervised(data, n_in=1, n_out=1, dropnan=True):\n", + " n_vars = 1 if type(data) is list else data.shape[1]\n", + " df = pd.DataFrame(data)\n", + " cols, names = list(), list()\n", + " # 输入åºåˆ—(t-n, ... t-1)\n", + " for i in range(n_in, 0, -1):\n", + " cols.append(df.shift(i))\n", + " names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n", + " # 预测åºåˆ— (t, t+1, ... t+n)\n", + " for i in range(0, n_out):\n", + " cols.append(df.shift(-i))\n", + " if i == 0:\n", + " names += [('var%d(t)' % (j+1)) for j in range(n_vars)]\n", + " else:\n", + " names += [('var%d(t+%d)' % (j+1, i)) for j in range(n_vars)]\n", + " # 将他们整åˆåœ¨ä¸€èµ·\n", + " agg = pd.concat(cols, axis=1)\n", + " agg.columns = names\n", + " # 删除那些包å«ç©ºå€¼(NaN)çš„è¡Œ\n", + " if dropnan:\n", + " agg.dropna(inplace=True)\n", + " return agg" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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var1(t-1)var2(t-1)var3(t-1)var4(t-1)var5(t-1)var6(t-1)var7(t-1)var8(t-1)var1(t)
10.1297790.3529410.2459020.5272730.6666670.0022900.0000000.00.148893
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" + ], + "text/plain": [ + " var1(t-1) var2(t-1) var3(t-1) var4(t-1) var5(t-1) var6(t-1) \\\n", + "1 0.129779 0.352941 0.245902 0.527273 0.666667 0.002290 \n", + "2 0.148893 0.367647 0.245902 0.527273 0.666667 0.003811 \n", + "3 0.159960 0.426471 0.229508 0.545454 0.666667 0.005332 \n", + "4 0.182093 0.485294 0.229508 0.563637 0.666667 0.008391 \n", + "5 0.138833 0.485294 0.229508 0.563637 0.666667 0.009912 \n", + "\n", + " var7(t-1) var8(t-1) var1(t) \n", + "1 0.000000 0.0 0.148893 \n", + "2 0.000000 0.0 0.159960 \n", + "3 0.000000 0.0 0.182093 \n", + "4 0.037037 0.0 0.138833 \n", + "5 0.074074 0.0 0.109658 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "values = df.values\n", + "#对风å‘字段进行编ç \n", + "encoder = LabelEncoder()\n", + "values[:,4] = encoder.fit_transform(values[:,4])\n", + "# ç¡®ä¿æ‰€æœ‰å˜é‡éƒ½æ˜¯å®žæ•°åž‹\n", + "values = values.astype('float32')\n", + "#对数æ®è¿›è¡Œæ ‡å‡†åŒ–出æ¥\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaled = scaler.fit_transform(values)\n", + "# 将时间åºåˆ—æ•°æ®è½¬æ¢æˆç›‘ç£å­¦ä¹ æ•°æ®\n", + "reframed = series_to_supervised(scaled, 1, 1)\n", + "# 删除那些ä¸éœ€è¦é¢„测的列\n", + "reframed.drop(reframed.columns[[9,10,11,12,13,14,15]], axis=1, inplace=True)\n", + "reframed.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„输出结果中我们看è§var(t-1)至var8(t-1)为我们的å‰ä¸€å°æ—¶çš„特å¾å˜é‡ï¼Œvar1(t)为当å‰æ—¶åˆ»t的目标å˜é‡ï¼Œvar(t)是var(t-1)进行一次数æ®å¹³ç§»æ‰€äº§ç”Ÿçš„结果。这样我们就å¯ä»¥åˆ©ç”¨t-1时刻的特å¾æ•°æ®æ¥é¢„测t时刻污染浓度。\n", + "\n", + "到目å‰ä¸ºæ­¢æˆ‘们已ç»æœ‰äº†ç‰¹å¾é›†å’Œæ ‡ç­¾ï¼Œä¸‹é¢æˆ‘们就å¯ä»¥ä¸ºLSTM模型准备训练集和测试集了。由于这是时间åºåˆ—çš„æ•°æ®,t时刻的污染浓度和t-1时刻的天气æ¡ä»¶æ˜¯æœ‰å¯†åˆ‡å…³ç³»çš„，所以在准训练集和测试集时，我们ä¸èƒ½å¯¹åŽŸå§‹æ•°æ®è¿›è¡Œä¹±åºæ“作。这里我们è¦æŒ‰é¡ºåºå°†ç¬¬ä¸€å¹´çš„æ•°æ®ä½œä¸ºè®­ç»ƒé›†ï¼Œå°†åŽé¢å››å¹´çš„æ•°æ®ä½œä¸ºæµ‹è¯•é›†ã€‚然åŽæˆ‘们将训练集和测试集转化æˆ3维数组的格å¼ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8760, 1, 8) (8760,) (35039, 1, 8) (35039,)\n" + ] + } + ], + "source": [ + "# 将数æ®åˆ†å‰²ä¸ºè®­ç»ƒé›†å’Œæµ‹è¯•é›†\n", + "values = reframed.values\n", + "n_train_hours = 365 * 24\n", + "train = values[:n_train_hours, :]\n", + "test = values[n_train_hours:, :]\n", + "# 分离出特å¾é›†ä¸Žæ ‡ç­¾\n", + "train_X, train_y = train[:, :-1], train[:, -1]\n", + "test_X, test_y = test[:, :-1], test[:, -1]\n", + "# 转æ¢æˆ3维数组 [样本数, 时间步 ,特å¾æ•°]\n", + "train_X = train_X.reshape((train_X.shape[0], 1, train_X.shape[1]))\n", + "test_X = test_X.reshape((test_X.shape[0], 1, test_X.shape[1]))\n", + "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们å¯ä»¥çœ‹åˆ°ï¼Œåœ¨è®­ç»ƒé›†ä¸­æˆ‘们用8åƒå¤šä¸ªå°æ—¶çš„æ•°æ®ç”¨äºŽè®­ç»ƒæ¨¡åž‹ï¼Œç„¶åŽå¯¹3W多å°æ—¶çš„测试数æ®è¿›è¡Œé¢„测和评估。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 定义LSTM模型\n", + "\n", + "我们将定义一个LSTM模型，在它的第一个éšè—层中有50个神ç»å…ƒï¼Œåœ¨è¾“出层中有1个神ç»å…ƒç”¨äºŽé¢„测污染浓度。输入数æ®çš„维度将是1个时间步(å³1å°æ—¶)å’Œ8个特å¾ã€‚\n", + "\n", + "我们将使用平å‡ç»å¯¹è¯¯å·®ï¼ˆMAE）æŸå¤±å‡½æ•°å’Œéšæœºæ¢¯åº¦ä¸‹é™çš„有效Adam版本。该模型的批é‡å¤§å°(batch_size)为72çš„50个训练周期。请记ä½ï¼ŒKeras中LSTM的内部状æ€åœ¨æ¯ä¸ªæ‰¹æ¬¡ç»“æŸæ—¶é‡ç½®ï¼Œå› æ­¤å†…部状æ€å¯èƒ½æ˜¯å¤©æ•°çš„函数,è¿™å¯èƒ½ä¼šå¯¹ä½ æœ‰å¸®åŠ©ã€‚\n", + "\n", + "最åŽï¼Œæˆ‘们通过在fit()方法中设置validation_dataå‚æ•°æ¥è·Ÿè¸ªè®­ç»ƒæœŸé—´çš„训练和测试æŸå¤±ã€‚在训练结æŸæ—¶ï¼Œå¯¹è®­ç»ƒå’Œæµ‹è¯•æŸå¤±è¿›è¡Œå¯è§†åŒ–。" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Logging before flag parsing goes to stderr.\n", + "W0825 20:12:11.721156 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n", + "\n", + "W0825 20:12:11.740559 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", + "\n", + "W0825 20:12:11.743970 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n", + "\n", + "W0825 20:12:11.969975 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "lstm_1 (LSTM) (None, 50) 11800 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 1) 51 \n", + "=================================================================\n", + "Total params: 11,851\n", + "Trainable params: 11,851\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "# 创建模型\n", + "model = Sequential()\n", + "model.add(LSTM(50, input_shape=(train_X.shape[1], train_X.shape[2])))\n", + "model.add(Dense(1))\n", + "model.compile(loss='mae', optimizer='adam')\n", + "print(model.summary())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 训练LSTM模型" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "W0825 20:12:12.231505 140736170390400 deprecation.py:323] From /anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/math_grad.py:1250: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.where in 2.0, which has the same broadcast rule as np.where\n", + "W0825 20:12:12.847187 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n", + "\n", + "W0825 20:12:12.953648 140736170390400 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:1020: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 8760 samples, validate on 35039 samples\n", + "Epoch 1/50\n", + " - 2s - loss: 0.0600 - val_loss: 0.0543\n", + "Epoch 2/50\n", + " - 1s - loss: 0.0418 - val_loss: 0.0621\n", + "Epoch 3/50\n", + " - 1s - loss: 0.0253 - val_loss: 0.0536\n", + "Epoch 4/50\n", + " - 1s - loss: 0.0176 - val_loss: 0.0414\n", + "Epoch 5/50\n", + " - 1s - loss: 0.0155 - val_loss: 0.0250\n", + "Epoch 6/50\n", + " - 1s - loss: 0.0151 - val_loss: 0.0180\n", + "Epoch 7/50\n", + " - 1s - loss: 0.0149 - val_loss: 0.0167\n", + "Epoch 8/50\n", + " - 1s - loss: 0.0148 - val_loss: 0.0159\n", + "Epoch 9/50\n", + " - 1s - loss: 0.0149 - val_loss: 0.0156\n", + "Epoch 10/50\n", + " - 1s - loss: 0.0147 - val_loss: 0.0148\n", + "Epoch 11/50\n", + " - 1s - loss: 0.0148 - val_loss: 0.0150\n", + "Epoch 12/50\n", + " - 1s - loss: 0.0148 - val_loss: 0.0149\n", + "Epoch 13/50\n", + " - 1s - loss: 0.0148 - val_loss: 0.0145\n", + "Epoch 14/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0141\n", + "Epoch 15/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0140\n", + "Epoch 16/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0136\n", + "Epoch 17/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0141\n", + "Epoch 18/50\n", + " - 1s - loss: 0.0147 - val_loss: 0.0138\n", + "Epoch 19/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0137\n", + "Epoch 20/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0135\n", + "Epoch 21/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0134\n", + "Epoch 22/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0135\n", + "Epoch 23/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0133\n", + "Epoch 24/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0134\n", + "Epoch 25/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0133\n", + "Epoch 26/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0136\n", + "Epoch 27/50\n", + " - 1s - loss: 0.0148 - val_loss: 0.0136\n", + "Epoch 28/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0134\n", + "Epoch 29/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0133\n", + "Epoch 30/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0134\n", + "Epoch 31/50\n", + " - 1s - loss: 0.0149 - val_loss: 0.0134\n", + "Epoch 32/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0133\n", + "Epoch 33/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0133\n", + "Epoch 34/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 35/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 36/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 37/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 38/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 39/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0132\n", + "Epoch 40/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 41/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 42/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0132\n", + "Epoch 43/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 44/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 45/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 46/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0133\n", + "Epoch 47/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0132\n", + "Epoch 48/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0133\n", + "Epoch 49/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0133\n", + "Epoch 50/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0133\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 训练模型\n", + "history = model.fit(train_X, train_y, epochs=50, batch_size=72, validation_data=(test_X, test_y), verbose=2, shuffle=False)\n", + "# 对æŸå¤±è¿›è¡Œå¯è§†åŒ–\n", + "plt.plot(history.history['loss'], label='train')\n", + "plt.plot(history.history['val_loss'], label='test')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 评估LSTM模型\n", + "\n", + "在模型训练结æŸåŽï¼Œæˆ‘们å¯ä»¥é¢„测整个测试数æ®é›†ã€‚\n", + "\n", + "由于我们在训练模型之å‰å·²ç»å°†æ‰€æœ‰çš„特å¾é›†å’Œæ ‡ç­¾è¿›è¡Œäº†æ ‡å‡†åŒ–处ç†å³å°†æ•°æ®å€¼ç¼©æ”¾åˆ°äº†0-1之间，因此我们的预测结果也是在0-1之间，为了对预测结果进行有效评估，我们必须将预测结果和标签值全部转æ¢æˆæ²¡æœ‰æ ‡å‡†å¤„ç†ä¹‹å‰çš„实际值，这样我们æ‰èƒ½è¿›è¡Œæœ‰æ•ˆè¯„估。\n", + "\n", + "通过将预测结果和测试集的标签值进行逆å‘缩放，我们就得到了实际值，这样我们å¯ä»¥è®¡ç®—模型的误差分数。我们使用å‡æ–¹æ ¹è¯¯å·®(RMSE)作为评估指标。" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test RMSE: 26.404\n" + ] + } + ], + "source": [ + "# 对测试集进行预测\n", + "yhat = model.predict(test_X)\n", + "test_X = test_X.reshape((test_X.shape[0], test_X.shape[2]))\n", + "# 对预测值进行逆标准处ç†\n", + "inv_yhat = np.concatenate((yhat, test_X[:, 1:]), axis=1)\n", + "inv_yhat = scaler.inverse_transform(inv_yhat)\n", + "inv_yhat = inv_yhat[:,0]\n", + "# 对测试集标签进行逆标准化处ç†\n", + "test_y = test_y.reshape((len(test_y), 1))\n", + "inv_y = np.concatenate((test_y, test_X[:, 1:]), axis=1)\n", + "inv_y = scaler.inverse_transform(inv_y)\n", + "inv_y = inv_y[:,0]\n", + "# 计算 RMSE\n", + "rmse = sqrt(mean_squared_error(inv_y, inv_yhat))\n", + "print('Test RMSE: %.3f' % rmse)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 完善LSTM模型:预测未æ¥å¤šå¤©çš„污染浓度\n", + "\n", + "å‰é¢è¿™ä¸ªæ¨¡åž‹æˆ‘们是用t-1时刻的天气数æ®æ¥é¢„测t时刻的污染浓度,也就是说我们åªèƒ½é¢„测未æ¥1å°æ—¶çš„污染情况，有没有办法让我们的模型å¯ä»¥é¢„测未æ¥å‡ ä¸ªå°æ—¶çš„空气污染情况呢？\n", + "\n", + "为了解决预测未æ¥n个å°æ—¶çš„空气污染浓度，我们åªè¦å°†åŽŸå…ˆçš„特å¾é›†å¹³ç§»n个时间步，例如我们è¦é¢„测未æ¥3å°æ—¶çš„污染浓度，我们åªéœ€è¦è°ƒç”¨series_to_supervised方法，并将å‚æ•°n_in设置为3，就å¯ä»¥å°†ç‰¹å¾é›†å¾€å‰å¹³ç§»3个时间步。" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# 设置预测未æ¥3å°æ—¶çš„污染\n", + "n_hours = 3\n", + "n_features = 8\n", + "# 将时间åºåˆ—转æ¢æˆç›‘ç£å­¦ä¹ æ•°æ®é›†\n", + "reframed = series_to_supervised(scaled, n_hours, 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们的数æ®é›†ä¸­æœ‰3 * 8 + 8列。我们将å‰24列作为å‰3å°æ—¶(t-3,t-2,t-1)的特å¾ã€‚我们将在下一个å°æ—¶(t)的污染å˜é‡ä½œä¸ºæ ‡ç­¾ï¼Œå¦‚下所示：" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " var1(t-3) var2(t-3) var3(t-3) var4(t-3) var5(t-3) var6(t-3) \\\n", + "3 0.129779 0.352941 0.245902 0.527273 0.666667 0.002290 \n", + "4 0.148893 0.367647 0.245902 0.527273 0.666667 0.003811 \n", + "5 0.159960 0.426471 0.229508 0.545454 0.666667 0.005332 \n", + "6 0.182093 0.485294 0.229508 0.563637 0.666667 0.008391 \n", + "7 0.138833 0.485294 0.229508 0.563637 0.666667 0.009912 \n", + "8 0.109658 0.485294 0.213115 0.563637 0.666667 0.011433 \n", + "9 0.105634 0.485294 0.213115 0.581818 0.666667 0.014492 \n", + "10 0.124748 0.485294 0.229508 0.600000 0.666667 0.017551 \n", + "11 0.120724 0.470588 0.213115 0.600000 0.666667 0.020610 \n", + "12 0.132797 0.485294 0.229508 0.618183 0.666667 0.023669 \n", + "\n", + " var7(t-3) var8(t-3) var1(t-2) var2(t-2) ... var7(t-1) var8(t-1) \\\n", + "3 0.000000 0.0 0.148893 0.367647 ... 0.000000 0.0 \n", + "4 0.000000 0.0 0.159960 0.426471 ... 0.037037 0.0 \n", + "5 0.000000 0.0 0.182093 0.485294 ... 0.074074 0.0 \n", + "6 0.037037 0.0 0.138833 0.485294 ... 0.111111 0.0 \n", + "7 0.074074 0.0 0.109658 0.485294 ... 0.148148 0.0 \n", + "8 0.111111 0.0 0.105634 0.485294 ... 0.000000 0.0 \n", + "9 0.148148 0.0 0.124748 0.485294 ... 0.000000 0.0 \n", + "10 0.000000 0.0 0.120724 0.470588 ... 0.000000 0.0 \n", + "11 0.000000 0.0 0.132797 0.485294 ... 0.037037 0.0 \n", + "12 0.000000 0.0 0.140845 0.485294 ... 0.000000 0.0 \n", + "\n", + " var1(t) var2(t) var3(t) var4(t) var5(t) var6(t) var7(t) \\\n", + "3 0.182093 0.485294 0.229508 0.563637 0.666667 0.008391 0.037037 \n", + "4 0.138833 0.485294 0.229508 0.563637 0.666667 0.009912 0.074074 \n", + "5 0.109658 0.485294 0.213115 0.563637 0.666667 0.011433 0.111111 \n", + "6 0.105634 0.485294 0.213115 0.581818 0.666667 0.014492 0.148148 \n", + "7 0.124748 0.485294 0.229508 0.600000 0.666667 0.017551 0.000000 \n", + "8 0.120724 0.470588 0.213115 0.600000 0.666667 0.020610 0.000000 \n", + "9 0.132797 0.485294 0.229508 0.618183 0.666667 0.023669 0.000000 \n", + "10 0.140845 0.485294 0.229508 0.636364 0.666667 0.029018 0.037037 \n", + "11 0.152918 0.470588 0.229508 0.636364 0.666667 0.034367 0.000000 \n", + "12 0.148893 0.470588 0.229508 0.636364 0.666667 0.039716 0.000000 \n", + "\n", + " var8(t) \n", + "3 0.0 \n", + "4 0.0 \n", + "5 0.0 \n", + "6 0.0 \n", + "7 0.0 \n", + "8 0.0 \n", + "9 0.0 \n", + "10 0.0 \n", + "11 0.0 \n", + "12 0.0 \n", + "\n", + "[10 rows x 32 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reframed.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['var1(t-3)', 'var2(t-3)', 'var3(t-3)', 'var4(t-3)', 'var5(t-3)',\n", + " 'var6(t-3)', 'var7(t-3)', 'var8(t-3)', 'var1(t-2)', 'var2(t-2)',\n", + " 'var3(t-2)', 'var4(t-2)', 'var5(t-2)', 'var6(t-2)', 'var7(t-2)',\n", + " 'var8(t-2)', 'var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)',\n", + " 'var5(t-1)', 'var6(t-1)', 'var7(t-1)', 'var8(t-1)', 'var1(t)',\n", + " 'var2(t)', 'var3(t)', 'var4(t)', 'var5(t)', 'var6(t)', 'var7(t)',\n", + " 'var8(t)'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(reframed.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# 分离训练集和测试集\n", + "values = reframed.values\n", + "n_train_hours = 365 * 24\n", + "train = values[:n_train_hours, :]\n", + "test = values[n_train_hours:, :]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8760, 24) 8760 (8760,)\n" + ] + } + ], + "source": [ + "# 分离特å¾é›†å’Œæ ‡ç­¾\n", + "n_obs = n_hours * n_features\n", + "train_X, train_y = train[:, :n_obs], train[:, -n_features]\n", + "test_X, test_y = test[:, :n_obs], test[:, -n_features]\n", + "print(train_X.shape, len(train_X), train_y.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "接下æ¥æˆ‘们è¦è®²è®­ç»ƒæ•°æ®å’Œæµ‹è¯•æ•°æ®è½¬æ¢æˆ3维数组格å¼ï¼Œä¸Žä¹‹å‰çš„3维数组ä¸ä¸€æ ·çš„是，此时我们三维数组的第二个维度将是3。" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# 转æ¢æˆ3ç»´æ•°æ®æ ¼å¼ [样本数, 时间步, 特å¾æ•°]\n", + "train_X = train_X.reshape((train_X.shape[0], n_hours, n_features))\n", + "test_X = test_X.reshape((test_X.shape[0], n_hours, n_features))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 训练模型" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 8760 samples, validate on 35037 samples\n", + "Epoch 1/50\n", + " - 2s - loss: 0.0466 - val_loss: 0.0677\n", + "Epoch 2/50\n", + " - 1s - loss: 0.0278 - val_loss: 0.0547\n", + "Epoch 3/50\n", + " - 1s - loss: 0.0221 - val_loss: 0.0297\n", + "Epoch 4/50\n", + " - 1s - loss: 0.0211 - val_loss: 0.0239\n", + "Epoch 5/50\n", + " - 1s - loss: 0.0204 - val_loss: 0.0225\n", + "Epoch 6/50\n", + " - 1s - loss: 0.0201 - val_loss: 0.0200\n", + "Epoch 7/50\n", + " - 1s - loss: 0.0197 - val_loss: 0.0185\n", + "Epoch 8/50\n", + " - 1s - loss: 0.0192 - val_loss: 0.0181\n", + "Epoch 9/50\n", + " - 1s - loss: 0.0187 - val_loss: 0.0179\n", + "Epoch 10/50\n", + " - 1s - loss: 0.0183 - val_loss: 0.0175\n", + "Epoch 11/50\n", + " - 1s - loss: 0.0180 - val_loss: 0.0170\n", + "Epoch 12/50\n", + " - 1s - loss: 0.0176 - val_loss: 0.0166\n", + "Epoch 13/50\n", + " - 1s - loss: 0.0173 - val_loss: 0.0159\n", + "Epoch 14/50\n", + " - 1s - loss: 0.0168 - val_loss: 0.0157\n", + "Epoch 15/50\n", + " - 1s - loss: 0.0166 - val_loss: 0.0160\n", + "Epoch 16/50\n", + " - 1s - loss: 0.0160 - val_loss: 0.0158\n", + "Epoch 17/50\n", + " - 1s - loss: 0.0157 - val_loss: 0.0156\n", + "Epoch 18/50\n", + " - 1s - loss: 0.0155 - val_loss: 0.0155\n", + "Epoch 19/50\n", + " - 1s - loss: 0.0151 - val_loss: 0.0155\n", + "Epoch 20/50\n", + " - 1s - loss: 0.0151 - val_loss: 0.0162\n", + "Epoch 21/50\n", + " - 1s - loss: 0.0150 - val_loss: 0.0161\n", + "Epoch 22/50\n", + " - 1s - loss: 0.0147 - val_loss: 0.0160\n", + "Epoch 23/50\n", + " - 1s - loss: 0.0147 - val_loss: 0.0161\n", + "Epoch 24/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0158\n", + "Epoch 25/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0158\n", + "Epoch 26/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0157\n", + "Epoch 27/50\n", + " - 1s - loss: 0.0146 - val_loss: 0.0156\n", + "Epoch 28/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0156\n", + "Epoch 29/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0152\n", + "Epoch 30/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0153\n", + "Epoch 31/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0156\n", + "Epoch 32/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0155\n", + "Epoch 33/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0153\n", + "Epoch 34/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0153\n", + "Epoch 35/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0150\n", + "Epoch 36/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0145\n", + "Epoch 37/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0145\n", + "Epoch 38/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0143\n", + "Epoch 39/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0141\n", + "Epoch 40/50\n", + " - 1s - loss: 0.0142 - val_loss: 0.0143\n", + "Epoch 41/50\n", + " - 1s - loss: 0.0144 - val_loss: 0.0145\n", + "Epoch 42/50\n", + " - 1s - loss: 0.0142 - val_loss: 0.0139\n", + "Epoch 43/50\n", + " - 1s - loss: 0.0145 - val_loss: 0.0145\n", + "Epoch 44/50\n", + " - 1s - loss: 0.0142 - val_loss: 0.0142\n", + "Epoch 45/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0145\n", + "Epoch 46/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0139\n", + "Epoch 47/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0139\n", + "Epoch 48/50\n", + " - 1s - loss: 0.0142 - val_loss: 0.0138\n", + "Epoch 49/50\n", + " - 1s - loss: 0.0142 - val_loss: 0.0139\n", + "Epoch 50/50\n", + " - 1s - loss: 0.0143 - val_loss: 0.0135\n" + ] + }, + { + "data": { + "image/png": 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+G/gm8MCg7d8Efnvi1R3ZiPPdFFZCsgv6usejOiIiEy6XFv1CYJO7b3b3XuDnwE2DytwE/Ciz/BhwrZkZgJl9GNgMrB2dKg9v5K6bzDQIOiErIhGRS9BPA3YMeN2YWTdkGXdPAu1AjZmVAF8C7hvuC8xsqZmtNLOVzc3NudZ9SDWlwTQI2btudHWsiERLLkFvQ6zzHMvcB3zT3TuH+wJ3f9DdF7j7grq6uhyqlF1BXjANwsgTm6mfXkSiIS+HMo3A9AGv64FdWco0mlkeUAHsBy4FbjGzfwAqgbSZdbv7P51wzYcx7DQIh6cqVoteRKIhl6B/FZhjZrOAncDtwMcHlVkG3AW8BNwCPOPuDlzRX8DMvgp0jnXIwwgXTWmqYhGJmBG7bjJ97p8FngTWA4+6+1ozu9/MPpQp9kOCPvlNwBeA9wzBHE9Biz7bXaY0VbGIREsuLXrc/QngiUHrvjJguRu4dYTP+Opx1O+41JUWZJ+TvqACMHXdiEhkhO7KWAiGWGadBiEWg8IKtehFJDJCGfS1uQyxVB+9iERESIM+h4um1KIXkYgIZdAfuTp2mGkQ1EcvIhERyqDXxGYiIkeEMuj7p0HQVMUiIiEN+oK8OBVFieH76LvbwAfP5CAiEj6hDHoIRt5k7boprIR0EnqHnYJHRCQUQhz0w8x3oxksRSRCQhv0dcNOg6AZLEUkOkIb9LXDTWymGSxFJEJCG/R1ZQV0ZpsGQS16EYmQ8Ab9cGPp1UcvIhES2qCvLcvMdzPUCVm16EUkQsIb9P3z3QzVok8UQyyhPnoRiYTwB/1QI2/MMtMgKOhFJPxCG/S5TYOgrhsRCb/QBn3/NAjDTmymrhsRiYDQBj0E0yBkbdEXqkUvItEQ6qAPro7VDJYiEm2hDvphr47VyVgRiYjQB/2wd5nqaYf0EFfOioiESKiDvn8ahK7eYaZB6G4f30qJiIyzcAf9cDcJPzwNgk7Iiki4hTroc5oGQUMsRSTkQh30daWFQJZpEArVoheRaAh10Oc2sZla9CISbjkFvZktNrMNZrbJzO4ZYnuBmT2S2b7CzBoy6xea2erM4w0zu3l0qz+8mpL+ic2GGHmjPnoRiYgRg97M4sB3gCXAfOAOM5s/qNgngVZ3nw18E3ggs34NsMDdLwAWA/9sZnmjVfmR5OfFqCxODH0yVneZEpGIyKVFvxDY5O6b3b0X+Dlw06AyNwE/yiw/BlxrZubuh9w9mVlfCPhoVPpYZL1JeF4+JErUdSMioZdL0E8Ddgx43ZhZN2SZTLC3AzUAZnapma0F3gI+PSD4x0Vtaf4wV8dqGgQRCb9cgt6GWDe4ZZ61jLuvcPezgUuAe82s8D1fYLbUzFaa2crm5uYcqpS7rC16yEyDsH9Uv09E5GSTS9A3AtMHvK4HdmUrk+mDrwCOSlB3Xw8cBM4Z/AXu/qC7L3D3BXV1dbnXPgfBxGZZpkGoOxMaX4V0elS/U0TkZJJL0L8KzDGzWWaWD9wOLBtUZhlwV2b5FuAZd/fMe/IAzGwmMA/YOio1z1Ft6TDTIMy5AQ42w+7Xx7NKIiLjasSgz/SpfxZ4ElgPPOrua83sfjP7UKbYD4EaM9sEfAHoH4K5CHjDzFYDvwA+4+4to70Twxl2GoTZ1wEG7ywfzyqJiIyrnIY6uvsTwBOD1n1lwHI3cOsQ73sYePgE63hC6sqCoG/u7GF6dfHRG0tqoP4S2PgkXH3vBNRORGTshfrKWDhyk/CsI2/m3gC7XoeOpnGslYjI+Al/0JeNcJPwOTcGz5ueGqcaiYiMr9AHfU1JAWawu6176AKnnQtlU+GdJ8e3YiIi4yT0QZ+fF+O8+kr+sCnLOWCzoPvm3WchmWUYpojIKSz0QQ9w7ZmTeKOxbfjum94O2P7H8a2YiMg4iETQX3PmJNzhuQ1Zrro9/UqIF2iYpYiEUiSC/uyp5UwuL+CZt7OMrMkvgYZFwTBLEZGQiUTQmxlXz5vEC++00JvMMt3B3Bth3ybY9+74Vk5EZIxFIugBrj5zEh09SVZuzTKJ2ZwbgueN6r4RkXCJTNAvml1LfjzGM2/vHbpA9SyonathliISOpEJ+pKCPC49vTp70EPQqt/2IvR0jl/FRETGWGSCHoJhlptbDrKl5eDQBebeCKle2PzcuNZLRGQsRSrorzlzMkD2Vv2M90FBuUbfiEioRCroZ9QUM3tSKc9mC/p4As64GjY+BT7ut7cVERkTkQp6CC6eWrFlH509WW5dO3cxdOyGPW+Ob8VERMZIJIO+L+X8YWOWq2RnX09wMxJ134hIOEQu6C+eWUVZYR5Pr8/SfVNaB9MugnXLIJllbhwRkVNI5II+EY9x5dw6nt3QTDqdpR9+wSeg6S341yXQ3ji+FRQRGWWRC3oIum9aOntYs6t96AIX3gm3PQzNG+Cfr4Qtvx/fCoqIjKJIBv1V8yZhRvbuG4D5H4JPPQvF1fBvN8GL39ZIHBE5JUUy6KtL8rlweiXPbhgm6AHq5sKnnoEzPwhPfRn+719CT8e41FFEZLREMugBrj1rMm82trP3QJZbDPYrKIPb/g2uvx/WL4MfXAeHskyMJiJyEops0F89bxIwzM1IBjKDyz8Hdz4eTGX8H/eMce1EREZPZIP+rCllTKko5LvPbeLlzftye9MZ18AVd8Obj8D6X49tBUVERklkg97M+J+3nE9fyrn9wZf5m5+8RmProZHfeMXfwmnnwq8/DwdzPECIiEygyAY9wKI5tfzuC1fy+evm8PTbTVz7v57nm0+9Q1dvKvub8vLhw9+Drjb47RfHr7IiIscp0kEPUJQf5/PXzeXpv72K6+ZP5n8/vZHrvvE8v3i9ke6+LIF/2rlw5ZdgzeOw9pfjW2ERkWNkfpKNDV+wYIGvXLlywr5/xeZ9fPXf17F+9wHKCvP44HlTueXiaVw0owozO1IwlYQfXAvtO+AzK4KpE0REJoiZrXL3BUNty6lFb2aLzWyDmW0ys/cMOTGzAjN7JLN9hZk1ZNZfb2arzOytzPM1J7Ij4+HS02v49X9ZxI8/eSnXnTWZX76+k49+7yWu/sfn+PbTG9mxP9OPH8+Dm78fjKv/zRd0MZWInLRGbNGbWRx4B7geaAReBe5w93UDynwGOM/dP21mtwM3u/vHzOxCoMndd5nZOcCT7j5tuO+b6Bb9YJ09SX771m4ef62RlzcH4+enVBRy4YxKLpheyZL2R5i+6gH46A/h3FsmuLYiElXDtehzCfr3AV919xszr+8FcPf/MaDMk5kyL5lZHrAHqPMBH25Bv0cLMNXds04LebIF/UCNrYdYvraJ13e08fr2Vhpbu4iT4rH8+zgj3sSD8/+NOXPmsaChmqkVhUd39YiIjKHhgj4vh/dPA3YMeN0IXJqtjLsnzawdqCEI9n4fBV4fKuTNbCmwFGDGjBk5VGli1FcV84lFsw6/bu7o4Y0dbbz2ztc4842/5PY1S/mL1+5hi0/htPJCLm6o4uIZVfzp3FpmTyqbwJqLSJTlEvRDNUsH/wwYtoyZnQ08ANww1Be4+4PAgxC06HOo00mhrqyA6+ZPhvmL4ZInmPaTW3iq6L/z2wv+ieWt1by2rZXfvLkbgNPrSrhh/mncePZkzq+vJBZTa19ExkcuQd8ITB/wuh7YlaVMY6brpgLYD2Bm9cAvgP/k7u+ecI1PVtMuwj6xnLyHb+bPXvsUf3b7T+COa9jZ1sUz65t4cm0TP3hhM99//l0mlxdw/fzJXHvmZBbOqqakIJd/BhGR45NLH30ewcnYa4GdBCdjP+7uaweU+Rvg3AEnYz/i7reZWSXwPHC/uz+eS4VO5j76nBzYDT/+SDAnzkcehLNvPryp/VAfz27Yy5Nr9/Dchma6+lLkxYwLplfyJ2fU8Ceza7lwRiUFefEJ3AERORWd0MnYzAe8H/gWEAcecvevmdn9wEp3X2ZmhcDDwIUELfnb3X2zmf0dcC+wccDH3eDuWecHPuWDHqCrFX56O+xYAR/4R7jkP7+nSHdfilXbWnlxUwt/fHcfbza2kXYoTMRYMLOaSxqquaShigtnVFGUr+AXkeGdcNCPp1AEPUDvIXjsr+Cd/4CGK2DaxTD1wuB+tBXTgxkxBzjQ3ccrm/fz4rstvLx5P2/vOYA75MWMs6dVsLChiotnVnP21HKmVRapj19EjqKgnyipJDz/AGxcDk1rId0XrC+uCUJ/8jlQOwdqZkPNnOBuVpkDwIHuPlZta2Xl1v28uqWV1Y1t9CbTAJTkx5l7WhlnnlbG3MllnHlaOefWV1Cqvn6RyFLQnwySPUHY73oNdr0OO1+HlneOhD9AYWUQ/HXzoP4SmH4p1M6DWIyeZIq1uw6wYU8HG/Z08PaeYLn1UPD+mMG808q5eGYlC2ZWc/HMKuqrijSWXyQiFPQnq1QS2rbBvndh38bgBG7LxuCA0JW5i1VBBdQvCEJ/+sLgkV8CgLvT3NHD+j0dvL69lVXbWnl9exudPUkgGP55fn0lZ08tDx7TKnQhl0hIKehPNe5B+De+EpzQ3fEK7F0POMTygv7+hkXBY/qlh4MfIJV2NuzpYNX2Vl7b1sqbjW1sbjl4eCqequIE86eWc8H0Si6fXcvFM6s0ykckBBT0YdDdDjtehW1/gK1/gJ2vgacGBP8VMOtPgxZ/ouiotx7qTbJ+dwfrdrWzdtcB1u46wPrdB0imnaJEnIWzqrliTi2L5tQyb3KZWvwipyAFfRj1dMKOl2Hri7D1hSPBHy8Iwn7WlXD6lTD1omCmzUE6uvt4efN+/rCxmRc2tbC5+SAA1SX5zJtcxtzJpcyZHJzsnTu5lMri/PHeQxE5Bgr6KOg+ANtfgi2/hy3Pw563gvXl02DBX8FFd0HppKxv39nWxR82NrNqWyvvNHWysamDgwPutDW5vIDLZ9dy7ZmTuWJuLeWFibHeIxE5Bgr6KDq4D7Y8B6//GN59BmKJ4CrdhZ8KRvSM0D3j7uxq7+adpg42NnXw1s4DvLCxmbZDfeTFjEsaqrn2rElcfeYkTq8tGZvuHvdglNL6fwdPQ6IY8gqD50RR8CiqhJJJUFIHJbUQH3QA6uuGg3uhszl4dg/uEFZRP+J/A5FTiYI+6lo2wqs/gNU/hZ4DMOX8IPQrpkPZFCifAmVTIVEYlO/rhtYtwSig/kd7I+niWpqsjjc7y3mhqZAVrSXs8hryi8s5a8rARxmzJ5Ue/0ne7nZ481FY9SNoeis4D2FxSGWd3fqIwsrgl4ung3DvaR+6XHFN8N+h/1F3VrA+1QupvsxzL6STkF8KhRXBo6gyONjoICEnGQW9BHo64c1HgtDfu+6924uqg9bygZ0cNUFp6WlQMQ0OtgTb0smj3tYdK2afVdGYLKcpXcler6SFKuKlNZSUVVFRUUV1TQ11NbVMqavltNoq4kYQxu7Bd7kHQ01fexjW/gKSXUHL++K/hHNvDUI2nYJkN/R1ZR6HgukmDjYHj87M88G9gEHp5OAWjyWTjiyn07B7Nex+I3jsXfee/RlRPD84oBTXZD6//zsyy/mlg/Yts5xfAjMuG7YLbVi9B2Hv29C0JjgIFVUF9SiqPPJcVAUxjaKKIgW9HM09aNkf2A0du+DAriPLvQehalbmit0zoPoMKCw/8t50CjqboG1HcL/c9h3QsQc69uAdTfS17yZ2sIm8VNfx1S2/NLhT10V3BVcPj3XLOdkThP2+d8FiQYjH84MuoHh+EJq9ncGvjK624Lm7LVg+tO/og0xvR27fWTMHGi6HmYuC5/Kpwfp0KjhwHdoHh/YHn9u8IfhVs2cN7N/Me2cIHySWB5UzoPr04N+xelawXD6VYDZxP/ogZPGgG6u4Rr9STnEKehlf7sG9dLvboKcD7+mgrXU/Lfv20da2n72t7Wzb38Wu9m7SbjgwqbyQmupatlZfDvll5OfFyM+LUZB5lBXmUV6YoKwwQXlRsFxelKCyKHHyzPvT1xWEc+/BIEDNgoOHGWBBgG97MRgptf2l4GALwS+mZHdwEBkqyKtPh8lnw+RzM8/zIVFy9EGn/7ljd9Dttn8z7N+avetqsPwyqG44+uAw8/LggC+nBAW9nJQO9iR5o7GN17a1snJbKxv2dNCTTNPb/0ilR/yMokScmbTonogAAAkwSURBVDXFnF5XQkNNCbNqg0dVST4GmFnmGQwjHjdKC/IoLcgjPpEHiHQqGBm17cXguaAs6DorrgnmPCrOLFefAQWlx/cd7sEvhP2bgwMABAce7MjBJ50MfpXtzxwcWrdA67YjU3PUzIEzPwBnfjC4XiMWG429lzGgoJdTUjrt9KbS9CTTdPYkOdDVR0d38Hygu4/2rj4aW7vY0nKQrS0H2b7/EMl07n/Pxfnxw6FfUpBHIm4k4sEvibxYsJyIB8GWdiftjjukPRiV1JtK09WbojuZorsvWO5JpkjEY9SVFVBXWhA8Zx4VRYmjRif1L5lx+HsLMs/5ecF3p91JppxkOp15dvpSabL9b2sGBXlxChJHfg0V5MXJixtpD/6bptJOyp102oN1mQ9zB8fxVIr8jh1U7X6esm1PUdD4RyydxEsnY/OWQN1ZuKdIJpP0JVP09vWRTKZIxgrwyplYdQPxmlnkF5cfrsNxjcrq6w4OQq3boG0r3rodL51E7IKPBwfCYaTTzta9+2nb+ibV9XOpnzKFvPgIB6m+7mDgQfnUET//ZKSgl0joS6XZmQn+A919R4Irc663v0xnT5KDPSk6e/ro7EnS0Z3kUG+KvlTwS6IvlSaZ9sPLZkYs84vADGIWPOfnxShKxClMxClKBOFamIjTm0zT0tlDc0fwaOns4RiOPyedcg5yVWw1i+MruTL+BiV05/S+Zi9nh0+i0evY61XspYoWqmix4LkjVs7pxV3MLWznjPz9TI+1MDndTFVfE0WHGinqbsYGdGX1epx8S9FLgpWlV/HO9FtJzLyUhtpSChNx3t5zgPU7W4lt/yPntS7nelZQYYcA2O3V7EjMoq1sDqnasyicMo/EwSYK9r9Nafs71BzcRE3PDuKkSRLnzYKLWFF8NatLLieZV3L411//30ZfKjjw9qXSYEZVcYLq4nyqS/KpKgmeK4oSpDJl+1JpelNOX+aXamd3ko7uTMOlu48DmQbMotm1/N0H5x/Xv5OCXmQCpdJO66Fe2g4NmKl0QIClncNdVb0Duq76DzKJuJEXj5GIGfFYsJyt2ymVTh/u/upJHlnuS6WJZw5Q8cznxKz/MfA8rB1e7kmm6eoNDopdfSkO9iTp6e4m37sozk9QWJBHUX4+RQUJigryKUgdIq9jB/kHtlHYuYOizh2UHGqkrHsnJb0tJNLDD4/t8zi7vZpd1NLodTR6HR1F0+gtm45VzaSkdjrVB99l9vZHWXjgKUroYl16Jj9JXcu69EzeH1/Bh/JeYjKt9MSK2T3lWvpmXUNXy3Zizeuo6NjIab3bSXD0KKvtPonNsZk0Jmaxr2gWs1KbeV/X89Sl9tJDASvyF/Js3hVsyJtHSayPklgPJfRQEuuhmF7Mk+ztK2RXdwGN3QU09RbSQRFO8AsiRppiuimihyLrpZBedlJHXmHZgHNPeZQXJXjf6TV8YtGsY/nzOkxBLyITq3+kV0cTdO4Jng+1BMNRK+qhYjpeOpkDPc7ejm6KC/KYXFaQvbulp4P0m4+RfOUH5DevCb4iloA512Pn3gpzF0N+8Xvfl+qjp2kD+7evJ1Y+hZLp51BSWvHerqV0OphQcM1jwXDfQ/uObXctRjpRQizZg6V7h9xuk84OZqatvyR4rplzQudAFPQiEk7u0LgyOIk85/rgOoLRluoLphXZvyUY/ptfHIx6yi8OrjuJxQcMvx0wCqqnE/IKgjL9ZRPFwdDd5g3Q+GowR1X/yKiCCrjoL+DGrx1XNYcLet2SSEROXWYw/ZLgMVbiCZh93dh8djod3Iui8dXggFU+bUy+RkEvIjJRYrHgjnJ18+DCO8fua8bsk0VE5KSgoBcRCTkFvYhIyCnoRURCTkEvIhJyCnoRkZBT0IuIhJyCXkQk5E66KRDMrBnYdgIfUQu0jFJ1TiXa72jRfkdLLvs9093rhtpw0gX9iTKzldnmewgz7Xe0aL+j5UT3W103IiIhp6AXEQm5MAb9gxNdgQmi/Y4W7Xe0nNB+h66PXkREjhbGFr2IiAwQmqA3s8VmtsHMNpnZPRNdn7FiZg+Z2V4zWzNgXbWZPWVmGzPPY3CbnYllZtPN7FkzW29ma83sc5n1od53Mys0s1fM7I3Mft+XWT/LzFZk9vsRM8uf6LqOBTOLm9nrZvbrzOuo7PdWM3vLzFab2crMuuP+Ww9F0JtZHPgOsASYD9xhZsd3K/WT3/8BFg9adw/wtLvPAZ7OvA6bJPC37n4WcBnwN5l/47Dvew9wjbufD1wALDazy4AHgG9m9rsV+OQE1nEsfQ5YP+B1VPYb4Gp3v2DAsMrj/lsPRdADC4FN7r7Z3XuBnwM3TXCdxoS7/x7YP2j1TcCPMss/Aj48rpUaB+6+291fyyx3EPzPP42Q77sHOjMvE5mHA9cAj2XWh26/AcysHvgA8IPMayMC+z2M4/5bD0vQTwN2DHjdmFkXFZPdfTcEgQhMmuD6jCkzawAuBFYQgX3PdF+sBvYCTwHvAm3unswUCevf+7eA/wqkM69riMZ+Q3AwX25mq8xsaWbdcf+th+WesTbEOg0nCiEzKwUeBz7v7geCRl64uXsKuMDMKoFfAGcNVWx8azW2zOyDwF53X2VmV/WvHqJoqPZ7gMvdfZeZTQKeMrO3T+TDwtKibwSmD3hdD+yaoLpMhCYzmwKQed47wfUZE2aWIAj5n7j7/8usjsS+A7h7G/AcwTmKSjPrb6iF8e/9cuBDZraVoCv2GoIWftj3GwB335V53ktwcF/ICfythyXoXwXmZM7I5wO3A8smuE7jaRlwV2b5LuBXE1iXMZHpn/0hsN7dvzFgU6j33czqMi15zKwIuI7g/MSzwC2ZYqHbb3e/193r3b2B4P/nZ9z9zwn5fgOYWYmZlfUvAzcAaziBv/XQXDBlZu8nOOLHgYfc/WsTXKUxYWY/A64imM2uCfh74JfAo8AMYDtwq7sPPmF7SjOzRcALwFsc6bP9bwT99KHddzM7j+DEW5ygYfaou99vZqcTtHSrgdeBO929Z+JqOnYyXTd3u/sHo7DfmX38ReZlHvBTd/+amdVwnH/roQl6EREZWli6bkREJAsFvYhIyCnoRURCTkEvIhJyCnoRkZBT0IuIhJyCXkQk5BT0IiIh9/8ByubrRPdN5G4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 定义模型\n", + "model = Sequential()\n", + "model.add(LSTM(50, input_shape=(train_X.shape[1], train_X.shape[2])))\n", + "model.add(Dense(1))\n", + "model.compile(loss='mae', optimizer='adam')\n", + "# 训练模型\n", + "history = model.fit(train_X, train_y, epochs=50, batch_size=72, validation_data=(test_X, test_y), verbose=2, shuffle=False)\n", + "# å¯è§†åŒ–\n", + "plt.plot(history.history['loss'], label='train')\n", + "plt.plot(history.history['val_loss'], label='test')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 评估模型" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test RMSE: 26.332\n" + ] + } + ], + "source": [ + "# 对测试集进行预测\n", + "yhat = model.predict(test_X)\n", + "test_X = test_X.reshape((test_X.shape[0], n_hours*n_features))\n", + "# 对预测数æ®è¿›è¡Œé€†æ ‡å‡†åŒ–\n", + "inv_yhat = np.concatenate((yhat, test_X[:, -7:]), axis=1)\n", + "inv_yhat = scaler.inverse_transform(inv_yhat)\n", + "inv_yhat = inv_yhat[:,0]\n", + "# 对测试集标签进行逆标准化\n", + "test_y = test_y.reshape((len(test_y), 1))\n", + "inv_y = np.concatenate((test_y, test_X[:, -7:]), axis=1)\n", + "inv_y = scaler.inverse_transform(inv_y)\n", + "inv_y = inv_y[:,0]\n", + "# 计算å‡æ–¹æ ¹è¯¯å·®\n", + "rmse = sqrt(mean_squared_error(inv_y, inv_yhat))\n", + "print('Test RMSE: %.3f' % rmse)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/Prophet\346\227\266\351\227\264\345\272\217\345\210\227\351\242\204\346\265\213.ipynb" "b/Prophet\346\227\266\351\227\264\345\272\217\345\210\227\351\242\204\346\265\213.ipynb" new file mode 100644 index 0000000..f475924 --- /dev/null +++ "b/Prophet\346\227\266\351\227\264\345\272\217\345\210\227\351\242\204\346\265\213.ipynb" @@ -0,0 +1,3221 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "在许多商业活动中,季节因素ã€å‡æœŸå› ç´ ç­‰å¯¹å•†å®¶çš„销售活动会起到很大的影å“，如淡季ã€æ—ºå­£ã€å一，五一ã€æ˜¥èŠ‚ç­‰å‡æœŸéƒ½ä¼šå•†å®¶çš„销售é¢äº§ç”Ÿå¾ˆå¤§çš„å½±å“。如何能让我们的模型从数æ®çš„时间åºåˆ—中æ•æ‰åˆ°è¿™ç§æœ‰è§„律的时间的å˜åŒ–特å¾ï¼Œä»Žè€Œä¸ºæˆ‘们æ供更加准确的预测，这正是本文所è¦è®¨è®ºçš„主è¦å†…容。\n", + "这里我们将使用facebook的时间åºåˆ—预测框架Prophet(https://facebook.github.io/prophet/), 关于安装Prophet方法å¯ä»¥çœ‹è¿™ç¯‡åšå®¢:https://blog.csdn.net/qq_23860475/article/details/81354467\n", + "\n", + "prophet是一ç§åŸºäºŽé™„加模型预测时间åºåˆ—æ•°æ®çš„过程，其中éžçº¿æ€§è¶‹åŠ¿ä¸Žå¹´ï¼Œå‘¨å’Œæ—¥çš„季节性å˜åŒ–以åŠå‡æ—¥æ•ˆåº”相å»åˆã€‚它最适åˆå…·æœ‰å¼ºçƒˆå­£èŠ‚性影å“和多个季节历å²æ•°æ®çš„时间åºåˆ—。prophet对丢失数æ®å’Œè¶‹åŠ¿å˜åŒ–具有é²æ£’性，通常å¯ä»¥å¾ˆå¥½åœ°å¤„ç†å¼‚常值。\n", + "\n", + "在本文中，我们将使用时间åºåˆ—分æžæŠ€æœ¯æ¥åˆ†æžå›½å¤–æŸå•†å®¶çš„历å²é”€å”®æ•°æ®,并使用prophetæ¥é¢„测商家未æ¥5周的销售é¢ï¼Œä½ å¯ä»¥åœ¨è¿™é‡Œä¸‹è½½æˆ‘们的数æ®" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import plotly.express as px\n", + "from fbprophet import Prophet\n", + "from sklearn.metrics import mean_squared_error\n", + "from math import sqrt\n", + "from scipy import stats\n", + "from statsmodels.distributions.empirical_distribution import ECDF\n", + "import datetime\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# æ•°æ®è¯´æ˜Ž\n", + "\n", + "* Store: 商家编ç ï¼Œè¿™é‡Œæ€»å…±æœ‰9个商家(1å·-10å·,中间缺9å·)\n", + "* Product：商å“ç¼–ç ,总共有3个商å“\n", + "* Is_Holiday：该周是å¦åŒ…å«å‡æœŸçš„指标：0 =å¦ï¼Œ1 =是\n", + "* Base Price：日常基准价格(未打折扣)\n", + "* Price：æ¯å‘¨çš„实际价格。 如果是促销时期那就是促销价格，å¦åˆ™å°±æ˜¯æ—¥å¸¸åŸºå‡†ä»·æ ¼ã€‚\n", + "* Weekly_Units_Sold：æ¯å‘¨çš„销售数é‡" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StoreProductDateIs_HolidayBase PricePriceWeekly_Units_Sold
0112/5/2010False9.997.99245
1112/12/2010True9.997.99453
2112/19/2010False9.997.99409
3112/26/2010False9.997.99191
4113/5/2010False9.999.99145
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" + ], + "text/plain": [ + " Store Product Date Is_Holiday Base Price Price Weekly_Units_Sold\n", + "0 1 1 2/5/2010 False 9.99 7.99 245\n", + "1 1 1 2/12/2010 True 9.99 7.99 453\n", + "2 1 1 2/19/2010 False 9.99 7.99 409\n", + "3 1 1 2/26/2010 False 9.99 7.99 191\n", + "4 1 1 3/5/2010 False 9.99 9.99 145" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('./data/Sales.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下é¢æˆ‘们对数æ®è¿›è¡Œé¢„处ç†ï¼Œæˆ‘们增加一个weekly_sales(æ¯å‘¨é”€å”®é¢)，year，month，day，week_of_year等字段。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df['Date'] = pd.to_datetime(df['Date'])\n", + "df.set_index('Date', inplace=True)\n", + "\n", + "df['weekly_sales'] = df['Price'] * df['Weekly_Units_Sold']\n", + "df['year'] = df.index.year\n", + "df['month'] = df.index.month\n", + "df['day'] = df.index.day\n", + "df['week_of_year'] = df.index.weekofyear" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StoreProductIs_HolidayBase PricePriceWeekly_Units_Soldweekly_salesyearmonthdayweek_of_year
Date
2010-02-0511False9.997.992451957.552010255
2010-02-1211True9.997.994533619.4720102126
2010-02-1911False9.997.994093267.9120102197
2010-02-2611False9.997.991911526.0920102268
2010-03-0511False9.999.991451448.552010359
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" + ], + "text/plain": [ + " Store Product Is_Holiday Base Price Price Weekly_Units_Sold \\\n", + "Date \n", + "2010-02-05 1 1 False 9.99 7.99 245 \n", + "2010-02-12 1 1 True 9.99 7.99 453 \n", + "2010-02-19 1 1 False 9.99 7.99 409 \n", + "2010-02-26 1 1 False 9.99 7.99 191 \n", + "2010-03-05 1 1 False 9.99 9.99 145 \n", + "\n", + " weekly_sales year month day week_of_year \n", + "Date \n", + "2010-02-05 1957.55 2010 2 5 5 \n", + "2010-02-12 3619.47 2010 2 12 6 \n", + "2010-02-19 3267.91 2010 2 19 7 \n", + "2010-02-26 1526.09 2010 2 26 8 \n", + "2010-03-05 1448.55 2010 3 5 9 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# EDA\n", + "\n", + "为了对数æ®æœ‰ä¸€ä¸ªåˆæ­¥å°è±¡ï¼Œåœ¨è¿™é‡Œæˆ‘们将会对数æ®è¿›è¡Œå¯è§†åŒ–，我们将会画ECDF(ç»éªŒåˆ†å¸ƒå‡½æ•°)图(https://baike.baidu.com/item/%E6%A0%B7%E6%9C%AC%E5%88%86%E5%B8%83%E5%87%BD%E6%95%B0/18885457?fromtitle=%E7%BB%8F%E9%AA%8C%E5%88%86%E5%B8%83%E5%87%BD%E6%95%B0&fromid=7655582&fr=aladdin)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
Store3861.05.1111112.7670031.003.005.007.0010.00
Product3861.02.0000000.8166021.001.002.003.003.00
Base Price3861.012.5541036.0790435.996.9910.9919.9921.99
Price3861.011.7660845.9761964.015.9910.0019.9921.99
Weekly_Units_Sold3861.0215.952603236.27339713.0069.00130.00278.002557.00
weekly_sales3861.01896.0546851789.384621229.77778.701476.722330.1125570.00
year3861.02010.9650350.7970612010.002010.002011.002012.002012.00
month3861.06.4475523.2384761.004.006.009.0012.00
day3861.015.6783228.7562341.008.0016.0023.0031.00
week_of_year3861.025.81818214.1299331.0014.0026.0038.0052.00
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "Store 3861.0 5.111111 2.767003 1.00 3.00 \n", + "Product 3861.0 2.000000 0.816602 1.00 1.00 \n", + "Base Price 3861.0 12.554103 6.079043 5.99 6.99 \n", + "Price 3861.0 11.766084 5.976196 4.01 5.99 \n", + "Weekly_Units_Sold 3861.0 215.952603 236.273397 13.00 69.00 \n", + "weekly_sales 3861.0 1896.054685 1789.384621 229.77 778.70 \n", + "year 3861.0 2010.965035 0.797061 2010.00 2010.00 \n", + "month 3861.0 6.447552 3.238476 1.00 4.00 \n", + "day 3861.0 15.678322 8.756234 1.00 8.00 \n", + "week_of_year 3861.0 25.818182 14.129933 1.00 14.00 \n", + "\n", + " 50% 75% max \n", + "Store 5.00 7.00 10.00 \n", + "Product 2.00 3.00 3.00 \n", + "Base Price 10.99 19.99 21.99 \n", + "Price 10.00 19.99 21.99 \n", + "Weekly_Units_Sold 130.00 278.00 2557.00 \n", + "weekly_sales 1476.72 2330.11 25570.00 \n", + "year 2011.00 2012.00 2012.00 \n", + "month 6.00 9.00 12.00 \n", + "day 16.00 23.00 31.00 \n", + "week_of_year 26.00 38.00 52.00 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set(style = \"ticks\")\n", + "c = '#386B7F' \n", + "figure, axes = plt.subplots(nrows=2, ncols=2)\n", + "figure.tight_layout(pad=2.0)\n", + "plt.subplot(211)\n", + "cdf = ECDF(df['Weekly_Units_Sold'])\n", + "plt.plot(cdf.x, cdf.y, label = \"statmodels\", color = c);\n", + "plt.xlabel('Weekly_Units_Sold'); plt.ylabel('ECDF');\n", + "\n", + "plt.subplot(212)\n", + "cdf = ECDF(df['weekly_sales'])\n", + "plt.plot(cdf.x, cdf.y, label = \"statmodels\", color = c);\n", + "plt.xlabel('Weekly sales');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们å¯ä»¥å‘现：\n", + "* 1.尽管周的销售数é‡æœ€å¤§æŸ¥è¿‡äº†2500，但是80%çš„æ•°æ®ä¸­å‘¨é”€å”®æ•°é‡éƒ½åœ¨500以内。\n", + "* 2.尽管周的销售金é¢æœ€å¤§è¶…过了25K,但是90%çš„æ•°æ®ä¸­å‘¨é”€å”®é‡‘é¢éƒ½åœ¨5K以内。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下é¢æˆ‘们对Store，weekly_sales，Weekly_Units_Sold进行分组统计：" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "Store \n", + "1 429.0 1789.414172 900.074226 769.65 1208.90 1659.17 1957.20 \n", + "2 429.0 2469.447413 1328.162884 1143.48 1579.21 2215.08 2756.55 \n", + "3 429.0 670.924009 366.816321 229.77 459.77 619.69 730.78 \n", + "4 429.0 3078.462145 1746.147872 1099.45 1818.18 2626.61 3837.51 \n", + "5 429.0 588.922984 242.628977 285.87 461.23 519.74 613.53 \n", + "6 429.0 2066.705082 1163.284768 890.19 1418.58 1758.40 2156.40 \n", + "7 429.0 955.115058 489.084883 389.61 649.35 857.61 1041.51 \n", + "8 429.0 1352.094056 811.326288 516.53 846.23 1275.87 1491.51 \n", + "10 429.0 4093.407249 3130.087191 1483.65 2462.88 3707.81 4510.47 \n", + "\n", + " max \n", + "Store \n", + "1 6816.59 \n", + "2 9110.00 \n", + "3 2650.00 \n", + "4 13753.12 \n", + "5 2264.97 \n", + "6 7936.03 \n", + "7 3270.00 \n", + "8 6656.67 \n", + "10 25570.00 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Store')['weekly_sales'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Store\n", + "1 86699\n", + "2 121465\n", + "3 31689\n", + "4 158718\n", + "5 27300\n", + "6 97698\n", + "7 44027\n", + "8 65273\n", + "10 200924\n", + "Name: Weekly_Units_Sold, dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Store')['Weekly_Units_Sold'].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„统计结果中我们å¯ä»¥çœ‹åˆ°ï¼š\n", + "* 1.在所有的商家中商家10çš„å¹³å‡é”€å”®é‡‘é¢å’Œé”€å”®æ•°é‡éƒ½æ˜¯æœ€å¤§çš„。\n", + "* 2.在所有的商家中商家5çš„å¹³å‡é”€å”®é‡‘é¢å’Œé”€å”®æ•°é‡éƒ½æ˜¯æœ€å°çš„。\n", + "\n", + "下é¢æˆ‘们按是å¦èŠ‚å‡æ—¥æ¥æŸ¥çœ‹å•†å“的销售价格和销售数é‡çš„分布：" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Is_Holiday\", height=4, aspect=.8)\n", + "g.map(sns.barplot, \"Product\", \"Price\");" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Is_Holiday\", height=4, aspect=.8)\n", + "g.map(sns.barplot, \"Product\", \"Weekly_Units_Sold\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„分布图中å¯ä»¥çœ‹è§ï¼š\n", + "* 1.无论是å¦å‡æœŸ,商å“2的销售价格在所有的商å“中是最低的,而商å“3的价格是最高的。\n", + "* 2.无论是å¦å‡æœŸå•†å“2的销售数é‡æ˜¯æœ€é«˜çš„。\n", + "* 3.当å‡æœŸæ—¶å•†å“3的销售é‡æ˜¯æœ€ä½Žçš„，而éžå‡æœŸæ—¶å•†å“3和商å“1的销售é‡ç›¸å·®æ— å‡ ã€‚\n", + "\n", + "从中我们å¯ä»¥æ€»ç»“出商å“的销售价格在å‡æœŸå’Œéžå‡æœŸæ—¶æ²¡æœ‰å¤ªå¤§å˜åŒ–，商å“的销售数é‡åœ¨å‡æœŸå’Œéžå‡æœŸæ—¶æœ‰ç•¥å¾®çš„差异\n", + "\n", + "下é¢æˆ‘们查看密度分布图" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, row=\"Is_Holiday\",\n", + " height=1.7, aspect=4,)\n", + "g.map(sns.distplot, \"Weekly_Units_Sold\", hist=False, rug=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, x= 'Is_Holiday',y= 'Weekly_Units_Sold',hue= 'Store');" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, x= 'Is_Holiday',y= 'Weekly_Units_Sold',hue= 'Product');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们å¯ä»¥çœ‹è§ï¼š\n", + "* 1.大多数商家在节å‡æ—¥çš„å¹³å‡é”€å”®æ•°é‡ä¸Žæ—¥å¸¸çš„å¹³å‡é”€å”®é‡ç›¸å·®ä¸å¤§,而商家10在节å‡æ—¥çš„销售é‡æœ‰æ˜Žæ˜¾çš„å‡å°‘\n", + "* 2.商å“1在节å‡æ—¥å¹³å‡é”€å”®æ•°é‡æ˜Žæ˜¾å¢žåŠ ï¼Œè€Œå•†å“2和商å“3在节å‡æ—¥çš„å¹³å‡é”€å”®æ•°é‡æœ‰è¾ƒä¸ºæ˜Žæ˜¾çš„å‡å°‘\n", + "\n", + "下é¢æˆ‘们查看æ¯ç§å•†å“的销售价格和销售数é‡çš„散点图：" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Product\", row=\"Is_Holiday\", margin_titles=True, height=3)\n", + "g.map(plt.scatter, \"Price\", \"Weekly_Units_Sold\", color=\"#338844\", edgecolor=\"white\", s=50, lw=1)\n", + "g.set(xlim=(0, 30), ylim=(0, 2600));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„散点图中我们å¯ä»¥çœ‹è§ï¼š\n", + "\n", + "* 1.æ¯ä¸ªå•†å“在å‡æœŸæˆ–éžå‡æœŸæœŸé—´éƒ½æœ‰è‡³å°‘2个或以上的价格，除商å“3以外,其他商å“的多个价格直接的差异都比较å°ï¼Œè€Œå•†å“3的价格差异较大(有50%的差异)\n", + "* 2.商å“3在éžå‡æœŸæœŸé—´çš„销售é‡æœ€é«˜ã€‚\n", + "\n", + "下é¢æˆ‘们查看æ¯ä¸ªå•†å®¶çš„销售价格和销售数é‡çš„散点图：" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", hue=\"Product\", margin_titles=True, col_wrap=3)\n", + "g.map(plt.scatter, 'Price', 'Weekly_Units_Sold', alpha=.7)\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„散点图中我们å¯ä»¥çœ‹è§ï¼š\n", + "\n", + "* 所有的9个商家都销售商å“1ã€å•†å“2ã€å•†å“3这三ç§å•†å“，而商å“3在所有商家都存在打折销售的情况，并且在商家10的销售é‡æœ€å¤§ã€‚\n", + "\n", + "下é¢æˆ‘们按月份查看æ¯ä¸ªå•†å®¶é”€å”®æ•°é‡çš„点图：" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", col_wrap=3, height=3, ylim=(0, 1000))\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", color=\".3\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„散点图中我们å¯ä»¥çœ‹è§ï¼š\n", + "* 1.æ¯ä¸ªå•†å®¶çš„销售数é‡éƒ½å‘ˆçŽ°å‡ºå­£èŠ‚性的波动,7月份销售数é‡æœ€å¤§ï¼Œå•†å®¶10在7月的销售数é‡æ˜¯æœ€å¤§çš„。\n", + "\n", + "下é¢æˆ‘们查看商å“的点图：" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Product\", col_wrap=3, height=3, ylim=(0, 1000))\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", color=\".3\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„图中我们å‘现：\n", + "* 1.商å“1å—季节性影å“较å°,商å“2在4月和7月有两个销售高峰,商å“3在7月是销售数é‡æœ€é«˜å³°,其次在11月份也有一个å°é«˜å³°\n", + "\n", + "下é¢æˆ‘们按商家æ¥æŸ¥çœ‹æ‰€æœ‰çš„3中商å“的销售情况：" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", col_wrap=3, height=3, ylim=(0, 2000), hue='Product', palette=\"Set1\")\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12], alpha=.7)\n", + "g.add_legend();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上é¢çš„图中我们å‘现：\n", + "* 1.商å“2(è“色曲线)在大多数时间在所有商家中的销售é‡æ˜¯æœ€é«˜çš„。\n", + "* 2 商家10中在7月份的时候商å“3(绿色曲线)的销售é‡è¶…过了商å“2\n", + "\n", + "下é¢æˆ‘们查看价格和是å¦å‡æœŸçš„散点回归图：" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.PairGrid(df, y_vars=[\"Weekly_Units_Sold\"], x_vars=[\"Price\", \"Is_Holiday\"], height=4)\n", + "g.map(sns.regplot, color=\".3\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图上我们å‘现：\n", + "* 1.商å“价格越便宜,销售é‡è¶Šå¤§\n", + "* 2.éžå‡æœŸçš„销售é‡è¦é«˜äºŽå‡æœŸçš„销售é‡\n", + "\n", + "下é¢æˆ‘为数æ®é›†å¢žåŠ ä¸€ä¸ªpromotion字段，用æ¥è¯†åˆ«å½“å‰çš„price是å¦æ˜¯ä¼˜æƒ ä»·ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def f(row):\n", + " if row['Base Price'] == row['Price']:\n", + " val = 0\n", + " elif row['Base Price'] > row['Price']:\n", + " val = 1\n", + " else:\n", + " val = -1\n", + " return val\n", + "df['promotion'] = df.apply(f, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, row=\"promotion\",\n", + " height=1.7, aspect=4,)\n", + "g.map(sns.distplot, \"Weekly_Units_Sold\", hist=False, rug=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, x= 'promotion',y= 'Weekly_Units_Sold',hue= 'Store');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们å‘现：\n", + "* 所有的商家在优惠期间的销售é‡éƒ½æœ‰æ‰€ä¸Šå‡" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, x= 'promotion',y= 'Weekly_Units_Sold',hue= 'Product');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们å‘现：\n", + "* 所有的商å“在优惠期间的销售é‡éƒ½æœ‰æ‰€ä¸Šå‡\n", + "\n", + "下é¢æˆ‘们查看10个商家在优惠和éžä¼˜æƒ çš„情况下的销售é‡çš„情况：" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", hue=\"promotion\", palette = 'plasma', row='promotion')\n", + "g = (g.map(plt.scatter, \"Price\", \"Weekly_Units_Sold\")\n", + " .add_legend())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们å‘现：\n", + "\n", + "所有的商家在优惠或éžä¼˜æƒ æœŸé—´éƒ½æœ‰ç›¸ä¼¼çš„价格模å¼ï¼Œå•†å®¶10在优惠期间的销售é‡æœ€å¤§ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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PriceWeekly_Units_Sold
Productpromotion
1010.653866131.637722
18.523333199.171296
206.294348317.388406
14.201429581.099206
3020.70074487.748393
110.409091400.484848
\n", + "
" + ], + "text/plain": [ + " Price Weekly_Units_Sold\n", + "Product promotion \n", + "1 0 10.653866 131.637722\n", + " 1 8.523333 199.171296\n", + "2 0 6.294348 317.388406\n", + " 1 4.201429 581.099206\n", + "3 0 20.700744 87.748393\n", + " 1 10.409091 400.484848" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(['Product', 'promotion'])['Price', 'Weekly_Units_Sold'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#计算相关系数矩阵\n", + "corr_all = df.corr()\n", + "mask = np.zeros_like(corr_all, dtype = np.bool)\n", + "mask[np.triu_indices_from(mask)] = True\n", + "\n", + "f, ax = plt.subplots(figsize = (11, 9))\n", + "\n", + "sns.heatmap(corr_all, mask = mask,\n", + " square = True, linewidths = .5, ax = ax, cmap = \"BuPu\") \n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# store types\n", + "sales_1 = df[df.Store == 1]['weekly_sales']\n", + "sales_2 = df[df.Store == 2]['weekly_sales']\n", + "sales_3 = df[df.Store == 3]['weekly_sales']\n", + "sales_4 = df[df.Store == 4]['weekly_sales']\n", + "sales_5 = df[df.Store == 5]['weekly_sales']\n", + "sales_6 = df[df.Store == 6]['weekly_sales']\n", + "sales_7 = df[df.Store == 7]['weekly_sales']\n", + "sales_8 = df[df.Store == 8]['weekly_sales']\n", + "sales_10 = df[df.Store == 10]['weekly_sales']\n", + "\n", + "f, (ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9) = plt.subplots(9, figsize = (20, 15))\n", + "\n", + "# store types\n", + "sales_1.plot(color = c, ax = ax1)\n", + "sales_2.plot(color = c, ax = ax2)\n", + "sales_3.plot(color = c, ax = ax3)\n", + "sales_4.plot(color = c, ax = ax4)\n", + "sales_5.plot(color = c, ax = ax5)\n", + "sales_6.plot(color = c, ax = ax6)\n", + "sales_7.plot(color = c, ax = ax7)\n", + "sales_8.plot(color = c, ax = ax8)\n", + "sales_10.plot(color = c, ax = ax9);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 总结\n", + "\n", + "* 1. 商家10的销售é‡æœ€å¤§ï¼Œè€Œå•†å®¶5的销售é‡æœ€å°\n", + "* 2. 商å“2的销售é‡åœ¨æ¯ä¸ªæœˆæœºä¼šéƒ½è¦é«˜äºŽå…¶ä»–商å“\n", + "* 3. å‡æœŸä¼¼ä¹Žå¯¹å•†å®¶çš„销售影å“ä¸æ˜¯å¾ˆå¤§\n", + "* 4. 商å“2的价格是最便宜,而商å“3的价格最贵。\n", + "* 5. 大多数商家的销售都收季节性影å“,一般都会出现2个高峰\n", + "* 6. 2月份商å“1的销售é‡æ¯”其他月份略多，4月份产å“2的销售é‡æœ€é«˜ï¼Œè€Œ7月份至9月份的产å“3的销售é‡æœ€é«˜\n", + "* 7. æ¯ä¸ªäº§å“都有其正常价格和促销价格。产å“1和商å“2的正常价格和促销价格之间没有明显的差è·ï¼Œä½†æ˜¯ï¼Œå•†å“3的促销价格å¯ä»¥å‰Šå‡åˆ°å…¶åŽŸå§‹ä»·æ ¼çš„50％。尽管æ¯ä¸ªå•†å®¶éƒ½å¯¹å•†å“3进行了这ç§é™ä»·ï¼Œä½†æ˜¯å•†å®¶10是é™ä»·æœŸé—´é”€é‡æœ€é«˜çš„商店。\n", + "* 8.商家10的商å“3在7月至9月间是最畅销的产å“。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 时间åºåˆ— Prophet\n", + "\n", + "我们将在商家10建立商å“3的时间åºåˆ—分æžï¼Œå¹¶é¢„测商å“3未æ¥50个周的销售é¢ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hoverlabel": { + "namelength": 0 + }, + "hovertemplate": "Date=%{x}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "store_10_pro_3 = df[(df.Store == 10) & (df.Product == 3)].loc[:, ['Base Price', 'Price', 'Weekly_Units_Sold', 'weekly_sales']]\n", + "store_10_pro_3.reset_index(level=0, inplace=True)\n", + "fig = px.line(store_10_pro_3, x='Date', y='weekly_sales')\n", + "fig.update_layout(title_text='周销售é¢çš„时间åºåˆ—')\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "商家10的商å“3的周销售é¢å—季节性影å“éžå¸¸å¤§ï¼Œæ¯å¹´çš„学校暑å‡7月至9月都是一个销售高峰。\n", + "\n", + "下é¢æˆ‘们è¦å®žçŽ°ä¸€ä¸ª prophet模型,并用它æ¥é¢„测未æ¥50周的æ¯å‘¨é”€å”®é‡ã€‚\n", + "\n", + "关于prophet请å‚考这个文档：https://facebook.github.io/prophet/docs/seasonality,_holiday_effects,_and_regressors.html" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "store_10_pro_3 = store_10_pro_3[['Date', 'weekly_sales']].rename(columns = {'Date': 'ds','weekly_sales': 'y'})" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/html": [ + "
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dsyhatyhat_loweryhat_upper
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\n", + "
" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper\n", + "186 2013-08-25 7160.671660 4960.333519 9496.736530\n", + "187 2013-09-01 5542.649115 3159.378143 7821.416571\n", + "188 2013-09-08 3702.377484 1498.006851 6072.045219\n", + "189 2013-09-15 2427.485326 19.145713 4833.346126\n", + "190 2013-09-22 2387.179444 37.303334 4583.965334\n", + "191 2013-09-29 3020.662684 791.739034 5405.640572\n", + "192 2013-10-06 3157.868315 776.674356 5632.041241" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forecast = model.predict(future_dates)\n", + "\n", + "# 预测最åŽä¸€å‘¨çš„日期\n", + "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "看æ¥æˆ‘们的模型能够æ•æ‰åˆ°å­£èŠ‚性因素,它预测了在2013å¹´7月至9月也有一个销售高峰" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot_components(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 评估模型" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RMSE is 1190.0951300150596\n" + ] + } + ], + "source": [ + "metric_df = forecast.set_index('ds')[['yhat']].join(store_10_pro_3.set_index('ds').y).reset_index()\n", + "metric_df.dropna(inplace=True)\n", + "error = mean_squared_error(metric_df.y, metric_df.yhat)\n", + "print('The RMSE is {}'. format(sqrt(error)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 季节性因素\n", + "\n", + "对于Prophetæ¥è¯´ï¼Œæˆ‘们还å¯ä»¥æ·»åŠ è‡ªå·±çš„自定义å‡æœŸå’ŒèŠ‚日。在这里，我们将添加从7月åˆåˆ°9月åˆçš„学校å‡æœŸã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def is_school_holiday_season(ds): \n", + " date = pd.to_datetime(ds)\n", + " starts = datetime.date(date.year, 7, 1)\n", + " ends = datetime.date(date.year, 9, 9)\n", + " return starts < date.to_pydatetime().date() < ends\n", + "\n", + "store_10_pro_3['school_holiday_season'] = store_10_pro_3['ds'].apply(is_school_holiday_season)\n", + "store_10_pro_3['not_school_holiday_season'] = ~store_10_pro_3['ds'].apply(is_school_holiday_season)\n", + "model = Prophet(interval_width=0.95)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.add_seasonality(name='school_holiday_season', period=365, fourier_order=3, condition_name='school_holiday_season')\n", + "model.add_seasonality(name='not_school_holiday_season', period=365, fourier_order=3, condition_name='not_school_holiday_season')\n", + "model.fit(store_10_pro_3)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "forecast = model.make_future_dataframe(periods=50, freq='W')\n", + "forecast['school_holiday_season'] = forecast['ds'].apply(is_school_holiday_season)\n", + "forecast['not_school_holiday_season'] = ~forecast['ds'].apply(is_school_holiday_season)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "forecast = model.predict(forecast)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "model.plot(forecast, xlabel = 'Date', ylabel = 'Weekly sales')\n", + "plt.title('Weekly sales forecast');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 评估模型" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RMSE is 1126.8537546244422\n" + ] + } + ], + "source": [ + "metric_df = forecast.set_index('ds')[['yhat']].join(store_10_pro_3.set_index('ds').y).reset_index()\n", + "metric_df.dropna(inplace=True)\n", + "error = mean_squared_error(metric_df.y, metric_df.yhat)\n", + "print('The RMSE is {}'. format(sqrt(error)))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot_components(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们通过添加的自定义的å‡æœŸæ¡ä»¶ï¼Œä»Žè€Œæ”¹å–„了模型的预测表现,模型的å‡æ–¹æ ¹è¯¯å·®ç”±åŽŸæ¥çš„：1190 下é™åˆ°äº†1120!\n", + "\n", + "å‚考文档： \n", + "Prophet：https://facebook.github.io/prophet/docs/quick_start.html#python-api \n", + "seaborn：https://seaborn.pydata.org/generated/seaborn.FacetGrid.html\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/alignment_guide.md b/alignment_guide.md new file mode 100644 index 0000000..183848b --- /dev/null +++ b/alignment_guide.md @@ -0,0 +1,107 @@ +# ðŸ› ï¸ FastUMI æ•°æ®é‡‡é›†ï¼šT265 å标系对é½ä¸Žå¤ä½æŒ‡å— + +在使用基于 Intel RealSense T265 的手æŒè®¾å¤‡ï¼ˆå¦‚ FastUMI）进行机器人æ“作数æ®é‡‡é›†æ—¶ï¼Œ**“对é½â€ï¼ˆAlignment）或“å¤ä½â€ï¼ˆReset）是最关键的一步**。 + +本指å—将通过图文为您详细说明为什么需è¦å¯¹é½ï¼Œä»¥åŠå¦‚何正确地进行物ç†æ“作。 + +--- + +## 1. 为什么è¦è¿›è¡Œâ€œå¯¹é½â€ï¼Ÿ + +T265 追踪相机（视觉里程计）没有内建的ç»å¯¹å标感。当你å¯åŠ¨å½•åˆ¶ç¨‹åºçš„瞬间，T265 会武断地宣布： +**“我现在所在的这个点就是宇宙的中心 (0,0,0)，我现在的æœå‘就是正å‰æ–¹ï¼â€** + +### ⌠如果ä¸å¯¹é½ï¼ˆé”™è¯¯ç¤ºèŒƒï¼‰ + +如果你éšä¾¿æ‰¾ä¸ªåœ°æ–¹æŒ‰ä¸‹äº†â€œå¼€å§‹å½•åˆ¶â€ï¼Œé‚£ä¹ˆæ¯æ¬¡ç”Ÿæˆçš„轨迹数æ®éƒ½ä¼šè½åœ¨ä¸åŒçš„å标系中。机器人学习算法看到的数æ®å°±åƒä¸‹é¢è¿™æ ·æ··ä¹±ï¼š + +```mermaid +graph TD + subgraph "现实物ç†ç©ºé—´ (目标æ¯å­ä½ç½®å›ºå®š)" + Cup((æ¯å­)) + end + + subgraph "T265 è®°å½•çš„æ•°æ® (å› å¯åŠ¨ç‚¹ä¸åŒè€Œé”™ä¹±)" + A["演示 1: 在远点按下å¯åŠ¨"] -->|导致| X1(("æ•°æ®è®°å½•: æ¯å­åœ¨ 10m 处")) + B["演示 2: 在近点按下å¯åŠ¨"] -->|导致| X2(("æ•°æ®è®°å½•: æ¯å­åœ¨ 2m 处")) + end + + style Cup fill:#f9f,stroke:#333,stroke-width:2px + style X1 fill:#ff9,stroke:#333,stroke-width:2px + style X2 fill:#ff9,stroke:#333,stroke-width:2px +``` + +### ✅ 正确的对é½ï¼ˆé”šç‚¹æ•ˆåº”） + +通过在æ¯æ¬¡ç‚¹å‡»â€œå¼€å§‹å½•åˆ¶â€ä¹‹å‰ï¼Œå°†æ‰‹æŒè®¾å¤‡æ”¾ç½®åœ¨**åŒä¸€ä¸ªç‰©ç†é”šç‚¹**，我们就强行把 T265 的“éšæœºå标系â€å’Œâ€œæœºå™¨äººçš„ç»å¯¹å标系â€ç»‘定在了一起。 + +```mermaid +graph TD + A["物ç†é”šç‚¹\n(如：桌角)"] -->|固定ä½ç½®å¯åŠ¨| B("T265: 这里是 0,0,0") + B -->|config.json 转æ¢| C{"机器人基座:\n 锚点固定ä½ä½å§¿"} + C -->|输出数æ®| D["所有动作轨迹对é½"] + + style A fill:#bbf,stroke:#333,stroke-width:2px + style D fill:#bfb,stroke:#333,stroke-width:2px +``` + +--- + +## 2. 三ç§å®žç”¨çš„物ç†å¯¹é½æ–¹æ¡ˆ + +为了确ä¿æ¯æ¬¡å¯åŠ¨æ—¶çš„ä½ç½®å’Œè§’度完全一致，以下是实验室中最常用的三ç§æ–¹æ¡ˆï¼ˆæŒ‰ç²¾åº¦ä»Žä½Žåˆ°é«˜æŽ’列）： + +### 方案一：桌é¢æ ‡è®°æ³•ï¼ˆå字胶带） +**精度：⭠| æˆæœ¬ï¼šæžä½Ž** + +这是最简å•çš„方案，适用于对ç»å¯¹ç²¾åº¦è¦æ±‚ä¸æžç«¯çš„任务。 + +1. **准备**：在æ“作å°é¢ä¸Šï¼Œç”¨æœ‰è‰²èƒ¶å¸¦è´´ä¸€ä¸ªæ˜Žæ˜¾çš„“åâ€å­—作为对é½ç‚¹ã€‚ +2. **标定**：测é‡è¿™ä¸ªâ€œåâ€å­—中心到机器人真实底座的物ç†è·ç¦»ï¼ˆX, Y, Z），将数值填入 `config.json` çš„ `base_position`。 +3. **æ“作**： + - æ¯æ¬¡å½•åˆ¶å‰ï¼Œå°†æ‰‹æŒå¤¹çˆªçš„尖端（TCP）或者设备底部的固定点**垂直对准**å字中心。 + - ä¿æŒè®¾å¤‡çš„æœå‘（例如：始终垂直于桌å­è¾¹ç¼˜ï¼‰ã€‚ + - 点击“开始录制â€ã€‚ + +--- + +### 方案二：物ç†æŒ¡å—法（推è，最常用） +**精度：â­â­â­â­ | æˆæœ¬ï¼šä½Ž** + +这是性价比最高的方法，能有效é™åˆ¶ä½ç½®å’Œè§’度误差。 + +1. **准备**：在æ“作å°è¾¹ç¼˜ï¼Œä½¿ç”¨é‡ç‰©ï¼ˆå¦‚两å—方正的铅å—）或 3D 打å°ä¸€ä¸ªç›´è§’底座（Dock），用强力åŒé¢èƒ¶å›ºå®šåœ¨æ¡Œé¢ä¸Šã€‚ +2. **标定**：测é‡æŒ¡å—的内角顶点到机器人基座的è·ç¦»ï¼Œå¡«å…¥ `base_position`。 +3. **æ“作**： + - æ¯æ¬¡å½•åˆ¶å‰ï¼Œå°†æ‰‹æŒè®¾å¤‡çš„手柄底部**紧紧é ä½**挡å—的直角内部。 + - ç¡®ä¿è®¾å¤‡çš„背é¢è´´ç´§æŒ¡å—的一侧（ä¿è¯æœå‘一致）。 + - 确认设备稳定åŽï¼Œç‚¹å‡»â€œå¼€å§‹å½•åˆ¶â€ã€‚ + - 录制开始åŽï¼Œå†æŠŠè®¾å¤‡æ‹¿èµ·æ¥åŽ»æ‰§è¡Œæ“作。 + +--- + +### 方案三：机器人夹æŒæ³•ï¼ˆæœ€é«˜ç²¾åº¦ï¼‰ +**精度：â­â­â­â­â­ | æˆæœ¬ï¼šé«˜ï¼ˆéœ€è¦æ“作机械臂）** + +如果你的终æžç›®æ ‡æ˜¯åœ¨çœŸå®žæœºå™¨äººä¸Šè¿›è¡Œæ¯«ç±³çº§çš„抓å–，这是最严谨的方法。 + +1. **准备**：编写一个简å•çš„脚本，让真实机械臂移动到一个固定的“Homeâ€ä½ç½®ï¼ˆä¾‹å¦‚æ­£å‰æ–¹ï¼Œå§¿æ€åž‚ç›´å‘下）。 +2. **æ“作**： + - 在录制开始å‰ï¼Œæ“ä½œè€…æ‹¿ç€ FastUMI 采集器，将采集器的夹爪与真实机器人的夹爪（或法兰盘特定ä½ç½®ï¼‰**物ç†å¯¹æŽ¥**（例如：互相咬åˆï¼Œæˆ–者é æ­»ï¼‰ã€‚ + - 此时，采集器的ä½å§¿è¢«æœºæ¢°è‡‚死死é™åˆ¶ä½äº†ã€‚ + - 第二个人在电脑上点击“开始录制â€ã€‚ + - 录制开始åŽï¼Œæ“作者移开采集器，去执行演示动作。 +3. **é…ç½®**：此时 `config.json` 中的 `base_position` 就是机器人这个“Homeâ€ä½ç½®çš„精确å标。 + +--- + +## 3. 常è§é—®é¢˜æŽ’查 (Troubleshooting) + +| 现象 | å¯èƒ½åŽŸå›  | 解决办法 | +| :--- | :--- | :--- | +| **机器人回放时，动作总是åå‘一侧几厘米** | `base_position` 测é‡ä¸å‡†ï¼Œæˆ–者物ç†é”šç‚¹ç§»åŠ¨äº†ã€‚ | é‡æ–°æ‹¿å·å°ºç²¾ç¡®æµ‹é‡é”šç‚¹åˆ°æœºå™¨äººåº•åº§çš„è·ç¦»å¹¶æ›´æ–° config。 | +| **机器人回放时，高度（Z轴）越æ¥è¶Šä½Žï¼Œæœ€åŽç ¸æ¡Œå­** | T265 å¯åŠ¨æ—¶çš„俯仰角（Pitch）没对准。å¯åŠ¨æ—¶å¯èƒ½æ‰‹æŠ–让设备往下倾斜了。 | 使用**物ç†æŒ¡å—法**，确ä¿å¯åŠ¨æ—¶è®¾å¤‡æ˜¯ç»å¯¹åž‚ç›´/水平的。 | +| **轨迹å¶å°”会“瞬移â€æˆ–大范围漂移** | T265 在采集过程中镜头被é®æŒ¡ï¼Œæˆ–者周围环境特å¾å¤ªå°‘（如大é¢ç§¯ç™½å¢™ï¼‰ã€‚ | ä¿è¯ç›¸æœºè§†é‡Žæ¸…晰；在桌é¢ä¸Šæ”¾ä¸€äº›æœ‰çº¹ç†çš„物体帮助 T265 定ä½ã€‚ | + +--- +**总结**：数æ®é‡‡é›†çš„真ç†æ˜¯â€”—**垃圾进，垃圾出 (Garbage In, Garbage Out)**。花 10 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+"5","Australia","AUS",1964,23758539590.0997,6.97872371922269,8.40270551508845,13.7644951447158,14.9382483265768,11167000,11.167 +"6","Australia","AUS",1965,25931235300.7056,5.98345003182685,8.68886576482831,15.2673404163427,13.220177939017,11388000,11.388 +"7","Australia","AUS",1966,27261731436.891,2.38249118683902,8.97502601456816,15.1302275901734,12.9323802481308,11651000,11.651 +"8","Australia","AUS",1967,30389741292.418,6.30238571187178,9.28720083246618,13.8934954855353,12.8837295006449,11799000,11.799 +"9","Australia","AUS",1968,32657632433.6432,5.09586806107485,9.5213319458897,14.4855967078189,12.2976680384088,12009000,12.009 +"10","Australia","AUS",1969,36620002239.8925,7.04415869047823,9.83350676378772,13.3341488776072,11.9548596244419,12263000,12.263 +"11","Australia","AUS",1970,41261059469.1455,7.17218249969342,10.1716961498439,13.2213234894957,12.9770370772488,12507000,12.507 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+"40","Australia","AUS",1999,388395162301.04,5.01806394269731,71.2018730489074,20.8021606935129,18.3539555437955,18926000,18.926 +"41","Australia","AUS",2000,415034227218.489,3.94318908229896,74.3756503642039,21.6041545927346,19.4434818925066,19153000,19.153 +"42","Australia","AUS",2001,378215090694.43,1.93310572881344,77.6534859521332,22.1489118374042,22.2351816063772,19413000,19.413 +"43","Australia","AUS",2002,394486709920.469,4.00302228370373,79.9687825182102,20.7912269229902,20.7831361256753,19651400,19.6514 +"44","Australia","AUS",2003,466294700058.241,2.98574490463473,82.1540062434963,21.20985026754,19.1030041417487,19895400,19.8954 +"45","Australia","AUS",2004,611904253805.662,4.00110552014283,84.0790842872008,19.936527496033,17.2197648262353,20127400,20.1274 +"46","Australia","AUS",2005,692641708013.833,3.19031634041626,86.3423517169615,21.0293134437218,18.2853024685462,20394800,20.3948 +"47","Australia","AUS",2006,745521862833.184,2.83423251220411,89.4120707596254,21.7258081848393,19.9081266903614,20697900,20.6979 +"48","Australia","AUS",2007,851962785585.303,3.77732902959087,91.4932362122789,21.8769841818375,20.2305682650706,20827600,20.8276 +"49","Australia","AUS",2008,1052584601611.46,3.65776675972091,95.4734651404787,22.7390989651597,20.1886986630513,21249200,21.2492 +"50","Australia","AUS",2009,926448240318.068,1.92272729288334,97.1644120707596,22.8264756791295,23.0385074489272,21691700,21.6917 +"51","Australia","AUS",2010,1144260547872.81,2.05294200395332,100,20.8738652537682,19.842519200141,22031750,22.03175 +"52","Australia","AUS",2011,1394280784777.68,2.45110508268402,103.303850156087,20.5050985738418,21.4728411936199,22340024,22.340024 +"53","Australia","AUS",2012,1543411012579.91,3.89194002647891,105.124869927159,21.7681052912881,21.5189738107964,22742475,22.742475 +"54","Australia","AUS",2013,1573696522006.77,2.63948235705639,107.700312174818,21.285861624297,19.9877174384992,23145901,23.145901 +"55","Australia","AUS",2014,1464955475993.76,2.55833752286902,110.379812695109,21.5040832798588,21.0757650196519,23504138,23.504138 +"56","Australia","AUS",2015,1349034029453.37,2.35113644074406,112.044745057232,21.5344232529339,20.0129640731119,23850784,23.850784 +"57","Australia","AUS",2016,1208039015868.39,2.82731051096303,113.475546305931,21.5184465691816,19.2530266256288,24210809,24.210809 +"58","Australia","AUS",2017,1323421072479.07,1.95757542160659,115.686784599376,20.6226164342654,21.2703536282629,24598933,24.598933 diff --git a/data/code.txt b/data/code.txt new file mode 100644 index 0000000..44225e0 --- /dev/null +++ b/data/code.txt @@ -0,0 +1,103 @@ +#È¥ÖØ +df = df.drop_duplicates().reset_index(drop=True) +#ɾ³ýijһÁÐ +df2=df2.drop(cols,axis=1) +#ɾ³ýÁ½ÐÐ +df.drop(index=[0, 1]) + +#dateת×Ö·û´® + +from datetime import datetime, date, time +d = date.fromisoformat('2018-09-22') +t = time.fromisoformat('16:28:22') +dt = datetime.fromisoformat('2018-09-22') + +sdate = pd.to_datetime(ds).strftime('%Y-%m-%d') +st = "2019-01-20 00:00:00" +dt = datetime.datetime.strptime(st, '%Y-%m-%d %H:%M:%S') +st = "2019-01-20" +dt = datetime.datetime.strptime(st, '%Y-%m-%d') +start=pd.to_datetime('2017-01-01') + + + +#ÐÞ¸ÄÀàÐÍ +train['tf_status'] = t1['tf_status'].astype(np.int64) + +#ÐÞ¸ÄÈÕÆÚÀàÐÍ +df['ds'] = pd.to_datetime(df['ds']) + +#ÐÞ¸Ä×Ö¶ÎÃû +df.rename(columns={'#studentid':'studentid'}, inplace = True) + +#¼ÓÄêÔ +df['year']=df.datetime.apply(lambda x: x.year) +df['month'] = df.datetime.apply(lambda x: x.month) +df['year'] = df['year'].astype(np.int64) +df['month'] = df['month'].astype(np.int64) + +#ɾ³ý×ֶΠ+df.drop(['#id'], axis=1, inplace=True) + +#²é¿´Êý¾ÝÖж¥²¿10%µÄÊý¾Ý +print(df.weeks.quantile(np.arange(.9,1,.01))) + +#ÉèÖÃË÷Òý +df = df.set_index(['hetongdetailid']) + +#ÅжϿÕÖµ + +print("ÔÚ cat ÁÐÖÐ×ܹ²ÓÐ %d ¸ö¿ÕÖµ." % df['cat'].isnull().sum()) + +print("ÔÚ review ÁÐÖÐ×ܹ²ÓÐ %d ¸ö¿ÕÖµ." % df['review'].isnull().sum()) + +df[df.isnull().values==True] + +df = df[pd.notnull(df['review'])] + +#ÅÅÐò +df.sort_values(by="x1",ascending= False) + +#Ä£ºý²éѯ +df_remark_tf[df_remark_tf["content_method"].str.contains(keystring)] + +#ÐÞ¸Ä×Ö¶ÎÀàÐÍ +df_appraise['deptid'] = df_appraise['deptid'].astype(np.int64) + +#ÐÞ¸ÄÊý¾Ý(https://blog.csdn.net/zhangchuang601/article/details/79583551) +df.loc[1,['name','age']] = ['bb',11] +df.iloc[1,2] = 19#ÐÞ¸ÄijһÎÞ +df.loc[df[df.htid.isin(ids)].index,"y"]=1 + +#±£´æÊý¾Ý¿â +df.to_sql(name='predict',con=mysql_engine,if_exists = 'replace') + +#Éú³ÉÈÕÆÚ +dt = datetime.datetime(year, month, 1) + +#²é¿´¶¥²¿10%Êý¾Ý·Ö²¼ +print(movie_rating_count['totalRatingCount'].quantile(np.arange(.9,1,.01))) + +#-------plotly.express------------------------- +fig = px.line(df, x='date', y='y_true', + labels={'date':'ÈÕÆÚ', 'y_true':'»°ÎñÁ¿'}, + markers=True) +fig.update_xaxes(tickformat = "%Y-%m-%d", hoverformat = "%Y-%m-%d") +fig.update_layout(title_text="ÈÈÏß²¿ÃÅÈÕÒµÎñÁ¿Ç÷ÊÆͼ", title_x=0.5) +fig.show() + +---------------------------------- +1¡¢nohup command & +ÀýÈç nohup jupyter notebook & + +2¡¢ÕÒµ½½ø³ÌPID(¹Ø±ÕÔÚÇ°Ãæºǫִ́ÐеĽø³ÌµÄ²½Ö裬Ê×ÏÈÕÒµ½Æä½ø³ÌPID) +ps -ef | grep xxxx +ps -ef ²é¿´±¾»úËùÓеĽø³Ì£»grep xxxx´ú±í¹ýÂËÕÒµ½Ìõ¼þxxxxµÄÏîÄ¿ + +3¡¢killµô½ø³Ì +kill -9 ¾ßÌåµÄPID + + + + + diff --git a/data/code2.txt b/data/code2.txt new file mode 100644 index 0000000..640da86 --- /dev/null +++ b/data/code2.txt @@ -0,0 +1,110 @@ +È¥ÖØ +df = df.drop_duplicates().reset_index(drop=True) +ɾ³ýijһÁÐ +df2=df2.drop(cols,axis=1) +ɾ³ýÁ½ÐÐ +df.drop(index=[0, 1]) + +dateת×Ö·û´® + +from datetime import datetime, date, time +d = date.fromisoformat('2018-09-22') +t = time.fromisoformat('16:28:22') +dt = datetime.fromisoformat('2018-09-22') + +sdate = pd.to_datetime(ds).strftime('%Y-%m-%d') +st = "2019-01-20 00:00:00" +dt = datetime.datetime.strptime(st, '%Y-%m-%d %H:%M:%S') +st = "2019-01-20" +dt = datetime.datetime.strptime(st, '%Y-%m-%d') +start=pd.to_datetime('2017-01-01') + + + +ÐÞ¸ÄÀàÐÍ +train['tf_status'] = t1['tf_status'].astype(np.int64) + +ÐÞ¸ÄÈÕÆÚÀàÐÍ +df['ds'] = pd.to_datetime(df['ds']) + +ÐÞ¸Ä×Ö¶ÎÃû +df.rename(columns={'#studentid':'studentid'}, inplace = True) + +#¼ÓÄêÔ +df['year']=df.datetime.apply(lambda x: x.year) +df['month'] = df.datetime.apply(lambda x: x.month) +df['year'] = df['year'].astype(np.int64) +df['month'] = df['month'].astype(np.int64) + +ɾ³ý×ֶΠ+df.drop(['#id'], axis=1, inplace=True) + +²é¿´Êý¾ÝÖж¥²¿10%µÄÊý¾Ý +print(df.weeks.quantile(np.arange(.9,1,.01))) + +ÉèÖÃË÷Òý +df = df.set_index(['hetongdetailid']) + +ÅжϿÕÖµ + +print("ÔÚ cat ÁÐÖÐ×ܹ²ÓÐ %d ¸ö¿ÕÖµ." % df['cat'].isnull().sum()) + +print("ÔÚ review ÁÐÖÐ×ܹ²ÓÐ %d ¸ö¿ÕÖµ." % df['review'].isnull().sum()) + +df[df.isnull().values==True] + +df = df[pd.notnull(df['review'])] + +ÅÅÐò +df.sort_values(by="x1",ascending= False) + +Ä£ºý²éѯ +df_remark_tf[df_remark_tf["content_method"].str.contains(keystring)] + +ÐÞ¸Ä×Ö¶ÎÀàÐÍ +df_appraise['deptid'] = df_appraise['deptid'].astype(np.int64) + +ÐÞ¸ÄÊý¾Ý(https://blog.csdn.net/zhangchuang601/article/details/79583551) +df.loc[1,['name','age']] = ['bb',11] +df.iloc[1,2] = 19#ÐÞ¸ÄijһÎÞ +df.loc[df[df.htid.isin(ids)].index,"y"]=1 + +±£´æÊý¾Ý¿â +df.to_sql(name='predict',con=mysql_engine,if_exists = 'replace') + +Éú³ÉÈÕÆÚ +dt = datetime.datetime(year, month, 1) + +²é¿´¶¥²¿10%Êý¾Ý·Ö²¼ +print(movie_rating_count['totalRatingCount'].quantile(np.arange(.9,1,.01))) + +#-------plotly.express------------------------- +#ÕÛÏßͼ +fig = px.line(df, x='date', y='y_true', + labels={'date':'ÈÕÆÚ', 'y_true':'»°ÎñÁ¿'}, + markers=True) +fig.update_xaxes(tickformat = "%Y-%m-%d", hoverformat = "%Y-%m-%d") +fig.update_layout(title_text="ÈÈÏß²¿ÃÅÈÕÒµÎñÁ¿Ç÷ÊÆͼ", title_x=0.5) +fig.update_traces(marker=dict(size=3)) #¿ØÖƵãµÄ´óС +fig.show() + +#É¢µãͼ +fig = px.scatter(df, x="Õæʵ¶©µ¥Á¿", y="Õæʵ½ð¶î",hover_data=['did','ÈÕÆÚ']) +fig.update_traces(marker=dict(size=4)) #µãµÄ´óС +fig.show() + +---------------------------------- +1¡¢nohup command & +ÀýÈç nohup jupyter notebook & + +2¡¢ÕÒµ½½ø³ÌPID(¹Ø±ÕÔÚÇ°Ãæºǫִ́ÐеĽø³ÌµÄ²½Ö裬Ê×ÏÈÕÒµ½Æä½ø³ÌPID) +ps -ef | grep xxxx +ps -ef ²é¿´±¾»úËùÓеĽø³Ì£»grep xxxx´ú±í¹ýÂËÕÒµ½Ìõ¼þxxxxµÄÏîÄ¿ + +3¡¢killµô½ø³Ì +kill -9 ¾ßÌåµÄPID + + + + + diff --git a/data/order_num.csv b/data/order_num.csv new file mode 100644 index 0000000..ff9ac8b --- /dev/null +++ b/data/order_num.csv @@ -0,0 +1,896 @@ +date,num_people,num_order +2019-01-01,1046.0,295.0 +2019-01-02,733.0,191.0 +2019-01-03,695.0,222.0 +2019-01-04,580.0,193.0 +2019-01-05,844.0,285.0 +2019-01-06,865.0,308.0 +2019-01-07,583.0,168.0 +2019-01-08,560.0,172.0 +2019-01-09,593.0,221.0 +2019-01-10,573.0,186.0 +2019-01-11,642.0,208.0 +2019-01-12,840.0,259.0 +2019-01-13,833.0,235.0 +2019-01-14,688.0,217.0 +2019-01-15,655.0,213.0 +2019-01-16,838.0,256.0 +2019-01-17,663.0,222.0 +2019-01-18,906.0,295.0 +2019-01-19,964.0,296.0 +2019-01-20,955.0,298.0 +2019-01-21,645.0,208.0 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matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import re\n", + "import jieba as jb\n", + "from collections import defaultdict\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.manifold import TSNE\n", + "from sklearn.decomposition import PCA\n", + "from gensim.models import Word2Vec\n", + "# from IPython.core.interactiveshell import InteractiveShell \n", + "# InteractiveShell.ast_node_interactivity = \"all\"\n", + "plt.rcParams['font.sans-serif'] = ['SimHei'] \n", + "plt.rcParams['axes.unicode_minus'] = False\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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C000023 åŽ†å² \n", + "\n", + " text_clean \\\n", + "3813 一家美国上市公å¸çš„中国概念与纸上并购本报记者柯志雄北京报é“在高个白人中佛罗里达狼是少数常æ¥ä¸­... \n", + "7700 五大å‰é”‹è½®ç•ªä¸Šé˜µç”³èŠ±ä»æ—§æ²¡æœ‰æ‘†è„±é”‹çº¿é›¶è¿›çƒçš„尴尬昨天晚上济å—的体育场申花在场é¢æ˜Žæ˜¾å ä¼˜çš„情况... \n", + "14812 å¶å‰‘英在粉碎四人帮的斗争中起到了决定性的作用赢得了党内外的高度评价åŽå›½é”‹è®¤ä¸ºå¶å‰‘英德高望é‡å»º... \n", + "16103 ç›®å‰å¯¹äºŽä¿¡æ¯åŒ–战争的研究多数是从战争形æ€çš„角度从å®è§‚上以信æ¯åŒ–战争的基本概念基本特å¾ä½œæˆ˜æ–¹å¼... \n", + "13814 因为跳槽到åŒè¡Œä¸šå…¶ä»–å…¬å¸æ¨å¥³å£«è¢«åŽŸå•ä½å‘Šä¸Šæ³•åº­æ—¥å‰ä¸€ä¸­é™¢ä»¥æ¨å¥³å£«è¿å竞业ç¦æ­¢çº¦å®šä¸ºç”±ç»ˆå®¡åˆ¤å†³... \n", + "9937 红色旅游正在全国如ç«å¦‚è¼åœ°å±•å¼€äº•å†ˆå±±éŸ¶å±±éµä¹‰å»¶å®‰è¥¿æŸå¡ç­‰å‡ å¤§é©å‘½åœ£åœ°è¿Žæ¥äº†æºæºä¸æ–­çš„客æµæˆä¸º... \n", + "10149 本报讯记者石果实习生罗智渊昨日记者从西å—政法大学获悉5月2日我市将首次举行2006å¹´å¸æ³•è€ƒè¯•... \n", + "5702 今年3月1æ—¥å¯ä»¥è¯´æ˜¯æˆ‘国è¯å“生产ä¼ä¸šè¯•ç‚¹å‚数放行的起跑线这一天国家食å“è¯å“监ç£ç®¡ç†å±€SFDA... \n", + "8516 æ–°åŽç½‘æˆéƒ½æœˆæ—¥ä¸“电记者肖林记者日从æˆéƒ½é“路局获悉æˆæ¸åŸŽé™…旅客åŒå±‚新型空调列车将于月日正å¼å¼€è¡Œ... \n", + "15563 70年代家里有辆自行车是件很有é¢å­çš„事情记得那时最好的牌å­å«å‡¤å‡°å½“然更考究的è¦éª‘è“翎那是英国... \n", + "\n", + " text_cut \n", + "3813 一家 美国 ä¸Šå¸‚å…¬å¸ ä¸­å›½ 概念 纸 并购 本报记者 柯志雄 北京 æŠ¥é“ é«˜ä¸ª 白人 中 ä½›... \n", + "7700 五大 å‰é”‹ 轮番上阵 申花 没有 摆脱 锋线 零 è¿›çƒ å°´å°¬ 昨天晚上 æµŽå— ä½“è‚²åœº 申花 ... \n", + "14812 å¶å‰‘英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 åŽå›½é”‹ 认为 å¶... \n", + "16103 ç›®å‰ ä¿¡æ¯åŒ– 战争 研究 多数 是从 战争 å½¢æ€ è§’åº¦ å®è§‚ 上以 ä¿¡æ¯åŒ– 战争 基本概念 ... \n", + "13814 跳槽 åŒè¡Œä¸š å…¬å¸ æ¨ å¥³å£« 原 å•ä½ 告上 法庭 æ—¥å‰ ä¸€ä¸­é™¢ æ¨ å¥³å£« è¿å 竞业ç¦æ­¢ ... \n", + "9937 红色旅游 正在 全国 如ç«å¦‚è¼ å±•å¼€ 井冈山 韶山 éµä¹‰ 延安 西æŸå¡ 几大 é©å‘½åœ£åœ° è¿Žæ¥... \n", + "10149 本报讯 记者 石果 实习生 罗智渊 昨日 记者 西å—政法大学 获悉 月 æ—¥ 我市 首次 举行... \n", + "5702 今年 月 æ—¥ 说 我国 è¯å“ 生产 ä¼ä¸š 试点 å‚æ•° 放行 起跑线 一天 国家 é£Ÿå“ è¯å“监... \n", + "8516 æ–°åŽç½‘ æˆéƒ½ 月 æ—¥ 专电 记者 è‚–æž— 记者 æ—¥ æˆéƒ½ é“路局 获悉 æˆæ¸ 城际 旅客 åŒå±‚... \n", + "15563 70 年代 家里 有辆 自行车 件 é¢å­ 事情 è®°å¾— 最好 ç‰Œå­ å‡¤å‡° æ›´ 考究 骑 è“ç¿Ž ... " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['text_cut'] = df['text_clean'].apply(lambda x: \" \".join([w for w in list(jb.cut(x)) if w not in stopwords]))\n", + "df.sample(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "297176" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sentences = [row.split() for row in df['text_cut']]\n", + "word_freq = defaultdict(int)\n", + "for sent in sentences:\n", + " for i in sent:\n", + " word_freq[i] += 1\n", + "len(word_freq)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning:\n", + "\n", + "Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n", + "\n" + ] + } + ], + "source": [ + "model = Word2Vec(min_count=200,\n", + " window=5,\n", + " size=100,\n", + " workers=4)\n", + "\n", + "model.build_vocab(sentences)\n", + "model.train(sentences, total_examples=model.corpus_count, epochs=model.iter)\n", + "model.init_sims(replace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('股票', 0.5983016490936279),\n", + " ('债券', 0.5910301208496094),\n", + " ('认购', 0.5515949726104736),\n", + " ('投资者', 0.5413485169410706),\n", + " ('投资', 0.5206654071807861),\n", + " ('æŒè‚¡', 0.5060251355171204),\n", + " ('招商', 0.5032355785369873),\n", + " ('券商', 0.49891117215156555),\n", + " ('评级', 0.4926179051399231),\n", + " ('现金', 0.46198245882987976)]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['基金'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('咳嗽', 0.8751150369644165),\n", + " ('过æ•', 0.8337826728820801),\n", + " ('出血', 0.8206079602241516),\n", + " ('å‘作', 0.8174974322319031),\n", + " ('ä¸é€‚', 0.7918287515640259),\n", + " ('疼痛', 0.7878854274749756),\n", + " ('头痛', 0.7779319286346436),\n", + " ('æœç”¨', 0.769497811794281),\n", + " ('干燥', 0.7627055048942566),\n", + " ('失眠', 0.7600494623184204)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['感冒'])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('劳动力', 0.555505633354187),\n", + " ('è´Ÿæ‹…', 0.5551137328147888),\n", + " ('人å£', 0.5382763743400574),\n", + " ('è´«å›°', 0.5218415260314941),\n", + " ('å­å¥³', 0.5126364827156067),\n", + " ('就业', 0.5091021656990051),\n", + " ('困扰', 0.4945515990257263),\n", + " ('农民工', 0.49445784091949463),\n", + " ('ç»å¤§å¤šæ•°', 0.48268261551856995),\n", + " ('生育', 0.46601128578186035)]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['失业'])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('饭店', 0.8367468118667603),\n", + " ('旅馆', 0.7565426230430603),\n", + " ('大厦', 0.7466408610343933),\n", + " ('地é“', 0.7440853118896484),\n", + " ('店', 0.7361814379692078),\n", + " ('é¤åŽ…', 0.7339795231819153),\n", + " ('豪åŽ', 0.7255125641822815),\n", + " ('ç å¤´', 0.7242347002029419),\n", + " ('酒店', 0.7172418832778931),\n", + " ('ä½å®¿', 0.6967345476150513)]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['宾馆'])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('猛禽', 0.7212422490119934),\n", + " ('战斗机', 0.6596713662147522),\n", + " ('美国空军', 0.6593104600906372),\n", + " ('款', 0.6327800750732422),\n", + " ('无人机', 0.6288824677467346),\n", + " ('下一代', 0.6235269904136658),\n", + " ('éšå½¢', 0.6190775036811829),\n", + " ('Windows', 0.6013031005859375),\n", + " ('F16', 0.5972725749015808),\n", + " ('芯片', 0.5969035625457764)]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['F35'])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('国民党', 0.8251262903213501),\n", + " ('周æ©æ¥', 0.7420367002487183),\n", + " ('长官', 0.7394211292266846),\n", + " ('é‚', 0.7065316438674927),\n", + " ('孙中山', 0.7047836184501648),\n", + " ('中共', 0.6950869560241699),\n", + " ('é‚“å°å¹³', 0.6865406036376953),\n", + " ('å¸ä»¤', 0.6803985834121704),\n", + " ('共产党', 0.6637289524078369),\n", + " ('å°å½“å±€', 0.6634297370910645)]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.most_similar(positive=['蒋介石'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.36402318" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.similarity('蒋介石', 'æ ¡é•¿')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.13398343" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.wv.similarity('蒋介石', '汽车')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "107311\n" + ] + } + ], + "source": [ + "df_small, _ = train_test_split(df, test_size=0.85)\n", + "\n", + "sentences = [row.split() for row in df_small['text_cut']]\n", + "word_freq = defaultdict(int)\n", + "for sent in sentences:\n", + " for i in sent:\n", + " word_freq[i] += 1\n", + "print(len(word_freq))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DeprecationWarning:\n", + "\n", + "Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n", + "\n" + ] + } + ], + "source": [ + "w2v_model = Word2Vec(min_count=200,\n", + " window=5,\n", + " size=100,\n", + " workers=4)\n", + "w2v_model.build_vocab(sentences)\n", + "w2v_model.train(sentences, total_examples=model.corpus_count, epochs=model.iter)\n", + "w2v_model.init_sims(replace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DeprecationWarning:\n", + "\n", + "Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def tsne_plot(model):\n", + " labels = []\n", + " tokens = []\n", + "\n", + " for word in model.wv.vocab:\n", + " tokens.append(model[word])\n", + " labels.append(word)\n", + " \n", + " tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n", + " new_values = tsne_model.fit_transform(tokens)\n", + "\n", + " x = []\n", + " y = []\n", + " for value in new_values:\n", + " x.append(value[0])\n", + " y.append(value[1])\n", + " \n", + " plt.figure(figsize=(18, 18)) \n", + " for i in range(len(x)):\n", + " plt.scatter(x[i],y[i])\n", + " plt.annotate(labels[i],\n", + " xy=(x[i], y[i]),\n", + " xytext=(5, 2),\n", + " textcoords='offset points',\n", + " ha='right',\n", + " va='bottom')\n", + " plt.show()\n", + " \n", + "tsne_plot(w2v_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning:\n", + "\n", + "Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n", + "\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Component 1=%{x}
Component 2=%{y}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_wv_df = pd.DataFrame(model[model.wv.vocab], list(model.wv.vocab))\n", + "keywords = [\"行情\", \"旅游\", \"手机\", \"è‚¡æƒ\",\"基金\", \"æ‹›è˜\", \"高考\", \"分æž\",\"录å–\", \\\n", + " \"学生\", \"员工\", '军事', 'è€æ¿', '战争','国际', 'æœåŠ¡',\"å¥åº·\",\"地区\",\\\n", + " \"ä¿„ç½—æ–¯\",\"å°æ¹¾\",\"中国\",\"董事会\",\"风险\",\"部队\"]\n", + "words = [word for word in keywords if word in list(model.wv.vocab)]\n", + "\n", + "X = model_wv_df.T[words].T\n", + "pca = PCA(n_components=2)\n", + "result = pca.fit_transform(X)\n", + "\n", + "df = pd.DataFrame(result, columns=[\"Component 1\", \"Component 2\"])\n", + "df[\"Word\"] = keywords\n", + "df[\"Distance\"] = np.sqrt(df[\"Component 1\"]**2 + df[\"Component 2\"]**2)\n", + "fig = px.scatter(df, x=\"Component 1\", y=\"Component 2\", text=\"Word\", color=\"Distance\", color_continuous_scale=\"agsunset\",size=\"Distance\")\n", + "fig.update_traces(textposition='top center')\n", + "fig.layout.xaxis.autorange = True\n", + "fig.data[0].marker.line.width = 1\n", + "fig.data[0].marker.line.color = 'rgb(0, 0, 0)'\n", + "fig.update_layout(height=800, template=\"plotly_white\", paper_bgcolor=\"#f0f0f0\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/fake-factory-install.sh b/fake-factory-install.sh new file mode 100644 index 0000000..28b208e --- /dev/null +++ b/fake-factory-install.sh @@ -0,0 +1,2 @@ +#!/usr/bin/env bash +/usr/bin/anaconda/bin/conda install --yes fake-factory \ No newline at end of file diff --git "a/jupyter notebook \351\273\221\347\247\221\346\212\200.ipynb" "b/jupyter notebook \351\273\221\347\247\221\346\212\200.ipynb" new file mode 100644 index 0000000..8600200 --- /dev/null +++ "b/jupyter notebook \351\273\221\347\247\221\346\212\200.ipynb" @@ -0,0 +1,37460 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1.pandas_profiling\n", + "\n", + "我们知é“pandasçš„dataframe是一个内存数æ®é›†,我们通常使用会使用df.describe()或者 df.info()æ¥æŸ¥çœ‹æ•°æ®çš„概况，但是对于高手æ¥è¯´ï¼Œè¿™äº›æ–¹æ³•æœ‰ç‚¹å¼±ï¼Œpandas_profiling(https://github.com/pandas-profiling/pandas-profiling )扩展了pandasçš„DataFrame，df.profile_report()用于快速数æ®åˆ†æžã€‚pandas_profiling会对数æ®é›†ä¸­çš„æ¯ä¸€åˆ—进行详细的分æž,并给出精美的å¯è§†åŒ–çš„HTML报告，主è¦åˆ†æžå†…容如下:\n", + "\n", + "对于数æ®é›†ä¸­çš„æ¯ä¸€åˆ—，以下统计信æ¯ï¼ˆå¦‚果与列类型相关）将显示在交互å¼HTML报告中：(https://pandas-profiling.github.io/pandas-profiling/examples/meteorites/meteorites_report.html )\n", + "\n", + "* è¦ç‚¹ï¼šç±»åž‹ï¼Œå”¯ä¸€å€¼ï¼Œç¼ºå¤±å€¼ \n", + "* 分ä½æ•°ç»Ÿè®¡é‡ï¼Œå¦‚最å°å€¼ï¼ŒQ1，中ä½æ•°ï¼ŒQ3，最大值，范围，四分ä½æ•°èŒƒå›´ \n", + "* æ•°æ®ç»Ÿè®¡ï¼Œå¦‚å‡å€¼ï¼Œæ¨¡å¼ï¼Œæ ‡å‡†å·®ï¼Œæ€»å’Œï¼Œä¸­ä½æ•°ç»å¯¹å差，å˜å¼‚系数，峰度，å度 \n", + "* 最频ç¹çš„值\n", + "* 直方图\n", + "* å˜é‡çš„相关性 高亮度显示å˜é‡ä¹‹é—´ç›¸å…³ç³»æ•°çŸ©é˜µï¼Œæ–¯çš®å°”曼，Pearson和肯德尔矩阵\n", + "* 丢失缺失值的值，矩阵，计数，热图和树形图\n", + "\n", + "大家å¯ä»¥åœ¨è¿™é‡ŒæŸ¥çœ‹pandas_profiling的官方文档和例å­ã€‚(https://pandas-profiling.github.io/pandas-profiling/docs/ )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## pandas_profiling安装" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install pandas-profiling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## pandas_profiling使用" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import pandas_profiling\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('./data/Titanic.csv')\n", + "df.profile_report()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.交互å¼çš„æ•°æ®å¯è§†åŒ–库Cufflinks\n", + "\n", + "我们知é“pandas内置了数æ®å¯è§†åŒ–方法plot()，但是它ä¸èƒ½å®žçŽ°äº¤äº’å¼çš„å¯è§†åŒ–，Cufflinks(https://github.com/santosjorge/cufflinks )弥补了pandas的这个短æ¿ï¼Œå®ƒä¸ºç”¨æˆ·æ供了一ç§äº¤äº’å¼çš„æ•°æ®å¯è§†åŒ–，用户å¯ä»¥åœ¨jupyter notebook中与å„ç§å›¾è¡¨è¿›è¡Œäº¤äº’，甚至是三维数æ®çš„å¯è§†åŒ–,都å¯ä»¥è®©ç”¨æˆ·ä»»æ„拖动图åƒï¼Œç»™ä½ å¸¦æ¥ä¸€ç§éœ‡æ’¼çš„体验。Cufflinks结åˆäº†plotly(https://plot.ly/ )使得pandas(https://pandas.pydata.org/ )绘图更加çµæ´»æ–¹ä¾¿ã€‚\n", + "\n", + "更多的例å­è¯·æŸ¥çœ‹ï¼š\n", + "\n", + "* Chart Gallery(http://nbviewer.ipython.org/gist/santosjorge/b278ce0ae2448f47c31d )\n", + "* Pandas Like Visualization(http://nbviewer.ipython.org/gist/santosjorge/aba934a0d20023a136c2 )\n", + "* The Basics(http://nbviewer.ipython.org/gist/santosjorge/f3b07b2be8094deea8c6 )\n", + "* Color Management(http://nbviewer.ipython.org/gist/santosjorge/00ca17b121fa2463e18b )\n", + "* Offline Mode(http://nbviewer.ipython.org/gist/santosjorge/5fdbe947496faf7af5e6 )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cufflinks安装" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install plotly # 安装cufflinks之å‰å¿…须先安装plotly\n", + "!pip install cufflinks" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib as plt\n", + "import cufflinks as cf\n", + "import plotly.offline\n", + "cf.go_offline()\n", + "cf.set_config_file(offline=False, world_readable=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "responsive": true, + "showLink": true + }, + "data": [ + { + "line": { + "color": "rgba(226, 74, 51, 1.0)", + "dash": "solid", + "shape": "linear", + "width": 1.3 + }, + "mode": "lines", + "name": "Survived", + "text": "", + "type": "scatter", + "uid": "3114e1af-30e8-456d-84e2-67fd9893e18d", + "x": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cf.datagen.sinwave(10,.25).iplot(kind='surface',theme='solar',colorscale='brbg',title='Cufflinks - Surface Plot',\n", + " margin=(0,0,0,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3.魔法命令 \n", + "\n", + "Magic命令是Jupyter notebook中的一组便æ·åŠŸèƒ½ï¼Œæ—¨åœ¨è§£å†³æ ‡å‡†æ•°æ®åˆ†æžä¸­çš„一些常è§é—®é¢˜ã€‚ ä½ å¯ä»¥åœ¨ï¼…lsmagic的帮助下看到所有å¯ç”¨çš„魔法。" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "application/json": { + "cell": { + "!": "OSMagics", + "HTML": "Other", + "SVG": "Other", + "bash": "Other", + "capture": "ExecutionMagics", + "cmd": "Other", + "debug": "ExecutionMagics", + "file": "Other", + "html": "DisplayMagics", + "javascript": "DisplayMagics", + "js": "DisplayMagics", + "latex": "DisplayMagics", + "markdown": "DisplayMagics", + "perl": "Other", + "prun": "ExecutionMagics", + "pypy": "Other", + "python": "Other", + "python2": "Other", + "python3": "Other", + "ruby": "Other", + "script": "ScriptMagics", + "sh": "Other", + "svg": "DisplayMagics", + "sx": "OSMagics", + "system": "OSMagics", + "time": "ExecutionMagics", + "timeit": "ExecutionMagics", + "writefile": "OSMagics" + }, + "line": { + "alias": "OSMagics", + "alias_magic": "BasicMagics", + "autoawait": "AsyncMagics", + "autocall": "AutoMagics", + "automagic": "AutoMagics", + "autosave": "KernelMagics", + "bookmark": "OSMagics", + "cd": "OSMagics", + "clear": "KernelMagics", + "cls": "KernelMagics", + "colors": "BasicMagics", + "config": "ConfigMagics", + "connect_info": "KernelMagics", + "copy": "Other", + "ddir": "Other", + "debug": "ExecutionMagics", + "dhist": "OSMagics", + "dirs": "OSMagics", + "doctest_mode": "BasicMagics", + "echo": "Other", + "ed": "Other", + "edit": "KernelMagics", + "env": "OSMagics", + "gui": "BasicMagics", + "hist": "Other", + "history": "HistoryMagics", + "killbgscripts": "ScriptMagics", + "ldir": "Other", + "less": "KernelMagics", + "load": "CodeMagics", + "load_ext": "ExtensionMagics", + "loadpy": "CodeMagics", + "logoff": "LoggingMagics", + "logon": "LoggingMagics", + "logstart": "LoggingMagics", + "logstate": "LoggingMagics", + "logstop": "LoggingMagics", + "ls": "Other", + "lsmagic": "BasicMagics", + "macro": "ExecutionMagics", + "magic": "BasicMagics", + "matplotlib": "PylabMagics", + "mkdir": "Other", + "more": "KernelMagics", + "notebook": "BasicMagics", + "page": "BasicMagics", + "pastebin": "CodeMagics", + "pdb": "ExecutionMagics", + "pdef": "NamespaceMagics", + "pdoc": "NamespaceMagics", + "pfile": "NamespaceMagics", + "pinfo": "NamespaceMagics", + "pinfo2": "NamespaceMagics", + "pip": "BasicMagics", + "popd": "OSMagics", + "pprint": "BasicMagics", + "precision": "BasicMagics", + "prun": "ExecutionMagics", + "psearch": "NamespaceMagics", + "psource": "NamespaceMagics", + "pushd": "OSMagics", + "pwd": "OSMagics", + "pycat": "OSMagics", + "pylab": "PylabMagics", + "qtconsole": "KernelMagics", + "quickref": "BasicMagics", + "recall": "HistoryMagics", + "rehashx": "OSMagics", + "reload_ext": "ExtensionMagics", + "ren": "Other", + "rep": "Other", + "rerun": "HistoryMagics", + "reset": "NamespaceMagics", + "reset_selective": "NamespaceMagics", + "rmdir": "Other", + "run": "ExecutionMagics", + "save": "CodeMagics", + "sc": "OSMagics", + "set_env": "OSMagics", + "store": "StoreMagics", + "sx": "OSMagics", + "system": "OSMagics", + "tb": "ExecutionMagics", + "time": "ExecutionMagics", + "timeit": "ExecutionMagics", + "unalias": "OSMagics", + "unload_ext": "ExtensionMagics", + "who": "NamespaceMagics", + "who_ls": "NamespaceMagics", + "whos": "NamespaceMagics", + "xdel": "NamespaceMagics", + "xmode": "BasicMagics" + } + }, + "text/plain": [ + "Available line magics:\n", + "%alias %alias_magic %autoawait %autocall %automagic %autosave %bookmark %cd %clear %cls %colors %config %connect_info %copy %ddir %debug %dhist %dirs %doctest_mode %echo %ed %edit %env %gui %hist %history %killbgscripts %ldir %less %load %load_ext %loadpy %logoff %logon %logstart %logstate %logstop %ls %lsmagic %macro %magic %matplotlib %mkdir %more %notebook %page %pastebin %pdb %pdef %pdoc %pfile %pinfo %pinfo2 %popd %pprint %precision %prun %psearch %psource %pushd %pwd %pycat %pylab %qtconsole %quickref %recall %rehashx %reload_ext %ren %rep %rerun %reset %reset_selective %rmdir %run %save %sc %set_env %store %sx %system %tb %time %timeit %unalias %unload_ext %who %who_ls %whos %xdel %xmode\n", + "\n", + "Available cell magics:\n", + "%%! %%HTML %%SVG %%bash %%capture %%cmd %%debug %%file %%html %%javascript %%js %%latex %%markdown %%perl %%prun %%pypy %%python %%python2 %%python3 %%ruby %%script %%sh %%svg %%sx %%system %%time %%timeit %%writefile\n", + "\n", + "Automagic is ON, % prefix IS NOT needed for line magics." + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%lsmagic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "魔术命令有两ç§ï¼šè¡Œå‘½ä»¤ï¼Œä»¥å•ä¸ª%字符为å‰ç¼€ï¼Œåœ¨å•è¡Œè¾“入上æ“作，以åŠå•å…ƒå‘½ä»¤ï¼Œä¸ŽåŒ%%字符为å‰ç¼€ï¼Œå¹¶åœ¨å¤šè¡Œè¾“入上æ“作。\n", + "让我们看一下在常è§æ•°æ®åˆ†æžä»»åŠ¡ä¸­å¯èƒ½æœ‰ç”¨çš„一些内容：\n", + "\n", + "## % pastebin\n", + "\n", + "ï¼…pastebin将代ç ä¸Šä¼ åˆ°Pastebin并返回url。Pastebin是一个在线内容托管æœåŠ¡ï¼Œæˆ‘们å¯ä»¥å­˜å‚¨çº¯æ–‡æœ¬ï¼Œå¦‚æºä»£ç ç‰‡æ®µï¼Œç„¶åŽå¯ä»¥ä¸Žå…¶ä»–人共享网å€ã€‚事实上，Github gist也类似于pastebin，虽然有版本控制。" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'http://dpaste.com/33VJ5KY'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%pastebin \"HelloWorld.py\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## %matplotlib notebook\n", + "\n", + "ç»å¸¸ä½¿ç”¨jupyter notebook的朋å‹ä¸€å®šçŸ¥é“%matplotlib inline命令，它是用æ¥åœ¨å¯¹æ•°æ®å¯è§†åŒ–时将matplotlibçš„å„ç§å›¾è¡¨åµŒå…¥notebook中显示，但是你å¯èƒ½ä¸çŸ¥é“还有一个%matplotlib notebook命令，它扩展了%matplotlib inline命令,让图åƒå…·å¤‡æ”¾å¤§ï¼Œç¼©å°ç­‰åŠŸèƒ½ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
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')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('
" + ], + "text/plain": [ + "AutoETS(seasonal='mul', sp=12, trend='add')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 使用OOP 比较模型\n", + "exp.compare_models()" + ] + }, + { + "cell_type": "markdown", + "id": "340de1e2", + "metadata": {}, + "source": [ + "请注æ„ï¼Œå‡½æ•°å¼ API å’Œ OOP API 之间的输出是一致的。 æ­¤notebookä¸­çš„å…¶ä½™åŠŸèƒ½å°†ä»…ä½¿ç”¨å‡½æ•°å¼ API æ¥å±•ç¤ºã€‚\n", + "\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "6a77ec0c", + "metadata": {}, + "source": [ + "## Analyze Model" + ] + }, + { + "cell_type": "markdown", + "id": "595ea108", + "metadata": {}, + "source": [ + "您å¯ä»¥ä½¿ç”¨ `plot_model` 函数æ¥åˆ†æžç»è¿‡è®­ç»ƒçš„模型在测试集上的性能。 在æŸäº›æƒ…况下å¯èƒ½éœ€è¦é‡æ–°è®­ç»ƒæ¨¡åž‹ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0ec7fad6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 残差图\n", + "plot_model(best, plot = 'residuals')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "da718984", + "metadata": {}, + "outputs": [], + "source": [ + "#查看所有å¯ä»¥ç»˜åˆ¶çš„图\n", + "#help(plot_model)" + ] + }, + { + "cell_type": "markdown", + "id": "6bd66179", + "metadata": {}, + "source": [ + "`plot_model` 函数的替代方法是 `evaluate_model`。 它åªèƒ½åœ¨jupyter notebook中使用，因为它使用了 ipywidget。" + ] + }, + { + "cell_type": "markdown", + "id": "954cbeff", + "metadata": {}, + "source": [ + "## Prediction\n", + " \n", + "`predict_model` 函数返回 `y_pred`。 当dataå‚数为“Noneâ€ï¼ˆé»˜è®¤ï¼‰æ—¶ï¼Œå®ƒä½¿ç”¨â€œsetupâ€å‡½æ•°ä¸­å®šä¹‰çš„“fhâ€ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "87c1a007", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 ModelMASERMSSEMAERMSEMAPESMAPER2
0ETS0.25160.29628.034610.74220.01790.01820.8642
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 对测试进行预测\n", + "holdout_pred = predict_model(best)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5c01ac77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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y_pred
1960-10442.9862
1960-11388.2091
1960-12427.7009
\n", + "
" + ], + "text/plain": [ + " y_pred\n", + "1960-10 442.9862\n", + "1960-11 388.2091\n", + "1960-12 427.7009" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 显示预测结果\n", + "holdout_pred.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "766ed344", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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y_pred
1960-10442.9862
1960-11388.2091
1960-12427.7009
1961-01440.8288
1961-02414.1672
1961-03460.3095
1961-04489.8045
1961-05500.6160
1961-06567.9572
1961-07657.4233
1961-08648.7133
1961-09541.5307
1961-10472.1916
1961-11413.6633
1961-12455.5921
1962-01469.4208
1962-02440.8854
1962-03489.8456
1962-04521.0661
1962-05532.3985
1962-06603.8253
1962-07698.7240
1962-08689.2546
1962-09575.1983
1962-10501.3970
1962-11439.1175
1962-12483.4833
1963-01498.0127
1963-02467.6037
1963-03519.3818
1963-04552.3276
1963-05564.1811
1963-06639.6934
1963-07740.0248
1963-08729.7959
1963-09608.8659
\n", + "
" + ], + "text/plain": [ + " y_pred\n", + "1960-10 442.9862\n", + "1960-11 388.2091\n", + "1960-12 427.7009\n", + "1961-01 440.8288\n", + "1961-02 414.1672\n", + "1961-03 460.3095\n", + "1961-04 489.8045\n", + "1961-05 500.6160\n", + "1961-06 567.9572\n", + "1961-07 657.4233\n", + "1961-08 648.7133\n", + "1961-09 541.5307\n", + "1961-10 472.1916\n", + "1961-11 413.6633\n", + "1961-12 455.5921\n", + "1962-01 469.4208\n", + "1962-02 440.8854\n", + "1962-03 489.8456\n", + "1962-04 521.0661\n", + "1962-05 532.3985\n", + "1962-06 603.8253\n", + "1962-07 698.7240\n", + "1962-08 689.2546\n", + "1962-09 575.1983\n", + "1962-10 501.3970\n", + "1962-11 439.1175\n", + "1962-12 483.4833\n", + "1963-01 498.0127\n", + "1963-02 467.6037\n", + "1963-03 519.3818\n", + "1963-04 552.3276\n", + "1963-05 564.1811\n", + "1963-06 639.6934\n", + "1963-07 740.0248\n", + "1963-08 729.7959\n", + "1963-09 608.8659" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 产生未æ¥36个周期的预测结果\n", + "predict_model(best, fh = 36)" + ] + }, + { + "cell_type": "markdown", + "id": "e4384735", + "metadata": {}, + "source": [ + "## Save Model" + ] + }, + { + "cell_type": "markdown", + "id": "cd63f053", + "metadata": {}, + "source": [ + "最åŽï¼Œæ‚¨å¯ä»¥ä½¿ç”¨ pycaret çš„ `save_model` 函数将整个模型ä¿å­˜åœ¨ç£ç›˜ä¸Šä¾›ä»¥åŽä½¿ç”¨ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "4181de41", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transformation Pipeline and Model Successfully Saved\n" + ] + }, + { + "data": { + "text/plain": [ + "(ForecastingPipeline(steps=[('forecaster',\n", + " TransformedTargetForecaster(steps=[('model',\n", + " AutoETS(seasonal='mul',\n", + " sp=12,\n", + " trend='add'))]))]),\n", + " 'my_first_pipeline.pkl')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ä¿å­˜æ¨¡åž‹\n", + "save_model(best, 'my_first_pipeline')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "40ed5152", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transformation Pipeline and Model Successfully Loaded\n" + ] + }, + { + "data": { + "text/html": [ + "
ForecastingPipeline(steps=[('forecaster',\n",
+       "                            TransformedTargetForecaster(steps=[('model',\n",
+       "                                                                AutoETS(seasonal='mul',\n",
+       "                                                                        sp=12,\n",
+       "                                                                        trend='add'))]))])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "ForecastingPipeline(steps=[('forecaster',\n", + " TransformedTargetForecaster(steps=[('model',\n", + " AutoETS(seasonal='mul',\n", + " sp=12,\n", + " trend='add'))]))])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 加载模型\n", + "loaded_best_pipeline = load_model('my_first_pipeline')\n", + "loaded_best_pipeline" + ] + }, + { + "cell_type": "markdown", + "id": "b2c7d62e", + "metadata": {}, + "source": [ + "# 👇 é€ä¸ªå‡½æ•°çš„详细概述" + ] + }, + { + "cell_type": "markdown", + "id": "e05937f5", + "metadata": {}, + "source": [ + "## ✅ Setup\n", + "此函数åˆå§‹åŒ–训练环境并创建转æ¢ç®¡é“。在 PyCaret 中执行任何其他函数之å‰å¿…须调用setup函数。`Setup`åªæœ‰ä¸€ä¸ªå¿…需å‚数，å³`data`. 所有其他å‚数都是å¯é€‰çš„。" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "24e503be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 DescriptionValue
0session_id123
1TargetNumber of airline passengers
2ApproachUnivariate
3Exogenous VariablesNot Present
4Original data shape(144, 1)
5Transformed data shape(144, 1)
6Transformed train set shape(141, 1)
7Transformed test set shape(3, 1)
8Rows with missing values0.0%
9Fold GeneratorExpandingWindowSplitter
10Fold Number3
11Enforce Prediction IntervalFalse
12Splits used for hyperparametersall
13User Defined Seasonal Period(s)None
14Ignore Seasonality TestFalse
15Seasonality Detection Algoauto
16Max Period to Consider60
17Seasonal Period(s) Tested[12, 24, 36, 11, 48]
18Significant Seasonal Period(s)[12, 24, 36, 11, 48]
19Significant Seasonal Period(s) without Harmonics[48, 36, 11]
20Remove HarmonicsFalse
21Harmonics Order Methodharmonic_max
22Num Seasonalities to Use1
23All Seasonalities to Use[12]
24Primary Seasonality12
25Seasonality PresentTrue
26Target Strictly PositiveTrue
27Target White NoiseNo
28Recommended d1
29Recommended Seasonal D1
30PreprocessFalse
31CPU Jobs-1
32Use GPUFalse
33Log ExperimentFalse
34Experiment Namets-default-name
35USId85f
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = setup(data, fh = 3, session_id = 123)" + ] + }, + { + "cell_type": "markdown", + "id": "924d198b", + "metadata": {}, + "source": [ + "è¦è®¿é—®setup函数创建的所有内置å˜é‡ï¼Œä¾‹å¦‚å˜æ¢åŽçš„æ•°æ®é›†ã€random_state 等，您å¯ä»¥ä½¿ç”¨`get_config`方法。" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "76128b08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'USI',\n", + " 'X',\n", + " 'X_test',\n", + " 'X_test_transformed',\n", + " 'X_train',\n", + " 'X_train_transformed',\n", + " 'X_transformed',\n", + " '_available_plots',\n", + " '_ml_usecase',\n", + " 'all_sps_to_use',\n", + " 'approach_type',\n", + " 'candidate_sps',\n", + " 'data',\n", + " 'dataset',\n", + " 'dataset_transformed',\n", + " 'enforce_exogenous',\n", + " 'enforce_pi',\n", + " 'exogenous_present',\n", + " 'exp_id',\n", + " 'exp_name_log',\n", + " 'fh',\n", + " 'fold_generator',\n", + " 'fold_param',\n", + " 'gpu_n_jobs_param',\n", + " 'gpu_param',\n", + " 'html_param',\n", + " 'idx',\n", + " 'index_type',\n", + " 'is_multiclass',\n", + " 'log_plots_param',\n", + " 'logging_param',\n", + " 'memory',\n", + " 'model_engines',\n", + " 'n_jobs_param',\n", + " 'pipeline',\n", + " 'primary_sp_to_use',\n", + " 'seasonality_present',\n", + " 'seed',\n", + " 'significant_sps',\n", + " 'significant_sps_no_harmonics',\n", + " 'strictly_positive',\n", + " 'test',\n", + " 'test_transformed',\n", + " 'train',\n", + " 'train_transformed',\n", + " 'variable_and_property_keys',\n", + " 'variables',\n", + " 'y',\n", + " 'y_test',\n", + " 'y_test_transformed',\n", + " 'y_train',\n", + " 'y_train_transformed',\n", + " 'y_transformed'}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看所有å¯è®¿é—®çš„内置å˜é‡\n", + "get_config()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dbc43292", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Period\n", + "1949-01 112.0\n", + "1949-02 118.0\n", + "1949-03 132.0\n", + "1949-04 129.0\n", + "1949-05 121.0\n", + " ... \n", + "1960-05 472.0\n", + "1960-06 535.0\n", + "1960-07 622.0\n", + "1960-08 606.0\n", + "1960-09 508.0\n", + "Freq: M, Name: Number of airline passengers, Length: 141, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 访问 y_train_transformed 内置å˜é‡\n", + "get_config('y_train_transformed')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ef9cd061", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The current seed is: 123\n", + "The new seed is: 786\n" + ] + } + ], + "source": [ + "# å¦ä¸€ä¸ªä¾‹å­: 访问 seed\n", + "print(\"The current seed is: {}\".format(get_config('seed')))\n", + "\n", + "# 我们使用 set_config æ¥æ”¹å˜ seedå˜é‡çš„值\n", + "set_config('seed', 786)\n", + "print(\"The new seed is: {}\".format(get_config('seed')))" + ] + }, + { + "cell_type": "markdown", + "id": "7afbe41d", + "metadata": {}, + "source": [ + "所有预处ç†é…置和实验设置/å‚数都传递到`setup`函数中。è¦æŸ¥çœ‹æ‰€æœ‰å¯ç”¨å‚数，请查看文档字符串：" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2885a14f", + "metadata": {}, + "outputs": [], + "source": [ + "# help(setup)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "34ae0fce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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 DescriptionValue
0session_id123
1TargetNumber of airline passengers
2ApproachUnivariate
3Exogenous VariablesNot Present
4Original data shape(144, 1)
5Transformed data shape(144, 1)
6Transformed train set shape(141, 1)
7Transformed test set shape(3, 1)
8Rows with missing values0.0%
9Fold GeneratorExpandingWindowSplitter
10Fold Number3
11Enforce Prediction IntervalFalse
12Splits used for hyperparametersall
13User Defined Seasonal Period(s)None
14Ignore Seasonality TestFalse
15Seasonality Detection Algoauto
16Max Period to Consider60
17Seasonal Period(s) Tested[12, 24, 36, 11, 48]
18Significant Seasonal Period(s)[12, 24, 36, 11, 48]
19Significant Seasonal Period(s) without Harmonics[48, 36, 11]
20Remove HarmonicsFalse
21Harmonics Order Methodharmonic_max
22Num Seasonalities to Use1
23All Seasonalities to Use[12]
24Primary Seasonality12
25Seasonality PresentTrue
26Target Strictly PositiveTrue
27Target White NoiseNo
28Recommended d1
29Recommended Seasonal D1
30PreprocessTrue
31Numerical Imputation (Target)drift
32Transformation (Target)None
33Scaling (Target)None
34Feature Engineering (Target) - Reduced RegressionFalse
35CPU Jobs-1
36Use GPUFalse
37Log ExperimentFalse
38Experiment Namets-default-name
39USI7a02
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# åˆå§‹åŒ– setup 设置fold_strategy = expanding\n", + "s = setup(data, fh = 3, session_id = 123,\n", + " fold_strategy = 'expanding', numeric_imputation_target = 'drift')" + ] + }, + { + "cell_type": "markdown", + "id": "36b8b803", + "metadata": {}, + "source": [ + "## ✅ Compare Models\n", + "\n", + "此函数使用交å‰éªŒè¯è®­ç»ƒå’Œè¯„估模型库中所有å¯ç”¨æ¨¡åž‹çš„性能。 此函数的输出是具有平å‡äº¤å‰éªŒè¯åˆ†æ•°çš„评分表格。 å¯ä»¥ä½¿ç”¨`get_metrics`函数访问在 CV 期间评估的指标。 å¯ä»¥ä½¿ç”¨ `add_metric` å’Œ `remove_metric` 函数添加或删除自定义指标。" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a3350418", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.1100
exp_smoothExponential Smoothing0.49290.556115.147719.37920.03200.0317-0.46040.1133
arimaARIMA0.69640.711021.375724.77740.04470.0456-0.54950.0967
auto_arimaAuto ARIMA0.71360.694521.938924.21370.04590.0464-0.545411.5833
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & Detrending0.72120.669622.179423.36730.04530.04680.02610.0833
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize & Detrending0.85020.826426.264628.99230.05130.05340.03650.0833
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.86580.836226.782629.39470.05160.05360.15010.0867
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.89040.872227.526630.62430.05340.0555-0.00920.1033
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.89050.872227.527030.62460.05340.0555-0.00920.1000
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending0.89440.874627.653530.71270.05350.0557-0.00630.1033
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.89660.875827.722430.75800.05360.0558-0.00420.0867
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending0.89660.875927.723130.75940.05360.0558-0.00400.1067
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.91560.887828.318831.18210.05470.0569-0.02090.0767
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrending1.06950.992433.150034.92770.06310.0656-0.16820.0967
thetaTheta Forecaster1.08391.039333.322336.25550.06860.0710-1.79260.0533
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.16941.088436.216038.27290.06940.0727-0.43520.1567
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.19301.134636.910639.85180.07330.0769-0.81350.0833
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.20191.136237.235939.98270.07130.0746-0.60510.0867
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.21711.147537.645740.30700.07240.0757-0.70570.0800
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.24151.174538.487341.34660.07280.0765-0.57110.1133
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.25741.183738.873641.54800.07530.0789-0.94580.1667
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.27021.182039.300441.53550.07600.0797-0.83440.1033
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.31981.204540.834242.30450.07920.0831-0.91920.1133
naiveNaive Forecaster1.56541.495148.444452.52320.09200.0981-1.83440.0433
snaiveSeasonal Naive Forecaster1.67411.534351.666753.73500.10520.1117-4.53880.0467
polytrendPolynomial Trend Forecaster2.15532.109666.981774.40480.12410.1350-4.25250.0367
crostonCroston2.45652.351376.395382.97940.13940.1562-4.58950.0400
grand_meansGrand Means Forecaster7.30656.5029226.0502228.38800.44690.5821-72.11830.0467
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NameReferenceTurbo
ID
naiveNaive Forecastersktime.forecasting.naive.NaiveForecasterTrue
grand_meansGrand Means Forecastersktime.forecasting.naive.NaiveForecasterTrue
snaiveSeasonal Naive Forecastersktime.forecasting.naive.NaiveForecasterTrue
polytrendPolynomial Trend Forecastersktime.forecasting.trend.PolynomialTrendForeca...True
arimaARIMAsktime.forecasting.arima.ARIMATrue
auto_arimaAuto ARIMAsktime.forecasting.arima.AutoARIMATrue
exp_smoothExponential Smoothingsktime.forecasting.exp_smoothing.ExponentialSm...True
crostonCrostonsktime.forecasting.croston.CrostonTrue
etsETSsktime.forecasting.ets.AutoETSTrue
thetaTheta Forecastersktime.forecasting.theta.ThetaForecasterTrue
tbatsTBATSsktime.forecasting.tbats.TBATSFalse
batsBATSsktime.forecasting.bats.BATSFalse
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseaso...pycaret.containers.models.time_series.BaseCdsD...True
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detren...pycaret.containers.models.time_series.BaseCdsD...True
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & De...pycaret.containers.models.time_series.BaseCdsD...True
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasona...pycaret.containers.models.time_series.BaseCdsD...True
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Det...pycaret.containers.models.time_series.BaseCdsD...True
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonali...pycaret.containers.models.time_series.BaseCdsD...True
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
\n", + "
" + ], + "text/plain": [ + " Name \\\n", + "ID \n", + "naive Naive Forecaster \n", + "grand_means Grand Means Forecaster \n", + "snaive Seasonal Naive Forecaster \n", + "polytrend Polynomial Trend Forecaster \n", + "arima ARIMA \n", + "auto_arima Auto ARIMA \n", + "exp_smooth Exponential Smoothing \n", + "croston Croston \n", + "ets ETS \n", + "theta Theta Forecaster \n", + "tbats TBATS \n", + "bats BATS \n", + "lr_cds_dt Linear w/ Cond. Deseasonalize & Detrending \n", + "en_cds_dt Elastic Net w/ Cond. Deseasonalize & Detrending \n", + "ridge_cds_dt Ridge w/ Cond. Deseasonalize & Detrending \n", + "lasso_cds_dt Lasso w/ Cond. Deseasonalize & Detrending \n", + "lar_cds_dt Least Angular Regressor w/ Cond. Deseasonalize... \n", + "llar_cds_dt Lasso Least Angular Regressor w/ Cond. Deseaso... \n", + "br_cds_dt Bayesian Ridge w/ Cond. Deseasonalize & Detren... \n", + "huber_cds_dt Huber w/ Cond. Deseasonalize & Detrending \n", + "par_cds_dt Passive Aggressive w/ Cond. Deseasonalize & De... \n", + "omp_cds_dt Orthogonal Matching Pursuit w/ Cond. Deseasona... \n", + "knn_cds_dt K Neighbors w/ Cond. Deseasonalize & Detrending \n", + "dt_cds_dt Decision Tree w/ Cond. Deseasonalize & Detrending \n", + "rf_cds_dt Random Forest w/ Cond. Deseasonalize & Detrending \n", + "et_cds_dt Extra Trees w/ Cond. Deseasonalize & Detrending \n", + "gbr_cds_dt Gradient Boosting w/ Cond. Deseasonalize & Det... \n", + "ada_cds_dt AdaBoost w/ Cond. Deseasonalize & Detrending \n", + "xgboost_cds_dt Extreme Gradient Boosting w/ Cond. Deseasonali... \n", + "lightgbm_cds_dt Light Gradient Boosting w/ Cond. Deseasonalize... \n", + "\n", + " Reference Turbo \n", + "ID \n", + "naive sktime.forecasting.naive.NaiveForecaster True \n", + "grand_means sktime.forecasting.naive.NaiveForecaster True \n", + "snaive sktime.forecasting.naive.NaiveForecaster True \n", + "polytrend sktime.forecasting.trend.PolynomialTrendForeca... True \n", + "arima sktime.forecasting.arima.ARIMA True \n", + "auto_arima sktime.forecasting.arima.AutoARIMA True \n", + "exp_smooth sktime.forecasting.exp_smoothing.ExponentialSm... True \n", + "croston sktime.forecasting.croston.Croston True \n", + "ets sktime.forecasting.ets.AutoETS True \n", + "theta sktime.forecasting.theta.ThetaForecaster True \n", + "tbats sktime.forecasting.tbats.TBATS False \n", + "bats sktime.forecasting.bats.BATS False \n", + "lr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "en_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "ridge_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lasso_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "llar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "br_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "huber_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "par_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "omp_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "knn_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "dt_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "rf_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "et_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "gbr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "ada_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "xgboost_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lightgbm_cds_dt pycaret.containers.models.time_series.BaseCdsD... True " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看所有å¯ç”¨æ¨¡åž‹\n", + "models()" + ] + }, + { + "cell_type": "markdown", + "id": "f588f54b", + "metadata": {}, + "source": [ + "您å¯ä»¥ä½¿ç”¨ `compare_models` 中的 `include` å’Œ `exclude` å‚数仅训练特定模型或通过在 `exclude` å‚数中传递模型 ID 将特定模型排除在训练之外。" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "f2a7e578", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.0900
arimaARIMA0.69640.711021.375724.77740.04470.0456-0.54950.0700
thetaTheta Forecaster1.08391.039333.322336.25550.06860.0710-1.79260.0333
naiveNaive Forecaster1.56541.495148.444452.52320.09200.0981-1.83440.0267
snaiveSeasonal Naive Forecaster1.67411.534351.666753.73500.10520.1117-4.53880.0267
polytrendPolynomial Trend Forecaster2.15532.109666.981774.40480.12410.1350-4.25250.0267
grand_meansGrand Means Forecaster7.30656.5029226.0502228.38800.44690.5821-72.11830.0300
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_ts_models = compare_models(include = ['ets', 'arima', 'theta', 'naive', 'snaive', 'grand_means', 'polytrend'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c15a467e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
AutoETS(seasonal='mul', sp=12, trend='add')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "AutoETS(seasonal='mul', sp=12, trend='add')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_ts_models" + ] + }, + { + "cell_type": "markdown", + "id": "af9ae6cd", + "metadata": {}, + "source": [ + "上é¢çš„函数返回ç»è¿‡è®­ç»ƒçš„模型对象作为输出。 评分表格åªæ˜¾ç¤ºä¸è¿”回。 如果您需è¦è®¿é—®è¯„分表格，您å¯ä»¥ä½¿ç”¨`pull`函数æ¥è®¿é—®dataframe。" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "fc529e25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.0900
arimaARIMA0.69640.71121.375724.77740.04470.0456-0.54950.0700
thetaTheta Forecaster1.08391.039333.322336.25550.06860.071-1.79260.0333
naiveNaive Forecaster1.56541.495148.444452.52320.0920.0981-1.83440.0267
snaiveSeasonal Naive Forecaster1.67411.534351.666753.7350.10520.1117-4.53880.0267
polytrendPolynomial Trend Forecaster2.15532.109666.981774.40480.12410.135-4.25250.0267
grand_meansGrand Means Forecaster7.30656.5029226.0502228.3880.44690.5821-72.11830.0300
\n", + "
" + ], + "text/plain": [ + " Model MASE RMSSE MAE RMSE \\\n", + "ets ETS 0.4912 0.5541 15.0943 19.3105 \n", + "arima ARIMA 0.6964 0.711 21.3757 24.7774 \n", + "theta Theta Forecaster 1.0839 1.0393 33.3223 36.2555 \n", + "naive Naive Forecaster 1.5654 1.4951 48.4444 52.5232 \n", + "snaive Seasonal Naive Forecaster 1.6741 1.5343 51.6667 53.735 \n", + "polytrend Polynomial Trend Forecaster 2.1553 2.1096 66.9817 74.4048 \n", + "grand_means Grand Means Forecaster 7.3065 6.5029 226.0502 228.388 \n", + "\n", + " MAPE SMAPE R2 TT (Sec) \n", + "ets 0.0318 0.0316 -0.4464 0.0900 \n", + "arima 0.0447 0.0456 -0.5495 0.0700 \n", + "theta 0.0686 0.071 -1.7926 0.0333 \n", + "naive 0.092 0.0981 -1.8344 0.0267 \n", + "snaive 0.1052 0.1117 -4.5388 0.0267 \n", + "polytrend 0.1241 0.135 -4.2525 0.0267 \n", + "grand_means 0.4469 0.5821 -72.1183 0.0300 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_ts_models_results = pull()\n", + "compare_ts_models_results" + ] + }, + { + "cell_type": "markdown", + "id": "05a72fc2", + "metadata": {}, + "source": [ + "默认情况下，`compare_models`æ ¹æ®`sort`å‚数中定义的指标返回性能最佳的å•ä¸ªæ¨¡åž‹ã€‚ 让我们更改代ç ä»¥è¿”回 3 个基于`MAE`的顶级模型。" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1066dd07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.1100
exp_smoothExponential Smoothing0.49290.556115.147719.37920.03200.0317-0.46040.0867
arimaARIMA0.69640.711021.375724.77740.04470.0456-0.54950.0767
auto_arimaAuto ARIMA0.71360.694521.938924.21370.04590.0464-0.545411.3167
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & Detrending0.72120.669622.179423.36730.04530.04680.02610.1033
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize & Detrending0.85020.826426.264628.99230.05130.05340.03650.1000
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.86580.836226.782629.39470.05160.05360.15010.1067
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.89040.872227.526630.62430.05340.0555-0.00920.0967
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.89050.872227.527030.62460.05340.0555-0.00920.0967
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending0.89440.874627.653530.71270.05350.0557-0.00630.1033
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.89660.875827.722430.75800.05360.0558-0.00420.1033
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending0.89660.875927.723130.75940.05360.0558-0.00400.1100
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.91560.887828.318831.18210.05470.0569-0.02090.1033
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrending1.06950.992433.150034.92770.06310.0656-0.16820.1133
thetaTheta Forecaster1.08391.039333.322336.25550.06860.0710-1.79260.0533
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.16941.088436.216038.27290.06940.0727-0.43520.1667
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.19301.134636.910639.85180.07330.0769-0.81350.1000
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.20191.136237.235939.98270.07130.0746-0.60510.1100
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.21711.147537.645740.30700.07240.0757-0.70570.1000
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.24151.174538.487341.34660.07280.0765-0.57110.1300
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.25741.183738.873641.54800.07530.0789-0.94580.1933
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.27021.182039.300441.53550.07600.0797-0.83440.1233
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.31981.204540.834242.30450.07920.0831-0.91920.1267
naiveNaive Forecaster1.56541.495148.444452.52320.09200.0981-1.83440.0267
snaiveSeasonal Naive Forecaster1.67411.534351.666753.73500.10520.1117-4.53880.0300
polytrendPolynomial Trend Forecaster2.15532.109666.981774.40480.12410.1350-4.25250.0300
crostonCroston2.45652.351376.395382.97940.13940.1562-4.58950.0400
grand_meansGrand Means Forecaster7.30656.5029226.0502228.38800.44690.5821-72.11830.0300
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "best_mae_models_top3 = compare_models(sort = 'MAE', n_select = 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "aa259708", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[AutoETS(seasonal='mul', sp=12, trend='add'),\n", + " ExponentialSmoothing(seasonal='mul', sp=12, trend='add'),\n", + " ARIMA(seasonal_order=(0, 1, 0, 12))]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 列出å‰3个MAE指标最优的模型\n", + "best_mae_models_top3" + ] + }, + { + "cell_type": "markdown", + "id": "1d91d27e", + "metadata": {}, + "source": [ + "您å¯èƒ½ä¼šå‘现在`compare_models`中éžå¸¸æœ‰ç”¨çš„其他一些å‚数是：\n", + "\n", + "- fold\n", + "- cross_validation\n", + "- budget_time\n", + "- errors\n", + "- parallel\n", + "- engine\n", + "\n", + "您å¯ä»¥æŸ¥çœ‹å‡½æ•°çš„文档字符串以获å–更多信æ¯ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f0c49e0b", + "metadata": {}, + "outputs": [], + "source": [ + "# help(compare_models)" + ] + }, + { + "cell_type": "markdown", + "id": "f8b75e77", + "metadata": {}, + "source": [ + "## ✅ 检查统计数æ®\n", + "`check_stats`函数用于获å–汇总统计数æ®å¹¶å¯¹åŽŸå§‹æ•°æ®æˆ–模型残差执行统计检测。" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a5990dc3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TestTest NameDataPropertySettingValue
0SummaryStatisticsTransformedLength144.0
1SummaryStatisticsTransformed# Missing Values0.0
2SummaryStatisticsTransformedMean280.298611
3SummaryStatisticsTransformedMedian265.5
4SummaryStatisticsTransformedStandard Deviation119.966317
5SummaryStatisticsTransformedVariance14391.917201
6SummaryStatisticsTransformedKurtosis-0.364942
7SummaryStatisticsTransformedSkewness0.58316
8SummaryStatisticsTransformed# Distinct Values118.0
9White NoiseLjung-BoxTransformedTest Statictic{'alpha': 0.05, 'K': 24}1606.083817
10White NoiseLjung-BoxTransformedTest Statictic{'alpha': 0.05, 'K': 48}1933.155822
11White NoiseLjung-BoxTransformedp-value{'alpha': 0.05, 'K': 24}0.0
12White NoiseLjung-BoxTransformedp-value{'alpha': 0.05, 'K': 48}0.0
13White NoiseLjung-BoxTransformedWhite Noise{'alpha': 0.05, 'K': 24}False
14White NoiseLjung-BoxTransformedWhite Noise{'alpha': 0.05, 'K': 48}False
15StationarityADFTransformedStationarity{'alpha': 0.05}False
16StationarityADFTransformedp-value{'alpha': 0.05}0.99188
17StationarityADFTransformedTest Statistic{'alpha': 0.05}0.815369
18StationarityADFTransformedCritical Value 1%{'alpha': 0.05}-3.481682
19StationarityADFTransformedCritical Value 5%{'alpha': 0.05}-2.884042
20StationarityADFTransformedCritical Value 10%{'alpha': 0.05}-2.57877
21StationarityKPSSTransformedTrend Stationarity{'alpha': 0.05}True
22StationarityKPSSTransformedp-value{'alpha': 0.05}0.1
23StationarityKPSSTransformedTest Statistic{'alpha': 0.05}0.09615
24StationarityKPSSTransformedCritical Value 10%{'alpha': 0.05}0.119
25StationarityKPSSTransformedCritical Value 5%{'alpha': 0.05}0.146
26StationarityKPSSTransformedCritical Value 2.5%{'alpha': 0.05}0.176
27StationarityKPSSTransformedCritical Value 1%{'alpha': 0.05}0.216
28NormalityShapiroTransformedNormality{'alpha': 0.05}False
29NormalityShapiroTransformedp-value{'alpha': 0.05}0.000068
\n", + "
" + ], + "text/plain": [ + " Test Test Name Data Property \\\n", + "0 Summary Statistics Transformed Length \n", + "1 Summary Statistics Transformed # Missing Values \n", + "2 Summary Statistics Transformed Mean \n", + "3 Summary Statistics Transformed Median \n", + "4 Summary Statistics Transformed Standard Deviation \n", + "5 Summary Statistics Transformed Variance \n", + "6 Summary Statistics Transformed Kurtosis \n", + "7 Summary Statistics Transformed Skewness \n", + "8 Summary Statistics Transformed # Distinct Values \n", + "9 White Noise Ljung-Box Transformed Test Statictic \n", + "10 White Noise Ljung-Box Transformed Test Statictic \n", + "11 White Noise Ljung-Box Transformed p-value \n", + "12 White Noise Ljung-Box Transformed p-value \n", + "13 White Noise Ljung-Box Transformed White Noise \n", + "14 White Noise Ljung-Box Transformed White Noise \n", + "15 Stationarity ADF Transformed Stationarity \n", + "16 Stationarity ADF Transformed p-value \n", + "17 Stationarity ADF Transformed Test Statistic \n", + "18 Stationarity ADF Transformed Critical Value 1% \n", + "19 Stationarity ADF Transformed Critical Value 5% \n", + "20 Stationarity ADF Transformed Critical Value 10% \n", + "21 Stationarity KPSS Transformed Trend Stationarity \n", + "22 Stationarity KPSS Transformed p-value \n", + "23 Stationarity KPSS Transformed Test Statistic \n", + "24 Stationarity KPSS Transformed Critical Value 10% \n", + "25 Stationarity KPSS Transformed Critical Value 5% \n", + "26 Stationarity KPSS Transformed Critical Value 2.5% \n", + "27 Stationarity KPSS Transformed Critical Value 1% \n", + "28 Normality Shapiro Transformed Normality \n", + "29 Normality Shapiro Transformed p-value \n", + "\n", + " Setting Value \n", + "0 144.0 \n", + "1 0.0 \n", + "2 280.298611 \n", + "3 265.5 \n", + "4 119.966317 \n", + "5 14391.917201 \n", + "6 -0.364942 \n", + "7 0.58316 \n", + "8 118.0 \n", + "9 {'alpha': 0.05, 'K': 24} 1606.083817 \n", + "10 {'alpha': 0.05, 'K': 48} 1933.155822 \n", + "11 {'alpha': 0.05, 'K': 24} 0.0 \n", + "12 {'alpha': 0.05, 'K': 48} 0.0 \n", + "13 {'alpha': 0.05, 'K': 24} False \n", + "14 {'alpha': 0.05, 'K': 48} False \n", + "15 {'alpha': 0.05} False \n", + "16 {'alpha': 0.05} 0.99188 \n", + "17 {'alpha': 0.05} 0.815369 \n", + "18 {'alpha': 0.05} -3.481682 \n", + "19 {'alpha': 0.05} -2.884042 \n", + "20 {'alpha': 0.05} -2.57877 \n", + "21 {'alpha': 0.05} True \n", + "22 {'alpha': 0.05} 0.1 \n", + "23 {'alpha': 0.05} 0.09615 \n", + "24 {'alpha': 0.05} 0.119 \n", + "25 {'alpha': 0.05} 0.146 \n", + "26 {'alpha': 0.05} 0.176 \n", + "27 {'alpha': 0.05} 0.216 \n", + "28 {'alpha': 0.05} False \n", + "29 {'alpha': 0.05} 0.000068 " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 对原始数æ®è¿›è¡Œç»Ÿè®¡æ£€æµ‹\n", + "check_stats()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "4aae2067", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TestTest NameDataPropertySettingValue
0SummaryStatisticsResidualLength141.0
1SummaryStatisticsResidual# Missing Values0.0
2SummaryStatisticsResidualMean-0.040882
3SummaryStatisticsResidualMedian-0.9737
4SummaryStatisticsResidualStandard Deviation10.584861
5SummaryStatisticsResidualVariance112.039282
6SummaryStatisticsResidualKurtosis1.564369
7SummaryStatisticsResidualSkewness-0.180448
8SummaryStatisticsResidual# Distinct Values141.0
9White NoiseLjung-BoxResidualTest Statictic{'alpha': 0.05, 'K': 24}41.375602
10White NoiseLjung-BoxResidualTest Statictic{'alpha': 0.05, 'K': 48}62.2296
11White NoiseLjung-BoxResidualp-value{'alpha': 0.05, 'K': 24}0.015143
12White NoiseLjung-BoxResidualp-value{'alpha': 0.05, 'K': 48}0.081358
13White NoiseLjung-BoxResidualWhite Noise{'alpha': 0.05, 'K': 24}False
14White NoiseLjung-BoxResidualWhite Noise{'alpha': 0.05, 'K': 48}True
15StationarityADFResidualStationarity{'alpha': 0.05}True
16StationarityADFResidualp-value{'alpha': 0.05}0.000377
17StationarityADFResidualTest Statistic{'alpha': 0.05}-4.341133
18StationarityADFResidualCritical Value 1%{'alpha': 0.05}-3.481282
19StationarityADFResidualCritical Value 5%{'alpha': 0.05}-2.883868
20StationarityADFResidualCritical Value 10%{'alpha': 0.05}-2.578677
21StationarityKPSSResidualTrend Stationarity{'alpha': 0.05}True
22StationarityKPSSResidualp-value{'alpha': 0.05}0.1
23StationarityKPSSResidualTest Statistic{'alpha': 0.05}0.036132
24StationarityKPSSResidualCritical Value 10%{'alpha': 0.05}0.119
25StationarityKPSSResidualCritical Value 5%{'alpha': 0.05}0.146
26StationarityKPSSResidualCritical Value 2.5%{'alpha': 0.05}0.176
27StationarityKPSSResidualCritical Value 1%{'alpha': 0.05}0.216
28NormalityShapiroResidualNormality{'alpha': 0.05}False
29NormalityShapiroResidualp-value{'alpha': 0.05}0.026096
\n", + "
" + ], + "text/plain": [ + " Test Test Name Data Property \\\n", + "0 Summary Statistics Residual Length \n", + "1 Summary Statistics Residual # Missing Values \n", + "2 Summary Statistics Residual Mean \n", + "3 Summary Statistics Residual Median \n", + "4 Summary Statistics Residual Standard Deviation \n", + "5 Summary Statistics Residual Variance \n", + "6 Summary Statistics Residual Kurtosis \n", + "7 Summary Statistics Residual Skewness \n", + "8 Summary Statistics Residual # Distinct Values \n", + "9 White Noise Ljung-Box Residual Test Statictic \n", + "10 White Noise Ljung-Box Residual Test Statictic \n", + "11 White Noise Ljung-Box Residual p-value \n", + "12 White Noise Ljung-Box Residual p-value \n", + "13 White Noise Ljung-Box Residual White Noise \n", + "14 White Noise Ljung-Box Residual White Noise \n", + "15 Stationarity ADF Residual Stationarity \n", + "16 Stationarity ADF Residual p-value \n", + "17 Stationarity ADF Residual Test Statistic \n", + "18 Stationarity ADF Residual Critical Value 1% \n", + "19 Stationarity ADF Residual Critical Value 5% \n", + "20 Stationarity ADF Residual Critical Value 10% \n", + "21 Stationarity KPSS Residual Trend Stationarity \n", + "22 Stationarity KPSS Residual p-value \n", + "23 Stationarity KPSS Residual Test Statistic \n", + "24 Stationarity KPSS Residual Critical Value 10% \n", + "25 Stationarity KPSS Residual Critical Value 5% \n", + "26 Stationarity KPSS Residual Critical Value 2.5% \n", + "27 Stationarity KPSS Residual Critical Value 1% \n", + "28 Normality Shapiro Residual Normality \n", + "29 Normality Shapiro Residual p-value \n", + "\n", + " Setting Value \n", + "0 141.0 \n", + "1 0.0 \n", + "2 -0.040882 \n", + "3 -0.9737 \n", + "4 10.584861 \n", + "5 112.039282 \n", + "6 1.564369 \n", + "7 -0.180448 \n", + "8 141.0 \n", + "9 {'alpha': 0.05, 'K': 24} 41.375602 \n", + "10 {'alpha': 0.05, 'K': 48} 62.2296 \n", + "11 {'alpha': 0.05, 'K': 24} 0.015143 \n", + "12 {'alpha': 0.05, 'K': 48} 0.081358 \n", + "13 {'alpha': 0.05, 'K': 24} False \n", + "14 {'alpha': 0.05, 'K': 48} True \n", + "15 {'alpha': 0.05} True \n", + "16 {'alpha': 0.05} 0.000377 \n", + "17 {'alpha': 0.05} -4.341133 \n", + "18 {'alpha': 0.05} -3.481282 \n", + "19 {'alpha': 0.05} -2.883868 \n", + "20 {'alpha': 0.05} -2.578677 \n", + "21 {'alpha': 0.05} True \n", + "22 {'alpha': 0.05} 0.1 \n", + "23 {'alpha': 0.05} 0.036132 \n", + "24 {'alpha': 0.05} 0.119 \n", + "25 {'alpha': 0.05} 0.146 \n", + "26 {'alpha': 0.05} 0.176 \n", + "27 {'alpha': 0.05} 0.216 \n", + "28 {'alpha': 0.05} False \n", + "29 {'alpha': 0.05} 0.026096 " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 对最优模型的残差进行统计检测\n", + "check_stats(estimator = best)" + ] + }, + { + "cell_type": "markdown", + "id": "9e6c47cb", + "metadata": {}, + "source": [ + "## ✅ 实验日志记录\n", + "PyCaret 集æˆäº†è®¸å¤šä¸åŒç±»åž‹çš„实验日志记录器（默认 = 'mlflow'）。è¦åœ¨ PyCaret 中打开实验跟踪，您å¯ä»¥è®¾ç½®`log_experiment`å’Œ`experiment_name`å‚数。它将根æ®å®šä¹‰çš„记录器自动跟踪所有指标ã€è¶…å‚数等。" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "1af63fd0", + "metadata": {}, + "outputs": [], + "source": [ + "# from pycaret.time_series import *\n", + "# s = setup(data, fh = 3, session_id = 123, log_experiment='mlflow', experiment_name='airline_experiment')" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "42cd6120", + "metadata": {}, + "outputs": [], + "source": [ + "# compare models\n", + "# best = compare_models()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "adc82ce5", + "metadata": {}, + "outputs": [], + "source": [ + "# start mlflow server on localhost:5000\n", + "# !mlflow ui" + ] + }, + { + "cell_type": "markdown", + "id": "a06f9df7", + "metadata": {}, + "source": [ + "默认情况下，PyCaret 使用 `MLFlow` 记录器，å¯ä»¥ä½¿ç”¨ `log_experiment` å‚数进行更改。 以下记录器å¯ç”¨ï¼š\n", + " \n", + " - mlflow\n", + " - wandb\n", + " - comet_ml\n", + " - dagshub\n", + " \n", + "您å¯èƒ½ä¼šå‘现有用的其他日志记录相关å‚数是：\n", + "\n", + "- experiment_custom_tags\n", + "- log_plots\n", + "- log_data\n", + "- log_profile\n", + "\n", + "有关更多信æ¯ï¼Œè¯·æŸ¥çœ‹ `setup` 函数的文档字符串。" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "2f8b6aa1", + "metadata": {}, + "outputs": [], + "source": [ + "# help(setup)" + ] + }, + { + "cell_type": "markdown", + "id": "6ce0b555", + "metadata": {}, + "source": [ + "## ✅ Create Model\n", + "\n", + "此函数使用交å‰éªŒè¯è®­ç»ƒå’Œè¯„估给定估计器的性能。 此函数的输出是一个评分表格，其中包å«æŒ‰fold计算的 CV 分数。 å¯ä»¥ä½¿ç”¨`get_metrics`函数访问在 CV 期间评估的指标。 å¯ä»¥ä½¿ç”¨ `add_metric` å’Œ `remove_metric` 函数添加或删除自定义指标。 å¯ä»¥ä½¿ç”¨æ¨¡åž‹å‡½æ•°è®¿é—®æ‰€æœ‰å¯ç”¨æ¨¡åž‹ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "837cebfa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameReferenceTurbo
ID
naiveNaive Forecastersktime.forecasting.naive.NaiveForecasterTrue
grand_meansGrand Means Forecastersktime.forecasting.naive.NaiveForecasterTrue
snaiveSeasonal Naive Forecastersktime.forecasting.naive.NaiveForecasterTrue
polytrendPolynomial Trend Forecastersktime.forecasting.trend.PolynomialTrendForeca...True
arimaARIMAsktime.forecasting.arima.ARIMATrue
auto_arimaAuto ARIMAsktime.forecasting.arima.AutoARIMATrue
exp_smoothExponential Smoothingsktime.forecasting.exp_smoothing.ExponentialSm...True
crostonCrostonsktime.forecasting.croston.CrostonTrue
etsETSsktime.forecasting.ets.AutoETSTrue
thetaTheta Forecastersktime.forecasting.theta.ThetaForecasterTrue
tbatsTBATSsktime.forecasting.tbats.TBATSFalse
batsBATSsktime.forecasting.bats.BATSFalse
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseaso...pycaret.containers.models.time_series.BaseCdsD...True
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detren...pycaret.containers.models.time_series.BaseCdsD...True
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & De...pycaret.containers.models.time_series.BaseCdsD...True
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasona...pycaret.containers.models.time_series.BaseCdsD...True
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Det...pycaret.containers.models.time_series.BaseCdsD...True
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrendingpycaret.containers.models.time_series.BaseCdsD...True
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonali...pycaret.containers.models.time_series.BaseCdsD...True
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize...pycaret.containers.models.time_series.BaseCdsD...True
\n", + "
" + ], + "text/plain": [ + " Name \\\n", + "ID \n", + "naive Naive Forecaster \n", + "grand_means Grand Means Forecaster \n", + "snaive Seasonal Naive Forecaster \n", + "polytrend Polynomial Trend Forecaster \n", + "arima ARIMA \n", + "auto_arima Auto ARIMA \n", + "exp_smooth Exponential Smoothing \n", + "croston Croston \n", + "ets ETS \n", + "theta Theta Forecaster \n", + "tbats TBATS \n", + "bats BATS \n", + "lr_cds_dt Linear w/ Cond. Deseasonalize & Detrending \n", + "en_cds_dt Elastic Net w/ Cond. Deseasonalize & Detrending \n", + "ridge_cds_dt Ridge w/ Cond. Deseasonalize & Detrending \n", + "lasso_cds_dt Lasso w/ Cond. Deseasonalize & Detrending \n", + "lar_cds_dt Least Angular Regressor w/ Cond. Deseasonalize... \n", + "llar_cds_dt Lasso Least Angular Regressor w/ Cond. Deseaso... \n", + "br_cds_dt Bayesian Ridge w/ Cond. Deseasonalize & Detren... \n", + "huber_cds_dt Huber w/ Cond. Deseasonalize & Detrending \n", + "par_cds_dt Passive Aggressive w/ Cond. Deseasonalize & De... \n", + "omp_cds_dt Orthogonal Matching Pursuit w/ Cond. Deseasona... \n", + "knn_cds_dt K Neighbors w/ Cond. Deseasonalize & Detrending \n", + "dt_cds_dt Decision Tree w/ Cond. Deseasonalize & Detrending \n", + "rf_cds_dt Random Forest w/ Cond. Deseasonalize & Detrending \n", + "et_cds_dt Extra Trees w/ Cond. Deseasonalize & Detrending \n", + "gbr_cds_dt Gradient Boosting w/ Cond. Deseasonalize & Det... \n", + "ada_cds_dt AdaBoost w/ Cond. Deseasonalize & Detrending \n", + "xgboost_cds_dt Extreme Gradient Boosting w/ Cond. Deseasonali... \n", + "lightgbm_cds_dt Light Gradient Boosting w/ Cond. Deseasonalize... \n", + "\n", + " Reference Turbo \n", + "ID \n", + "naive sktime.forecasting.naive.NaiveForecaster True \n", + "grand_means sktime.forecasting.naive.NaiveForecaster True \n", + "snaive sktime.forecasting.naive.NaiveForecaster True \n", + "polytrend sktime.forecasting.trend.PolynomialTrendForeca... True \n", + "arima sktime.forecasting.arima.ARIMA True \n", + "auto_arima sktime.forecasting.arima.AutoARIMA True \n", + "exp_smooth sktime.forecasting.exp_smoothing.ExponentialSm... True \n", + "croston sktime.forecasting.croston.Croston True \n", + "ets sktime.forecasting.ets.AutoETS True \n", + "theta sktime.forecasting.theta.ThetaForecaster True \n", + "tbats sktime.forecasting.tbats.TBATS False \n", + "bats sktime.forecasting.bats.BATS False \n", + "lr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "en_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "ridge_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lasso_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "llar_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "br_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "huber_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "par_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "omp_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "knn_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "dt_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "rf_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "et_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "gbr_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "ada_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "xgboost_cds_dt pycaret.containers.models.time_series.BaseCdsD... True \n", + "lightgbm_cds_dt pycaret.containers.models.time_series.BaseCdsD... True " + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 查看所有å¯ç”¨çš„模型\n", + "models()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "16641cab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.50830.723715.476625.00400.03710.0354-2.8434
11960-030.68560.626221.031921.79880.04370.04480.5529
21960-060.27970.31238.774311.12860.01470.01460.9512
MeanNaT0.49120.554115.094319.31050.03180.0316-0.4464
SDNaT0.16620.17555.01155.93160.01240.01261.7027
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 训练 ets 模型 默认å‚æ•° fold=3\n", + "ets = create_model('ets')" + ] + }, + { + "cell_type": "markdown", + "id": "074b4572", + "metadata": {}, + "source": [ + "上é¢çš„函数返回ç»è¿‡è®­ç»ƒçš„模型对象作为输出。评分网格åªæ˜¾ç¤ºä¸è¿”回。如果您需è¦è®¿é—®è¯„分网格，您å¯ä»¥ä½¿ç”¨`pull`函数æ¥è®¿é—®dataframe。" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "fe277e1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.50830.723715.476625.00400.03710.0354-2.8434
11960-030.68560.626221.031921.79880.04370.04480.5529
21960-060.27970.31238.774311.12860.01470.01460.9512
MeanNaT0.49120.554115.094319.31050.03180.0316-0.4464
SDNaT0.16620.17555.01155.93160.01240.01261.7027
\n", + "
" + ], + "text/plain": [ + " cutoff MASE RMSSE MAE RMSE MAPE SMAPE R2\n", + "0 1959-12 0.5083 0.7237 15.4766 25.0040 0.0371 0.0354 -2.8434\n", + "1 1960-03 0.6856 0.6262 21.0319 21.7988 0.0437 0.0448 0.5529\n", + "2 1960-06 0.2797 0.3123 8.7743 11.1286 0.0147 0.0146 0.9512\n", + "Mean NaT 0.4912 0.5541 15.0943 19.3105 0.0318 0.0316 -0.4464\n", + "SD NaT 0.1662 0.1755 5.0115 5.9316 0.0124 0.0126 1.7027" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ets_results = pull()\n", + "print(type(ets_results))\n", + "ets_results" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "148a74c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-060.81520.821223.711427.07770.04360.04480.6016
11959-090.16220.17234.83395.82160.01270.01280.9213
21959-120.67880.785720.670027.14320.05010.0481-3.5292
31960-032.03771.803762.507562.78740.12760.1363-2.7090
41960-060.53520.528716.789518.83590.02820.02860.8603
MeanNaT0.84580.822325.702428.33320.05240.0541-0.7710
SDNaT0.63460.542819.487618.90530.03970.04301.9377
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 使用å‚æ•° fold=5 训练 theta模型\n", + "theta = create_model('theta', fold=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "5a8906a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-061.95971.965857.003364.82140.10460.1117-1.2833
11959-092.55282.333776.059278.85910.19790.1784-13.4324
21959-120.39800.368612.120612.73510.03000.02980.0030
31960-032.16882.116366.526273.66880.13240.1436-4.1060
41960-061.95521.829161.339165.16820.10340.1083-0.6723
MeanNaT1.80691.722754.609759.05050.11360.1143-3.8982
SDNaT0.73720.697422.173923.75680.05410.04934.9680
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
ThetaForecaster(deseasonalize=False, sp=12)
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" + ], + "text/plain": [ + "ThetaForecaster(deseasonalize=False, sp=12)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 训练 theta 模型指定模型å‚æ•°\n", + "create_model('theta', deseasonalize = False, fold=5)" + ] + }, + { + "cell_type": "markdown", + "id": "08634e9e", + "metadata": {}, + "source": [ + "您å¯èƒ½ä¼šå‘现éžå¸¸æœ‰ç”¨çš„其他一些å‚æ•°`create_model`是：\n", + "\n", + "- cross_validation\n", + "- engine\n", + "- fit_kwargs\n", + "\n", + "您å¯ä»¥æŸ¥çœ‹å‡½æ•°çš„文档字符串以获å–更多信æ¯ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "3fb32c74", + "metadata": {}, + "outputs": [], + "source": [ + "# help(create_model)" + ] + }, + { + "cell_type": "markdown", + "id": "d5378836", + "metadata": {}, + "source": [ + "## ✅ Tune Model\n", + "\n", + "该`tune_model`函数调整模型的超å‚数。此函数的输出是一个评分表格，其中包å«æŒ‰fold交å‰éªŒè¯çš„分数。根æ®ä¼˜åŒ–å‚数中定义的指标选择最佳模型。å¯ä»¥ä½¿ç”¨è¯¥å‡½æ•°è®¿é—®åœ¨äº¤å‰éªŒè¯æœŸé—´è¯„估的指标`get_metrics`。`add_metric`å¯ä»¥ä½¿ç”¨å’Œå‡½æ•°æ·»åŠ æˆ–删除自定义指标`remove_metric`。" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "402597f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.50390.545915.343418.85930.03770.0388-1.1865
11960-031.55661.374747.748947.85260.09840.1036-1.1544
21960-061.51851.483247.639552.84330.08380.0884-0.0996
MeanNaT1.19301.134636.910639.85180.07330.0769-0.8135
SDNaT0.48750.418615.250414.98310.02590.02770.5050
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 使用默认å‚数训练 dt 模型\n", + "dt = create_model('dt_cds_dt')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "90dc451d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.63690.782219.393827.02250.04700.0450-3.4890
11960-031.30051.163939.893840.51550.08190.0856-0.5444
21960-060.95610.978829.997134.87420.04950.05120.5211
MeanNaT0.96450.975029.761634.13740.05950.0606-1.1708
SDNaT0.27100.15598.37075.53310.01590.01781.6960
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 3 folds for each of 10 candidates, totalling 30 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 32 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 0.6s finished\n" + ] + } + ], + "source": [ + "# 调整 dt 的超å‚æ•°\n", + "tuned_dt = tune_model(dt)" + ] + }, + { + "cell_type": "markdown", + "id": "805b66b9", + "metadata": {}, + "source": [ + "å¯ä»¥åœ¨å‚数中定义è¦ä¼˜åŒ–的指标`optimize`（默认值 = 'MASE'）。此外，å¯ä»¥ä½¿ç”¨`custom_grid`å‚数传递自定义调整表格。" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "cca8e640", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
BaseCdsDtForecaster(fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n",
+       "                                                                        10, 9,\n",
+       "                                                                        8, 7, 6,\n",
+       "                                                                        5, 4, 3,\n",
+       "                                                                        2, 1]},\n",
+       "                                                   n_jobs=1)],\n",
+       "                    regressor=DecisionTreeRegressor(random_state=123), sp=12,\n",
+       "                    window_length=12)
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" + ], + "text/plain": [ + "BaseCdsDtForecaster(fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", + " 10, 9,\n", + " 8, 7, 6,\n", + " 5, 4, 3,\n", + " 2, 1]},\n", + " n_jobs=1)],\n", + " regressor=DecisionTreeRegressor(random_state=123), sp=12,\n", + " window_length=12)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dt" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "31e050ff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.54660.581516.645020.09100.04090.0421-1.4814
11960-031.27771.138839.194539.64190.07990.0833-0.4785
21960-061.67421.526252.523454.37720.09060.0952-0.1643
MeanNaT1.16621.082236.121038.03670.07050.0735-0.7081
SDNaT0.46700.387714.807714.04320.02140.02270.5617
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 3 folds for each of 7 candidates, totalling 21 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 32 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 2 out of 21 | elapsed: 0.4s remaining: 3.8s\n", + "[Parallel(n_jobs=-1)]: Done 21 out of 21 | elapsed: 0.5s finished\n" + ] + } + ], + "source": [ + "# 定义超å‚数调试 grid\n", + "dt_grid = {'regressor__max_depth' : [None, 2, 4, 6, 8, 10, 12]}\n", + "\n", + "# 使用自定义网格和指标= MAE æ¥è°ƒæ•´æ¨¡åž‹ \n", + "tuned_dt = tune_model(dt, custom_grid = dt_grid, optimize = 'MAE')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "a19788f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
BaseCdsDtForecaster(fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n",
+       "                                                                        10, 9,\n",
+       "                                                                        8, 7, 6,\n",
+       "                                                                        5, 4, 3,\n",
+       "                                                                        2, 1]},\n",
+       "                                                   n_jobs=1)],\n",
+       "                    regressor=DecisionTreeRegressor(max_depth=4,\n",
+       "                                                    random_state=123),\n",
+       "                    sp=12, window_length=12)
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" + ], + "text/plain": [ + "BaseCdsDtForecaster(fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", + " 10, 9,\n", + " 8, 7, 6,\n", + " 5, 4, 3,\n", + " 2, 1]},\n", + " n_jobs=1)],\n", + " regressor=DecisionTreeRegressor(max_depth=4,\n", + " random_state=123),\n", + " sp=12, window_length=12)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#查看 tuned_dt å‚æ•°\n", + "tuned_dt" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "6cca514b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.63690.782219.393827.02250.04700.0450-3.4890
11960-031.30051.163939.893840.51550.08190.0856-0.5444
21960-060.95610.978829.997134.87420.04950.05120.5211
MeanNaT0.96450.975029.761634.13740.05950.0606-1.1708
SDNaT0.27100.15598.37075.53310.01590.01781.6960
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 3 folds for each of 10 candidates, totalling 30 fits\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 32 concurrent workers.\n", + "[Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 0.6s finished\n" + ] + } + ], + "source": [ + "# è¦è®¿é—®è°ƒè¯•å™¨å¯¹è±¡ï¼Œæ‚¨å¯ä»¥è®¾ç½® return_tuner = True\n", + "tuned_dt, tuner = tune_model(dt, return_tuner=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "80cbb4a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
BaseCdsDtForecaster(degree=3, deseasonal_model='multiplicative',\n",
+       "                    fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n",
+       "                                                                        10, 9,\n",
+       "                                                                        8, 7, 6,\n",
+       "                                                                        5, 4, 3,\n",
+       "                                                                        2, 1]},\n",
+       "                                                   n_jobs=1)],\n",
+       "                    regressor=DecisionTreeRegressor(max_depth=9,\n",
+       "                                                    max_features='log2',\n",
+       "                                                    min_impurity_decrease=0.005742993267225779,\n",
+       "                                                    min_samples_leaf=5,\n",
+       "                                                    min_samples_split=4,\n",
+       "                                                    random_state=123),\n",
+       "                    sp=12, window_length=22)
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" + ], + "text/plain": [ + "BaseCdsDtForecaster(degree=3, deseasonal_model='multiplicative',\n", + " fe_target_rr=[WindowSummarizer(lag_feature={'lag': [12, 11,\n", + " 10, 9,\n", + " 8, 7, 6,\n", + " 5, 4, 3,\n", + " 2, 1]},\n", + " n_jobs=1)],\n", + " regressor=DecisionTreeRegressor(max_depth=9,\n", + " max_features='log2',\n", + " min_impurity_decrease=0.005742993267225779,\n", + " min_samples_leaf=5,\n", + " min_samples_split=4,\n", + " random_state=123),\n", + " sp=12, window_length=22)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 模型对象\n", + "tuned_dt" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "7d5e49ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 调试器对象\n", + "tuner" + ] + }, + { + "cell_type": "markdown", + "id": "a1e2875b", + "metadata": {}, + "source": [ + "有关所有å¯ç”¨çš„更多详细信æ¯`search_library` ，`search_algorithm`请查看文档字符串。您å¯èƒ½ä¼šå‘现éžå¸¸æœ‰ç”¨çš„`tune_model`中的其他一些å‚数是：\n", + "\n", + "- choose_better\n", + "- custom_scorer\n", + "- n_iter\n", + "- search_algorithm\n", + "- optimize\n", + "\n", + "您å¯ä»¥æŸ¥çœ‹å‡½æ•°çš„文档字符串以获å–更多信æ¯ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "94f9c86e", + "metadata": {}, + "outputs": [], + "source": [ + "# help(tune_model)" + ] + }, + { + "cell_type": "markdown", + "id": "ea8a9a4e", + "metadata": {}, + "source": [ + "## ✅ Blend Models" + ] + }, + { + "cell_type": "markdown", + "id": "2ede29c4", + "metadata": {}, + "source": [ + "blend_models是一ç§é›†æˆæ¨¡åž‹çš„方法，此方法训练一个`EnsembleForecaster`为在 estimator_list å‚数中传递的多个特定模型。此函数的输出是一个评分表格，其中包å«æŒ‰fold计算的 CV 分数。å¯ä»¥ä½¿ç”¨è¯¥å‡½æ•°è®¿é—®åœ¨ CV 期间评估的指标`get_metrics`。`add_metric`å¯ä»¥ä½¿ç”¨å’Œå‡½æ•°æ·»åŠ æˆ–删除自定义指标`remove_metric`。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "948d24c3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "61a7a1c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[AutoETS(seasonal='mul', sp=12, trend='add'),\n", + " ExponentialSmoothing(seasonal='mul', sp=12, trend='add'),\n", + " ARIMA(seasonal_order=(0, 1, 0, 12))]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 基于最优 mae çš„å‰ 3 个模型\n", + "best_mae_models_top3" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "04f65f2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
 cutoffMASERMSSEMAERMSEMAPESMAPER2
01959-120.51320.694915.626424.00880.03750.0360-2.5436
11960-030.90230.811427.676928.24480.05720.05900.2494
21960-060.26500.26748.31449.52560.01380.01380.9643
MeanNaT0.56020.591217.205920.59310.03620.0362-0.4433
SDNaT0.26230.23397.98328.01470.01770.01851.5135
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_EnsembleForecasterWithVoting(forecasters=[('ETS',\n",
+       "                                            AutoETS(seasonal='mul', sp=12,\n",
+       "                                                    trend='add')),\n",
+       "                                           ('Exponential Smoothing',\n",
+       "                                            ExponentialSmoothing(seasonal='mul',\n",
+       "                                                                 sp=12,\n",
+       "                                                                 trend='add')),\n",
+       "                                           ('ARIMA',\n",
+       "                                            ARIMA(seasonal_order=(0, 1, 0,\n",
+       "                                                                  12)))],\n",
+       "                              n_jobs=-1)
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" + ], + "text/plain": [ + "_EnsembleForecasterWithVoting(forecasters=[('ETS',\n", + " AutoETS(seasonal='mul', sp=12,\n", + " trend='add')),\n", + " ('Exponential Smoothing',\n", + " ExponentialSmoothing(seasonal='mul',\n", + " sp=12,\n", + " trend='add')),\n", + " ('ARIMA',\n", + " ARIMA(seasonal_order=(0, 1, 0,\n", + " 12)))],\n", + " n_jobs=-1)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# æ··åˆ(blend) å‰3个模型\n", + "blend_models(best_mae_models_top3)" + ] + }, + { + "cell_type": "markdown", + "id": "9e788c9c", + "metadata": {}, + "source": [ + "您å¯èƒ½ä¼šå‘现`blend_models`éžå¸¸æœ‰ç”¨çš„其他一些å‚数是：\n", + "\n", + "\n", + "- choose_better\n", + "- method\n", + "- weights\n", + "- fit_kwargs\n", + "- optimize\n", + "\n", + "您å¯ä»¥æŸ¥çœ‹å‡½æ•°çš„文档字符串以获å–更多信æ¯ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "99b549a6", + "metadata": {}, + "outputs": [], + "source": [ + "# help(blend_models)" + ] + }, + { + "cell_type": "markdown", + "id": "279a3127", + "metadata": {}, + "source": [ + "## ✅ 模型绘图" + ] + }, + { + "cell_type": "markdown", + "id": "862bd3e9", + "metadata": {}, + "source": [ + "此函数分æžè®­ç»ƒæ¨¡åž‹åœ¨ä¿ç•™é›†ä¸Šçš„性能。在æŸäº›æƒ…况下å¯èƒ½éœ€è¦é‡æ–°è®­ç»ƒæ¨¡åž‹ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "9c8da9b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plotly.com" + }, + "data": [ + { + "line": { + "color": "#1f77b4" + }, + "marker": { + "size": 5 + }, + "mode": "lines+markers", + "name": "Forecast | ETS", + "showlegend": true, + "type": "scatter", + "x": [ + "1960-10-01T00:00:00", + "1960-11-01T00:00:00", + "1960-12-01T00:00:00" + ], + "y": [ + 442.9862, + 388.2091, + 427.7009 + ] + }, + { + "line": { + "width": 0 + }, + "marker": { + "color": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ç”» acf 图\n", + "# for certain plots you don't need a trained model\n", + "plot_model(plot = 'acf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b18d34a5", + "metadata": {}, + "outputs": [], + "source": [ + "# plot diagnostics\n", + "# for certain plots you don't need a trained model\n", + "plot_model(plot = 'diagnostics')" + ] + }, + { + "cell_type": "markdown", + "id": "2fef279d", + "metadata": {}, + "source": [ + "您å¯èƒ½ä¼šå‘现`plot_model`éžå¸¸æœ‰ç”¨çš„其他一些å‚数是：\n", + "\n", + "- fig_kwargs\n", + "- data_kwargs\n", + "- display_format\n", + "- return_fig\n", + "- return_data\n", + "- save\n", + "\n", + "您å¯ä»¥æŸ¥çœ‹å‡½æ•°çš„文档字符串以获å–更多信æ¯ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54b09b8e", + "metadata": {}, + "outputs": [], + "source": [ + "# help(plot_model)" + ] + }, + { + "cell_type": "markdown", + "id": "e27c212b", + "metadata": {}, + "source": [ + "## ✅ Finalize Model\n", + "此函数在包括ä¿ç•™é›†åœ¨å†…的整个数æ®é›†ä¸Šè®­ç»ƒæœ€ç»ˆæ¨¡åž‹ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65225684", + "metadata": {}, + "outputs": [], + "source": [ + "final_best = finalize_model(best)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80d17fec", + "metadata": {}, + "outputs": [], + "source": [ + "final_best" + ] + }, + { + "cell_type": "markdown", + "id": "ed00202c", + "metadata": {}, + "source": [ + "## ✅ Deploy Model\n", + "此函数将整个 ML 管é“部署在云端。\n", + "\n", + "**AWS:** 在 AWS S3 上部署模型时，必须使用命令行界é¢é…置环境å˜é‡ã€‚è¦é…ç½® AWS 环境å˜é‡ï¼Œè¯·è¾“å…¥`aws configure` 终端。需è¦ä»¥ä¸‹ä¿¡æ¯ï¼Œè¿™äº›ä¿¡æ¯å¯ä»¥ä½¿ç”¨æ‚¨çš„亚马逊控制å°å¸æˆ·çš„èº«ä»½å’Œè®¿é—®ç®¡ç† (IAM) 门户生æˆï¼š\n", + "\n", + "- AWS Access Key ID\n", + "- AWS Secret Key Access\n", + "- Default Region Name (can be seen under Global settings on your AWS console)\n", + "- Default output format (must be left blank)\n", + "\n", + "**GCP:** è¦åœ¨ Google Cloud Platform ('gcp') 上部署模型，必须使用命令行或 GCP 控制å°åˆ›å»ºé¡¹ç›®ã€‚创建项目åŽï¼Œæ‚¨å¿…须创建一个æœåŠ¡å¸æˆ·å¹¶å°†æœåŠ¡å¸æˆ·å¯†é’¥ä¸‹è½½ä¸º JSON 文件，以便在您的本地环境中设置环境å˜é‡ã€‚了解更多信æ¯ï¼š: https://cloud.google.com/docs/authentication/production\n", + "\n", + "**Azure:** è¦åœ¨ Microsoft Azure（“azureâ€ï¼‰ä¸Šéƒ¨ç½²æ¨¡åž‹ï¼Œå¿…须在本地环境中设置连接字符串的环境å˜é‡ã€‚转到 Azure 门户上的存储å¸æˆ·è®¾ç½®ä»¥è®¿é—®æ‰€éœ€çš„连接字符串。AZURE_STORAGE_CONNECTION_STRING（需è¦ä½œä¸ºçŽ¯å¢ƒå˜é‡ï¼‰äº†è§£æ›´å¤šä¿¡æ¯: https://docs.microsoft.com/en-us/azure/storage/blobs/storage-quickstart-blobs-python?toc=%2Fpython%2Fazure%2FTOC.json" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "40b20a18", + "metadata": {}, + "outputs": [], + "source": [ + "# deploy model on aws s3\n", + "# deploy_model(best, model_name = 'my_first_platform_on_aws',\n", + "# platform = 'aws', authentication = {'bucket' : 'pycaret-test'})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e236516", + "metadata": {}, + "outputs": [], + "source": [ + "# load model from aws s3\n", + "# loaded_from_aws = load_model(model_name = 'my_first_platform_on_aws', platform = 'aws',\n", + "# authentication = {'bucket' : 'pycaret-test'})\n", + "\n", + "# loaded_from_aws" + ] + }, + { + "cell_type": "markdown", + "id": "e169ae86", + "metadata": {}, + "source": [ + "## ✅ Save / Load Model\n", + "\n", + "此函数将转æ¢ç®¡é“(pipeline)å’Œç»è¿‡è®­ç»ƒçš„模型对象作为 pickle 文件ä¿å­˜åˆ°å½“å‰å·¥ä½œç›®å½•ä¸­ï¼Œä¾›ä»¥åŽä½¿ç”¨ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc5cf24a", + "metadata": {}, + "outputs": [], + "source": [ + "# ä¿å­˜æ¨¡åž‹\n", + "save_model(best, 'my_first_model')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8478d34", + "metadata": {}, + "outputs": [], + "source": [ + "# 加载模型\n", + "loaded_from_disk = load_model('my_first_model')\n", + "loaded_from_disk" + ] + }, + { + "cell_type": "markdown", + "id": "de5eee8c", + "metadata": {}, + "source": [ + "## ✅ Save / Load Experiment\n", + "此函数将所有实验å˜é‡ä¿å­˜åœ¨ç£ç›˜ä¸Šï¼Œå…许ç¨åŽåœ¨ä¸é‡æ–°è¿è¡Œè®¾ç½®å‡½æ•°çš„情况下æ¢å¤ã€‚" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a3c61b6", + "metadata": {}, + "outputs": [], + "source": [ + "# ä¿å­˜å®žéªŒ\n", + "save_experiment('my_experiment')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83252c09", + "metadata": {}, + "outputs": [], + "source": [ + "# 从ç£ç›˜åŠ è½½å®žéªŒ\n", + "exp_from_disk = load_experiment('my_experiment', data=data)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pycaret30", + "language": "python", + "name": "pycaret30" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git "a/\346\265\213\350\257\204.ipynb" "b/\346\265\213\350\257\204.ipynb" new file mode 100644 index 0000000..6715458 --- /dev/null +++ "b/\346\265\213\350\257\204.ipynb" @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import pandas as pd\n", + "import datetime\n", + "import lightgbm as lgb\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.cluster import KMeans\n", + "import cufflinks as cf\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "cf.set_config_file(world_readable=True,theme='pearl')\n", + "from IPython.core.interactiveshell import InteractiveShell \n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/ceping.csv',encoding='gb18030')\n", + "df_1=df[df['年级段']==1]\n", + "df_2=df[df['年级段']==2]\n", + "df_3=df[df['年级段']==3]\n", + "#å°å­¦\n", + "df_z_1 = df_1[['Z学习动力','Z学习能力','Z学习毅力']]\n", + "df_t_1 = df_1[['T学习动力','T学习能力','T学习毅力']]\n", + "#åˆä¸­\n", + "df_z_2 = df_2[['Z学习动力','Z学习能力','Z学习毅力']]\n", + "df_t_2 = df_2[['T学习动力','T学习能力','T学习毅力']]\n", + "#高中\n", + "df_z_3 = df_3[['Z学习动力','Z学习能力','Z学习毅力']]\n", + "df_t_3 = df_3[['T学习动力','T学习能力','T学习毅力']]" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# df_z.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# å°å­¦" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.7104409 -0.82869383 -2.41358212]\n", + " [ 0.85800571 0.13972035 0.78649876]\n", + " [-0.77020248 -0.13100005 -0.82359222]\n", + " [-0.12351863 0.10012643 0.20786221]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_z_1\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_z_1['categories']=labels\n", + "df_z_1['categories']=df_z_1.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_z_1.iplot(kind='scatter3d',\n", + " x='Z学习动力',y='Z学习能力',z='Z学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='å°å­¦Z分数å‡å€¼èšç±»',\n", + " opacity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[48.76481373 51.00126432 52.07862209]\n", + " [32.89559102 41.71306166 25.86417876]\n", + " [42.29797516 48.68999954 41.76407779]\n", + " [58.58005705 51.39720353 57.86498757]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_t_1\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_t_1['categories']=labels\n", + "df_t_1['categories']=df_t_1.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_t_1.iplot(kind='scatter3d',\n", + " x='T学习动力',y='T学习能力',z='T学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='å°å­¦T分数å‡å€¼èšç±»',\n", + " opacity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# åˆä¸­" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.34728429 -0.1928449 -0.48817645]\n", + " [ 1.08596863 0.50568121 1.20968376]\n", + " [ 0.24668028 0.17967173 0.37839436]\n", + " [-1.41755646 -0.76064604 -1.51202716]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_z_2\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_z_2['categories']=labels\n", + "df_z_2['categories']=df_z_2.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_z_2.iplot(kind='scatter3d',\n", + " x='Z学习动力',y='Z学习能力',z='Z学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='åˆä¸­Z分数å‡å€¼èšç±»',\n", + " opacity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[52.44287054 51.78217997 53.75669232]\n", + " [46.52715706 48.07155095 45.11823546]\n", + " [35.82443536 42.39353961 34.87972836]\n", + " [60.80315565 55.04488854 62.04763718]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_t_2\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_t_2['categories']=labels\n", + "df_t_2['categories']=df_t_2.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_t_2.iplot(kind='scatter3d',\n", + " x='T学习动力',y='T学习能力',z='T学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='åˆä¸­T分数å‡å€¼èšç±»',\n", + " opacity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 高中" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.78714475 -0.26686114 -0.65721851]\n", + " [-2.08810129 -1.03611538 -2.61331952]\n", + " [ 0.92126528 0.29791421 0.8485879 ]\n", + " [ 0.1074442 0.08545512 0.14422969]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_z_3\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_z_3['categories']=labels\n", + "df_z_3['categories']=df_z_3.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_z_3.iplot(kind='scatter3d',\n", + " x='Z学习动力',y='Z学习能力',z='Z学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='高中Z分数å‡å€¼èšç±»',\n", + " opacity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=4, n_init=10, n_jobs=None, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[51.02204701 50.83305947 51.46642411]\n", + " [29.11898707 39.63884621 23.86680479]\n", + " [42.1285525 47.33138857 43.42781485]\n", + " [59.22971226 52.99562074 58.39371776]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\Anaconda3\\lib\\site-packages\\IPython\\core\\display.py:689: UserWarning:\n", + "\n", + "Consider using IPython.display.IFrame instead\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = df_t_3\n", + "X = X.reset_index(drop=True)\n", + "km = KMeans(n_clusters=4)\n", + "km.fit(X)\n", + "_=km.predict(X)\n", + "labels = km.labels_\n", + "\n", + "centers = km.cluster_centers_\n", + "print(centers)\n", + "\n", + "df_t_3['categories']=labels\n", + "df_t_3['categories']=df_t_3.categories.apply(lambda x: 'category'+str(x+1))\n", + "\n", + "df_t_3.iplot(kind='scatter3d',\n", + " x='T学习动力',y='T学习能力',z='T学习毅力',\n", + " size=5,\n", + " categories='categories',\n", + " xTitle='学习动力',\n", + " yTitle='学习能力',\n", + " zTitle='学习毅力',\n", + " title='高中T分数å‡å€¼èšç±»',\n", + " opacity=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/\347\224\250\346\210\267\346\265\201\345\244\261\351\242\204\346\265\213(VAE).ipynb" "b/\347\224\250\346\210\267\346\265\201\345\244\261\351\242\204\346\265\213(VAE).ipynb" new file mode 100644 index 0000000..c1ea8d2 --- /dev/null +++ "b/\347\224\250\346\210\267\346\265\201\345\244\261\351\242\204\346\265\213(VAE).ipynb" @@ -0,0 +1,2085 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import StandardScaler,MinMaxScaler\n", + "import collections\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn import preprocessing\n", + "from sklearn.metrics import (confusion_matrix, precision_recall_curve, auc,\n", + " roc_curve, recall_score, classification_report, f1_score,\n", + " precision_recall_fscore_support, accuracy_score)\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler,MinMaxScaler\n", + "from keras.layers import Input, Dense, Lambda\n", + "from keras.models import Model\n", + "from keras.objectives import binary_crossentropy\n", + "from keras.callbacks import LearningRateScheduler\n", + "from keras.utils.vis_utils import model_to_dot\n", + "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "import keras.backend as K\n", + "from keras.callbacks import Callback\n", + "import matplotlib\n", + "matplotlib.rcParams['figure.figsize'] = (10.0, 6.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDgenderSeniorCitizenPartnerDependentstenurePhoneServiceMultipleLinesInternetServiceOnlineSecurity...DeviceProtectionTechSupportStreamingTVStreamingMoviesContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesChurn
07590-VHVEGFemale0YesNo1NoNo phone serviceDSLNo...NoNoNoNoMonth-to-monthYesElectronic check29.8529.85No
15575-GNVDEMale0NoNo34YesNoDSLYes...YesNoNoNoOne yearNoMailed check56.951889.5No
23668-QPYBKMale0NoNo2YesNoDSLYes...NoNoNoNoMonth-to-monthYesMailed check53.85108.15Yes
37795-CFOCWMale0NoNo45NoNo phone serviceDSLYes...YesYesNoNoOne yearNoBank transfer (automatic)42.301840.75No
49237-HQITUFemale0NoNo2YesNoFiber opticNo...NoNoNoNoMonth-to-monthYesElectronic check70.70151.65Yes
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 7590-VHVEG Female 0 Yes No 1 No \n", + "1 5575-GNVDE Male 0 No No 34 Yes \n", + "2 3668-QPYBK Male 0 No No 2 Yes \n", + "3 7795-CFOCW Male 0 No No 45 No \n", + "4 9237-HQITU Female 0 No No 2 Yes \n", + "\n", + " MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n", + "0 No phone service DSL No ... No \n", + "1 No DSL Yes ... Yes \n", + "2 No DSL Yes ... No \n", + "3 No phone service DSL Yes ... Yes \n", + "4 No Fiber optic No ... No \n", + "\n", + " TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n", + "0 No No No Month-to-month Yes \n", + "1 No No No One year No \n", + "2 No No No Month-to-month Yes \n", + "3 Yes No No One year No \n", + "4 No No No Month-to-month Yes \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn \n", + "0 Electronic check 29.85 29.85 No \n", + "1 Mailed check 56.95 1889.5 No \n", + "2 Mailed check 53.85 108.15 Yes \n", + "3 Bank transfer (automatic) 42.30 1840.75 No \n", + "4 Electronic check 70.70 151.65 Yes \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('./data/WA_Fn-UseC_-Telco-Customer-Churn.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + "customerID 7043 non-null object\n", + "gender 7043 non-null object\n", + "SeniorCitizen 7043 non-null int64\n", + "Partner 7043 non-null object\n", + "Dependents 7043 non-null object\n", + "tenure 7043 non-null int64\n", + "PhoneService 7043 non-null object\n", + "MultipleLines 7043 non-null object\n", + "InternetService 7043 non-null object\n", + "OnlineSecurity 7043 non-null object\n", + "OnlineBackup 7043 non-null object\n", + "DeviceProtection 7043 non-null object\n", + "TechSupport 7043 non-null object\n", + "StreamingTV 7043 non-null object\n", + "StreamingMovies 7043 non-null object\n", + "Contract 7043 non-null object\n", + "PaperlessBilling 7043 non-null object\n", + "PaymentMethod 7043 non-null object\n", + "MonthlyCharges 7043 non-null float64\n", + "TotalCharges 7043 non-null object\n", + "Churn 7043 non-null object\n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + "customerID 7043 non-null object\n", + "gender 7043 non-null object\n", + "SeniorCitizen 7043 non-null int64\n", + "Partner 7043 non-null object\n", + "Dependents 7043 non-null object\n", + "tenure 7043 non-null int64\n", + "PhoneService 7043 non-null object\n", + "MultipleLines 7043 non-null object\n", + "InternetService 7043 non-null object\n", + "OnlineSecurity 7043 non-null object\n", + "OnlineBackup 7043 non-null object\n", + "DeviceProtection 7043 non-null object\n", + "TechSupport 7043 non-null object\n", + "StreamingTV 7043 non-null object\n", + "StreamingMovies 7043 non-null object\n", + "Contract 7043 non-null object\n", + "PaperlessBilling 7043 non-null object\n", + "PaymentMethod 7043 non-null object\n", + "MonthlyCharges 7043 non-null float64\n", + "TotalCharges 7032 non-null float64\n", + "Churn 7043 non-null object\n", + "dtypes: float64(2), int64(2), object(17)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "df['TotalCharges'] = pd.to_numeric(df['TotalCharges'], errors='coerce')\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn']\n" + ] + } + ], + "source": [ + "print([key for key in dict(df.dtypes) if dict(df.dtypes)[key] in ['object'] ])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Gender " + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "gender \n", + "Female 2549 939\n", + "Male 2625 930\n", + "Gender Counter({'Male': 3555, 'Female': 3488})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gender_plot = df.groupby(['gender', 'Churn']).size().reset_index().pivot(columns='Churn', index='gender', values=0)\n", + "print(gender_plot)\n", + "gender_plot.plot(x=gender_plot.index, kind='bar', stacked=True);\n", + "print('Gender', collections.Counter(df['gender']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Partner" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "Partner \n", + "No 2441 1200\n", + "Yes 2733 669\n", + "Partner Counter({'No': 3641, 'Yes': 3402})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "partner_plot = df.groupby(['Partner', 'Churn']).size().reset_index().pivot(columns='Churn', index='Partner', values=0)\n", + "partner_plot.plot(x=partner_plot.index, kind='bar', stacked=True);\n", + "print(partner_plot)\n", + "print('Partner', collections.Counter(df['Partner']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dependents" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dependents Counter({'No': 4933, 'Yes': 2110})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dependents_plot = df.groupby(['Dependents', 'Churn']).size().reset_index().pivot(columns='Churn', index='Dependents', values=0)\n", + "dependents_plot.plot(x=dependents_plot.index, kind='bar', stacked=True);\n", + "print('Dependents', collections.Counter(df['Dependents']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# phoneservice" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "PhoneService \n", + "No 512 170\n", + "Yes 4662 1699\n", + "PhoneService Counter({'Yes': 6361, 'No': 682})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "phoneservice_plot = df.groupby(['PhoneService', 'Churn']).size().reset_index().pivot(columns='Churn', index='PhoneService', values=0)\n", + "phoneservice_plot.plot(x=phoneservice_plot.index, kind='bar', stacked=True);\n", + "print(phoneservice_plot)\n", + "print('PhoneService', collections.Counter(df['PhoneService']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MultipleLines" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "MultipleLines \n", + "No 2541 849\n", + "No phone service 512 170\n", + "Yes 2121 850\n", + "MultipleLines Counter({'No': 3390, 'Yes': 2971, 'No phone service': 682})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "multiplelines_plot = df.groupby(['MultipleLines', 'Churn']).size().reset_index().pivot(columns='Churn', index='MultipleLines', values=0)\n", + "multiplelines_plot.plot(x=multiplelines_plot.index, kind='bar', stacked=True);\n", + "print(multiplelines_plot)\n", + "print('MultipleLines', collections.Counter(df['MultipleLines']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# InternetService" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "InternetService \n", + "DSL 1962 459\n", + "Fiber optic 1799 1297\n", + "No 1413 113\n", + "InternetService Counter({'Fiber optic': 3096, 'DSL': 2421, 'No': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "internetservice_plot = df.groupby(['InternetService', 'Churn']).size().reset_index().pivot(columns='Churn', index='InternetService', values=0)\n", + "internetservice_plot.plot(x=internetservice_plot.index, kind='bar', stacked=True);\n", + "print(internetservice_plot)\n", + "print('InternetService', collections.Counter(df['InternetService']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# OnlineSecurity" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "OnlineSecurity \n", + "No 2037 1461\n", + "No internet service 1413 113\n", + "Yes 1724 295\n", + "OnlineSecurity Counter({'No': 3498, 'Yes': 2019, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "onlinesecurity_plot = df.groupby(['OnlineSecurity', 'Churn']).size().reset_index().pivot(columns='Churn', index='OnlineSecurity', values=0)\n", + "onlinesecurity_plot.plot(x=onlinesecurity_plot.index, kind='bar', stacked=True);\n", + "print(onlinesecurity_plot)\n", + "print('OnlineSecurity', collections.Counter(df['OnlineSecurity']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# OnlineBackup" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "OnlineBackup \n", + "No 1855 1233\n", + "No internet service 1413 113\n", + "Yes 1906 523\n", + "OnlineBackup Counter({'No': 3088, 'Yes': 2429, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "onlinebackup_plot = df.groupby(['OnlineBackup', 'Churn']).size().reset_index().pivot(columns='Churn', index='OnlineBackup', values=0)\n", + "onlinebackup_plot.plot(x=onlinebackup_plot.index, kind='bar', stacked=True);\n", + "print(onlinebackup_plot)\n", + "print('OnlineBackup', collections.Counter(df['OnlineBackup']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DeviceProtection" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "DeviceProtection \n", + "No 1884 1211\n", + "No internet service 1413 113\n", + "Yes 1877 545\n", + "DeviceProtection Counter({'No': 3095, 'Yes': 2422, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "deviceprotection_plot = df.groupby(['DeviceProtection', 'Churn']).size().reset_index().pivot(columns='Churn', index='DeviceProtection', values=0)\n", + "deviceprotection_plot.plot(x=deviceprotection_plot.index, kind='bar', stacked=True);\n", + "print(deviceprotection_plot)\n", + "print('DeviceProtection', collections.Counter(df['DeviceProtection']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TechSupport" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TechSupport Counter({'No': 3473, 'Yes': 2044, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "techsupport_plot = df.groupby(['TechSupport', 'Churn']).size().reset_index().pivot(columns='Churn', index='TechSupport', values=0)\n", + "techsupport_plot.plot(x=techsupport_plot.index, kind='bar', stacked=True);\n", + "print('TechSupport', collections.Counter(df['TechSupport']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# StreamingTV" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StreamingTV Counter({'No': 2810, 'Yes': 2707, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "streamingtv_plot = df.groupby(['StreamingTV', 'Churn']).size().reset_index().pivot(columns='Churn', index='StreamingTV', values=0)\n", + "streamingtv_plot.plot(x=streamingtv_plot.index, kind='bar', stacked=True);\n", + "print('StreamingTV', collections.Counter(df['StreamingTV']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# StreamingTV" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "StreamingMovies Counter({'No': 2785, 'Yes': 2732, 'No internet service': 1526})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "streamingmovies_plot = df.groupby(['StreamingMovies', 'Churn']).size().reset_index().pivot(columns='Churn', index='StreamingMovies', values=0)\n", + "streamingmovies_plot.plot(x=streamingmovies_plot.index, kind='bar', stacked=True);\n", + "print('StreamingMovies', collections.Counter(df['StreamingMovies']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contract" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Contract Counter({'Month-to-month': 3875, 'Two year': 1695, 'One year': 1473})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contract_plot = df.groupby(['Contract', 'Churn']).size().reset_index().pivot(columns='Churn', index='Contract', values=0)\n", + "contract_plot.plot(x=contract_plot.index, kind='bar', stacked=True);\n", + "print('Contract', collections.Counter(df['Contract']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PaperlessBilling" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PaperlessBilling Counter({'Yes': 4171, 'No': 2872})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paperlessbilling_plot = df.groupby(['PaperlessBilling', 'Churn']).size().reset_index().pivot(columns='Churn', index='PaperlessBilling', values=0)\n", + "paperlessbilling_plot.plot(x=paperlessbilling_plot.index, kind='bar', stacked=True);\n", + "print('PaperlessBilling', collections.Counter(df['PaperlessBilling']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PaymentMethod" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Churn No Yes\n", + "PaymentMethod \n", + "Bank transfer (automatic) 1286 258\n", + "Credit card (automatic) 1290 232\n", + "Electronic check 1294 1071\n", + "Mailed check 1304 308\n", + "PaymentMethod Counter({'Electronic check': 2365, 'Mailed check': 1612, 'Bank transfer (automatic)': 1544, 'Credit card (automatic)': 1522})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "paymentmethod_plot = df.groupby(['PaymentMethod', 'Churn']).size().reset_index().pivot(columns='Churn', index='PaymentMethod', values=0)\n", + "paymentmethod_plot.plot(x=paymentmethod_plot.index, kind='bar', stacked=True);\n", + "print(paymentmethod_plot)\n", + "print('PaymentMethod', collections.Counter(df['PaymentMethod']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SeniorCitizen" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SeniorCitizen Counter({0: 5901, 1: 1142})\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seniorcitizen_plot = df.groupby(['SeniorCitizen', 'Churn']).size().reset_index().pivot(columns='Churn', index='SeniorCitizen', values=0)\n", + "seniorcitizen_plot.plot(x=seniorcitizen_plot.index, kind='bar', stacked=True);\n", + "print('SeniorCitizen', collections.Counter(df['SeniorCitizen']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 探索数值型å˜é‡\n", + "\n", + "## Tenure" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.kdeplot(df['tenure'].loc[df['Churn'] == 'No'], label='not churn', shade=True);\n", + "sns.kdeplot(df['tenure'].loc[df['Churn'] == 'Yes'], label='churn', shade=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 5174.000000\n", + "mean 37.569965\n", + "std 24.113777\n", + "min 0.000000\n", + "25% 15.000000\n", + "50% 38.000000\n", + "75% 61.000000\n", + "max 72.000000\n", + "Name: tenure, dtype: float64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tenure[df.Churn == 'No'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1869.000000\n", + "mean 17.979133\n", + "std 19.531123\n", + "min 1.000000\n", + "25% 2.000000\n", + "50% 10.000000\n", + "75% 29.000000\n", + "max 72.000000\n", + "Name: tenure, dtype: float64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tenure[df.Churn == 'Yes'].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MonthlyCharges" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.kdeplot(df.MonthlyCharges[df.Churn == 'No'], label='not churn', shade=True);\n", + "sns.kdeplot(df.MonthlyCharges[df.Churn == 'Yes'], label='churn', shade=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 5174.000000\n", + "mean 61.265124\n", + "std 31.092648\n", + "min 18.250000\n", + "25% 25.100000\n", + "50% 64.425000\n", + "75% 88.400000\n", + "max 118.750000\n", + "Name: MonthlyCharges, dtype: float64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MonthlyCharges[df.Churn == 'No'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1869.000000\n", + "mean 74.441332\n", + "std 24.666053\n", + "min 18.850000\n", + "25% 56.150000\n", + "50% 79.650000\n", + "75% 94.200000\n", + "max 118.350000\n", + "Name: MonthlyCharges, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MonthlyCharges[df.Churn == 'Yes'].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Total Charges" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/zheming2009/anaconda3/lib/python3.6/site-packages/statsmodels/nonparametric/kde.py:454: RuntimeWarning: invalid value encountered in greater\n", + " X = X[np.logical_and(X>clip[0], Xclip[0], X" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.kdeplot(df['TotalCharges'].loc[df['Churn'] == 'No'], label='not churn', shade=True);\n", + "sns.kdeplot(df['TotalCharges'].loc[df['Churn'] == 'Yes'], label='churn', shade=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 5163.000000\n", + "mean 2555.344141\n", + "std 2329.456984\n", + "min 18.800000\n", + "25% 577.825000\n", + "50% 1683.600000\n", + "75% 4264.125000\n", + "max 8672.450000\n", + "Name: TotalCharges, dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.TotalCharges[df.Churn == 'No'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1869.000000\n", + "mean 1531.796094\n", + "std 1890.822994\n", + "min 18.850000\n", + "25% 134.500000\n", + "50% 703.550000\n", + "75% 2331.300000\n", + "max 8684.800000\n", + "Name: TotalCharges, dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.TotalCharges[df.Churn == 'Yes'].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 对æµå¤±æ ‡å¿—进行编ç ç”¨0å’Œ1æ¥ä»£æ›¿Noå’ŒYes" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "le = preprocessing.LabelEncoder()\n", + "df.Churn = le.fit_transform(df.Churn.values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "用列的å‡å€¼å¡«å……列的空值" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.fillna(df.mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 对分类型å˜é‡è¿›è¡Œone-hotç¼–ç " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "categorical = ['gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', \n", + " 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', \n", + " 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod']\n", + "for f in categorical:\n", + " dummies = pd.get_dummies(df[f], prefix = f, prefix_sep = '_')\n", + " df = pd.concat([df, dummies], axis = 1)\n", + "df.drop(categorical, axis = 1, inplace = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Autoencoder" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4085, 45) (2958, 45)\n", + "(4085,) (2958,)\n" + ] + } + ], + "source": [ + "X_train, X_val = train_test_split(df, test_size=2958)\n", + "\n", + "cols = [c for c in df.columns if c not in ['customerID','Churn']]\n", + "y_train = X_train['Churn'].as_matrix()\n", + "X_train = MinMaxScaler().fit_transform(X_train[cols])\n", + "y_val= X_val['Churn'].as_matrix()\n", + "X_val = MinMaxScaler().fit_transform(X_val[cols])\n", + "\n", + "print(X_train.shape,X_val.shape)\n", + "print(y_train.shape, y_val.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4085,) (1479,) (1479,) (7043, 47)\n" + ] + } + ], + "source": [ + "X_val, X_test, y_val, y_test = train_test_split(X_val, y_val, test_size=1479, random_state=0)\n", + "print(y_train.shape, y_val.shape, y_test.shape, df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1400, 45) (4000, 45)\n" + ] + } + ], + "source": [ + "def fit_batchsize(X,y,batch_size):\n", + " n_size = (len(X)//batch_size)*batch_size\n", + " X = X[0:n_size]\n", + " y = y[0:n_size]\n", + " return X, y\n", + "\n", + "batch_size = 100\n", + "\n", + "X_train, y_train = fit_batchsize(X_train,y_train, batch_size)\n", + "X_val, y_val = fit_batchsize(X_val, y_val, batch_size)\n", + "\n", + "X_test,y_test = fit_batchsize(X_test,y_test, batch_size)\n", + "print(X_val.shape, X_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# 定义输入层\n", + "input_dim = X_train.shape[1]\n", + "inputs = Input(shape=(input_dim,))\n", + "# 定义 Encoder 层\n", + "n_z = 2\n", + "n_epoch = 200\n", + "\n", + "h_q = Dense(512, activation='relu')(inputs)\n", + "mu = Dense(n_z, activation='linear')(h_q)\n", + "log_sigma = Dense(n_z, activation='linear')(h_q)\n", + "\n", + "# Encoder model, to encode input into latent variable\n", + "# We use the mean as the output as it is the center point, the representative of the gaussian\n", + "encoder = Model(inputs, mu)\n", + "\n", + "def sample_z(args):\n", + " mu, log_sigma = args\n", + " eps = K.random_normal(shape=(batch_size, n_z), mean=0., stddev=1.)\n", + " return mu + K.exp(log_sigma / 2) * eps\n", + "\n", + "\n", + "# Sample z ~ Q(z|X)\n", + "z = Lambda(sample_z, name='sampleZ', output_shape=(n_z,))([mu, log_sigma])\n", + "\n", + "# Define decoder layers in VAE model\n", + "decoder_hidden = Dense(512, activation='relu')\n", + "decoder_out = Dense(input_dim, activation='sigmoid')\n", + "\n", + "h_p = decoder_hidden(z)\n", + "outputs = decoder_out(h_p)\n", + "\n", + "# Overall VAE model, for reconstruction and training\n", + "vae = Model(inputs, outputs)\n", + "\n", + "# Generator model, generate new data given latent variable z\n", + "d_in = Input(shape=(n_z,))\n", + "d_h = decoder_hidden(d_in)\n", + "d_out = decoder_out(d_h)\n", + "decoder = Model(d_in, d_out)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "encoder model structure：\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "input_1 (InputLayer) (None, 45) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 512) 23552 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 2) 1026 \n", + "=================================================================\n", + "Total params: 24,578\n", + "Trainable params: 24,578\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n", + "\n", + "\n", + "decoder model structure：\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "input_2 (InputLayer) (None, 2) 0 \n", + "_________________________________________________________________\n", + "dense_4 (Dense) (None, 512) 1536 \n", + "_________________________________________________________________\n", + "dense_5 (Dense) (None, 45) 23085 \n", + "=================================================================\n", + "Total params: 24,621\n", + "Trainable params: 24,621\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n", + "\n", + "\n", + "vae model structure：\n", + "__________________________________________________________________________________________________\n", + "Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + "input_1 (InputLayer) (None, 45) 0 \n", + "__________________________________________________________________________________________________\n", + "dense_1 (Dense) (None, 512) 23552 input_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense_2 (Dense) (None, 2) 1026 dense_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense_3 (Dense) (None, 2) 1026 dense_1[0][0] \n", + "__________________________________________________________________________________________________\n", + "sampleZ (Lambda) (None, 2) 0 dense_2[0][0] \n", + " dense_3[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense_4 (Dense) (None, 512) 1536 sampleZ[0][0] \n", + "__________________________________________________________________________________________________\n", + "dense_5 (Dense) (None, 45) 23085 dense_4[0][0] \n", + "==================================================================================================\n", + "Total params: 50,225\n", + "Trainable params: 50,225\n", + "Non-trainable params: 0\n", + "__________________________________________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "print(\"encoder model structure：\")\n", + "print(encoder.summary())\n", + "print()\n", + "print()\n", + "print(\"decoder model structure：\")\n", + "print(decoder.summary())\n", + "print()\n", + "print()\n", + "print(\"vae model structure：\")\n", + "print(vae.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# translate our loss into Keras code\n", + "def vae_loss(y_true, y_pred):\n", + " \"\"\" Calculate loss = reconstruction loss + KL loss for each data in minibatch \"\"\"\n", + " recon = K.sum(K.binary_crossentropy(y_pred, y_true), axis=1)\n", + " kl = 0.5 * K.sum(K.exp(log_sigma) + K.square(mu) - 1. - log_sigma, axis=1)\n", + "\n", + " return recon + kl" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 4000 samples, validate on 1400 samples\n", + "Epoch 1/200\n", + "4000/4000 [==============================] - 1s 167us/step - loss: 274.1097 - val_loss: 208.8252\n", + "Epoch 2/200\n", + "4000/4000 [==============================] - 0s 55us/step - loss: 185.0365 - val_loss: 171.5412\n", + "Epoch 3/200\n", + "4000/4000 [==============================] - 0s 52us/step - loss: 165.0149 - val_loss: 159.2053\n", + "Epoch 4/200\n", + "4000/4000 [==============================] - 0s 49us/step - loss: 156.4769 - val_loss: 152.5888\n", + "Epoch 5/200\n", + "4000/4000 [==============================] - 0s 49us/step - loss: 147.0129 - val_loss: 142.0978\n", + "Epoch 6/200\n", + "4000/4000 [==============================] - 0s 52us/step - loss: 139.1050 - val_loss: 135.6492\n", + "Epoch 7/200\n", + "4000/4000 [==============================] - 0s 53us/step - loss: 132.7848 - val_loss: 131.7966\n", + "Epoch 8/200\n", + "4000/4000 [==============================] - 0s 52us/step - loss: 129.6531 - val_loss: 129.2081\n", + "Epoch 9/200\n", + "4000/4000 [==============================] - 0s 53us/step - loss: 127.5062 - val_loss: 127.1159\n", + "Epoch 10/200\n", + "4000/4000 [==============================] - 0s 49us/step - loss: 125.6209 - val_loss: 125.3150\n", + "Epoch 11/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 123.9688 - val_loss: 124.2490\n", + "Epoch 12/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 122.8562 - val_loss: 123.3858\n", + "Epoch 13/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 122.0522 - val_loss: 122.3313\n", + "Epoch 14/200\n", + "4000/4000 [==============================] - 0s 43us/step - loss: 120.8608 - val_loss: 121.7687\n", + "Epoch 15/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 120.2902 - val_loss: 120.6365\n", + "Epoch 16/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 119.3140 - val_loss: 119.9966\n", + "Epoch 17/200\n", + "4000/4000 [==============================] - 0s 43us/step - loss: 118.6359 - val_loss: 119.8184\n", + "Epoch 18/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 117.8699 - val_loss: 119.1131\n", + "Epoch 19/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 117.6274 - val_loss: 118.5397\n", + "Epoch 20/200\n", + "4000/4000 [==============================] - 0s 49us/step - loss: 116.7807 - val_loss: 118.2899\n", + "Epoch 21/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 116.2958 - val_loss: 118.1414\n", + "Epoch 22/200\n", + "4000/4000 [==============================] - 0s 39us/step - loss: 115.9294 - val_loss: 117.9964\n", + "Epoch 23/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 115.6004 - val_loss: 117.3691\n", + "Epoch 24/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 115.2165 - val_loss: 116.7675\n", + "Epoch 25/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 114.6892 - val_loss: 116.4997\n", + "Epoch 26/200\n", + "4000/4000 [==============================] - 0s 43us/step - loss: 114.1871 - val_loss: 116.3335\n", + "Epoch 27/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 113.9368 - val_loss: 115.8708\n", + "Epoch 28/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 113.5705 - val_loss: 116.0137\n", + "Epoch 29/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 113.2408 - val_loss: 115.4842\n", + "Epoch 30/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 112.7422 - val_loss: 115.2959\n", + "Epoch 31/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 112.4202 - val_loss: 115.1370\n", + "Epoch 32/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 112.1459 - val_loss: 114.3648\n", + "Epoch 33/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 111.9446 - val_loss: 114.2611\n", + "Epoch 34/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 111.1858 - val_loss: 113.5859\n", + "Epoch 35/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 111.0023 - val_loss: 113.5176\n", + "Epoch 36/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 110.4303 - val_loss: 113.5785\n", + "Epoch 37/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 110.4845 - val_loss: 113.2851\n", + "Epoch 38/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 110.1780 - val_loss: 113.0957\n", + "Epoch 39/200\n", + "4000/4000 [==============================] - 0s 39us/step - loss: 110.0661 - val_loss: 113.2164\n", + "Epoch 40/200\n", + "4000/4000 [==============================] - 0s 38us/step - loss: 109.9585 - val_loss: 112.8627\n", + "Epoch 41/200\n", + "4000/4000 [==============================] - 0s 39us/step - loss: 109.2943 - val_loss: 112.5396\n", + "Epoch 42/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 109.1495 - val_loss: 112.6867\n", + "Epoch 43/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 108.8643 - val_loss: 112.0699\n", + "Epoch 44/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 108.6617 - val_loss: 112.1159\n", + "Epoch 45/200\n", + "4000/4000 [==============================] - 0s 43us/step - loss: 108.4912 - val_loss: 112.3640\n", + "Epoch 46/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 108.7032 - val_loss: 112.4112\n", + "Epoch 47/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 108.3107 - val_loss: 112.1571\n", + "Epoch 48/200\n", + "4000/4000 [==============================] - 0s 40us/step - loss: 108.2379 - val_loss: 112.4110\n", + "Epoch 49/200\n", + "4000/4000 [==============================] - 0s 43us/step - loss: 107.7927 - val_loss: 111.6748\n", + "Epoch 50/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 107.8950 - val_loss: 112.3495\n", + "Epoch 51/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 107.9077 - val_loss: 111.9484\n", + "Epoch 52/200\n", + "4000/4000 [==============================] - 0s 45us/step - loss: 107.3168 - val_loss: 111.7124\n", + "Epoch 53/200\n", + "4000/4000 [==============================] - 0s 41us/step - loss: 106.9300 - val_loss: 111.5774\n", + "Epoch 54/200\n", + "4000/4000 [==============================] - 0s 39us/step - loss: 106.9917 - val_loss: 111.5371\n", + "Epoch 55/200\n", + "4000/4000 [==============================] - 0s 38us/step - loss: 107.8336 - val_loss: 111.8699\n", + "Epoch 56/200\n", + "4000/4000 [==============================] - 0s 42us/step - loss: 107.1939 - val_loss: 111.4828\n" + ] + } + ], + "source": [ + "vae.compile(optimizer='adam', loss=vae_loss)\n", + "vae_history = vae.fit(X_train, X_train, batch_size=batch_size, shuffle=True, \n", + " validation_data = (X_val, X_val),\n", + " epochs=n_epoch, callbacks = [EarlyStopping(monitor='loss',patience = 3)])" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(vae_history.history['loss'])\n", + "plt.plot(vae_history.history['val_loss'])\n", + "plt.title('model loss')\n", + "plt.ylabel('loss')\n", + "plt.xlabel('epoch')\n", + "plt.legend(['train', 'test'], loc='upper left')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# X_train中的误差分布" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_train_encoded = encoder.predict(X_train)\n", + "\n", + "pred_train = decoder.predict(x_train_encoded)\n", + "mse = np.mean(np.power(X_train - pred_train, 2), axis=1)\n", + "error_df = pd.DataFrame({'recon_error': mse,\n", + " 'churn': y_train})\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "sns.kdeplot(error_df.recon_error[error_df.churn==0], label='not churn', shade=True, clip=(0,10))\n", + "sns.kdeplot(error_df.recon_error[error_df.churn==1], label='churn', shade=True, clip=(0,10))\n", + "plt.xlabel('reconstruction error');\n", + "plt.title('Reconstruction error - Train set');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# X_val中的误差分布" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_val_encoded = encoder.predict(X_val)\n", + "pred = decoder.predict(x_val_encoded)\n", + "mseV = np.mean(np.power(X_val - pred, 2), axis=1)\n", + "error_df = pd.DataFrame({'recon_error': mseV,\n", + " 'churn': y_val})\n", + "plt.figure(figsize=(10,6))\n", + "sns.kdeplot(error_df.recon_error[error_df.churn==0], label='not churn', shade=True, clip=(0,10))\n", + "sns.kdeplot(error_df.recon_error[error_df.churn==1], label='churn', shade=True, clip=(0,10))\n", + "plt.xlabel('reconstruction error');\n", + "plt.title('Reconstruction error - Validation set');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 潜å˜é‡ç©ºé—´å¯è§†åŒ–" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_train_encoded = encoder.predict(X_train)\n", + "\n", + "plt.scatter(x_train_encoded[:, 0], x_train_encoded[:, 1], \n", + " c=y_train, alpha=0.6)\n", + "plt.title('Train set in latent space')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_val_encoded = encoder.predict(X_val)\n", + "\n", + "plt.scatter(x_val_encoded[:, 0], x_val_encoded[:, 1], \n", + " c=y_val, alpha=0.6)\n", + "\n", + "plt.title('Validation set in latent space')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 在潜å˜é‡ç©ºé—´ä¸­è¿›è¡Œåˆ†ç±»" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.colors import ListedColormap\n", + "from sklearn import neighbors, datasets\n", + "weights='uniform'\n", + "n_neighbors=20\n", + "clf = neighbors.KNeighborsClassifier(n_neighbors, weights=weights)\n", + "X=x_train_encoded\n", + "y=y_train\n", + "clf.fit(X, y)\n", + "\n", + "h=0.2\n", + "cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA'])\n", + "cmap_bold = ListedColormap(['#FF0000', '#00FF00'])\n", + "# Plot the decision boundary. For that, we will assign a color to each\n", + "# point in the mesh [x_min, x_max]x[y_min, y_max].\n", + "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),np.arange(y_min, y_max, h))\n", + "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + "# Put the result into a color plot\n", + "Z = Z.reshape(xx.shape)\n", + "plt.figure()\n", + "plt.pcolormesh(xx, yy, Z, cmap=cmap_light)\n", + "\n", + "# Plot also the training points\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold,\n", + " edgecolor='k', s=20)\n", + "plt.xlim(xx.min(), xx.max())\n", + "plt.ylim(yy.min(), yy.max())\n", + "plt.title(\"2-Class classification (k = %i, weights = '%s')\"\n", + " % (n_neighbors, weights));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 对分类模型进行评估" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_val_encoded = encoder.predict(X_val)\n", + "fpr, tpr, thresholds = roc_curve(y_val, clf.predict(x_val_encoded))\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.title('Receiver Operating Characteristic')\n", + "plt.plot(fpr, tpr, label='AUC = %0.4f'% roc_auc)\n", + "plt.legend(loc='lower right')\n", + "plt.plot([0,1],[0,1],'r--')\n", + "plt.xlim([-0.001, 1])\n", + "plt.ylim([0, 1.001])\n", + "plt.ylabel('True Positive Rate')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy:\n", + "0.7557142857142857\n", + "Confusion Matrix:\n", + "[[918 99]\n", + " [243 140]]\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.79 0.90 0.84 1017\n", + " 1 0.59 0.37 0.45 383\n", + "\n", + "avg / total 0.73 0.76 0.74 1400\n", + "\n" + ] + } + ], + "source": [ + "print('Accuracy:')\n", + "print(accuracy_score(y_val, clf.predict(x_val_encoded)))\n", + "print(\"Confusion Matrix:\")\n", + "print(confusion_matrix(y_val,clf.predict(x_val_encoded)))\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_val,clf.predict(x_val_encoded)))" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_test_encoded = encoder.predict(X_test)\n", + "fpr, tpr, thresholds = roc_curve(y_test, clf.predict(x_test_encoded))\n", + "roc_auc = auc(fpr, tpr)\n", + "plt.title('Receiver Operating Characteristic')\n", + "plt.plot(fpr, tpr, label='AUC = %0.4f'% roc_auc)\n", + "plt.legend(loc='lower right')\n", + "plt.plot([0,1],[0,1],'r--')\n", + "plt.xlim([-0.001, 1])\n", + "plt.ylim([0, 1.001])\n", + "plt.ylabel('True Positive Rate')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.show();\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy:\n", + "0.7485714285714286\n", + "Confusion Matrix:\n", + "[[915 115]\n", + " [237 133]]\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.79 0.89 0.84 1030\n", + " 1 0.54 0.36 0.43 370\n", + "\n", + "avg / total 0.73 0.75 0.73 1400\n", + "\n" + ] + } + ], + "source": [ + "print('Accuracy:')\n", + "print(accuracy_score(y_test, clf.predict(x_test_encoded)))\n", + "print(\"Confusion Matrix:\")\n", + "print(confusion_matrix(y_test,clf.predict(x_test_encoded)))\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_test,clf.predict(x_test_encoded)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}