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23:00:00,64 +2022-04-30 23:30:00,40 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、假期因素等对商家的销售活动会起到很大的影响，如淡季、旺季、十一，五一、春节等假期都会商家的销售额产生很大的影响。如何能让我们的模型从数据的时间序列中捕捉到这种有规律的时间的变化特征，从而为我们提供更加准确的预测，这正是本文所要讨论的主要内容。\n", + "这里我们将使用facebook的时间序列预测框架Prophet(https://facebook.github.io/prophet/), 关于安装Prophet方法可以看这篇博客:https://blog.csdn.net/qq_23860475/article/details/81354467\n", + "\n", + "prophet是一种基于附加模型预测时间序列数据的过程，其中非线性趋势与年，周和日的季节性变化以及假日效应相吻合。它最适合具有强烈季节性影响和多个季节历史数据的时间序列。prophet对丢失数据和趋势变化具有鲁棒性，通常可以很好地处理异常值。\n", + "\n", + "在本文中，我们将使用时间序列分析技术来分析国外某商家的历史销售数据,并使用prophet来预测商家未来5周的销售额，你可以在这里下载我们的数据" + ] + }, + { + "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": [ + "# 数据说明\n", + "\n", + "* Store: 商家编码，这里总共有9个商家(1号-10号,中间缺9号)\n", + "* Product：商品编码,总共有3个商品\n", + "* Is_Holiday：该周是否包含假期的指标：0 =否，1 =是\n", + "* Base Price：日常基准价格(未打折扣)\n", + "* Price：每周的实际价格。 如果是促销时期那就是促销价格，否则就是日常基准价格。\n", + "* Weekly_Units_Sold：每周的销售数量" + ] + }, + { + "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": [ + "下面我们对数据进行预处理，我们增加一个weekly_sales(每周销售额)，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", + "为了对数据有一个初步印象，在这里我们将会对数据进行可视化，我们将会画ECDF(经验分布函数)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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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
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" + ], + "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", + "text/plain": [ + "
" + ] + }, + "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": [ + "从上图中我们可以发现：\n", + "* 1.尽管周的销售数量最大查过了2500，但是80%的数据中周销售数量都在500以内。\n", + "* 2.尽管周的销售金额最大超过了25K,但是90%的数据中周销售金额都在5K以内。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下面我们对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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countmeanstdmin25%50%75%max
Store
1429.01789.414172900.074226769.651208.901659.171957.206816.59
2429.02469.4474131328.1628841143.481579.212215.082756.559110.00
3429.0670.924009366.816321229.77459.77619.69730.782650.00
4429.03078.4621451746.1478721099.451818.182626.613837.5113753.12
5429.0588.922984242.628977285.87461.23519.74613.532264.97
6429.02066.7050821163.284768890.191418.581758.402156.407936.03
7429.0955.115058489.084883389.61649.35857.611041.513270.00
8429.01352.094056811.326288516.53846.231275.871491.516656.67
10429.04093.4072493130.0871911483.652462.883707.814510.4725570.00
\n", + "
" + ], + "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": [ + "从上面的统计结果中我们可以看到：\n", + "* 1.在所有的商家中商家10的平均销售金额和销售数量都是最大的。\n", + "* 2.在所有的商家中商家5的平均销售金额和销售数量都是最小的。\n", + "\n", + "下面我们按是否节假日来查看商品的销售价格和销售数量的分布：" + ] + }, + { + "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": [ + "从上面的分布图中可以看见：\n", + "* 1.无论是否假期,商品2的销售价格在所有的商品中是最低的,而商品3的价格是最高的。\n", + "* 2.无论是否假期商品2的销售数量是最高的。\n", + "* 3.当假期时商品3的销售量是最低的，而非假期时商品3和商品1的销售量相差无几。\n", + "\n", + "从中我们可以总结出商品的销售价格在假期和非假期时没有太大变化，商品的销售数量在假期和非假期时有略微的差异\n", + "\n", + "下面我们查看密度分布图" + ] + }, + { + "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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RfM/uq9WFEBk7uBNrJLqKDguP8vJy1qxZw5IlSwA4e/YsVquV0aNHAzB79myysrKw2+3s27ePKVOmeG0XgXP6zbcwf3WE02++FeyqiG5GbwwnceC1Pvf3GzxFWh69VIf1eTz55JMsW7aMc+fcT74WFhYSHx/v2R8fH09BQQFlZWWEh4ej0+m8tjfFbDZjNpu9tuXn53fQN+g5nDU1Xq9CtEXSoBvR6kPJP/URjtq6Oa1cKv2Hz6VPyvjgVk4ETYeEx4YNG0hKSiI9PZ2NGzcC4HK5vB4oqn/AqKkHjXw9eLRu3TrWrl3bEVUWQvigKAp9+08iIXUiX2x+FEwasKgSHL1ch4THe++9R1FRETfffDMVFRVYLBYURaGo6PwU08XFxSQkJBAbG0tlZSVOpxOtVktRUREJCQlNlrtw4UJmzfLuwMvPz2fBggUd8TWEEA0oGi3IfIiiToeEx+uvv+75e+PGjezdu5dVq1Zx0003ceDAAcaOHcu7777LpEmT0Ov1jBs3jvfee4+ZM2fyz3/+k0mTJjVZbmRkJJGRkR1RZSGEEG3QqTOivfjii6xatYqpU6disVi44447AHjqqafIzMxk+vTp7N+/n6VLl3ZmtYQQQrRRhz8kOHv2bGbPng3A0KFDeeeddxodk5yczPr16zu6KkIIIQJE5mIWQgjRZhIeQggh2kzCQwghRJtJeAghhGgzCQ8hhBBtJuEhhBCizWQ9DyGE6GI2btzIX//6V5xOJxERETzxxBPY7Xb27NnD4sWLg109QMKjR3PabOS9+y9sBYUA2AoKyX1nI/2+fxMag8yEKkRXdO7cOV5//XU2bNhASEgIBw8eZNmyZSxatIjy8vJgV89DwqOHctXW8vXTv8T89VHPNtXpJGf9G5QfOsxlT65Ao9cHsYZCiKZYLBbsdjsWi4WQkBDGjBnDI488wi9/+UtsNhuXXHIJ48eP5/HHH6e8vJykpCRWrVqFxWLhvvvuQ6fTMWHCBO68805WrlxJcXExcXFx/OpXv/I5b2B7SHj0UPlZ73sFR0MVh/9LwQc7SZo2pZNrJYRoyaBBg7jiiiuYNGkSY8eOJSMjg7lz5/LQQw9x4sQJbrnlFu677z7mzZvH9OnTeeONN3jxxRe57777yM7O5uOPPyY6OpqHHnqIhx9+mOHDh7N9+3Zeeuklnn/++YDVU8Kjhyr88KNm9595KxNHVRWGmGgMMTHoY6IxRMegj4pE0fpeOU4I0fF++ctfcuedd/Lhhx+SlZXFO++8w8KFCz37Dx8+zP/+7/8CcPPNN/N///d/AKSkpBAdHQ3Avn37yMnJAdxLYgR6UlkJjx6qtqz5e6P28nJO/+3Nxjs0GvSRkRhiotFHNwiWmGj00TEYYutCJiYabWioz7VXhBDts2vXLpxOJ9dddx2DBg3ixz/+MbfeeqvXQniqqnr97XQ6AQgJCfHavnHjRrRaLXa7ncrKyoDWU8Kjhwrtl4S9rKztH3S5sJeXY29Fx5zGaGwQMtHoY2LcYVP3vj549FFRaHTyPzUhWsNoNPLcc88xcuRI+vTpQ2lpKdXV1SQkJFBY6B78MmLECLZu3cr06dPZvHkzY8aMaVTOyJEj2bRpE3PmzOGtt97i8OHD/PrXvw5YPeVfdA+VOOVGzEe+9rk/bfE9mPr3x15eTm1ZOfayMvdrufu1tqwce0UFuHyv/uOy2bDmF2DNb3rZYA9FQR8Zcb4lEx2NIfZ8yNS/N0THoA0zSWtG9GpXXnkl8+bNY8GCBWi1WgwGAz//+c9JTU3ld7/7HQMHDmTFihUsX76c3//+9/Tp04fnn38eu93uVc4TTzzBihUrWLduHdHR0bz00ksBraeiNmz/NJCXl9fsB/v16xfQirRXbm4ukydPZseOHaSkpAS7Ol2Gqqp897+vULD9g0b7EqdPJW3RPS1epFWnE3tlJfaycmrLyqgtK3P/XV5ObWmZV/AEan10jcHgHSqeFk39bbMYDNHR6KOjZLRYEBzY+FMI10CVi7GzA3sxEt2Lz5bHjBkzPGuMW61WTCYTOp0Os9lMXFwcn3zySWfWU7SRoigMun8JsVeO59iv/x8uqxVNSAhDH/sZ0WNGt+rXvaLVYoiOxhAdTdjAAc0e67RaPWHSMGTOB4+7VWMvr0Ctuz/bFFdtLbbCQmx1zfPm6CLCG9wmq++baXzbTBceLq0ZIQLMZ3gcPHgQgCeffJIJEyYwY8YMAHbs2MEHHzT+NSu6HkVRiB03FkNsDNa8cxhiY4i5vPG90UDQhoSgTUwkJDGx2eNUlwtHZWVdmLhbMO6QKWvUonFWVzdblqOyCkdlFZw+0+xxik7nCRh3S6bpkDFER8vDk0K0Uot9Hl999RW/+MUvPO8nT57M2rVrO7RSoudSNBr0UVHoo6KA/s0e67TZsJdX1IVJM7fNystRHQ6f5agOB7XFxdQWF7dYP21YWKNAqb9t1rC/RhcejqKRqeFE79VieLhcLj7//HMmTJgAwMcffyy3AESn0BqNaPsmENK3+adiVVXFUVnl3dlfVnbBbTN32Dgqq5oty1ldTU11NTW5Z5s9TtFq0UdHNRq+7GndNOiv0RqNbf7uQnR1LYbHypUrWbp0KXq9HlfdyBtpeYiuRKkfzRUZgemii5o91mW3N+ibaRgyZef7a+r2qxeMXmlIdTqpLSmltqSU6u+ar5/WZGowoiza06I5P+KsbkhzRIQ8oCm6jRbDY9y4cXz44YccP34cgEsuuQSdjNkX3ZRGr8cYH48xPr7Z41RVxVldfUGg1N02q++vqQscR4OHt5ritFhwWixYWxjBSN0tvaZvm3n312gbPAzWWVRVRVVB7jsIaCY8nn322WY/uHLlyoBXRoiuQlEUdOHh6MLDMaU2PwTc5XBgL6/warU0fm7GHTyu2tpmCnJhLyvDXlZGNaeaPacmJKTx1DIxFw4ACNx0M8Wf7iZ3wz9Qr3KgYMDlcFJ24Atixl7ud9mie/IZHvXzowghmqfR6TD2icPYJ67Z41RVxVlTc0Fnf5nX+/qQsZvN0PQjWAC4rFas5/KxnstvoXL+Tzdz7t9bOfmnPwNguKo+SFW+/uWvuPh/lhI/6erm6yBapdRsZevubI6cLEGrURh3WV9uGH8RppDAPc9UVVXFvHnzeOWVV/x+Ls5neDzwwAOev6urqzly5AgOh4ORI0cSHh7u10mF6I0URUFnMqEzmSAludljVacTe4XZq7Pfu0VTN8y5rAyXzea7ID+nm9GFhXF207s+Kqly6rXXiUufIA9s+umbnFKefvUzqmvO97N9eaKILZ+c5LklE0mINfl9jkOHDrFy5Uqys7P9Lgta0edx+PBh7rvvPvr06YPT6aSgoIBXXnmFyy+X5qoQHUXRat0d7LExLR7rrKlp8qn/RrfNKsyBmW6mAXt5ORX//arDnh/qDRxOF8+v2+cVHPXySyz89u2DPPeTiX6fJzMzk6eeeopHH33U77KgFeHx/PPP8+KLL3LllVcCsGfPHlavXk1mZmZAKiCE8I82NJTQ0FBCk5KaPc7ndDMNWzPtmG7GUdX8w5yiefu+LqC4wupz/+FvizlbVEVyvH93fJ577jm/Pn+hFsOjurraExwA6enp/OpXvwpoJYQQHa89082UfvEFp/74WrPHhg1o/mFP0byzRc0/ewRwttD/8Ai0Fh+RVRSFs2fPPzCVm5uLVsaiC9GjaUNCCElMJGnaNEzNhEPUyBGYLkrtxJr1PFFhLU+JExXe9abNabHlcf/993PbbbeRnp4OwKeffspTTz3V4RUTQgSfoigMfexnHHnqF9gKi7z2haakMGTpg0GqWc+RPrIff9z0X2z2picMTY4PY0hqy31fna3F8Lj++utJS0vjs88+w+VysWTJEgYNGtQZdRNCdAGh/fox5uU1FO36D7mVWwFQNFpGr1ktE0kGQHionntvGcHaDV822qfXabhvzig0mq73aGazt63MZjNVVVWkpaVxzTXXYLfbKW7F5HKia9GGhnq9CtFW2tBQEqfeiKJ1XzIUjSLBEUBTruzP0/deyYhBfdAooNNqSB+RxAsPfI+Rg5ufDaGtdu7cGZC1j3y2PA4cOMCSJUv4zW9+w/Dhw5k7dy5DhgzhnXfeYcmSJcycOdPvk4vOcdH8eZzd9C7Js24OdlWEED6MHdqXsUP74nKpKApdfgJan+Hxm9/8hj/84Q+MGzeON954g4SEBF5//XXKy8u5++67JTy6kdhxY4kdNzbY1RBCtEJXvEXVFJ+3rSoqKhg3bhwA+/bt49prrwXc05ZcuFauEEKI3sVneDRsMn3xxReeIAGwWCwdWyshhBBdms/bVomJiezYsQOLxYLVamXsWPdtj/fff5+0tLROq6AQQoiux2d4PPbYYzz00EMUFRXx9NNPYzAYeOmll8jMzGTdunWdWUchhBBdjM/wSEtLY8uWLV7bZs2axb333ktkZCQAe/fuZfz48R1bQyFEl6GqKkrdqwg8l82CLf8UikaLMWkQii5wsxWvXbuWrVvdz+lkZGT4PUFim5YEvPB21apVq9i0aZNfFRBCdCMuF6BtdnZe0Xaqy0npR29i3r8V1e6eYl9jiiTme3OJHDvV72G7u3fv5pNPPmHTpk0oisI999zD9u3bueGGG9pdpl/rycqvDyGE8F9x1qtUHtzutc1lMVOy7c+guoi6YoZf5cfHx/P4449jqHuwc9CgQeS1tCxyC1qcGLE5Xf0hFiFEgNld3q/Cb/ayfCoPfuBzf9l/MnHZm1nwqxWGDBnC6NGjAcjOzmbr1q1kZGT4VaZf4SGE6F1cBytw5tbgOlgR7Kr0GJZvDwDNLDlcU4Ut91hAznXixAnuvvtuHn30UQYMGOBXWX7dthJC9C5qbg2O41XoTLIsQ6CojpYfulad/j+YfeDAAR566CGWL1/OjBn+3QYD6fMQQoigCkm9tPkDNFqMSYP9Ose5c+e4//77WbNmjWd5DX+1OTzsdjv6usXuJ0yYEJBKCCFEb2VMvpiQ1Euxnjna5P6IUdehDYvy6xyvvfYaNpuN1atXe7bNmzePH/7wh+0uU1FbaD7s37+fvXv3cs8997BgwQKOHz/OqlWrmD59ertPGki5ublMnjyZHTt2BGSaYSGEb5//cC4OixOdScuEv2cGuzo9hrO6gvwNz2M76923EXZpOvHffwiNrutNf99iy+PXv/41Dz/8MB988AHR0dH8+9//ZunSpV0mPIQQorvThkXRb+FzWE9/jfX0EdDoMA2+HGPfAcGumk8thofT6eSqq65i5cqVXH/99aSkpOCSB4SEECKgFEUhtP8wQvsPC3ZVWqXFoboul4vDhw/z0UcfcdVVV3H8+HGZkl0IIXq5FlseS5Ys4ac//Slz5swhNTWV6667jhUrVnRG3YQQQnRRLbY8EhMT2b59O0uXLgVg+/bthLZyLezf/va3TJ8+nRkzZvD6668D7jlWZs6cyY033siaNWs8xx49epTZs2czZcoUVqxYgcPhaM/3EU2wnDhA3vonsZw4EOyqCCF6CJ/h8fXXX3PkyBEee+wxz99Hjhzhq6++4umnn26x4L179/LZZ5+xefNm/vGPf7B+/Xq++eYbli9fzu9//3vee+89vvrqK3bt2gXAI488wpNPPsm2bdtQVZXMTBnJESilH7+F9fQRSj9+K9hVEUL0ED5vW/3973/n008/pbCwkAceeOD8B3S6Vs3EOH78eP7617+i0+koKCjA6XRiNpvp378/qampAMycOZOsrCwGDx6M1Wr1zL0ye/ZsXn75ZebPn+/v9xOAWlvj9SqEEP7yGR6//OUvAVizZg3Lli1rV+F6vZ6XX36Zv/zlL0ydOpXCwkLi4+M9+xMSEigoKGi0PT4+noKCgkblmc1mzGaz17b8/Px21U0IIbqSspoKtn/3MUeLvkWjaLg8aTjXpl2FSd+6boKW/Pa3v2Xbtm0oisKcOXO46667/CrPZ3js2bOH9PR0hg0bxvvvv99o/4033tiqEzz00EPce++9LFmyhOzsbK+ZeFVVRVEUXC5Xk9svtG7dOtauXduq8wohRHdxvPgkv/p4LRb7+bsD/y34hqwTH/HktUuJD4vzq/yG3QgOh4Pp06eTkZHh16Yly4sAACAASURBVJLiPsPj3//+N+np6axfv77RPkVRWgyP7777jtraWi699FJCQ0O58cYbycrKQqs9P6FaUVERCQkJJCYmUlRU5NleXFxMQkJCozIXLlzIrFmzvLbl5+ezYMGCZusihBBdlcPlZM3uP3sFR72C6mL+sHc9T1671K9zNNWNYDKZ/CrTZ3g8++yzAE2GR2vk5uby8ssv8/e//x2AHTt2MG/ePF544QVycnJISUlhy5Yt3HrrrSQnJ2M0Gjlw4ABjx47l3XffZdKkSY3KjIyM9CyBK4QQPcEXef+lpKbM5/6vCo+RV1lAv4i+fp3nwm6Evn39K6/F5zxOnjzJq6++Snl5udcsuq+88kqzn8vIyODw4cPccsstaLVabrzxRmbMmEFsbCwPPvggNpuNjIwMpk6dCsCLL77IypUrqaqqYtiwYdxxxx1+fTEhhOgO8iob9+82Osbsf3iAdzdCZmYmt912W7vLajE8Hn/8cUaOHMkVV1zR5pUDH3zwQR588EGvbenp6WzevLnRsUOHDuWdd95pU/middS66WRUmVZGiC4n0hjR4jFRIS0f05ymuhGOHfNvgakWw6OmpoaVK1f6dRIRHPayfEre/wuOcvcvG0d5AfmZq+kz5cfoouJb+LQQojNMSBnN61+8jc1Z2+T+pIgEBsX29+scTXUj3HrrrX6V2eIT5v3796ewsNCvk4jO56gqI2/9E3VLXJ5nObGPvPVP4LSYfXxSCNGZwgwm7hzzgyb36TU67h07H43i34rhGRkZXHPNNdxyyy3ceuutjBkzxu/VBFtsebhcLm666SaGDRuG0Wj0bG+pz0MEV8XeLTgrS5vc56gowrw/i5hJczu5VkKIpkwedDVxphje/eZ9vi46gVbRcnnScGZfNpU0P1sd9ZrqRvBHi+Fxww03tOqJctG1WI593uz+sk82UPnVLjTGMLQhJjQhYWiMYe7XkDA0RpPnb63XPhOKPqTN/V9CiOaNThrG6KRhuFQXCkqX/zfWYnhc+FyF6B5cdlvzB6guHGXtfDpf0TQIGXf4KEaTO2QuCJr6vxvuUwwSPkL44u8tqs7iMzyuu+46r3/gWq2W6OhoMjIyWLx4MTpdm5c/F53I2G9Is60PTWgE2tAIXLZqnDXV4GrDLMaqC1dNJa6ayvZVTtF4BUt9S6fF8KlrDSmGUAkfIYLMZwK8/PLLXu9dLhclJSW8/fbb/O53v2v3fFeic0SNvwnLsb1AE0vUKwqJt60gJHkI4J4ORnXU4rJacNmqcVnr/q/ub6dne1P7LTitVeBsa/hU4aqpat+XUzR1QXJhADW4BddECNWHk7vl0z1+3QnRVfkMj+HDhze5/corr+QHP/iBhEcXF3rRZfSZvpjirFfB5Ty/Q6snfvpiT3CAe7oZRW9EozdCREy7zudy1DYIFcv5v+tCxmkNcPhYq3BZOzB8jE30A4WY0BrDUIyhEj6i12vzvafQ0FC5ZdVNRI65AdPgceS+ugxXTSUaUySpi36DNiwq4OfS6Axowg0Q7mf4NAwer7/rA6ipELKgOpoeI98kf8MH5YLg8Q4hrbFum4SP6MHanAK1tbWyyl83oouIQRsajqumEm1IWIcERyAEJnwah4rv8PE+tk3hg+r5HBXtqW2D8PGMavMOm4Z9PI1HwnV++FQf+5zyT/+B6nS3YlWXE8vJQ5jSRnVqPXo6h8VC9clTKFot4YMHodHrA36O559/nrKyMlavXu1XOT7D48iRI422lZeX8/e//53vfe97fp1UiEA7Hz7R7fq86rDjslnOB4yPEHLamm79tDt82kVBYwxt3K/TbPg02G8MRdFoWz5NHfMX71O89Y8XfgXy//5LEmb/D+GXXtXO7yHqqU4nOX97k3PvbcVldY+U1EdFknrbXBKnTw3YAJE9e/awadMmrrnmGr/L8hkeFz5MotFoiImJYdKkSSxevNjvEwvRlSg6PVpdVLtbZq0Kn7pXp9d+dwipLQ2t9j5bXcvJAhS1eHRTFKMJbZMtG+8Rbmh1FG//i896lGx7jbCLx6No5Va2P77746sUbNvutc1eYebkn/6M6nLRb6Z/T4OD+8f/mjVrWLJkCd98843f5fn8L75z584WP7x3717Gjx/vdyWE6O78Dh+n3RMkTqulcQAFNHxAtVlw2CxgLm5Xfes5q8upyfkKU9pov8rpzaz5+RS8/4HP/WfezqTvjdejbTDDR3s8+eSTLFu2jHPnzvlVTj2/fi6sWrWKTZs2BaQiQvRmilaPNswdPu25y606HU3cXmsihHwEkGq3trvu7b/9JgBK9x0AtYkh9XUclVVUfnOM6FEj232ODRs2kJSURHp6Ohs3bmx3OQ35FR5qM19YCNF5FK0OrSkSral9i6X5Ch/b2eNUfH5+CQVF6/0KYOiT6k/Vez2X3R6QY5rz3nvvUVRUxM0330xFRQUWi4Vf/epXLF++vN1l+hUe8pSvED2Dr/AJG3ollpNfYi86DUBEClSfg7Ak9/6Qi4ZhSLios6vbo0Redmmz+xWtloghg/06x+uvv+75e+PGjezdu9ev4IBWTMkuuj/FEOr1KkRrKYpC39k/RRsRB0BINMRd6n7Vx/Yj4eaHglzD7i/ikoubDZCE669DH9X1hthLePQCsZPmEdJ/GLGT5gW7KqIbMvRJIXXxb4i78cco+hAANKYoku95EV1knyDXrvtTFIVLHnuEiEsuabQvbmI6affcHdDzzZ492+9nPED6PHoF05CxmIaMDXY1RDemMZqIumI65v3vYS89557GRe/f6B9xniE6ihHPP4f5yNdUfHUEjU5HzNjLCRs4INhV86nF8Dh27BiXNJGIABMmTAh4hYQQojdSFIWo4cOIGj4s2FVplRZvWz300EPMmzePd999l9pa76dof/7zn3dYxYQQQnRdLYbHtm3bePjhh/noo4+YPHkyL7zwAqdPn+6Mugkhupj8GgefWUzk18j8dr1dqzrM09PTWbNmDS+88ALbtm1j+vTpLFq0iDNnznR0/YQQXcg35XZKXTq+KffvuQPR/bXY51FVVcW//vUvNmzYQE1NDQsXLmTWrFl8/PHH3HffffzrX//qjHoKIboAR90gGYcMlun1WgyPjIwM0tPT+dnPfsZVV52fPXPGjBm89dZbHVo5IYQQXVOL4bFlyxaSkpKa3Ld+/fqAV0gIIXqjSrOVA7tzyDlZikajMOSyBMaMT8UYEpg1PW6//XZKS0s9i/n94he/YNSo9q/H4jM8lixZ0uwHX3nllXafVAghxHm5OWW8+ernWBsMRDh1oph9n2Rz+5IriY41+VW+qqpkZ2fz4YcfBmwlWJ+lTJkyJSAnEMGX/c0hvvh4K5dPmsaAobLymxBdidPp4p11B7yCo15ZiYXNbx/ijp+k+3WOkydPAnD33XdTXl7O3Llz+dGPfuRXmT7DY9asWQBkZ2czYMAAz3ZVVXnttdf8OqnoXJ9v30RRXg52m1XCQ4gu5sTXhZgrfE+Jn/1tCSVFVcTFh7f7HGazmfT0dJ544gnsdjt33HEHAwcOZOLEie0us8WhuosWLaKgoACAvLw8br/9drZu3druE4rOV2uzer0KIbqOkqKqFo8pLvRvzZQxY8bwwgsvEBERQWxsLHPmzGHXrl1+ldliePzP//wP99xzD2+88QazZ8/myiuvJDMz06+TCiGEcDOFGVo8Jiy85WOas3//fvbs2eN5r6qq330fLYbH1KlTWbJkCatWreK3v/0tDzzwAFqttqWPCSGEaIVLRyah1/u+psbFh5GcGu3XOSorK3nhhRew2WxUVVWxadMmbrjhBr/KbPVoq6ioKJ5++mn69+8PyGir7sTlctS9OoNcEyHEhUJC9Uy5ZRhbNhxutE+r0zB9zggUjX8L71177bUcOnSIW265BZfLxfz58xkzZoxfZbZ6tJWMvup+Sgvz+HDT/1FZVgJAZVkxm159nmtnLSS6T2KQaye6o/oHy+UB88C6/MqLiIwO4dOd33H6ZAkajYYhlyVw9eTB9POz1VFv6dKlLF26NCBlQStGWwHk5+dz7Ngxrr76agoKCujXr1/AKiA6RlVFKZv+tJqa6kqv7WdPfsPGP63mtgefISyi661OJro2l0v1ehWBM3hoAoOHJqC6VFC6/jLfLfZ57Nq1i3nz5vHMM89QUlLCjBkz+OCDDzqjbsIPB/+zrVFw1LNUVvDlJ+93co2EEK2haJQuHxzQiulJ1q5dS2ZmJosWLSIhIYE333yTxx57jOuvv74z6ifaKfvol83uP/jxexz69H0MxhD0xhD0BqPnb4Mx1P1qqH/v3u/52xja4Njzn9dqA/PkqhCi62vxX7vT6SQhIcHz/tJLL+0WqdjbOZ0tT5ntcjqwWqqwWloeZ94aWp2uLnRCvYKlcfg0Pqap8NJoWrVigBAiCFoMj9DQUPLy8jyBsX//foxGWbu4q0vqP4QTh/f63B8eFUtMfCK1Nit2m/X8a60V1eVq1zmdDgdORxXW6sCEkU5vaNACMjZuDTVoAXmHTwh6Q4MWlDEEncEoYSREALUYHj/72c+4++67KSoq4rbbbiM7O5vf/e53nVE34YfRV0/h2//uR1UbB4Gi0TDjjoeJ73dRo32qquJ02N1hUntBsFzwaq/1Dp1Gx9RtU9s5NMdhr8Vhr6UGc7s+fyGd3nDB7bbQupCpCydDSKPbcQ0DyKv1pDeiSBiJXqzF8BgzZgyZmZkcPHgQl8vFqFGjiI2N7Yy6CT/0TU3jhtsWsXPj6zhqbZ7temMI18/5cZPBAe4RHjq9AZ3eAET6XQ9VVXHYa70CpcnwaaIFZG8qmGpt7R4nWh9GVAUgjBQFvd7YzK23kAYtpdCmb901aD3p9IYufTu4pOAsX36yDVvd/+vtKlSUFBIVl9D8B0Wb1FprKMrLQaPRkpAyAK0uMNOxA+zcuZO1a9dSU1PDxIkTWblypV/lKWorfhZmZWVx9OhRlixZwo4dO7jpppv8Omkg5ebmMnnyZHbs2EFKSkqwq9Pl2Gos/O2ln1NTbSY0PJLbf7oaQ0hosKvVbqrLhb0ujJoMn9rGLZ8mA6rWit1mw17bReb7UhTv8DE00QJqKnwa3J5r+PlAhtHpE0f4919/i9Ph3Y9mMIZy849/Rt/UtICcpzdzOZ18tn0jh/fs8PzYCw2L4IrJNzPiyuv8/m955swZ5s+fz4YNG4iLi2PhwoUsXryYjIyMdpfZYsvjT3/6E59++in5+fnceeedrF27lpycHO6///52n1R0HmOoCUNIKDXVZgzG0G4dHOC+5Waou3AGgjuMbI1vybVwK66+FWS31Xjtd9hr21kR1XPeQFA0mgZhEtpMv1HDllPjbVqtnu2Zf2oUHAC1tho+2PBn5i97rku3mrqDXZvXc2Sv90SFNdWVfLz5b6guF6Mm+jeVyPbt25k+fTqJie6Hg9esWeN333WL4fHvf/+bDRs2MHfuXGJiYsjMzOS2226T8OhGbLUOr1dxnjuMQjEYAxOqLpfLEzB2m41aW43v23MXhs8FYWWvtbU7jFSXi1prDbXWGqAsIN+tKWVF58g//S1J/Yd02Dl6uorSQo7s/djn/r073mXY+Iy6W8ntk5OTg16vZ8mSJZw7d45rrrnG76fNWwwPnU6HwXC+0pGRkQFbiUp0DrPFjqHuVXQsjUaDMcSEMcS/ld/quZxO7LV1IdSo38hWFzo1Td6ec3/O6nWM0xH4HxCV5aUk9Q94sb1G9tFDgO/eA1tNNedyviV18GXtPofT6WT//v2sX78ek8nET37yEzZt2sTs2bPbXWaLKZCUlMRHH32EoijU1tby2muvkZyc3O4Tis5X363V3lFPIng0Wi3GUBPG0MCEkdPpuKDlUx82jVtAdpuN0sKz5H53tNkyI6JlAI0/nM6WA72p24Zt0adPH9LT0z2Dna6//noOHz7cMeFRVVVFeHg4TzzxBI8++ijHjh1j9OjRjBo1ipdeeqndJxSdz4Xe61X0XlqtDq0pnBBT61alczocrHvhESyV5U3uj0noR+JFgwNZxV6npVt+Gq2WvikD/TrHtddey2OPPYbZbCYsLIz//Oc/TJ482a8yfYZHeno6Y8eO5ZprruHpp58mMTERp9NJeHj7l0IUwVFgHElk9VeYQ4cHuyqim9HqdNww9162rPtN49FWIaFcP+fH0lnup8SLBpE0YAjnsk80uf/SsVcTGu7fsPlRo0Zxzz33MH/+fOx2OxMnTuTWW2/1q0yfQ3VLS0v57LPP2LNnD3v27EGj0ZCRkcE111zD+PHj0eu7xq9YGarrm6qq7D9awAvr92OtdRJi0PL4wiu4/JIE+Qcv2qS0MI8vP3mfr/Z9jAYVJ3rufORZomLlOY9AsFSZeW/9y+Sf/s5r++ARV3D9D+5F10Wutw216jkPgLNnz7J7927eeOMNcnJyOHjwYEfXrVUkPJqmqiprNxzi/c9zGu2bMXEgi2eNkAARbfbSiocwuiqxaSL46XMvB7s6PYqqquSdOsbZU8fQaLUMuGQkfZKafpi3K2ixw/zMmTPs3LmTTz/9lK+//pphw4Yxd+7czqib8MOug2ebDA6Af396ipGD+3DVSFmXRYiuQlEUktOGkpw2NNhVaRWf4bFmzRp27txJdXU13/ve95g/fz7p6elterBk7dq1bN26FYCMjAweffRRdu/ezapVq7DZbEybNo1ly5YBcPToUVasWEF1dTXjxo3jmWeekSHBfsjak93s/j/84zB7/nsOnVaDTqdBp1XQaTXodRr3Nu35bboG2/RaDTqdcv4YXd22C8rRXbBNr9Wg6SbrFIim5ZdUexaBkoF7wufV+Y9//CPXXXcdixYtYvTo0W0uePfu3XzyySds2rQJRVG455572LJlCy+++CLr168nKSmJxYsXs2vXLjIyMnjkkUd49tlnGT16NMuXLyczM5P58+f79eV6s3PFzc9sW15l46MvcjupNm6Kglew6C8Iofpw0jYILb1XECkNAsx7e/1x2hbK1l0Qfr7CUitB52GzO1m74Ut2fZHLRJ17lTuny8Uf/nGIe28ZgU4rE0T2Rj7DIysriw8//JCXXnqJ7OxsJk6cyDXXXMPVV1/dqhFX8fHxPP74454HDAcNGkR2djb9+/cnNTUVgJkzZ5KVlcXgwYOxWq2ekJo9ezYvv/xyo/Awm82Yzd6T2uXn57ftG/cS0eEhlJptLR/YiVQV7A4Xdkf7pnzvbL5CqMkWWGuCqVErrXFotRxwTYVlxwbdy28f5OODZxttf293NlqthkW3jOiwc4uuy2d4DBgwgLvuuou77roLs9nMxx9/zPbt21m1ahVpaWm8/vrrzRY8ZMj5scvZ2dls3bqVH/3oR8THx3u2JyQkUFBQQGFhodf2+Ph4CgoKGpW5bt061q5d26Yv2FtdOy6Vk5srfO6/9+bhTL7iIhxOFw6n+4Lu/lvFUfe33eny/O1wunA4VPc2pwunZ796fn9ry3E2+IznGPWCc7k/F8zbI+66ADiDV4lW8rpdqPMdcPVBVN+6827FNQ44i9XeZHDU27o7m7mTLyY6Qtb46W1a1amQl5dHaWkptbW16PX6Ni2qc+LECRYvXsyjjz6KVqslOzvbs09VVRRFweVyef1yqt9+oYULFzJr1iyvbfn5+SxYsKDV9ektpl81gD3/zePrU6WN9o0c3IdpVw1Er+v6txucLtUrZLzCpy5gvPerDQLM5RVgzkafUxsd47gg/BqGZaOyPWW5y6nvDwgG93dx0tlB53C6OHKqhIky+KLX8Rke69ev5/PPP2ffvn1ERUUxadIk5syZw4QJEwgJad2MpgcOHOChhx5i+fLlzJgxg71791JUVOTZX1RUREJCAomJiV7bi4uLvZa+rRcZGUlkpP9rTPQGBr2WZxal8+7H3/H3bcdwulS0GoUfTbuU738vrVsEB4BWo6DVaDHqtcGuSoucLrUuZM63wOoDq7lgarYF1lLAebX2Gu87v031ClpnAINOeoYCw1FVS8Whc9TkmkGjEJYWQ+TwvmiN/g8c2rBhA3/7298873Nzc7n55pt58skn212mz1rt2rWLSZMm8bOf/YwBAwa0ueBz585x//33s2bNGtLT0wH3U46nTp0iJyeHlJQUtmzZwq233kpycjJGo5EDBw4wduxY3n33XSZNmtTuLyXcQgw6brv+EnbuO0NecTV9Y03MuU5mP+0o9UFn6AZB53KpOF31weO7dZdfYuHXf9vvsxy9TsOwtLhOrHnPVJNnJu8fR3DZzrcca3LKqfjiHMlzh6OP8m8Jgh/84Af84Ac/ANx3g+6//34eeOABv8r0GR5//vOf/Sr4tddew2azsXr1as+2efPmsXr1ah588EFsNhsZGRlMnToVgBdffJGVK1dSVVXFsGHDuOOOO/w6vxDCN41GQaPRotc1H3QXXxTD/qP5fHig6ZF5068aSFS49Hf4Q3W6yP/XN17BUc9eYaVg2wlS5gZuUMLTTz/NsmXL/F4RtsMepFi5cqXPZQ43b97caNvQoUN55513Oqo6Qoh2euAHo9FpNXyw77TX9u9/L427bmr/NOHCrfpkGY5K3+u21JyuoLa0BkOs/2vO7N69G6vVyrRp0/wuq3vc+BZ+CQ3Reb0K0RYGvZaHbhvDaytuRKtx93BoNRruvWUEWnnGw2+1pTUtH1NmCci53nrrLe66666AlCX/5XuBBVOGMmJQHxZM6R7THoiuKT4m1DMKUp6fDBytqeUfdTpT+1cRrFdbW8u+ffu47rrr/C4LOvC2leg6rrgskSsuSwx2NYQQTQgf0oeiHSdRfTw8q48JxZjo/1IYx44dY8CAAZhMgVlYTFoeQggRRNoQHfHXpTW5T9EqJNwwKCAzCJw5c4bExMD9iJSWhxBCBFnUyER0EUbK9uZSk1uBolEwpcUSOyGVkAC0OgCmT5/O9OnTA1IWSHgIIUSXEDYwhrCBMdQvsdTVJ+aU8BBCiC6kq4dGPenzEEK0mgu916vovaTlIYRotXLTUFRNMRWuPsGuiggyCQ8hRKuZDHa0GgMmlz3YVRFBJrethBCtplGcXq+i95LwEEKILsJms3HmzBnOnj2Lw+EIaNnvvvsuM2bMYMaMGTz//PN+lye3rYQQIshcLheffPIJX375JXa7+5ZgaGgo6enpjB492u8RWDU1NTz33HNkZWURGRnJD3/4Q3bv3s1VV13V7jIlPIQQIsh27NjB4cOHvbbV1NSwc+dOVFXl8ssv96t8p9OJy+WipqYGk8mEw+HAaPRvKn25bSWEEEFUXl7eKDga2rNnj6c10l7h4eE8/PDDTJs2jYyMDJKTk/0OJAmPXuDkyZO8/fbbnDx5MthVEUJcoKV/l1arlby8PL/O8c033/CPf/yDDz/8kP/85z9oNBpee+01v8qU8OgFPv30U3Jzc/n000+DXRUhxAWczpZHrrXmmOZ88sknpKenExcXh8FgYPbs2ezdu9evMiU8egGr1er1KoToOpKTk5vdr9Fo/J4Nd+jQoezevRuLxYKqquzcuZMRI/xb2lbCowcrLi7mzTffxGw2A2A2m3nrrbcoLS0Ncs1Ed3V+MajuMf9Sd5CUlNRsgAwfPtzvNTiuvvpqZsyYwezZs/n+97+Pw+Fg0aJFfpUpo616KLPZTGZmJjU13ktcnj17lrfffpvbb7+d8PDATPUseo9Ik4Eai43IAKxsJ9wUReH73/8+//znPzl37pzXvosvvphrr702IOdZtGiR34HRkIRHD3XgwIFGwVHPYrHw2WefkZ6ejk6nQ6vVotVq5dekaFGIUUeNxf0qAsdkMvHDH/6Q3NxccnNz0Wg0DBw4kISEhGBXzSf5X0AP9d133zW7/9ChQxw6dMhrm1ar9QoTnU7X6H1TxzT32tZyNBq5kyp6J0VRSE1NJTU1NdhVaRUJjx6qPaMznE6n36M6/KXRaAISQv6EmUajkVbYBUpKSti/fz8VFRWAu/VaXl5OdHR0kGsmgkXCo4dKTk7m2LFjPvfHxMSQnJyMw+HwhIbD4Wj0vuFrZ4SLy+XC5XL5/VCUvwIZVO0Ns64SYDk5OWzatMnrv73NZmP9+vXMmTOHpKSkINZOBIuERw81btw4jh8/7lnSsiGNRsNNN93Urvupqqq2GDCtCaHWHuPrcx2ts87TnPowCXSrqy1hpqoqW7dubfJHQ21tLVlZWdx5551dJuhE55Hw6KESExOZMWMG27Zt8/oVbzAYmDp1ars74hRFQa/Xo9cHbyU5VVVxuVztDqa2BpWvY1wuV4d+z65wG1FRlCZ/gNQrLS0lLy+vxWcVRM8j4dGDXXLJJQwYMIC//OUvWCwWTCYTP/7xjzEYuvcwS0VRPL+Sg/ldLgyw1gZTW0KsNWV3pOaCo15lZWWH1kF0TRIePZzRaMRoNGKxWDAajd0+OLoSjUaDRqMJeiusYX+UPwHV1DFms5nCwsJm6xAREdFJ37Zns9vMFJ3ZQ2XZKRRFQ1T8pfRJvgKtLiRg56iqqmLevHm88sorpKSksHv3blatWoXNZmPatGksW7as1WVJePQC9Re3YF7kRMdQFMXTR9ERnE4nr776KtXV1U3uj42NpV+/fh1y7t6kqjyHb7/4M07H+SmEKktPUHj6Ey4etwRjaIzf5zh06BArV64kOzsbcE9XtHz5ctavX09SUhKLFy9m165dZGRktKo8GVTfC0ycOJHU1FQmTpwY7KqIbkar1TJt2jS0Wm2jffX9Z9JZ7h/V5eTkofVewVGvtqaUnCOZATlPZmYmTz31lKe/8/Dhw/Tv35/U1FR0Oh0zZ84kKyur1eVJy6MXSEtLIy0tLdjVEN1U//79uf322zlw4ABHjhzB5XJhNBr50Y9+JM95BEBF8VHstgqf+ytLv8VaXURIWLxf53nuuee83hcWFhIff77MhIQECgoKWl2etDyEEC2Ki4vjxhtvJCoqYSs9IgAAEgVJREFUCnBPpyHBERjW6qKAHNNWLpfLq9WoqmqbWpESHkIIEUQ6Q1iLx+gNgZ/ENDExkaKi86FUVFTUpiH8Eh5CCBFE0Qkj0Gh8D2YxmuIxRaUE/LyjRo3i1KlT5OTk4HQ62bJlC5MmTWr15yU8hBAiiHT6UFKH3tzkPkWjo/9ls1GUwF+qjUYjq1ev5sEHH2T69OmkpaUxderUVn9eOsyFECLI+qRMQB8SRf6pj6gqO+l5ziMxbTJhkYFtdezcudPzd3p6Ops3b25XORIeQgjRBUT1GUpUn6GoqgtQuvwQaAkPIYToQjriFlVH6B61FEJ0Ca5ap9er6L0kPIQQrea02r1eRe8l4SGEaD31glfRa0l4CCGEaDMJDyGEEG0m4SGEEKLNJDyEEK2mU7Rer6L3kvAQQrSKo9LGpbqLiFMjuNQwINjVEUEmDwkKIZrlcrgo2vEd5q8KiFcjiOcysEDRhyfpkzEQRdO1n4QWHUPCo4dz2hyUfHqa6m9LCB8cR9zV/dEY5JaDaL3C7d9SeaTxOublB/JAUYi/ZmAQaiWCTcKjB6s8VkzBthOodU8Dl3+Rh/lIAX2nXUz44Lgg104Emqqq4FJRXSqo1L028d5zHKD6OKbuvaPS1mRw1Ks4mEfs+BS0Jt9TioueScKjh7LmV5K/5ZtGD3O5bE7Obf6Gi24fjTG+5UVoOpuqui9a5y9g5y9yrX3vuQi6VE95Xu9dKmrDc/g6rsHF1POZhmXUX3DVhmXXf4f6shvv96p7fZleF3YfZTY4d1MX+qD893Kq1ORWEH5xn+BUQARNh4dHVVUV8+bN45VXXiElJYXdu3ezatUqbDYb06ZNY9myZQAcPXqUFStWUF1dzbhx43jmmWfQ6STb2qts/1nfFxSXSv57xwhLi23+ItjsBe38ha+5X67NX2i7zkVQtJ/8J+udOvTqfOjQIVauXEl2djYAVquV5cuXs379epKSkli8eDG7du0iIyODRx55hGeffZbRo0ezfPlyMjMzmT9/fkdWr0eznjU3u7+2yEJtkaWTaiM8FEBR3J3MCnWvddNvaxQUDd7vFaD+mAs/4+u9pyzF+3wad7n15/De3rBe549xWh2UfXbG9/fRKIQmR3bC/+NEV9Oh4ZGZmclTTz3Fo48+CsDhw4fp378/qampAMycOZOsrCwGDx6M1Wpl9OjRAMyePZuXX365UXiYzWbMZu+LYn5+fkd+hW5L0XTwKOwGFy3Pxabu4tTowubZ3vhC59l34QWswYVT8XkOLrjg+SjT670CGrzfN6in+8JNg4tvE2VceJFuqszmLuzdjL28hqpvipvcFzUqEV2YoZNrJLqCDg2P5557zut9YWEh8fHxnvcJCQkUFBQ02h4fH09BQUGj8tatW8fatWs7rsI9SNigWMq/yPO5P2JYAjHjkn1chJt/310vgqJ9+k4ZgqIoVB4t8toeOSpRRlr1Yp3aqeByubwuOqqqoiiKz+0XWrhwIbNmzfLalp+fz4IFCzqu0t1U9Lh+mL8uxGV1NNqnNenp873+6MKNQaiZ6G40ei2JMy4hbmJ/zrx5CKfFji7KSN8bBge7aiKIOjU8EhMTKSo6/+ulqKiIhISERtuLi4tJSEho9PnIyEgiI+X+amvoI0NIuW0Ehe9/i/VcpWd7SHIkfW8cLMEh2kwfHYLGqMVpscuDgaJzpycZNWoUp06dIicnB6fTyZYtW5g0aRLJyckYjUYOHDgAwLvvvsukSZM6s2o9kjE+jNQFo9DHhQJgiAsl9YcjMcSZglwzIUR316ktD6PRyOrVq3nwwQex2WxkZGQwdepUAF588UVWrlxJVVUVw4YN44477ujMqvVo8ZMGUrb/rLuPQwghAkBRVbVbD9POzc1l8uTJ7Nixg5SUlGBXR4geLfu1/djLrOhjQhjw43HBro4IIplVVwghRJtJeAghhGgzCQ8hRKvVz8gsMzMLCQ8hRKuVDVXJDzdTNrRbd5WKAJCZB4UQrfZmWRanYs4wsCyVUVwe7OqIIJLw6MFUVeXL/CNsPJLF6Yr/397dxkRx53EA/+7OLqzyXCoPVU8oVcAqHomXE3tdXfF8XgVWjV2UYDQxR7QPSbU1R7C1VRNir6mkiQ+JiYngQ+sFL9heFBPREyu1WtQXhuPUg/VEtHpIeRDYmXuxsLDsAjvCMfvw/byZ55nfwGS/OzM7/7FgUvhEmN5cjJToZDYvQi+lvfOFQ5f8F8PDR0mShEPXSlB+9x/2cXee1GJXRREWTZ6L9amrGSBE9NJ4z8NHXa675hAcff39nxfw44PqUa6IiHwJzzx81Ll/XRp0+qFrJais/wkalQBBLUBQqW1dtQCNWoCgcqNfrYagsvWrVT3jBPu4nvXa+9VC7/b69KtVap4FebiaJ3dx+s5Z/GoB4h/OQtP4Otx/ZkFcBB/M9VcMDx/V0Dzwe6cBoOlFMyrrro1SNUNzCC8XAePU3yfI3Fq2O+icl3Udhs4hKLgOQRfb9rUwrLL8jL9UHoIoiUiw/AFjWsOgrtPgz+WF2K7Pw7ToJKVLJAUwPHxUmC4Ez9qblC7DbVZJhNUqAtZOpUsZEe6F4ACBZp9HPeh6eoJr8LPDQULQjdAVRSsO/HgUoiQCANRWwd7tFDux/8ej2Ld0J9QqXgH3NwwPH6WPm4X7P38LdZcGYU9joe3QoSOwDc9faYAodCE3dRUM8bNhFa3okqywilZ7vyiK6BKtsHaPH7S/e7hvv1UUHce52IatX3QY37OMaJ9HHGTZ3n5PZBWtsMIKeGZ5smk6AvFK42+g7bC10CxYAyB0atHY8gvuPK7F1KgpCldIo43h4aMWJLyNqqpaqG5GQxB7/83Wf0+FOvUx/pjwNrSCVsEKR4YkSRAl0TH4BgqbIQNRdBmGjv3igEHWf9vuBWif/u798DS6llDE3fk9NNbe181qugLwxm097iX94FVnuDRyGB4+6vF/WqCtnoD+jSYLohbqG+Pxy9w2xLzm/eGhUqnsl2l84U3a/cNw4BAUnULQVRgOHIL9z/Zch+7T1mdQVcc5BEcPbacOE+7+FlHLXlXgL0VKY3j4qB8q7jkFRw9RlPC34z8jOSUWvbPYeuzDUk9Hchh26B1gnt7p/dZpHy31Gx58utN2+o4bqH6ndQ9Ri1Pt/bbpcv8l18vI3D+5NbpTp62jAiQBgOCixt4Rmu7hvl8lerYZ1NKBxhfNcEWChLEt4Qhqi3A5nXwbw8NH1d97Ouj0hgfP0fDg+ShVQ75IBdsvyp4+acFrE8MVroZGG8PDRwka/vqFuqkcOkD3z4hVTtNVTvOLkgTROngjiEEhgSNUKHkThoePmvJmNK5evDfg9Okzx+N3s+Mcxqn6f5o4jOsZVvUbduxx/kAaYLrDPP0+tNzdZvcCrh6pGLjOAbY5UJ19VjPSdTrM71THy9U50s+XdHZY8eXOcrS3uf4JdVjEGEx6PXJEt0negeHho2bpX8etnx6gtaXDaVpwSCDmL01GSKhOgcrIm2gDBCw1Tcdfi6873YsRBBWWrpwOtdp3Hogk9/Haho8KixiDnLw0TIxzvJk5KeEV5OSlMTjIbW+mvoZ1f0rDG0nj7DfmRcGK3M1v4Y2kKIWrI6XwzMOHRcWEYP2Wt/Ck8Vc8/287wiJ0iBwXrHRZ5IXiEiIRlxCJHfnfQmjTQQroxPjf8Ca5P2N4+IFXo4LxahRDg4av556KL7XdRS+Hl62IyG0hgUEOXfJfDA8icltoUJBDl/wXw4OI3DZn4RRMSojEnIVsCNHf8Z4HEbltytRoTJkarXQZ5AF45kFERLIxPIiISDaGBxERycbwICIi2RgeREQkG8ODiIhkY3gQEZFsDA8iIpKN4UFERLJ5/RPmVqsVANDQ0KBwJUREvWJiYqDReP1H7IC8fs8eP34MAMjOzla4EiKiXufPn8eECROULuP/RiVJ/V8u6V3a29tx+/ZtjBs3DoIgKF2OR2poaEB2djaKi4sRExOjdDnkxXgsuY9nHh5Op9Nh5syZSpfhFWJiYnz6mxCNHh5LxBvmREQkG8ODiIhkY3gQEZFsDA8/EBoais2bNyM0NFTpUsjL8ViiHl7/aysiIhp9PPMgIiLZGB5ERCSb1z/n4a8sFgsWLVqEhIQEh/H79+9HbGys0/xFRUUAgC1btoxKfeRdPv30U1y/fh2dnZ2oq6uzH1c5OTkwmUwKV0eeiOHhxaKionD69GmlyyAfsGPHDgC2LyU5OTk8rmhIvGzlY2pqarBu3TqYTCYYDAYcO3bMYXpnZye2bt2KjIwMZGRk4OTJkwCAJ0+eIC8vD1lZWTCZTKisrFSifPIwRUVF2LBhA5YsWYKSkhKsW7cOV69eBWALmnnz5gHg8eOPeObhxRobG7FixQr7sNFoxKNHj5CXl4e0tDTU19dj+fLleOedd+zz3LhxA01NTSgtLcWjR4/wxRdfYPXq1di1axdMJhPS09PR2NgIs9mM0tJSBAcHK7Fr5EE6Ojrw3XffAQC+//57l/Pw+PE/DA8v5uqyldVqxaVLl3DgwAHU1NSgtbXVYfrkyZNx7949bNiwAXq9Htu2bQMAVFZW4u7du9i3bx8AoKurC/X19UhOTh6dnSGPlZKSMuQ8PH78D8PDx7z//vsIDQ2FwWDAkiVLUFZW5jA9IiICZ86cweXLl1FRUYHMzEycOXMGoijiyJEjCA8PB2A7q4mMjFRiF8jD6HQ6h+GeR8O6urrs43j8+B/e8/Axly9fxrvvvov58+fj4sWLAHpfmAXY3jGwdetWzJ07F/n5+Rg7diwePnyIWbNmoaSkBABQW1sLo9GItrY2RfaBPFdERARqa2sBAOXl5fbxPH78D888fMyWLVtgNpsRGBiIpKQkjB8/HhaLxT5dr9fj7NmzWLp0KQIDA7F8+XIkJiYiPz8fBQUFMBqNAIDCwkJeryYnGzduxMcff4xTp04hPT3dPp7Hj/9h8yRERCQbL1sREZFsDA8iIpKN4UFERLIxPIiISDaGBxERycbwII83b9483Lp1S/ZyFosFqampTuOLioqwc+dOt5c9duwYDh486HK+1NRUh59CE/kLPudBNIS+bYMRkQ3Dg7zGvn37cO7cOWi1WkRERGDPnj2Iiooa1jobGhrwySef4MGDB5AkCRkZGdi4caPDPEVFRXj27BkKCgpw7do1fPbZZ1CpVJg+fTpEUQRga55j9+7dqK6uRktLCyRJwueff47k5GTMmTMHJ0+eRHx8PAAgNzcXa9euxfz584dVO5GSGB7kFV68eIEjR47gypUrCAgIwOHDh3Hz5s0hP4Db29sdWh4GbM2HL1y4EADw4YcfIj09HevXr0dzczOys7MRGxuLGTNmOK2ro6MD7733Hvbu3Yu0tDSUlZXZm7Svrq5GY2MjTpw4AbVajYMHD+LQoUPYv38/MjIy8M0332Dbtm2oq6vD/fv3YTAYRugvQ6QMhgd5hYCAACQlJSEzMxN6vR56vR5paWlDLqfT6ZxaHu45k2htbcX169dx+PBhAEBISAiysrJw8eJFl+FRU1MDjUZj3+6yZctQUFAAwHbvIywsDMePH0d9fT2uXr2KoKAgAIDZbMbatWvxwQcf4MSJE1i5ciUEQRjW34NIabxhTl5BpVLh6NGj2LNnD8LDw7F7924UFhYOa52iKKJ/6zyiKDq0Fttf//k1Gtv3rwsXLmDTpk0AgPT0dIf7JPHx8UhMTMT58+dRVlaGVatWDatuIk/A8CCv0NbWhmXLliEhIQGbNm1Cbm7uS/0Cq6/g4GDMmDEDxcXFAIDm5maUlpZi9uzZLudPTEyEJEmoqKgAYGuhuKmpCYCtNWODwQCz2Yxp06ahvLzcoTVjs9mMwsJCpKSkIDo6elh1E3kChgd5hTFjxmDx4sUwmUzIysrCqVOnsH379mGvd+/evbhy5QqMRiNWrlyJBQsWICsry+W8Wq0WX3/9Nb766iusWLEC586ds7+zYs2aNaiqqoLRaERmZiYmTpwIi8Viv6FuMBjQ2tqKNWvWDLtmIk/AVnWJRsGNGzeQn5+PsrIyqFQqpcshGjbeMCevZjab0dLS4nJacXGxR7xT4qOPPkJVVRW+/PJLBgf5DJ55EBGRbLznQUREsjE8iIhINoYHERHJxvAgIiLZGB5ERCQbw4OIiGT7H6xJanGap1ScAAAAAElFTkSuQmCC\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": [ + "从上图中我们可以看见：\n", + "* 1.大多数商家在节假日的平均销售数量与日常的平均销售量相差不大,而商家10在节假日的销售量有明显的减少\n", + "* 2.商品1在节假日平均销售数量明显增加，而商品2和商品3在节假日的平均销售数量有较为明显的减少\n", + "\n", + "下面我们查看每种商品的销售价格和销售数量的散点图：" + ] + }, + { + "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": [ + "从上面的散点图中我们可以看见：\n", + "\n", + "* 1.每个商品在假期或非假期期间都有至少2个或以上的价格，除商品3以外,其他商品的多个价格直接的差异都比较小，而商品3的价格差异较大(有50%的差异)\n", + "* 2.商品3在非假期期间的销售量最高。\n", + "\n", + "下面我们查看每个商家的销售价格和销售数量的散点图：" + ] + }, + { + "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": [ + "从上面的散点图中我们可以看见：\n", + "\n", + "* 所有的9个商家都销售商品1、商品2、商品3这三种商品，而商品3在所有商家都存在打折销售的情况，并且在商家10的销售量最大。\n", + "\n", + "下面我们按月份查看每个商家销售数量的点图：" + ] + }, + { + "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": [ + "从上面的散点图中我们可以看见：\n", + "* 1.每个商家的销售数量都呈现出季节性的波动,7月份销售数量最大，商家10在7月的销售数量是最大的。\n", + "\n", + "下面我们查看商品的点图：" + ] + }, + { + "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": [ + "从上面的图中我们发现：\n", + "* 1.商品1受季节性影响较小,商品2在4月和7月有两个销售高峰,商品3在7月是销售数量最高峰,其次在11月份也有一个小高峰\n", + "\n", + "下面我们按商家来查看所有的3中商品的销售情况：" + ] + }, + { + "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": [ + "从上面的图中我们发现：\n", + "* 1.商品2(蓝色曲线)在大多数时间在所有商家中的销售量是最高的。\n", + "* 2 商家10中在7月份的时候商品3(绿色曲线)的销售量超过了商品2\n", + "\n", + "下面我们查看价格和是否假期的散点回归图：" + ] + }, + { + "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": [ + "从上图上我们发现：\n", + "* 1.商品价格越便宜,销售量越大\n", + "* 2.非假期的销售量要高于假期的销售量\n", + "\n", + "下面我为数据集增加一个promotion字段，用来识别当前的price是否是优惠价。" + ] + }, + { + "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": [ + "从上图中我们发现：\n", + "* 所有的商家在优惠期间的销售量都有所上升" + ] + }, + { + "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": [ + "从上图中我们发现：\n", + "* 所有的商品在优惠期间的销售量都有所上升\n", + "\n", + "下面我们查看10个商家在优惠和非优惠的情况下的销售量的情况：" + ] + }, + { + "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": [ + "从上图中我们发现：\n", + "\n", + "所有的商家在优惠或非优惠期间都有相似的价格模式，商家10在优惠期间的销售量最大。" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def qqplot(x, y, **kwargs):\n", + " _, xr = stats.probplot(x, fit=False)\n", + " _, yr = stats.probplot(y, fit=False)\n", + " plt.scatter(xr, yr, **kwargs)\n", + "\n", + "g = sns.FacetGrid(df, hue=\"promotion\", col=\"Product\", height=4) \n", + "g.map(qqplot, \"Price\", \"Weekly_Units_Sold\")\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中我们发现：\n", + "\n", + "所有的商品在优惠和非优惠期间存在非常明显的价格差异，商品3在非优惠期间销售量最高。" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PriceWeekly_Units_Sold
Productpromotion
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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的销售量最大，而商家5的销售量最小\n", + "* 2. 商品2的销售量在每个月机会都要高于其他商品\n", + "* 3. 假期似乎对商家的销售影响不是很大\n", + "* 4. 商品2的价格是最便宜,而商品3的价格最贵。\n", + "* 5. 大多数商家的销售都收季节性影响,一般都会出现2个高峰\n", + "* 6. 2月份商品1的销售量比其他月份略多，4月份产品2的销售量最高，而7月份至9月份的产品3的销售量最高\n", + "* 7. 每个产品都有其正常价格和促销价格。产品1和商品2的正常价格和促销价格之间没有明显的差距，但是，商品3的促销价格可以削减到其原始价格的50％。尽管每个商家都对商品3进行了这种降价，但是商家10是降价期间销量最高的商店。\n", + "* 8.商家10的商品3在7月至9月间是最畅销的产品。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 时间序列 Prophet\n", + "\n", + "我们将在商家10建立商品3的时间序列分析，并预测商品3未来50个周的销售额。" + ] + }, + { + "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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"baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "周销售额的时间序列" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Date" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "weekly_sales" + } + } + } + }, + "text/html": [ + "
\n", + " \n", + " \n", + "
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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='周销售额的时间序列')\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "商家10的商品3的周销售额受季节性影响非常大，每年的学校暑假7月至9月都是一个销售高峰。\n", + "\n", + "下面我们要实现一个 prophet模型,并用它来预测未来50周的每周销售量。\n", + "\n", + "关于prophet请参考这个文档：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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ds
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" + ], + "text/plain": [ + " ds\n", + "186 2013-08-25\n", + "187 2013-09-01\n", + "188 2013-09-08\n", + "189 2013-09-15\n", + "190 2013-09-22\n", + "191 2013-09-29\n", + "192 2013-10-06" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = Prophet(interval_width = 0.95)\n", + "model.fit(store_10_pro_3)\n", + " \n", + "future_dates = model.make_future_dataframe(periods = 50, freq='W')\n", + "\n", + "future_dates.tail(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dsyhatyhat_loweryhat_upper
1862013-08-257160.6716604960.3335199496.736530
1872013-09-015542.6491153159.3781437821.416571
1882013-09-083702.3774841498.0068516072.045219
1892013-09-152427.48532619.1457134833.346126
1902013-09-222387.17944437.3033344583.965334
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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", + "# 预测最后一周的日期\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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "看来我们的模型能够捕捉到季节性因素,它预测了在2013年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Prophet来说，我们还可以添加自己的自定义假期和节日。在这里，我们将添加从7月初到9月初的学校假期。" + ] + }, + { + "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假期条件，从而改善了模型的预测表现,模型的均方根误差由原来的：1190 下降到了1120!\n", + "\n", + "参考文档： \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 @@ +# 🛠️ FastUMI 数据采集：T265 坐标系对齐与复位指南 + +在使用基于 Intel RealSense T265 的手持设备（如 FastUMI）进行机器人操作数据采集时，**“对齐”（Alignment）或“复位”（Reset）是最关键的一步**。 + +本指南将通过图文为您详细说明为什么需要对齐，以及如何正确地进行物理操作。 + +--- + +## 1. 为什么要进行“对齐”？ + +T265 追踪相机（视觉里程计）没有内建的绝对坐标感。当你启动录制程序的瞬间，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)，我现在的朝向就是正前方！”** + +### ❌ 如果不对齐（错误示范） + +如果你随便找个地方按下了“开始录制”，那么每次生成的轨迹数据都会落在不同的坐标系中。机器人学习算法看到的数据就像下面这样混乱： + +```mermaid +graph TD + subgraph "现实物理空间 (目标杯子位置固定)" + Cup((杯子)) + end + + subgraph "T265 记录的数据 (因启动点不同而错乱)" + A["演示 1: 在远点按下启动"] -->|导致| X1(("数据记录: 杯子在 10m 处")) + B["演示 2: 在近点按下启动"] -->|导致| X2(("数据记录: 杯子在 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 +``` + +### ✅ 正确的对齐（锚点效应） + +通过在每次点击“开始录制”之前，将手持设备放置在**同一个物理锚点**，我们就强行把 T265 的“随机坐标系”和“机器人的绝对坐标系”绑定在了一起。 + +```mermaid +graph TD + A["物理锚点\n(如：桌角)"] -->|固定位置启动| B("T265: 这里是 0,0,0") + B -->|config.json 转换| C{"机器人基座:\n 锚点固定位位姿"} + C -->|输出数据| D["所有动作轨迹对齐"] + + style A fill:#bbf,stroke:#333,stroke-width:2px + style D fill:#bfb,stroke:#333,stroke-width:2px +``` + +--- + +## 2. 三种实用的物理对齐方案 + +为了确保每次启动时的位置和角度完全一致，以下是实验室中最常用的三种方案（按精度从低到高排列）： + +### 方案一：桌面标记法（十字胶带） +**精度：⭐ | 成本：极低** + +这是最简单的方案，适用于对绝对精度要求不极端的任务。 + +1. **准备**：在操作台面上，用有色胶带贴一个明显的“十”字作为对齐点。 +2. **标定**：测量这个“十”字中心到机器人真实底座的物理距离（X, Y, Z），将数值填入 `config.json` 的 `base_position`。 +3. **操作**： + - 每次录制前，将手持夹爪的尖端（TCP）或者设备底部的固定点**垂直对准**十字中心。 + - 保持设备的朝向（例如：始终垂直于桌子边缘）。 + - 点击“开始录制”。 + +--- + +### 方案二：物理挡块法（推荐，最常用） +**精度：⭐⭐⭐⭐ | 成本：低** + +这是性价比最高的方法，能有效限制位置和角度误差。 + +1. **准备**：在操作台边缘，使用重物（如两块方正的铅块）或 3D 打印一个直角底座（Dock），用强力双面胶固定在桌面上。 +2. **标定**：测量挡块的内角顶点到机器人基座的距离，填入 `base_position`。 +3. **操作**： + - 每次录制前，将手持设备的手柄底部**紧紧靠住**挡块的直角内部。 + - 确保设备的背面贴紧挡块的一侧（保证朝向一致）。 + - 确认设备稳定后，点击“开始录制”。 + - 录制开始后，再把设备拿起来去执行操作。 + +--- + +### 方案三：机器人夹持法（最高精度） +**精度：⭐⭐⭐⭐⭐ | 成本：高（需要操作机械臂）** + +如果你的终极目标是在真实机器人上进行毫米级的抓取，这是最严谨的方法。 + +1. **准备**：编写一个简单的脚本，让真实机械臂移动到一个固定的“Home”位置（例如正前方，姿态垂直向下）。 +2. **操作**： + - 在录制开始前，操作者拿着 FastUMI 采集器，将采集器的夹爪与真实机器人的夹爪（或法兰盘特定位置）**物理对接**（例如：互相咬合，或者靠死）。 + - 此时，采集器的位姿被机械臂死死限制住了。 + - 第二个人在电脑上点击“开始录制”。 + - 录制开始后，操作者移开采集器，去执行演示动作。 +3. **配置**：此时 `config.json` 中的 `base_position` 就是机器人这个“Home”位置的精确坐标。 + +--- + +## 3. 常见问题排查 (Troubleshooting) + +| 现象 | 可能原因 | 解决办法 | +| :--- | :--- | :--- | +| **机器人回放时，动作总是偏向一侧几厘米** | `base_position` 测量不准，或者物理锚点移动了。 | 重新拿卷尺精确测量锚点到机器人底座的距离并更新 config。 | +| **机器人回放时，高度（Z轴）越来越低，最后砸桌子** | T265 启动时的俯仰角（Pitch）没对准。启动时可能手抖让设备往下倾斜了。 | 使用**物理挡块法**，确保启动时设备是绝对垂直/水平的。 | +| **轨迹偶尔会“瞬移”或大范围漂移** | T265 在采集过程中镜头被遮挡，或者周围环境特征太少（如大面积白墙）。 | 保证相机视野清晰；在桌面上放一些有纹理的物体帮助 T265 定位。 | + +--- +**总结**：数据采集的真理是——**垃圾进，垃圾出 (Garbage In, Garbage Out)**。花 10 分钟搭建一个稳固的对齐挡块，能为你省去后期数天的除错时间。 diff --git a/data/324.csv b/data/324.csv new file mode 100644 index 0000000..c5e7fb4 --- /dev/null +++ b/data/324.csv @@ -0,0 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+10,3,7/13/2012,FALSE,19.99,10,1777 +10,3,7/20/2012,FALSE,19.99,10,2557 +10,3,7/27/2012,FALSE,19.99,10,2524 +10,3,8/3/2012,FALSE,19.99,19.99,805 +10,3,8/10/2012,FALSE,19.99,19.99,646 +10,3,8/17/2012,FALSE,19.99,19.99,404 +10,3,8/24/2012,FALSE,19.99,19.99,272 +10,3,8/31/2012,FALSE,19.99,19.99,182 +10,3,9/7/2012,TRUE,19.99,19.99,166 +10,3,9/14/2012,FALSE,19.99,19.99,143 +10,3,9/21/2012,FALSE,19.99,19.99,144 +10,3,9/28/2012,FALSE,19.99,19.99,133 +10,3,10/5/2012,FALSE,19.99,19.99,133 +10,3,10/12/2012,FALSE,19.99,19.99,127 +10,3,10/19/2012,FALSE,19.99,19.99,133 +10,3,10/26/2012,FALSE,19.99,19.99,136 diff --git a/data/airline_Passengers.csv b/data/airline_Passengers.csv new file mode 100644 index 0000000..1153271 --- /dev/null +++ b/data/airline_Passengers.csv @@ -0,0 +1,145 @@ +Period,Passengers +1949-01,112.0 +1949-02,118.0 +1949-03,132.0 +1949-04,129.0 +1949-05,121.0 +1949-06,135.0 +1949-07,148.0 +1949-08,148.0 +1949-09,136.0 +1949-10,119.0 +1949-11,104.0 +1949-12,118.0 +1950-01,115.0 +1950-02,126.0 +1950-03,141.0 +1950-04,135.0 +1950-05,125.0 +1950-06,149.0 +1950-07,170.0 +1950-08,170.0 +1950-09,158.0 +1950-10,133.0 +1950-11,114.0 +1950-12,140.0 +1951-01,145.0 +1951-02,150.0 +1951-03,178.0 +1951-04,163.0 +1951-05,172.0 +1951-06,178.0 +1951-07,199.0 +1951-08,199.0 +1951-09,184.0 +1951-10,162.0 +1951-11,146.0 +1951-12,166.0 +1952-01,171.0 +1952-02,180.0 +1952-03,193.0 +1952-04,181.0 +1952-05,183.0 +1952-06,218.0 +1952-07,230.0 +1952-08,242.0 +1952-09,209.0 +1952-10,191.0 +1952-11,172.0 +1952-12,194.0 +1953-01,196.0 +1953-02,196.0 +1953-03,236.0 +1953-04,235.0 +1953-05,229.0 +1953-06,243.0 +1953-07,264.0 +1953-08,272.0 +1953-09,237.0 +1953-10,211.0 +1953-11,180.0 +1953-12,201.0 +1954-01,204.0 +1954-02,188.0 +1954-03,235.0 +1954-04,227.0 +1954-05,234.0 +1954-06,264.0 +1954-07,302.0 +1954-08,293.0 +1954-09,259.0 +1954-10,229.0 +1954-11,203.0 +1954-12,229.0 +1955-01,242.0 +1955-02,233.0 +1955-03,267.0 +1955-04,269.0 +1955-05,270.0 +1955-06,315.0 +1955-07,364.0 +1955-08,347.0 +1955-09,312.0 +1955-10,274.0 +1955-11,237.0 +1955-12,278.0 +1956-01,284.0 +1956-02,277.0 +1956-03,317.0 +1956-04,313.0 +1956-05,318.0 +1956-06,374.0 +1956-07,413.0 +1956-08,405.0 +1956-09,355.0 +1956-10,306.0 +1956-11,271.0 +1956-12,306.0 +1957-01,315.0 +1957-02,301.0 +1957-03,356.0 +1957-04,348.0 +1957-05,355.0 +1957-06,422.0 +1957-07,465.0 +1957-08,467.0 +1957-09,404.0 +1957-10,347.0 +1957-11,305.0 +1957-12,336.0 +1958-01,340.0 +1958-02,318.0 +1958-03,362.0 +1958-04,348.0 +1958-05,363.0 +1958-06,435.0 +1958-07,491.0 +1958-08,505.0 +1958-09,404.0 +1958-10,359.0 +1958-11,310.0 +1958-12,337.0 +1959-01,360.0 +1959-02,342.0 +1959-03,406.0 +1959-04,396.0 +1959-05,420.0 +1959-06,472.0 +1959-07,548.0 +1959-08,559.0 +1959-09,463.0 +1959-10,407.0 +1959-11,362.0 +1959-12,405.0 +1960-01,417.0 +1960-02,391.0 +1960-03,419.0 +1960-04,461.0 +1960-05,472.0 +1960-06,535.0 +1960-07,622.0 +1960-08,606.0 +1960-09,508.0 +1960-10,461.0 +1960-11,390.0 +1960-12,432.0 diff --git a/data/aus_economy.csv b/data/aus_economy.csv new file mode 100644 index 0000000..4b1a4d5 --- /dev/null +++ b/data/aus_economy.csv @@ -0,0 +1,59 @@ +"","Country","Code","Year","GDP","Growth","CPI","Imports","Exports","Population","Pop" +"1","Australia","AUS",1960,18573188486.9526,NA,7.96045785639958,14.0617462614568,12.9944524843222,10276477,10.276477 +"2","Australia","AUS",1961,19648336879.8298,2.48560503731876,8.14255983350676,15.0250797993616,12.4031007751938,10483000,10.483 +"3","Australia","AUS",1962,19888005375.742,1.29647768991248,8.1165452653486,12.6309269061831,13.9430116004055,10742000,10.742 +"4","Australia","AUS",1963,21501847911.3003,6.21427841413849,8.16857440166493,13.8340538569717,13.0058857232148,10950000,10.95 +"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 +"12","Australia","AUS",1971,45138313360.9587,4.00393029937437,10.79604578564,12.9366812227074,12.6612743152044,12937000,12.937 +"13","Australia","AUS",1972,51954439252.3364,3.91269095266455,11.4464099895942,11.9735569896342,12.8257594495537,13177000,13.177 +"14","Australia","AUS",1973,63721973094.1704,2.61381945403487,12.4869927159209,11.0204081632653,14.1550216145572,13380000,13.38 +"15","Australia","AUS",1974,88809137803.9794,4.10258940908359,14.4120707596254,13.2167217086811,13.1519989378827,13723000,13.723 +"16","Australia","AUS",1975,97147343984.7057,1.35033806932037,16.5972944849116,14.7355252245541,14.2814973081627,13893000,13.893 +"17","Australia","AUS",1976,104894743476.617,2.58794616187579,18.8085327783559,13.3837261004891,13.5231273959598,14033000,14.033 +"18","Australia","AUS",1977,110174351915.577,3.59737724486371,21.1238293444329,14.6538261322228,14.0229047371161,14192000,14.192 +"19","Australia","AUS",1978,118309271373.787,0.896770386373419,22.8147762747138,14.593919517985,13.6281734720143,14358000,14.358 +"20","Australia","AUS",1979,134679086674.997,4.04351412008216,24.8959417273673,15.3604143119823,14.3119823208894,14514000,14.514 +"21","Australia","AUS",1980,149738161559.889,3.03420651964717,27.4193548387097,15.9126423096957,16.4394672222636,14692000,14.692 +"22","Australia","AUS",1981,176599326599.327,3.33785828158,30.0208116545265,16.7443542289866,14.9120673219158,14927000,14.927 +"23","Australia","AUS",1982,193721725697.893,3.32811935127086,33.4287200832466,16.8337415275958,13.5410377627157,15178000,15.178 +"24","Australia","AUS",1983,176986429574.169,-2.22014376028406,36.7845993756504,15.6274126169954,13.5947332240495,15369000,15.369 +"25","Australia","AUS",1984,193194167723.239,4.58113977595602,38.2414151925078,15.0090237899918,13.5802179772647,15544000,15.544 +"26","Australia","AUS",1985,180190994860.781,5.2492064621253,40.8168574401665,17.3096651980504,15.2599876551093,15758000,15.758 +"27","Australia","AUS",1986,181977476217.124,4.05513490026313,44.5109261186264,18.086140954431,15.0137418077684,16018400,16.0184 +"28","Australia","AUS",1987,189041159343.568,2.50532414245347,48.309053069719,17.0940111103721,15.4943135477231,16263900,16.2639 +"29","Australia","AUS",1988,235699941792.782,5.68105349873713,51.7950052029136,16.6447494335476,15.9841455057324,16532200,16.5322 +"30","Australia","AUS",1989,299317645142.904,3.86759656499176,55.6971904266389,16.9791507976235,15.1458682452284,16814400,16.8144 +"31","Australia","AUS",1990,310838014621.008,3.5645510463558,59.7814776274714,17.0703629800908,15.1435630573312,17065100,17.0651 +"32","Australia","AUS",1991,325358292127.776,-0.387546485670072,61.6805411030177,16.1917214061886,16.05904390178,17284000,17.284 +"33","Australia","AUS",1992,324878105052.68,0.442615830244435,62.3048907388137,16.4189385923175,16.6914039660164,17495000,17.495 +"34","Australia","AUS",1993,311528948847.667,4.0390788740615,63.3975026014568,17.8946157593692,17.5736634127858,17667000,17.667 +"35","Australia","AUS",1994,322201314424.075,3.97853397066716,64.6462018730489,18.5214131428989,18.0058916739311,17855000,17.855 +"36","Australia","AUS",1995,367216364716.365,3.8293687531652,67.6378772112383,19.8846667893329,17.9168848710084,18072000,18.072 +"37","Australia","AUS",1996,400302731411.229,3.87863127139082,69.4068678459938,19.3931375912388,18.9391943502546,18311000,18.311 +"38","Australia","AUS",1997,434568007512.913,3.96642048968603,69.5629552549428,18.9000001800858,19.1748110450196,18517000,18.517 +"39","Australia","AUS",1998,398899138574.239,4.57673936435452,70.1612903225807,20.4748536380903,19.5955769201339,18711000,18.711 +"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 @@ +#ȥ +df = df.drop_duplicates().reset_index(drop=True) +#ɾijһ +df2=df2.drop(cols,axis=1) +#ɾ +df.drop(index=[0, 1]) + +#dateתַ + +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') + + + +#޸ +train['tf_status'] = t1['tf_status'].astype(np.int64) + +#޸ +df['ds'] = pd.to_datetime(df['ds']) + +#޸ֶ +df.rename(columns={'#studentid':'studentid'}, inplace = True) + +# +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) + +#ɾֶ +df.drop(['#id'], axis=1, inplace=True) + +#鿴ж10% +print(df.weeks.quantile(np.arange(.9,1,.01))) + +# +df = df.set_index(['hetongdetailid']) + +#жϿֵ + +print(" cat ܹ %d ֵ." % df['cat'].isnull().sum()) + +print(" review ܹ %d ֵ." % df['review'].isnull().sum()) + +df[df.isnull().values==True] + +df = df[pd.notnull(df['review'])] + +# +df.sort_values(by="x1",ascending= False) + +#ģѯ +df_remark_tf[df_remark_tf["content_method"].str.contains(keystring)] + +#޸ֶ +df_appraise['deptid'] = df_appraise['deptid'].astype(np.int64) + +#޸(https://blog.csdn.net/zhangchuang601/article/details/79583551) +df.loc[1,['name','age']] = ['bb',11] +df.iloc[1,2] = 19#޸ijһ +df.loc[df[df.htid.isin(ids)].index,"y"]=1 + +#ݿ +df.to_sql(name='predict',con=mysql_engine,if_exists = 'replace') + +# +dt = datetime.datetime(year, month, 1) + +#鿴10%ݷֲ +print(movie_rating_count['totalRatingCount'].quantile(np.arange(.9,1,.01))) + +#-------plotly.express------------------------- +fig = px.line(df, x='date', y='y_true', + labels={'date':'', 'y_true':''}, + markers=True) +fig.update_xaxes(tickformat = "%Y-%m-%d", hoverformat = "%Y-%m-%d") +fig.update_layout(title_text="߲ҵͼ", title_x=0.5) +fig.show() + +---------------------------------- +1nohup command & + nohup jupyter notebook & + +2ҵPID(رǰִ̨еĽ̵IJ裬ҵPID) +ps -ef | grep xxxx +ps -ef 鿴еḶ̌grep xxxxҵxxxxĿ + +3kill +kill -9 PID + + + + + 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 @@ +ȥ +df = df.drop_duplicates().reset_index(drop=True) +ɾijһ +df2=df2.drop(cols,axis=1) +ɾ +df.drop(index=[0, 1]) + +dateתַ + +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') + + + +޸ +train['tf_status'] = t1['tf_status'].astype(np.int64) + +޸ +df['ds'] = pd.to_datetime(df['ds']) + +޸ֶ +df.rename(columns={'#studentid':'studentid'}, inplace = True) + +# +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) + +ɾֶ +df.drop(['#id'], axis=1, inplace=True) + +鿴ж10% +print(df.weeks.quantile(np.arange(.9,1,.01))) + + +df = df.set_index(['hetongdetailid']) + +жϿֵ + +print(" cat ܹ %d ֵ." % df['cat'].isnull().sum()) + +print(" review ܹ %d ֵ." % df['review'].isnull().sum()) + +df[df.isnull().values==True] + +df = df[pd.notnull(df['review'])] + + +df.sort_values(by="x1",ascending= False) + +ģѯ +df_remark_tf[df_remark_tf["content_method"].str.contains(keystring)] + +޸ֶ +df_appraise['deptid'] = df_appraise['deptid'].astype(np.int64) + +޸(https://blog.csdn.net/zhangchuang601/article/details/79583551) +df.loc[1,['name','age']] = ['bb',11] +df.iloc[1,2] = 19#޸ijһ +df.loc[df[df.htid.isin(ids)].index,"y"]=1 + +ݿ +df.to_sql(name='predict',con=mysql_engine,if_exists = 'replace') + + +dt = datetime.datetime(year, month, 1) + +鿴10%ݷֲ +print(movie_rating_count['totalRatingCount'].quantile(np.arange(.9,1,.01))) + +#-------plotly.express------------------------- +#ͼ +fig = px.line(df, x='date', y='y_true', + labels={'date':'', 'y_true':''}, + markers=True) +fig.update_xaxes(tickformat = "%Y-%m-%d", hoverformat = "%Y-%m-%d") +fig.update_layout(title_text="߲ҵͼ", title_x=0.5) +fig.update_traces(marker=dict(size=3)) #ƵĴС +fig.show() + +#ɢͼ +fig = px.scatter(df, x="ʵ", y="ʵ",hover_data=['did','']) +fig.update_traces(marker=dict(size=4)) #ĴС +fig.show() + +---------------------------------- +1nohup command & + nohup jupyter notebook & + +2ҵPID(رǰִ̨еĽ̵IJ裬ҵPID) +ps -ef | grep xxxx +ps -ef 鿴еḶ̌grep xxxxҵxxxxĿ + +3kill +kill -9 PID + + + + + 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 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"source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import matplotlib\n", + "import numpy as np\n", + "import 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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3386【eNet特约评论】昔日在电信领域红极一时的朗讯，在市场的残酷冲击下，锐气不及当年。朗讯...C000010科技
6320新华社照片，东京，2006年5月7日 （体育）（5）羽毛球――中国男队勇夺汤姆斯杯 ...C000014体育
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C000022 人力资源" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv( './data/sogou2006_clean.csv')\n", + "len(df)\n", + "df.sample(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "旅游 1990\n", + "军事 1990\n", + "财经 1990\n", + "科技 1990\n", + "人力资源 1990\n", + "教育 1990\n", + "体育 1990\n", + "健康 1990\n", + "历史 1989\n", + "Name: cat, dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.cat.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "' 证券通：计划向外资定向增发 G苏阳光(行情,论坛)将继续高增长\\r\\r\\n\\r\\r\\n 深度报告 权威内参 来自“证券通”www.KL178.com\\r\\r\\n\\r\\r\\n G苏阳光（600220）主要从事精纺呢绒和西服的生产和销售，目前具有年产2000万米呢绒，150万套服装的生产能力，是国内最大的精纺呢绒生产企业，毛纺行业的龙头企业。\\r\\r\\n\\r\\r\\n 查阅《证券通－第一内参》可知，公司计划向2-3家外资企业定向增发1亿股－2亿股，5月后进入实质谈判阶段。公司05年EPS为0.018元，预计06年EPS达到0.114元，同比增长525.5%。假设引入外资成功，07年后业绩继续稳步增长，07年、08年净利润分别同比增长28.3%和27.3%。受此影响，G苏阳光5月8日开盘后没多久便被大单封涨停。\\r\\r\\n\\r\\r\\n 更多详情免费咨询021*64690729或登录WWW.KL178.COM（证券通），资深行业研究员为您提供客观、深度、超前的投资信息。\\r\\r\\n\\r\\r\\n 本文版权为“证券通”独家拥有，任何单位和个人不得复制、转发以及用于业务经营，违者将追究其法律责任。作者声明：在本机构、本人所知情的范围内,本机构、本人以及财产上的利害关系人与所述文章内容没有利害关系。本版文章纯属个人观点,仅供参考,文责自负。读者据此入市,风险自担。'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='财经'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\r\\r\\n \\r\\r\\n\\u3000\\u3000主要聚居在地处黄河沿岸的青海[图库]省循化地区。撒拉族有自已的语言，但无文字，通用汉文。撒拉语属阿尔泰语系突厥语族，吸收了不少汉语和藏语词汇，青壮年多通汉语。 \\u3000\\u3000撒拉族男儿，多以上山伐木、下河板筏为生。此外，养蜂是撒拉人最喜爱的副业生产，园艺也是他们的特长。\\r\\r\\n    习俗\\r\\r\\n\\u3000\\u3000撒拉族的禁忌有：忌食猪肉、狗肉、驴肉、骡肉和死的畜禽肉及动物的血；严禁在清真寺内及其附近地吐痰或携带污浊之物进入清真寺；作礼拜时，他人不得从面前走过；忌在水井、水塘附近洗涤衣物；与人谈话时忌咳嗽和擤鼻涕；在老人面前不能有失礼的行为。\\r\\r\\n    婚俗\\r\\r\\n\\u3000\\u3000在新娘上路之前，女方的家长要用做好的比利买海和上好的茶水招待迎送新娘的客人。看望妇女坐月子，都要带上比利买海，请产妇滋补身体。孩子出满月，主人要拿出核桃、大枣和把薄面片切成正方形或菱形小块油炸成一种名为“古古麻麻”的食品，散发给来祝贺的客人。\\r\\r\\n    食俗\\r\\r\\n\\u3000\\u3000撒拉族习惯于日食三餐（农忙时根据情况适当加餐），主食以面粉为主。家常品种有花卷、馍馍、馒头、烙饼、面片、拉面、擀面、散饭、搅团等。在一年一度的斋月里，一般都只食早、晚两餐，饭菜比平时丰盛一些。\\u3000\\u3000按照伊斯兰教义，撒拉族严禁饮酒，一般在撒拉族的筵席上不备酒。平时更无饮酒的习惯。 日常饮料除清茶、奶茶和盖碗茶以外，还常饮麦茶和果叶茶。制作麦茶时，将麦粒炒焙半焦捣碎后，加盐和其他配料，以陶罐熬成，味道酷似咖啡，香甜可口；果叶茶是用晒干后炒成半焦的果树叶子制成，饮用别具风味。\\u3000\\u3000典型食品：比利买海，又称“油搅团”，撒拉族传统风味食品，用植物油、面粉制成。\\r\\r\\n    节庆\\r\\r\\n\\u3000\\u3000撒拉人信奉伊斯兰教。主要节日有开斋节、古尔邦节等。最大的传统节日为古尔邦节，每当节日来临，撒拉族都要宴请宾客，煮手抓羊肉，炖鸡肉，做糖包、油炸蛋糕、炸馓子，做“比利买海”（油搅团）、“木丝日”（一种以油、熟面等为馅的包子）和各种烩菜。\\u3000\\u3000在民间，婚丧嫁娶都要炸油香、煮麦仁饭，其间凡参与炸油香、煮麦仁饭的妇女必须要“乎斯里”（即沐浴过），未经沐浴或经期妇女，不允许参与这项工作，也不允许到油锅附近去。'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='旅游'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\u3000\\u3000在河南灵宝市，全市有百分之八十八点五的农民参加合作医疗，不到一年时间，补助农民医疗金额达一百二十九万元，新型农村合作医疗为农民带来的实惠早已有目共睹。\\r\\r\\n\\u3000\\u3000四月二十六日，记者在河南省灵宝市阳平镇卫生院看到，四十岁的申花伴从灵宝市委宣传部张成宝部长和卫生局局长马宽荣手里接过了七千六百元钱。原来，两个月前，她的丈夫杨明祥被烧伤，在卫生院住院用了两万多元，因为参加了灵宝市新型农村合作医疗，象这种情况，能报销百分之四十的医药费。因此，申花伴领到了这七千多元钱。\\r\\r\\n\\u3000\\u3000据介绍，二OO五年年底，灵宝市被确定为河南省新型农村合作医疗第二批试点县(市)，截止到四月十五日，全市参加合作医疗的农民已达到了五十二万多人，占全市农业总人口五十九点二万人的百分之八十八点五，全市共补助参合农民四万两千多人，补助金额一百二十九万元。灵宝市的农村合作医疗的初见成效，明显缓解了农民看病难、看病贵问题。'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='健康'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\u3000\\u3000作者简介:于汝波，军事科学院战争理论和战略研究部少将研究员，博士生导师，中国孙子兵法研究会副会长。出版《大思维——解读中国古典战略》等著作数十种，发表论文百余篇。作品曾获国家图书奖、“五个一工程”奖等多项奖励。\\r\\r\\n\\u3000\\u3000编者按\\u3000胡锦涛主席在全国科学技术大会上号召走中国特色自主创新道路，建设创新型国家；大力推进理论创新、制度创新、科技创新。要求在关系国计民生和国家安全的关键领域，集中力量、重点突破，实现跨越式发展。这是从当前世界情势、我国目前实际和长远目\\r\\r\\n\\u3000\\u3000标出发，做出的重大战略决策。使命召唤我们必须要在自主创新上当尖兵，尽快把我军建设成一支创新型军队。历史是一面镜子，前事不忘，后事之师，我国历史上在军事创新方面有着丰富而深刻的经验教训，总结这些经验教训，对我们今天少走弯路，实现创新型国家的宏伟目标，无疑具有积极意义。\\r\\r\\n\\u3000\\u3000我国从春秋到明代前期2000多年的时间里，军事科技一直在世界上处于领先地位。但在16世纪之后，我们却逐步落后于西方，军队的战斗力也因此大为下降。从军事科技的角度认真剖析其中的原由，对于我们今天仍有深刻的启迪。\\r\\r\\n\\u3000\\u3000近代中国封闭的环境窒息了国人的创新思维\\r\\r\\n\\u3000\\u3000导致国人创新思维萎缩的环境因素主要指落后的社会制度、闭关锁国的国策等。\\r\\r\\n\\u3000\\u3000首先，近代中国落后的社会制度压制了国人的创新思维。西方在16世纪发生了资产阶级革命，快速兴起的资本主义工商业对科学技术不断提出新的需求，从而激活了人们的创新思维，促进了科学技术的创新。而当时的中国却仍然停留在更加完善的封建主义社会，它不但严重限制工商业的发展，而且在思想领域压制新生事物，扼杀创新思维。为了维护其既得利益，统治阶级内部的保守势力往往留恋过去，反对变革，这是阻碍国人创新思维发展的一块大绊脚石。\\r\\r\\n\\u3000\\u3000其次，国家实行封闭政策不利于国人创新思维的发展。中外历史证明，国家只有开放，才能使国人获得多方面的新信息，产生认识上的飞跃，创造出新的科技成果。西方的军事科技正是在这样的背景和基础上迅猛发展起来的。而当时中国的统治者，实行严密封闭的愚民政策。行政封闭和思想禁锢使中国与国外缺乏信息交流，国人信息不灵，落后而又盲目骄傲，思维方式处于长期、多代近亲繁衍状态，到了近代已明显带有“呆傻”的特征，军事科技落后就不可避免了。\\r\\r\\n\\u3000\\u3000国人创新意识逐渐钝化使军事失去了创新主体\\r\\r\\n\\u3000\\u3000军事创新的主体是人。人一旦失去了对创新的追求，军事创新就会成为一句空话。\\r\\r\\n\\u3000\\u3000中国历史上国人重道轻器的观念非常严重，这种观念在军事上表现为重谋略，轻技术。古语所谓“半部《论语》治天下”，“《文选》烂，秀才半”；国家科举取士只考《四书五经》，不考科学技术，这种全民性的教育内容和国家性的政策导向，使古人重道轻器的观念根深蒂固。中国古代“兵技巧”类兵书之所以大都被历史淘汰，与国人的这种价值取向有极大关系。西方将仿生学多继续用于自然科学技术创新，而中国的古人则将观察和研究自然现象得出的哲理多用于军事谋略、政治权术、社会管理和处世之道，从而形成了中西价值追求的重要分野。于是，中国的权谋理论在古代相当发达，而科学技术却逐步走起了下坡路。西方的军事科技则从16世纪开始迅猛发展，很快就走到了我们的前面。可见，这一局面的出现，与中西方不同的价值取向有着重要关系。\\r\\r\\n\\u3000\\u3000科技创新、制度创新、理论创新是一个密切关联的整体，三者之中，通常科技创新先行，而后引发并引领制度创新和理论创新。军事科技对军事制度、军事理论的影响也是如此。\\r\\r\\n\\u3000\\u3000传统思维方式的缺陷限制了军事创新\\r\\r\\n\\u3000\\u3000我国传统的思维方式具有哲理性强、模糊性大，长于统体思维、短于精确分析，象类推理多、逻辑论证少等特征。中国传统思维蕴含着丰富的独具特色的辩证法思想，可鉴性广，启示性久；但正因为如此，所以，其模糊性也大，界限性也弱。这无疑会影响军事科技的发展。中国传统思维强调把握事物整体，着眼上下统系，总揽发展全程，表现出思维的全面性、系统性和循环性三个基本特征。这种思维模式与西方比起来，有自己的长处，但又往往表现出对事物缺乏精确分析、严格论证的弱点，对有些问题只知其然，不知其所以然。\\r\\r\\n\\u3000\\u3000我国先人长于象类推理，在战略理论和战略决策研究上也多运用这种思维方式，由天道直接推及人道，其间往往缺少严密的逻辑论证。我国先秦时期虽有了自己的逻辑学论述，但后来由于种种原因而受到了冷落，未形成系统的理论。这对中国科技的发展产生了消极影响。象类思维、直觉顿悟是一种创新性思维，但属“粗放型”的，缺乏精确的实验证明和严密的逻辑推理，到了一定阶段，就很难再向新的高度发展。我国古代直觉顿悟思维、象类思维比较发达，古代很多创新的军事科技、军事制度、军事理论都来自于这种思维方式；但历史证明，它必须与逻辑思维、科学实验结合起来，才可能成为助推军事腾飞的翅膀，才能形成巨大的创造力。'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='军事'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\r\\r\\n\\u3000\\u3000可见出检察机关的问题来了吗？这个问题就是检察机关对整个案件侦查的无控制，这是不符合大陆法系基本精神的。公安局（警察局）是国家的治安机构，隶属于国家的行政系统，由于治安案件与刑事案件通常只是量（程度）的差异，因此，公安局（警察局）就自然转化为了刑事案件的侦查机构。但是，这两者有着很重要的区别，当其作为治安机构时，可以独立行使行政处罚权；当其作为刑事案件的侦查机构时，必须由刑事法庭进行判决，公安局（警察局）不具有处罚权。因此，在大陆法系，刑事案件的侦查就要由检察官进行控制、指挥、策划、监督，从立案到起诉保持连贯性、统一性，既是保证起诉质量的必要，也是对全社会刑事犯罪进行统一、有效打击的需要。也就是说，检察官是刑事案件侦查的核心，而不是质量检验员。在以大陆法系为形式的国家，由于法官本不控制刑事侦查，当检察官又不能控制刑事侦查时，整个国家的刑事侦查体系就成为了无控制的独立王国，轻则走向独立专横，重则导致国家警察化。在中国，至今仍然在制度上保证着公安局刑事侦查的独立专横，比如，人们越来越意识到具有违宪倾向的劳动教养制度，从刑事侦查角度说，就是赋予了公安局以独立于两院的“判决权”：公安局可以借此对可能只要判三两年甚至更高刑期的嫌犯绕开两院进行实际的刑罚处理。\\r\\r\\n\\u3000\\u3000检察机关权力的弱化，既导致了公安局刑事侦查人员业务能力的低下，也导致了检察机关自身业务能力的低下。随着中国律师队伍业务能力的提高，这一矛盾将越来越显示出来。田文昌在刘涌一案里的“自由”发挥，其根源即在于此。但是，这一情况并不是中国律师的喜讯，因为，为了最大可能保证案犯得到“应有的”惩罚，中国的律师也将受到越来越多的行政、法律打压。我可以下一个不受各方欢迎的结论：中国律师业务水平的提高一定与律师的被关押、判刑数量成正比。十多年前我侦破上海（也可能是中国）第一例律师受贿罪案，情况是该律师掌握某发电厂的合同最终审批签字权（从法律上认可合同的有效性并决定合同的可实施），他凭该权力向客户索取贿赂。可现在被拘捕的律师都是什么罪名呢？就不能细讨论了。因此，不仅律师业务水平的提高将受到抑制，而且将诱致律师队伍趋向腐败。律师队伍腐败的一个重要项目，就是跟一些不自重的法官瓜分收益，从而又导致法官队伍出现腐败。“我们跟这个法院的关系很好，搞得定”，这是现在不少律师事务所最喜欢、最有效的广告词。不管是真是假，总是反映了一种很不良的问题。\\r\\r\\n\\u3000\\u3000可见，中国司法实践最急迫的问题是完善大陆法系制度的形式和内容，这也是中国法制进步可行的现实道路。不用大刀阔斧地改变中国的法律制度，但几乎可以从每一个细节上立即进行改革。把精力集中到对大陆法系的研究上，不要张口闭口英美，这才是中国的法制进步可操作的正道。比如，检察院批捕和起诉是分开的两个部门，其实完全可以合并，使批捕的检察官和公诉的检察官同一为一人，使他能更完整地了解案件的来龙去脉，最大可能地跟踪案件的进展，在法庭上更熟练、更胸有成竹。\\r\\r\\n\\u3000\\u3000改革的重要内容之一，应该是人才战略。在法院，科班出身的人应该成为法官的主体。法官越是书生气、越是单纯越好，只认法理不认人，不懂权利、利益平衡，一切按条文办事，条文变才变。说一个例子：有一个委托人和律师我都认识的案子，根据起诉情况委托人应该判四年实刑，但这是个错案，他其实并不构成犯罪。公诉人是律师的学生。律师问我怎么辩护妥当。我问法官是科班出身的还不是科班出身的。律师说不是科班出身的，但是个老资格法官，水平很不错。我说就作无罪辩护有罪结论。在法庭上，当律师最后说仍然要对委托人处以刑罚时，公诉人嘲笑律师，认为他无罪辩护结论却仍然有罪，连最基本的逻辑也弄不清楚。结果是判了缓刑。法官事后说公诉人太嫩，还有很多东西要跟律师（老师）学习。这个结果委托人也满意。律师问我道理。我说，如果法官是科班出身的，就是无罪辩护无罪结论，因为科班出身的毕竟更注重法理的严密性；法官不是科班出身，虽然水平不差，但已经养成了平衡利益的习惯，一般不会太愿意使公诉人难堪，无罪辩护无罪结论就会使他觉得为难，反而有可能使判决无法马上作出，让被告人遥遥无期地关押在看守所，作有罪结论他就可以趁势按最低程度量刑，他既然老资格自然会明白律师这样辩护的意思，这样，在实际上，就最现实地维护了委托人的利益。这是根据中国现状的无奈选择。\\r\\r\\n\\u3000\\u3000现在法学院毕业的学生直接进入检察院，这对检察院业务水平的提高不会有太大的直接效果。检察官除了要有好的法律理论修养，非常重要的是要懂侦查。一般来说，不懂侦查的检察官是不会成为优秀检察官的。检察官不懂侦查，就没有能力对整个案件进行控制，就不能准确地把握证据，一当遇到象田文昌这样的强手，在法庭上就会处在被动地位。刘涌一案中，刘涌在法庭上说检察官看到他浮肿的大腿，检察官竟然会说“不是好多了吗”，从而让田文昌抓住这一“漏洞”，这位检察官犯下这一错误的原因就是不懂侦查。不是是否承认大腿浮肿的问题，而是大腿的浮肿并不一定是刑讯逼供所造成，其原因可以有很多，医院里到处有大腿浮肿的人。因此，检察官人才的基本来源，不应该是幼稚的法学院学生，而应该是具有相当经验并通过相应考试的警官。法学院毕业生要做检察官就必须先去做警官，到第一线去直接接触各种暴露的和不暴露的嫌犯。嫌犯和律师，是检察官最好的老师。从警官当中培养检察官，是大陆法系国家的常例，其中是深有道理的。\\r\\r\\n\\u3000\\u3000刘涌一案，可以从其结果议论其正义和非正义、公正和非公正，但是，不管怎样，都应该实事求是地承认田文昌的成功。田文昌们在中国取得成就，是一件非常不容易的事，他们对中国法制的进步，将起到实在的推动力。刘涌一案对中国的检察、公安是一个警钟，如果承认这是警钟，就应该将此作为强化自己业务能力提高的动力。检察、公安业务能力不提高，将来会出现更多的类似刘涌案的荒唐判决，会经常刺激人民的神经，不想这样，就会回到依靠法外权力定案的老路上去，就会走向进一步封闭舆论的专制道路上去。如果认识到这一点，田文昌在刘涌一案中的成功，就会实实在在推动中国司法的进步。否则，就会有越来越多的“刘涌案”引起人们的愤怒。\\r\\r\\n\\u3000\\u3000\\r\\r\\n来源：[世纪中国]上一页 [1] [2] [3] '" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='历史'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#定义删除除字母,数字，汉字以外的所有符号的函数\n", + "def remove_punctuation(line):\n", + " line = str(line)\n", + " if line.strip()=='':\n", + " return ''\n", + " rule = re.compile(u\"[^a-zA-Z0-9\\u4E00-\\u9FA5]\")\n", + " line = rule.sub('',line)\n", + " return line\n", + " \n", + "def stopwordslist(filepath): \n", + " stopwords = [line.strip() for line in open(filepath, 'r', encoding='utf-8').readlines()] \n", + " return stopwords \n", + " \n", + "#加载停用词\n", + "stopwords = stopwordslist(\"./data/chineseStopWords.txt\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6031\\r\\r\\n　　夺冠呼声消失殆尽后，申花队似乎陷入了难以自拔的沉默期。客场挑战西安国际0比0...C000014体育夺冠呼声消失殆尽后申花队似乎陷入了难以自拔的沉默期客场挑战西安国际0比0互交白卷主场又与北京...
2057神州奥美向其子公司索赔1.2亿元，盛大首次申明没有侵权\\r\\r\\n　　本报讯 昨天，针对...C000010科技神州奥美向其子公司索赔12亿元盛大首次申明没有侵权本报讯昨天针对神州奥美12亿元的天价索赔案...
5219\\r\\r\\n　　减肥不减腿部脂肪，因为它可以减少患心脏病的危险，这是日本筑波大学人类综合科学...C000013健康减肥不减腿部脂肪因为它可以减少患心脏病的危险这是日本筑波大学人类综合科学研究专业讲师大藏伦博...
9637“人们在这里寻找到一种爱的精神，对爱的向往、对爱的恪守，这就足够了。因为爱是人类最本质的...C000016旅游人们在这里寻找到一种爱的精神对爱的向往对爱的恪守这就足够了因为爱是人类最本质的东西有了它幸福...
17289\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　美国《航空周刊》2006年3月27日刊报...C000024军事美国航空周刊2006年3月27日刊报道JUCAS联合无人空战系统项目下马后美国军方企业界和有...
9435还没踏出火车站，就看到李奥纳多·迪卡普里奥的大型海报，原来当地正举办摄影展，展出许多电影拍摄...C000016旅游还没踏出火车站就看到李奥纳多迪卡普里奥的大型海报原来当地正举办摄影展展出许多电影拍摄之余所抓...
14491\\r\\r\\n　　沈奕斐：在上海医药仓库里所存的那些盘尼西林，原来是准备给抗美援朝的志愿军的。...C000023历史沈奕斐在上海医药仓库里所存的那些盘尼西林原来是准备给抗美援朝的志愿军的但是治疗性病如果没有这...
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14812\\r\\r\\n　　叶剑英在粉碎“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。华...C000023历史叶剑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华国锋认为叶剑英德高望重建...叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶...
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13814因为跳槽到同行业其他公司，杨女士被原单位告上法庭，日前，一中院以杨女士违反竞业禁止约定为...C000022人力资源因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决...跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ...
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10149本报讯（记者 石果 实习生 罗智渊）昨日，记者从西南政法大学获悉，5月2日我市将首次举行...C000020教育本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试...本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行...
5702今年3月1日，可以说是我国药品生产企业试点参数放行的“起跑线”。这一天，国家食品药品监督...C000013健康今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA...今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监...
8516新华网成都４月２９日专电（记者肖林）记者２９日从成都铁路局获悉，成渝城际旅客双层新型空调...C000016旅游新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行...新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层...
1556370年代，家里有辆自行车是件很有面子的事情，记得那时最好的牌子叫凤凰，当然更考究的要骑蓝...C000023历史70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国...70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ...
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C000023 历史 \n", + "\n", + " text_clean \\\n", + "3813 一家美国上市公司的中国概念与纸上并购本报记者柯志雄北京报道在高个白人中佛罗里达狼是少数常来中... \n", + "7700 五大前锋轮番上阵申花仍旧没有摆脱锋线零进球的尴尬昨天晚上济南的体育场申花在场面明显占优的情况... \n", + "14812 叶剑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华国锋认为叶剑英德高望重建... \n", + "16103 目前对于信息化战争的研究多数是从战争形态的角度从宏观上以信息化战争的基本概念基本特征作战方式... \n", + "13814 因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决... \n", + "9937 红色旅游正在全国如火如荼地展开井冈山韶山遵义延安西柏坡等几大革命圣地迎来了源源不断的客流成为... \n", + "10149 本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试... \n", + "5702 今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA... \n", + "8516 新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行... \n", + "15563 70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国... \n", + "\n", + " text_cut \n", + "3813 一家 美国 上市公司 中国 概念 纸 并购 本报记者 柯志雄 北京 报道 高个 白人 中 佛... \n", + "7700 五大 前锋 轮番上阵 申花 没有 摆脱 锋线 零 进球 尴尬 昨天晚上 济南 体育场 申花 ... \n", + "14812 叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶... \n", + "16103 目前 信息化 战争 研究 多数 是从 战争 形态 角度 宏观 上以 信息化 战争 基本概念 ... \n", + "13814 跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ... \n", + "9937 红色旅游 正在 全国 如火如荼 展开 井冈山 韶山 遵义 延安 西柏坡 几大 革命圣地 迎来... \n", + "10149 本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行... \n", + "5702 今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监... \n", + "8516 新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层... \n", + "15563 70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ... " + ] + }, + "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", + " ('持股', 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", + " ('过敏', 0.8337826728820801),\n", + " ('出血', 0.8206079602241516),\n", + " ('发作', 0.8174974322319031),\n", + " ('不适', 0.7918287515640259),\n", + " ('疼痛', 0.7878854274749756),\n", + " ('头痛', 0.7779319286346436),\n", + " ('服用', 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", + " ('负担', 0.5551137328147888),\n", + " ('人口', 0.5382763743400574),\n", + " ('贫困', 0.5218415260314941),\n", + " ('子女', 0.5126364827156067),\n", + " ('就业', 0.5091021656990051),\n", + " ('困扰', 0.4945515990257263),\n", + " ('农民工', 0.49445784091949463),\n", + " ('绝大多数', 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", + " ('地铁', 0.7440853118896484),\n", + " ('店', 0.7361814379692078),\n", + " ('餐厅', 0.7339795231819153),\n", + " ('豪华', 0.7255125641822815),\n", + " ('码头', 0.7242347002029419),\n", + " ('酒店', 0.7172418832778931),\n", + " ('住宿', 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", + " ('隐形', 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", + " ('周恩来', 0.7420367002487183),\n", + " ('长官', 0.7394211292266846),\n", + " ('遂', 0.7065316438674927),\n", + " ('孙中山', 0.7047836184501648),\n", + " ('中共', 0.6950869560241699),\n", + " ('邓小平', 0.6865406036376953),\n", + " ('司令', 0.6803985834121704),\n", + " ('共产党', 0.6637289524078369),\n", + " ('台当局', 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', '校长')" + ] + }, + { + "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\", \"股权\",\"基金\", \"招聘\", \"高考\", \"分析\",\"录取\", \\\n", + " \"学生\", \"员工\", '军事', '老板', '战争','国际', '服务',\"健康\",\"地区\",\\\n", + " \"俄罗斯\",\"台湾\",\"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/markov_chain_monte_carlo.ipynb b/markov_chain_monte_carlo.ipynb new file mode 100644 index 0000000..5c177ab --- /dev/null +++ b/markov_chain_monte_carlo.ipynb @@ -0,0 +1,1490 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "最近由于工作繁忙，博客更新较慢，所以请大家见谅！pymc是一个做贝叶斯分析的python库，我之前的博客中已经介绍了pymc的使用方法，今天再给大家做个更详细的应用案例介绍。该案例来自于github，我将其代码稍微修改,以便于阅读，最后我会将我博客的源代码以及相关参考资料的下载链接放在博客的结尾处，便于大家下载。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 问题描述\n", + "\n", + "我有一个某品牌的运动手环,我每天24小时戴着它,它记录了我每天睡眠和清醒的时间,一般人的睡眠时间都在晚上,清醒的时间都在白天。现在我想计算晚上某一个时间点我处于睡眠状态的概率,或者给定白天某一时间点,计算我处于清醒状态的概率:\n", + "\n", + " P(sleeptime) or P(waketime)\n", + " \n", + "当然这个概率的计算是基于通过对现有的手环数据进行学习以后得到的,因此手环数据是我们观测到的实际数据,而我们要计算的P(sleeptime) 或者 P(waketime)则称之为后验概率。\n", + "\n", + "\n", + "# 数据\n", + "\n", + "我的手环中存储了两个多月的关于我睡眠和清醒的数据，为了对数据建模,我将手环中的数据导出为csv文件， 这里我要说明的是我的手环数据可能并不一定是100%准确,手环判断睡眠和清醒状态可能是根据手环摆动的频率和次数或者我的心律的变化(都是我猜测的)，有时候如果在晚上我躺在床上静静的看书,手环可能会认定我已经入睡了。因此我们的数据并不是100%准确,数据中包含了部分错误数据(把清醒当成了睡眠或者把睡眠当成了清醒).不过这些都是真实数据,现实生活中真实数据往往不是完美的。\n", + "\n", + "下面我们导入手环数据，手环数据分成两个文件,一个是睡眠状态的数据,另一个是清醒状态的数据。" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n", + "/root/anaconda3/lib/python3.7/_collections_abc.py:841: MatplotlibDeprecationWarning: \n", + "The examples.directory rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2. In the future, examples will be found relative to the 'datapath' directory.\n", + " self[key] = other[key]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import scipy\n", + "from scipy import stats\n", + "import pymc3 as pm\n", + "import theano.tensor as tt\n", + "import scipy\n", + "from scipy import optimize\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.core.pylabtools import figsize\n", + "import matplotlib\n", + "\n", + "import json\n", + "s = json.load(open('../data/bmh_matplotlibrc.json'))\n", + "matplotlib.rcParams.update(s)\n", + "matplotlib.rcParams['figure.figsize'] = (10, 3)\n", + "matplotlib.rcParams['font.size'] = 14\n", + "matplotlib.rcParams['ytick.major.size'] = 20\n", + "\n", + "N_SAMPLES = 5000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "睡眠数据共有 11340 条\n" + ] + } + ], + "source": [ + "sleep_data = pd.read_csv('../data/sleep_data.csv')\n", + "wake_data = pd.read_csv('../data/wake_data.csv')\n", + "\n", + "sleep_labels = ['21:00', '21:30', '22:00', '22:30', '23:00', '23:30', '00:00']\n", + "wake_labels = ['5:00', '5:30', '6:00', '6:30', '7:00', '7:30', '8:00']\n", + "print('睡眠数据共有 %d 条' % len(sleep_data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下面我们将通过散点图来查看睡眠数据的分布，通过散点图我们发现大部分入睡时间都集中在22:00以后，少部分入睡时间分布在21点至22点之间。这比较符合我的实际情况。需要说明的是这里我们只展示从清醒状态转换到睡眠状态的那个时间段即晚上21点到0点的数据分布,而0点以后睡眠的概率会非常高(接近1),所以没必要展示。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(16, 6);\n", + "\n", + "_=plt.scatter(sleep_data['time_offset'], sleep_data['indicator'], \n", + " s= 60, alpha=0.01, facecolor = 'b', edgecolors='b');\n", + "plt.yticks([0, 1], ['清醒', '入睡'],fontsize=15); \n", + "plt.xlabel('晚上时间',fontsize=15); \n", + "plt.title('睡眠数据分布', size = 18);\n", + "\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], sleep_labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "接下来我们通过散点图来查看清醒数据的分布，通过散点图我们发现大部分清醒时间都集中在6:00以后，少部分入睡时间分布在5点至6点之间。这也比较符合我的实际情况。这里我们只展示从睡眠状态转换到清醒状态的那个时间段即早上5点到8点的数据分布,而8点以后清醒的概率会非常高(接近1),所以没必要展示。" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(wake_data['time_offset'], wake_data['indicator'], \n", + " s= 50, alpha = 0.01, facecolor='r', edgecolors = 'r');\n", + "plt.yticks([0, 1], ['清醒', '入睡'],fontsize=15); \n", + "plt.xlabel('早晨时间',fontsize=15);\n", + "plt.title('清醒数据分布',fontsize=15)\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], wake_labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "注意到我们的睡眠数据和清醒数据都只包含两个状态(入睡状态和清醒状态)和一个维度(时间维度),那么对于只有两个状态和一个维度的数据进行建模,我们一般会使用逻辑函数：\n", + "\n", + "$$p(t) = \\frac{1}{ 1 + e^{\\;\\beta t + \\alpha} }$$\n", + "\n", + "逻辑函数可以在数据的两个状态中进行平滑的过渡,我们所需要做的利用pycm来拟合出一条完美的逻辑函数曲线。说的具体一点就是我们要找到符合我们数据规律的两个逻辑函数的参数$\\alpha$和$\\beta$。在逻辑函数中$\\alpha$和$\\beta$作用是决定逻辑函数曲线的方向和位移,其中$\\beta$决定曲线的方向，而$\\alpha$决定曲线的位移。\n", + "\n", + "下面我们看一下只有一个$\\beta$参数的逻辑函数的形状：" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(16, 6)\n", + "\n", + "# 只有一个beta参数的逻辑函数\n", + "def logistic(x, beta):\n", + " return 1. / (1. + np.exp(beta * x))\n", + "\n", + "x = np.linspace(-5, 5, 1000)\n", + "for beta in [-5, -1,0, 0.5, 1, 5]:\n", + " plt.plot(x, logistic(x, beta), label = r\"$\\beta$ = %.1f\" % beta)\n", + "\n", + "plt.legend();\n", + "plt.title(r'不同 $\\beta$ 参数的逻辑函数');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "由上图可知当$\\beta$ < 0时逻辑函数是个“S”形曲线，而当$\\beta$ >0时逻辑函数是个“反S”形曲线.而当$\\beta$ = -1时的逻辑函数是我们非常熟悉的逻辑回归中常用的sigmod函数。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "下面我们对逻辑函数的参数$\\alpha$和$\\beta$取不同的值来观察曲线的形状：" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(20, 8)\n", + "\n", + "def logistic(x, beta, alpha=0):\n", + " return 1.0 / (1.0 + np.exp(np.dot(beta, x) + alpha))\n", + "\n", + "x = np.linspace(-4, 6, 1000)\n", + "\n", + "\n", + "plt.plot(x, logistic(x, beta=1), label=r\"$\\beta = 1, \\alpha = 0$\", ls=\"--\", lw=2)\n", + "plt.plot(x, logistic(x, beta=-1), label=r\"$\\beta = -1, \\alpha = 0$\", ls=\"--\", lw=2)\n", + "\n", + "plt.plot(x, logistic(x, -1, 1), \n", + " label=r\"$\\beta = -1, \\alpha = 1$\", color=\"darkblue\")\n", + "plt.plot(x, logistic(x, -1, -1),\n", + " label=r\"$\\beta = -1, \\alpha = -1$\",color=\"skyblue\")\n", + "plt.plot(x, logistic(x, -2, 5), \n", + " label=r\"$\\beta = -2, \\alpha = 5$\", color=\"orangered\")\n", + "plt.plot(x, logistic(x, -2, -5), \n", + " label=r\"$\\beta = -2, \\alpha = -5$\", color=\"darkred\")\n", + "plt.legend(); plt.ylabel('Probability'); plt.xlabel('t')\n", + "plt.title(r'具有不同 $\\beta$ 和 $\\alpha$ 参数的逻辑函数');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "由上图可知当$\\alpha$ > 0时逻辑函数曲线发生了右偏移，而当$\\alpha$ < 0时逻辑函数曲线发生了左偏移。由此我们发现只要能找到合适的$\\alpha$和$\\beta$参数就能产生合适的逻辑函数来完美拟合我们的数据。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# $\\beta$ 和 $\\alpha$的先验分布\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "由于我们事先并不知道参数$\\alpha$和$\\beta$的先验分布因此我们要使用贝叶斯的方法来寻找合适的$\\alpha$和$\\beta$，一般情况下我们会假定这两个参数会服从两个正太分布(先验概率分布),下面我们先复习一下正太分布,正太分布有两个重要的参数:$\\mu$(均值)和$\\sigma$(标准差)，不同的$\\mu$和$\\sigma$决定了不同形状的正太分布曲线，$\\mu$可以是正数也可以是负数,而$\\sigma$一般用正数来表示。不过这里我们会使用另外一个参数：$\\tau$(精度)来替代$\\sigma$，$\\tau$是标准差的倒数,也就是说分布的标准差越小,精度就越高,反之亦然。下面是正太分布的概率密度函数的定义：\n", + "\n", + "$$ f(x | \\mu, \\tau) = \\sqrt{\\frac{\\tau}{2\\pi}} \\exp\\left( -\\frac{\\tau}{2} (x - \\mu)^2 \\right) $$\n", + "\n", + "下面是三个不同$\\mu$和$\\tau$为参数的正太分布曲线,我们$\\tau$越大，曲线越窄，分布的精度越高，$\\tau$越小，曲线越宽，分布的精度越高低。" + ] + }, + { + "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": [ + "figsize(20, 8)\n", + "\n", + "nor = stats.norm \n", + "x= np.linspace(-10, 10, 1000)\n", + "mu = (-5, 0, 4)\n", + "tau = (0.5, 1, 2.5)\n", + "colors = (\"forestgreen\", \"navy\", \"darkred\")\n", + "\n", + "\n", + "params = zip(mu, tau, colors)\n", + "for param in params:\n", + " y = nor.pdf(x, loc = param[0], scale = 1 / param[1])\n", + " plt.plot(x, y, \n", + " label=\"$\\mu = %d,\\;\\\\tau = %.1f$\" % (param[0], param[1]), \n", + " color = param[2])\n", + " plt.fill_between(x, y, color = param[2], alpha = 0.3)\n", + " \n", + "plt.legend(prop={'size':18});\n", + "plt.xlabel(\"$x$\")\n", + "plt.ylabel(\"概率密度\", size = 18)\n", + "plt.title(\"正太分布\", size = 20);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 马尔可夫链蒙特卡洛\n", + "\n", + "马尔可夫链蒙特卡洛（Markov Chain Monte Carlo, MCMC）(https://jeremykun.com/2015/04/06/markov-chain-monte-carlo-without-all-the-bullshit/) 是指从概率分布中进行采样以构造最接近真实数据的概率分布的一种方法。这里因为我们无法直接计算逻辑函数的参数（$\\alpha$和$\\beta$），因此我们为这两个参数生成了数千个值（称为样本）以创建真实分布的近似值。MCMC背后的思想是，随着我们生成更多的样本，我们的近似值越来越接近实际的真实的数据分布。\n", + "\n", + "蒙特卡洛（Monte Carlo）(http://statweb.stanford.edu/~owen/mc/) 是指使用大量的随机样本来拟合出实际分布参数的一种通用技术。可以将Monte Carlo视为进行了许多实验，每次更改模型中的变量并观察响应。通过选择随机值，我们可以探索参数空间的，即变量(参数)可能值的范围。在我们的问题中,逻辑函数的两个参数($\\alpha$和$\\beta$)服从正太先验概率，下面我们要探索一下使用正太先验变量的参数空间。" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(16, 8)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "jet = plt.cm.jet #色谱:蓝-青-黄-红\n", + "fig = plt.figure()\n", + "x = y = np.linspace(0, 5, 100)\n", + "X, Y = np.meshgrid(x, y)\n", + "\n", + "plt.subplot(121)\n", + "norm_x = stats.norm.pdf(x, loc=0, scale=1)\n", + "norm_y = stats.norm.pdf(y, loc=0, scale=1)\n", + "M = np.dot(norm_x[:, None], norm_y[None, :])\n", + "im = plt.imshow(M, interpolation='none', origin='lower',cmap=jet)\n", + "plt.xlim(0, 40)\n", + "plt.ylim(0, 40)\n", + "plt.title(\"探索正太先验的参数空间.\")\n", + "\n", + "ax = fig.add_subplot(122, projection='3d')\n", + "ax.plot_surface(X, Y, M, cmap=plt.cm.jet)\n", + "ax.view_init(azim=390)\n", + "plt.title(\"探索正太先验的参数空间.\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "正太分布的期望值是数据的均值：\n", + "\n", + "$$ E[ X | \\mu, \\tau] = \\mu$$ \n", + "\n", + "正太分布的标准差是:\n", + "$$ Var[ X | \\mu, \\tau) = \\frac{1}{\\tau}$$\n", + "\n", + "因为我们不知道参数$\\alpha$和$\\beta$所服从的正太分布的参数$\\mu$ 和 $\\tau$的具体的数值，所以我们在初始化的时候设定 $\\mu = 0$ 和一个相对较大的标准差比如$\\tau=0.05$. 马尔可夫链蒙特卡洛（Markov Chain Monte Carlo）将对$\\mu$ 和 $\\tau$进行抽样,并最大化在真实数据下的$\\mu$ 和 $\\tau$似然度(likelihood)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 特定时间下的睡眠的后验概率\n", + "\n", + "\n", + "\n", + "逻辑函数描述了从清醒到入睡的转变，但是我们不了知道逻辑函数$\\alpha$和$\\beta$的准确值,我们的目的是找到使所观察到的数据的可能性(likelihood)最大化的逻辑函数的参数，一般情况下我们假设$\\alpha$和$\\beta$来自两个由$\\mu$ 和 $\\tau$定义的正太分布，MCMC算法分别为参数$\\alpha$和$\\beta$ 采样$\\mu$和 $\\tau$,以使$\\mu$ 和 $\\tau$最接近真实数据的分布。\n", + "\n", + "数据通过伯努利(Bernoulli)变量和参数连接\n", + "\n", + "## 伯努利(Bernoulli)变量\n", + "\n", + "伯努利(Bernoulli)变量是离散型随机变量，它的值只有0或1。在我们的例子中我们可以对清醒或睡眠建模为一个伯努利变量，即清醒用1表示，入睡用用0表示。特定时间下入睡的伯努利(Bernoulli)变量有逻辑函数来定义：\n", + "\n", + "$$ \\text{Sleep Probability, $S_i$} \\sim \\text{Ber}( \\;p(t_i)\\; ), \\;\\; i=1..N$$\n", + "\n", + "\n", + "这里的$p(t_i)$为一个有独立时间变量的逻辑函数,所以上面的公式也可以这样写：\n", + "\n", + "$$ P(\\text{sleep} | t_i) = \\text{Ber}(\\frac{1}{1 + e^{(\\beta t_i + \\alpha)}})$$\n", + "\n", + "MCMC的目标是使用现有的数据来找到𝛼和𝛽参数，并假定它们来自于正态先验。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PyMC3 模型\n", + "\n", + "我们正在使用Python中功能强大的贝叶斯推理库PyMC3, 该库能包含了Markov Chain Monte Carlo和其他推理算法。在github上有一本很好的PyMC的入门书籍[GitHub] (https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers)\n", + "\n", + "以下代码创建模型并执行MCMC，为$\\alpha$和$\\beta$抽样N_SAMPLES个样本，指定的抽样算法是 Metropolic Hastings \n", + "(http://www.mit.edu/~ilkery/papers/MetropolisHastingsSampling.pdf) ，我们将数据输入模型,并告诉模型数据是伯努利变量，模型于是会为数据找到最有可能的参数$\\alpha$和$\\beta$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# 对时间偏移量进行排序\n", + "sleep_data.sort_values('time_offset', inplace=True)\n", + "\n", + "# 提取时间偏移量\n", + "time = np.array(sleep_data.loc[:, 'time_offset'])\n", + "\n", + "# 观察值是indicator\n", + "sleep_obs = np.array(sleep_data.loc[:, 'indicator'])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">Metropolis: [beta]\n", + ">Metropolis: [alpha]\n", + "Sampling 4 chains: 100%|██████████| 22000/22000 [00:38<00:00, 569.45draws/s]\n", + "The number of effective samples is smaller than 10% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model() as sleep_model:\n", + " #创建alpha和beta的先验分布\n", + " alpha = pm.Normal('alpha', mu=0.0, tau=0.01, testval=0.0)\n", + " beta = pm.Normal('beta', mu=0.0, tau=0.01, testval=0.0)\n", + " \n", + " # 创建一个逻辑函数的确定性变量\n", + " p = pm.Deterministic('p', 1. / (1. + tt.exp(beta * time + alpha)))\n", + " \n", + " # 创建基于当前数据的伯努利变量\n", + " observed = pm.Bernoulli('obs', p, observed=sleep_obs)\n", + " \n", + " # 使用 Metropolis Hastings 抽样\n", + " step = pm.Metropolis()\n", + " \n", + " # 从后验中抽样\n", + " sleep_trace = pm.sample(N_SAMPLES, step=step);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "跟踪变量trace包含了所有后验分布的样本,我们可以对这些样本进行可视化，以探索它们在采样过程中的变化。 随着样本的增加，MCMC算法收敛于最可能的值。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## $\\beta$ 和 $\\alpha$ 后验分布的可视化\n", + "\n", + "在trace中返回的值都是为参数的所有样本。 我们可以利用直方图对这些值进行可视化。" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# 抽取alpha和beta的样本\n", + "alpha_samples = sleep_trace[\"alpha\"][5000:, None]\n", + "beta_samples = sleep_trace[\"beta\"][5000:, None]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(16, 10)\n", + "\n", + "plt.subplot(211)\n", + "plt.title(r\"\"\" %d 个样本的 $\\alpha$ 分布\"\"\" % N_SAMPLES)\n", + "\n", + "plt.hist(alpha_samples, histtype='stepfilled', \n", + " color = 'darkred', bins=30, alpha=0.8, density=True);\n", + "plt.ylabel('概率密度')\n", + "\n", + "\n", + "plt.subplot(212)\n", + "plt.title(r\"\"\" %d 个样本的 $\\beta$ 分布\"\"\" % N_SAMPLES)\n", + "plt.hist(beta_samples, histtype='stepfilled', \n", + " color = 'darkblue', bins=30, alpha=0.8, density=True)\n", + "plt.ylabel('概率密度');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从图中我们可以看到$\\alpha$的均值集中在0.95至1的中间,而$\\beta$的均值似乎比较接近0, 从前面画的逻辑函数的图形上来看,当$\\beta$趋向于0时曲线趋于平坦,这说明清醒和睡眠的时间点存在重合的情况,这和实际情况相符,而$\\alpha$不等于0说明逻辑函数向右发生了平移,这也就意味着模型找到了一个从清醒到睡眠的转折点,从睡眠数据的分布图上看这个时间点应该是在晚上10点左右。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 后验参数的可视化" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# 设定概率预测的时间长度\n", + "time_est = np.linspace(time.min()- 15, time.max() + 15, 1e3)[:, None]\n", + "\n", + "# 取参数的均值\n", + "alpha_est = alpha_samples.mean()\n", + "beta_est = beta_samples.mean()\n", + "\n", + "# 使用参数的均值所生成的概率\n", + "sleep_est = logistic(time_est, beta=beta_est, alpha=alpha_est)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(16, 6)\n", + "\n", + "plt.plot(time_est, sleep_est, color = 'navy', \n", + " lw=3, label=\"最有可能的逻辑模型\")\n", + "plt.scatter(time, sleep_obs, edgecolor = 'slateblue',\n", + " s=50, alpha=0.2, label='实际观测值')\n", + "plt.title('%d 个样本的睡眠概率分布' % N_SAMPLES);\n", + "plt.legend(prop={'size':18})\n", + "plt.ylabel('概率')\n", + "plt.xlabel('下午时间');\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], sleep_labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从上图中可知,逻辑模型并不是十分完美,这是因为从清醒到入睡的时间出现大量重叠的情况,也就是在晚上10点到10点半之间存在大量的睡眠和清醒的重叠时间，这也将导致逻辑模型在这些数据重叠区域内不会有很好的预测效果。" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "睡眠概率大于 50% 的时间点位于下午 22:14 \n" + ] + } + ], + "source": [ + "print('睡眠概率大于 50% 的时间点位于下午 22:{} '.format(int(time_est[np.where(sleep_est > 0.5)[0][0]][0])))" + ] + }, + { + "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": [ + "colors = [\"#348ABD\", \"#A60628\", \"#7A68A6\"]\n", + "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"BMH\", colors)\n", + "figsize(12, 6)\n", + "probs = sleep_trace['p']\n", + "\n", + "plt.scatter(time, probs.mean(axis=0), cmap = cmap, \n", + " c = probs.mean(axis=0), s = 50);\n", + "plt.title('睡眠的概率是关于时间的函数')\n", + "plt.xlabel('下午时间');\n", + "plt.ylabel('概率');\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], sleep_labels);" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22点的睡眠概率为: 27.45%.\n", + "21:30的睡眠概率为: 4.80%.\n", + "22:30的睡眠概率为: 73.96%.\n" + ] + } + ], + "source": [ + "print('22点的睡眠概率为: {:.2f}%.'.\n", + " format(100 * logistic(0, beta_est, alpha_est)))\n", + "print('21:30的睡眠概率为: {:.2f}%.'.\n", + " format(100 * logistic(-30, beta_est, alpha_est)))\n", + "print('22:30的睡眠概率为: {:.2f}%.'.\n", + " format(100 * logistic(30, beta_est, alpha_est)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 置信区间\n", + "\n", + "由于参数$\\beta$ 和 $\\alpha$本身存在很大的不确定性,因此我们需要画出$\\beta$ 和 $\\alpha$的95%的置信区间。" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "sleep_all_est = logistic(time_est.T, beta_samples, alpha_samples)\n", + "quantiles = stats.mstats.mquantiles(sleep_all_est, [0.025, 0.975], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.fill_between(time_est[:, 0], *quantiles, alpha=0.6, \n", + " color='slateblue', label = '95% 置信区间')\n", + "plt.plot(time_est, sleep_est, lw=2, ls='--', \n", + " color='black', label=\"睡眠的平均后验概率\")\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], sleep_labels);\n", + "plt.scatter(time, sleep_obs, edgecolor = 'skyblue', s=50, alpha=0.1);\n", + "plt.legend(prop={'size':14})\n", + "plt.xlabel('PM Time'); plt.ylabel('Probability'); \n", + "plt.title('后验概率的 95% 置信区间');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 特定时间的后验概率分布\n", + "\n", + "我们还可以基于参数的所有样本画出某个特定时间点的睡眠的后验概率的直方图。 " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def sleep_posterior(time_offset, time):\n", + " figsize(16, 8)\n", + " prob = logistic(time_offset, beta_samples, alpha_samples)\n", + " plt.hist(prob, bins=100, histtype='step', lw=4)\n", + " plt.title(' %s点睡眠的概率分布' % time)\n", + " plt.xlabel('睡眠概率'); plt.ylabel('样本量')\n", + " plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sleep_posterior(30, '22:30')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从以上的三个特定时间点的后验概率分布我们发现晚上22点的睡眠的后验概率的均值大概在0.27至0.28之间,这说明我(成年人)在晚上10点就入睡的可能性比较小,同时我们看到晚上21:30入睡的概率则更小,均值不到0.05,这也符合实际情况,大多数成年人一般不会在21:30就入睡了,不过22:30分的睡眠概率突然增加到了0.74,这也比较符合情况,因为大多数成年人一般都会在10点以后才入睡，从之前的分析我们可知当睡眠概率大于0.5的转折点是在22:14分。也就是说每当晚上过了22点14分，大部分成年人都会入睡,这应该比较符合常理。" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "alpha 参数估值: 0.971667.\n", + "beta 参数估值: -0.067180.\n" + ] + } + ], + "source": [ + "print('alpha 参数估值: {:.6f}.'.format(alpha_est))\n", + "print('beta 参数估值: {:.6f}.'.format(beta_est))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 如何判断马尔可夫链蒙特卡罗模型是否收敛\n", + "\n", + "我们如何知道模型是否收敛？ 我们可以查看轨迹(trace)或采样值的路径。 另一个选择是查看样本的自相关性(auto-correlation)。 在马尔可夫链建模中，样本与它们自身相关，因为下一个值取决于当前状态（或基于顺序的当前状态和过去状态）。 最初，该算法倾向于在搜索空间中徘徊，并且具有很高的自相关性。 随着算法的收敛，样本将在一个值附近稳定下来，并且测量是否收敛的一个标准是较低的自相关。 在这里，我们不会对收敛进行仔细的研究，但是我们可以画出所有样本的轨迹(trace)。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 轨迹图\n", + "下面是 $\\alpha$ 和 $\\beta$所有样本采样的轨迹图" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(12, 6)\n", + "plt.subplot(211)\n", + "plt.title(r'Trace of $\\alpha$')\n", + "plt.plot(alpha_samples, color = 'darkred')\n", + "plt.xlabel('样本量'); plt.ylabel('参数');\n", + "\n", + "plt.subplot(212)\n", + "plt.title(r'Trace of $\\beta$')\n", + "plt.plot(beta_samples, color='b')\n", + "plt.xlabel('样本量'); plt.ylabel('参数');\n", + "plt.tight_layout(h_pad=0.8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 内置的诊断程序\n", + "\n", + "PyMC3具有许多用于模型评估的内置诊断程序。 下面迹线图和自相关图。" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pm.traceplot(sleep_trace, ['alpha', 'beta']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "需要说明的是上图左边的上下两个图中各有四条曲线,这是因为我们的CUP是四核处理器,每个核独立采样,因此会有4条曲线。" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pm.autocorrplot(sleep_trace, ['alpha', 'beta']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 清醒数据建模\n", + "\n", + "到目前为止我们已经完成了睡眠时间(21点至0点)pymc建模,同样我们也可以对清醒时候的数据(5点至8点)进行建模,下面我们对清醒数据进行建模,同样重复上述睡眠时间建模的步骤" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">Metropolis: [beta]\n", + ">Metropolis: [alpha]\n", + "Sampling 4 chains: 100%|██████████| 22000/22000 [00:41<00:00, 532.97draws/s]\n", + "The number of effective samples is smaller than 10% for some parameters.\n" + ] + } + ], + "source": [ + "wake_data.sort_values('time_offset', inplace=True)\n", + "time = np.array(wake_data.loc[:, 'time_offset'])\n", + "wake_obs = np.array(wake_data.loc[:, 'indicator'])\n", + "\n", + "with pm.Model() as wake_model:\n", + " alpha = pm.Normal('alpha', mu=0.0, tau=0.01, testval=0.0)\n", + " beta = pm.Normal('beta', mu=0.0, tau=0.01, testval=0.0)\n", + " p = pm.Deterministic('p', 1. / (1. + tt.exp(beta * time + alpha)))\n", + " observed = pm.Bernoulli('obs', p, observed=wake_obs)\n", + " step = pm.Metropolis()\n", + " wake_trace = pm.sample(N_SAMPLES, step=step);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "alpha_samples = wake_trace[\"alpha\"][5000:, None]\n", + "beta_samples = wake_trace[\"beta\"][5000:, None]\n", + "time_est = np.linspace(time.min()- 15, time.max() + 15, 1e3)[:, None]\n", + "alpha_est = alpha_samples.mean()\n", + "beta_est = beta_samples.mean()\n", + "\n", + "wake_est = logistic(time_est, beta=beta_est, alpha=alpha_est)\n", + "\n", + "figsize(16, 6)\n", + "\n", + "plt.plot(time_est, wake_est, color = 'darkred', \n", + " lw=3, label=\"清醒时候的平均睡眠后验概率\")\n", + "plt.scatter(time, wake_obs, edgecolor = 'r', facecolor = 'r', \n", + " s=50, alpha=0.05, label='观测值')\n", + "plt.title('%d个样本的后验概率' % N_SAMPLES);\n", + "plt.legend(prop={'size':14})\n", + "plt.ylabel('概率')\n", + "plt.xlabel('上午时间');\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], wake_labels);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "清醒的概率大于50%的时间点位于上午 6:11\n" + ] + } + ], + "source": [ + "print('清醒的概率大于50%的时间点位于上午 6:{}'.format(int(time_est[np.where(wake_est < 0.5)][0])))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors = [\"#348ABD\", \"#A60628\", \"#7A68A6\"]\n", + "cmap = matplotlib.colors.LinearSegmentedColormap.from_list(\"BMH\", colors)\n", + "figsize(12, 6)\n", + "probs = wake_trace['p']\n", + "\n", + "plt.scatter(time, probs.mean(axis=0), cmap = cmap, \n", + " c = probs.mean(axis=0), s = 50);\n", + "plt.title('上午时间的睡眠概率')\n", + "plt.xlabel('上午时间');\n", + "plt.ylabel('概率');\n", + "plt.xticks([-60, -30, 0, 30, 60, 90, 120], wake_labels);" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "上午5:30 清醒的概率: 14.12%.\n", + "上午6:00清醒的概率: 37.96%.\n", + "上午6:30清醒的概率: 69.49%.\n" + ] + } + ], + "source": [ + "print('上午5:30 清醒的概率: {:.2f}%.'.\n", + " format(100 - (100 * logistic(-30, beta=beta_est, alpha=alpha_est))))\n", + "print('上午6:00清醒的概率: {:.2f}%.'.\n", + " format(100 - (100 * logistic(0, beta=beta_est, alpha=alpha_est))))\n", + "print('上午6:30清醒的概率: {:.2f}%.'.\n", + " format(100 - (100 * logistic(30, beta=beta_est, alpha=alpha_est))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这里需要说明的是模型拟合出来的是上午时间的睡眠概率曲线,实际清醒概率等于1-睡眠概率,比如早上5:30的睡眠概率是0.8587,因此相对的清醒概率则是0.1413" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 睡眠时间长度模型\n", + "\n", + "下面我们要对我的睡眠时间长度建模,首先我们从原始数据中读取我的每天数据时间长度，并查看睡眠时间的分布" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv('../data/sleep_wake.csv')\n", + "raw_data['length'] = 8 - (raw_data['Sleep'] / 60) + (raw_data['Wake'] / 60)\n", + "duration = raw_data['length']" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBzTWwVdVpVfWGqnpPVb1snn0DAGxX855he2KS3+rus5PcuqrOnnP/AADbzrwD2yeTfF1V3TbJXZN8dM79AwBsO/MObG9PcvckT0/yF0kOzbl/AIBtp7p7fp1V/XqS/9Ddn6mqH0/yue6+eFmb85Ocv1F9XnrppQ849dRTj3r9w4cPZ8+ePRs1nG1nM+q/5uDBDd3eSk4/88wN2c5a9c+jlnlY6fflb1/9u7X+3Vx7ov4B6r9i//79Nzll7Lg5D+K0JPetqnck+aYkb17eYBbgLl6+/GgdOHCg9+3bd9TrLyws5Kyzztqo4Ww7m1H/Jeeeu6HbW8l5hzZm8nat+udRyzys9Pvyt6/+3Vr/bq49Uf9W17+wsLDi8nkfEr0wUxj7dJK9Sf77nPsHANh25jrD1t3vSvK18+wTAGC7c+NcAIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwODWDGxVddwqnx1bVU/Y2CEBALDUqoGtqk5I8u6qOrmq7lhVt1/6k+T2SZ4yl5ECAOxSR5w9S5Luvq6qrk/yqCT/Kck9k/zvJF9Ico8kB5N8aZPHCACwq601w3bskrdPTfKBJC9MckGS93f3w5LU5g0PAIAjBraq2pPkmiT7kjw7SW9Up1X1kqp61EZtDwBgJztiYOvuw0nun+TKJK9eXHxLO6yqhya5Y3e/7pZuCwBgN1jrHLaPVNUXkvx1kpcmuVeSn8jsHLaqektuRoirquOTvDzJG6rq0d39+0c9cgCAXaK6j5y3qurkJL+d5HuT3CnJDcuaHJPkld394HV1VvWkJP860/lwT0tydXf/6rI25yc5f70FrOXSSy99wKmnnnrU6x8+fDh79uzZqOFsO5tR/zUHD27o9jbTCWeckeuuumqrh7HpTj/zzJss87ev/t1a/26uPVH/APVfsX///rOXL1ztHmunJHlvkv87yfFJrl6h2QlJLr0Zg7h/kou7++qqelWS5yX5ssDW3RcnufhmbHNVBw4c6H379h31+gsLCznrrLM2ajjbzmbUf8m5527o9jbTXS+6KB+94IKtHsamO+/QoZss87ev/t1a/26uPVH/Vte/sLCw4vIjBrbu/nxV/XCSH0vyoiSfSfLR3HhVaGeaYTshyS+ucxwfznRrkCQ5O9P5cQAArGKtc9jemuStVfWtmWa9Lu3un7kF/V2S5Ner6vGZZu0ecwu2BQCwK6wa2BZ19xur6puSfO0t6ay7P5vksbdkGwAAu81q57Ad093//BSD7r46K5/HBgDAJlpthu0/VdXTkly/SpsTknygu7fPWeQAANvMahcdXJjkwqr65tw0tB2f5G+7++NV9YGqOqm7/2kzBwoAsFuteg5bVVWSpyS5btlHxyb5b0k+nuS+vdrN3AAAuEXWuujgKUnev8I6lyV5R1U9L8kpSf7Dxg8NAIBk7cD2fUlenOTUTPdhW5xJ+1SmJyBcm+TpmzY6AADWDGyfT/J7Sf480/NDFx9N9bEkH0jy7NmtOgAA2CRrBbZTkvzbJP9lybLK9ISD+yT5QFU9o7t/Z5PGBwCw6x2zxuevSHLrJLfKFN5uleT2Sf66uy9Icl6S86vq2E0dJQDALrZWYPvWJB/s7hdnurXH2zOdx/biqnpMd3+ou8/t7htW3QoAAEftiIGtqh6S5JTuXnyW6I8kuaq7fyHJDyd5XFV9qKq+c05jBQDYlVa7ce7bq+pRs7fvTfLo7v7k7LMDSR5bVf8uyT9s/jABAHavtS46+I2q+mJmt/OY7qObY5P8cXe/KskZSZ6b5B6bOEYAgF1trcB2dqZDoctdmSTd/YKq+uENHxUAAP9srYsOPpvkXZlm0E7IdF+265K8q6r+qqr+Jslfb+oIAQB2ubVm2DrJbZI8IMk3ZLq1x9ckOTHJHyW5oLuXP2cUAIANtFZgu0OS70ryoSXL3pNp5u1RSV5bVd8htAEAbJ61DolenGk27bjZz/FJTkpydZIfSPKPSX5+MwcIALDbrRXYHpTkzEyh7d1JfjnJpZnC2huTPDXJE6rq9M0cJADAbrZWYDs9yUuTfCLJDya5JtND3/88yUO7+9NJHtDd12zqKAEAdrG1Att13f32JK9Ncpckb0ryrCTfl+SRSdLdf7epIwQA2OXWuuhgz+yf90vyxu6+KEmq6neTvKGq7tjdL9vMAQIA7HZrBbbvSJLufkuStywu7O4rq+rbMl1FCgDAJlo1sHX3Vat8dmVmTzwAAGDzrHUOGwAAW0xgAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwuC0JbFV1h6p671b0DQCw3WzVDNtFSU7eor4BALaVuQe2qnp4ks8nuXrefQMAbEfV3fPrrOqEJG9M8m+TvLa7z1mhzflJzt+oPi+99NIHnHrqqUe9/uHDh7Nnz56NGs62sxn1X3Pw4IZubzOdcMYZue6qq7Z6GFtiM2o//cwzN3R7K9mov6+16p9HLVtpN3/37ebaE/UPUP8V+/fvP3v5wuPmPIhnJnlJd3+qqlZs0N0XJ7l4ozo8cOBA79u376jXX1hYyFlnnbVRw9l2NqP+S849d0O3t5nuetFF+egFF2z1MLbEZtR+3qFDG7q9lWzU39da9c+jlq20m7/7dnPtifq3uv6FhYUVl8/7kOi5SX6kqi5LcmZVvWLO/QMAbDtznWHr7m9ZfF1Vl3X3k+fZPwDAdrRl92Fb6fw1AABuyo1zAQAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAZ33FYPAGA7umTv3q0ewoZ40qFDWz0EYB3MsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAM7rh5dlZVpyZ5dZJjk3w+yeO6+7p5jgEAYLuZ9wzbE5K8sLvPS3J1kkfMuX8AgG1nrjNs3f2SJW+/Iskn5tk/AMB2VN09/06rHpTkud29f4XPzk9y/kb1demllz7g1FNPPer1Dx8+nD179qza5pqDB496++t1+plnbnofyU1rOeGMM3LdVVfNpe8R7eb6d3Ptifo3uv55fYdthPV87+9kG1n/PP77mGzs39cA+/+K/fv3n7184dwDW1XtTfKmJN/V3Vdudn8HDhzoffv2HfX6CwsLOeuss1Ztc8nevUe9/fV60qFDm95HctNa7nrRRfnoBRfMpe8R7eb6d3Ptifo3uv55fYdthPV87+9kG1n/PP77mGzs39dW7/+FhYUVA9tcz2GrqhOS/G6Sn5xHWAMA2AnmfdHBk5KcleQ/V9VlVfW4OfcPALDtzPuig5cmeek8+wQA2O7cOBcAYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcMdt9QBYn0v27t3qIQActXl8hz3p0KFN72MnOdI+uetFF+WSc8+d82humY38+zpS/Vv992WGDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwOAENgCAwQlsAACDE9gAAAYnsAEADE5gAwAYnMAGADA4gQ0AYHACGwDA4AQ2AIDBCWwAAIMT2AAABiewAQAMTmADABicwAYAMDiBDQBgcAIbAMDgBDYAgMEJbAAAgxPYAAAGJ7ABAAxOYAMAGJzABgAwOIENAGBwAhsAwODmHtiq6pKqOlBVz5p33wAA29FcA1tVfWeSY7v7QUnuWVVfPc/+AQC2o3nPsJ2T5Hdmr9+U5CFz7h8AYNup7p5fZ1WXJPmV7n5fVZ2X5KzufsGyNucnOX+j+nz961/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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figsize(10, 8)\n", + "plt.hist(duration, bins = 20, color = 'darkred')\n", + "plt.xlabel('小时'); plt.title('睡眠时间长度分布'); \n", + "plt.ylabel('观测值');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "由上面的睡眠时间长度分布可知分布呈现右偏,因此我们可以使用一个偏态分布(skewed distribution)对实际数据进行建模，不过我们还有一种选择,那就是使用一个双峰分布(bi-modal distribution)对实际数据建模,不过在这里我们还是选择前者(偏态分布)来对实际睡眠时间长度进行建模." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/root/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:7: MatplotlibDeprecationWarning: \n", + "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", + " import sys\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "a = 3\n", + "fig, ax = plt.subplots(1, 1)\n", + "x = np.linspace(6, 12, 1e3)\n", + "\n", + "\n", + "figsize(10, 8)\n", + "plt.hist(duration, bins = 20, color = 'darkred', normed=True);\n", + "plt.xlabel('小时'); plt.title('右偏的睡眠时间长度的概率密度(PDF)'); \n", + "plt.ylabel('观测值');\n", + "plt.plot(x, stats.skewnorm.pdf(x, a, loc = 7.4, scale=1), 'r-', \n", + " lw=3, label='skewnorm pdf');" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">Metropolis: [tau]\n", + ">Metropolis: [mu]\n", + ">Metropolis: [alpha_skew]\n", + "Sampling 4 chains: 100%|██████████| 22000/22000 [00:07<00:00, 2753.31draws/s]\n", + "The number of effective samples is smaller than 10% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model() as duration_model:\n", + " # 定义三个参数的先验概率分布其中我们增加了一个偏度参数alpha_skew\n", + " alpha_skew = pm.Normal('alpha_skew', mu=0, tau=0.5, testval=3.0)\n", + " mu_ = pm.Normal('mu', mu=0, tau=0.5, testval=7.4)\n", + " tau_ = pm.Normal('tau', mu=0, tau=0.5, testval=1.0)\n", + " \n", + " # Duration 为一个确定性变量\n", + " duration_ = pm.SkewNormal('duration', alpha = alpha_skew, mu = mu_, \n", + " sd = 1/tau_, observed = duration)\n", + " \n", + " # Metropolis Hastings 抽样\n", + " step = pm.Metropolis()\n", + " duration_trace = pm.sample(N_SAMPLES, step=step)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# 抽取最有可能的估值参数\n", + "alpha_skew_samples = duration_trace['alpha_skew'][5000:]\n", + "mu_samples = duration_trace['mu'][5000:]\n", + "tau_samples = duration_trace['tau'][5000:]\n", + "\n", + "alpha_skew_est = alpha_skew_samples.mean()\n", + "mu_est = mu_samples.mean()\n", + "tau_est = tau_samples.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 睡眠长度后验分布的可视化" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "最可能的睡眠时间长度为 7.66 小时.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(6, 12, 1000)\n", + "y = stats.skewnorm.pdf(x, a = alpha_skew_est, loc=mu_est, scale=1/tau_est)\n", + "plt.plot(x, y, color = 'forestgreen')\n", + "plt.fill_between(x, y, color = 'forestgreen', alpha = 0.2);\n", + "plt.xlabel('小时'); plt.ylabel('概率'); \n", + "plt.title('睡眠时间长度的后验分布');\n", + "plt.vlines(x = x[np.argmax(y)], ymin=0, ymax=y.max(), \n", + " linestyles='--', linewidth=2, color='red', \n", + " label = '最可能的睡眠时间长度');\n", + "\n", + "print('最可能的睡眠时间长度为 {:.2f} 小时.'.format(x[np.argmax(y)]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 查询后验概率模型" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "睡眠时间至少6.5小时的概率为:99.13%.\n", + "睡眠时间至少8小时的概率为:44.24%.\n", + "睡眠时间至少9小时的概率为:10.91%.\n" + ] + } + ], + "source": [ + "print('睡眠时间至少6.5小时的概率为:{:.2f}%.'.\n", + " format(100 * (1 - stats.skewnorm.cdf(6.5, a = alpha_skew_est, loc = mu_est, scale = 1/tau_est))))\n", + "print('睡眠时间至少8小时的概率为:{:.2f}%.'.\n", + " format(100 * (1 - stats.skewnorm.cdf(8.0, a = alpha_skew_est, loc = mu_est, scale = 1/tau_est))))\n", + "print('睡眠时间至少9小时的概率为:{:.2f}%.'.\n", + " format(100 * (1 - stats.skewnorm.cdf(9.0, a = alpha_skew_est, loc = mu_est, scale = 1/tau_est))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 可视化后验和数据" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/root/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: MatplotlibDeprecationWarning: \n", + "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", + " # This is added back by InteractiveShellApp.init_path()\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(6, 12, 1000)\n", + "y = stats.skewnorm.pdf(x, a = alpha_skew_est, loc=mu_est, scale=1/tau_est)\n", + "figsize(10, 8)\n", + "# 绘制后验概率分布\n", + "plt.plot(x, y, color = 'forestgreen', \n", + " label = 'Model', lw = 3)\n", + "plt.fill_between(x, y, color = 'forestgreen', alpha = 0.2);\n", + "\n", + "# 绘制观测值直方图\n", + "plt.hist(duration, bins=10, color = 'red', alpha=0.8,\n", + " label='观测值', normed=True)\n", + "plt.xlabel('小时'); plt.ylabel('概率'); \n", + "plt.title('模型');\n", + "plt.vlines(x = x[np.argmax(y)], ymin=0, ymax=y.max(), \n", + " linestyles='--', linewidth=2, color='k', \n", + " label = '最可能的睡眠时间长度');\n", + "plt.legend(prop={'size':12});\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这个偏态的后验分布模型看上去完美的拟合了我们的实际数据,美中不足的是右下角的一个小的波峰似乎没有被拟合到,我们似乎可以考虑使用两个单独的分布来对原始数据来进行拟合,或者使用一个双峰模型来进行拟合,不过总体而言，该模型仍然可以为我的睡眠时间概率提供合理的预测。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 总结\n", + "\n", + "根据实际观测数据，我们得到了以下结论：\n", + "* 平均而言，我到晚上10:14入睡 \n", + "* 平均而言，我早上6:11醒来\n", + "* 我的平均睡眠时间为7.67小时 \n", + "\n", + "这些模型已经为我提供了有关睡眠方式的知识，更多的数据只会提高适用性。 我可以结合其他信息，例如星期几或日常活动，以查看它们如何影响我的睡眠，然后根据需要进行调整。 尽管这里有几个假设，但并未深入研究模型，不过这是使用贝叶斯方法分析实际数据的一个很好的开始。由于这是具有实际应用程序的项目，是学习的最佳方法，我期待将贝叶斯方法应用于其他问题！" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 参考资料\n", + "\n", + "使用Python、PyMC3、ArviZ的贝叶斯统计实战开发(https://blog.csdn.net/weixin_42608414/article/details/99103110) \n", + "Markov Chain Monte Carlo Without all the Bullshit(https://jeremykun.com/2015/04/06/markov-chain-monte-carlo-without-all-the-bullshit/) \n", + "Bayesian Methods for Hackers(https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) \n", + "Monte Carlo theory, methods and examples(http://statweb.stanford.edu/~owen/mc/) \n", + "Bayesian Inference: Metropolis-Hastings Sampling(http://www.mit.edu/~ilkery/papers/MetropolisHastingsSampling.pdf)\n" + ] + }, + { + "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/pyod\345\274\202\345\270\270\345\200\274\346\243\200\346\265\213.ipynb" "b/pyod\345\274\202\345\270\270\345\200\274\346\243\200\346\265\213.ipynb" new file mode 100644 index 0000000..57e8b41 --- /dev/null +++ "b/pyod\345\274\202\345\270\270\345\200\274\346\243\200\346\265\213.ipynb" @@ -0,0 +1,867 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "异常值检测主要是为了发现数据集中的一些\"与众不同\"的数据值，所谓“与众不同”的数据是指这些数据与大多数数据存在较大的差异我们称之为“异常值”，并且在现实中这些“异常值”并没有被打上标签，因此我们必须通过某种算法来自动识别出这些异常值。对于异常值我们有如下的定义:\n", + "\n", + "异常值所占整体数据的比例较少,产生异常值的概率非常低。 \n", + "异常值本身的特征与其他正常值有明显的差异。\n", + "\n", + "# 数据\n", + "\n", + "在本篇博客中我们的数据来自于国外某连锁零售企业的客流量与订单数量统计数据，为了让数据更加清晰，我们只保留了如下3个字段：\n", + "\n", + "* date：日期,\n", + "* num_people: 客流量,\n", + "* num_order: 订单数量量\n", + "\n", + "你可以在这里下载数据:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from numpy import percentile\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set_theme();\n", + "sns.set_style(\"darkgrid\",{\"font.sans-serif\":['simhei','Droid Sans Fallback']})\n", + "from sklearn.ensemble import IsolationForest\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "from pyod.models.abod import ABOD\n", + "from pyod.models.cblof import CBLOF\n", + "from pyod.models.feature_bagging import FeatureBagging\n", + "from pyod.models.hbos import HBOS\n", + "from pyod.models.iforest import IForest\n", + "from pyod.models.knn import KNN\n", + "from pyod.models.lof import LOF\n", + "from pyod.models.mcd import MCD\n", + "from pyod.models.ocsvm import OCSVM\n", + "from pyod.models.pca import PCA\n", + "from pyod.models.lscp import LSCP\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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895 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " date num_people num_order\n", + "0 2019-01-01 1046.0 295.0\n", + "1 2019-01-02 733.0 191.0\n", + "2 2019-01-03 695.0 222.0\n", + "3 2019-01-04 580.0 193.0\n", + "4 2019-01-05 844.0 285.0\n", + ".. ... ... ...\n", + "890 2020-10-31 NaN 346.0\n", + "891 2020-11-30 NaN 204.0\n", + "892 2020-12-31 NaN 288.0\n", + "893 2021-01-31 NaN 254.0\n", + "894 2021-02-28 NaN 285.0\n", + "\n", + "[895 rows x 3 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df=pd.read_csv(\"order_num.csv\")\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 过滤缺失值\n", + "\n", + "除异常值以外,真实的数据中往往还会存在数据缺失的情况(即有些数据的值为NaN),对于缺失值一般会有2种处理方式比如:1.直接删除缺失值;2.对缺失值进行填充.对缺失值进行填充时一般会用均值或者使用某些插值算法插入一些符合数据历史趋势的数值。在这里我们使用最简单的方式即直接删除缺失值的方式来处理数据缺失，这样做的目的是让问题简单化。" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "在 num_people 列中总共有 58 个空值.\n", + "在 num_order 列中总共有 35 个空值.\n", + "删除缺失值以后记录总数: 802\n" + ] + } + ], + "source": [ + "print(\"在 num_people 列中总共有 %d 个空值.\" % df['num_people'].isnull().sum())\n", + "print(\"在 num_order 列中总共有 %d 个空值.\" % df['num_order'].isnull().sum())\n", + "df=df[~df.num_people.isnull()==True]\n", + "df=df[~df.num_order.isnull()==True]\n", + "print(\"删除缺失值以后记录总数:\",len(df))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 查看客流量、客流量数据分布" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 802.000000\n", + "mean 1002.246883\n", + "std 698.302067\n", + "min 9.000000\n", + "25% 694.250000\n", + "50% 921.500000\n", + "75% 1190.500000\n", + "max 15087.000000\n", + "Name: num_people, dtype: float64\n", + "\n", + "count 802.000000\n", + "mean 248.438903\n", + "std 73.424284\n", + "min 3.000000\n", + "25% 193.000000\n", + "50% 241.000000\n", + "75% 296.750000\n", + "max 588.000000\n", + "Name: num_order, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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KFBUVoaamBu+++y6mTZvWyzUkcifwiTFaqJTeR5f0NkEQMO+aDIxKi8ZXR87i8wOlgQ6JiHyICXwIa16FNDysdQKfHBcOp0uEoYb7wRMRkf+Eh4fjnXfewZYtW7B9+3a8+eabUCgUuO2221BUVHRJ+TVr1qC2thavvvoqli5dioyMDADAU089haioKKxcuRILFixAdnY2YmJi8Jvf/AY///nPMXfuXKSnp+ORRx7p7SpSiHKIgMnq6PBWUWtGVZ0FA5KCa36tXCZg0c2ZSIzR4uMvfkLB6dpAh0REPsI58CHM1GiHSimDUtH6Ok1KnHtORek5E/rF6wIRGhER9REjR47E+++/3+rYp59+6rVsTEwM1q5de8lxrVbrdQ/5uXPnYu7cuT6Jk6glq82BgwWVcHUwnvVMpXtqR2pC8LWnwjVK/Pdto/Hc+/vx9j+OYfn9E6DXqgIdFhH1EHvgQ5jJ4rhk+DwAJMVqAQDl1VzIjoiIiMgbl9jx3PFz592L1gVbD3yz5Nhw/HzGUJw32vDeth86vCBBRMGPCXyIcokizBY7wr3sARoT4d6ypKbB2tthEREREYWMqvONkMsEJDd1jgSjSZnJmDw6CflFNdix73SgwyGiHmICH6IsVidc4qXz3wEgTC2HWilHbX3HW50QERER0aVEUUR1nQWxkRrIe3mrtq66+7phSI7V4tPcIhSW1gU6HCLqgeD+tKFuMzYvYOelB14QBMTo1eyBJyIiIuomY6MdNocLsZGaQIfSIbVKjoduzoRCLuDtf+TD3LRTERFJDxP4EHVhD/hLe+AFmQB9uAo19VYYLfZWq6k6ODWKiIiIqEM19e6OkBi9OsCRdE7/eB3unDYE1fVWbNz1U6DDIaJu4ir0IcrU6L6yqrtoETtBAKx2J1wuEVa7E3vyyz37lsoEAWOHJUCh5tuCiIiIqD21TSMZYyKkkcADwNTLU3CgoBJf55Vj3LAEZKXHBjokIuoi9sCHqAs98N6T8bCmJN3Y6PCspMqVSYmIiIg6p6bBCkEAonTS2ZpNEATcN2sENCo53v/3jzA3tReJSDqYwIcoU6MDggBo2uhNb54bzzlQRERERF1XW29BZLgq6Bewu1hspAZ3ThuC80Yb/u8LDqUnkhppfeJQp5ka7QjXKCETBK+Pa5t65k288kpERETUJTa7EyaLA9ESGj7f0tVZycgcHIPdRytwuLAq0OEQURcwgQ9RJosDWi8r0DcLb5obzx54IiIioq5pnv8erQ/+Fei9EQQB980cjjC1Ahu2H+dQeiIJYQIfglyiCJvdCY1K3maZ5iH07IEnIiIi6poaCS5gd7EYvQZ3XpuBOqMNH+8qDHQ4RNRJXG48BDVaHRABqJVtJ/BKhQwKucAeeCIiIqIuqm3aQi5Yh9ALMgEma8dtvDHD4rHnWAW+ySvHlSMSMWpQTC9ER0Q9wQQ+BJka3b3q7SXwgiAgXKNkAk9ERETURbUNFoSp5Z5dfYJJ85bB+YVVndphKHNwDIrK6/H+v4/j+f+aAI0q+OpERBdwCH0IMjYn8O0MoQcArUYBk8UOkdvHEREREXWKSxRx3mhDlC44e9+buUTRs1Vwe7fwMCXmTh6E6noLPs0tCnTYRNQBJvAhyNTo7lVvbw484E7gHU4RdoerN8IiIiIikjyj2Q6nSwza4fPdcfXlKcjoH4ldB0rxU+n5QIdDRO1gAh+Cmhema28IPXBhJXoTh9ETERERdcp5o3v+e2SQ98B3hUwQ8ItZwyGXy7D+s+Ow2Z2BDomI2sAEPgSZujCEHuBWckRERESdVWe0AQCidKoAR+JbybHhuPnqQTDUmLF1d3GgwyGiNnCVihBkbBpC33EPPLeSIyIiIuqKOpM7gY8MD60EHgBmTEjF98crsWPfGYwfnoC0JP0lZRwiYLW13/njqjF7OojUKgUUgl/CJeqTmMCHIM8Q+g564DVNK6daOrHNCBEREREBdUYrtGoFVB10lEiRXCbD/TeMwHPvf48/b/sRy+67AkpF63pabQ4cLKhsc4V7AYBOp4HRaIEgCBg7LAGKIFytn0iqOIQ+BJka7RAAqBTt/3rDmrYJabRxnhMRERFRR0RRRJ3JhsgQGz7fUmqCDnMnp6GsyoTNX3lflb6zK9x3Zhs7IuqaXkngN23ahOzsbMyZMwcFBQXtls3Ly8OsWbMwdepUbNu2zXP81KlTmDdvHrKzs7F+/XrP8ZqaGtx333246qqrsGrVKs/xuro6/PKXv8TkyZNx66234vjx476vWJAyNtqhVskhCO2PV2pepZ498EREREQdMzU64HCKQb+FXE/dcNVApKfosfO7Myg4XRvocIioBb8n8CdOnMCqVauwYcMGvPHGG1i2bFmbZW02GxYvXoxFixZhx44d+OCDD2AwGAAAS5YswbRp05Cbm4u9e/ciPz8fALBixQqkpqZi9+7daGxsRE5ODgDg7bffxvXXX4/du3fjnnvuwbPPPuvvqgYNs8XR4fx3AJDJBKiVcvbAExEREXXCeVPzCvSh2wMPuIfS/9fskVAqZXhv2w9c8JgoiPg9gc/JycHMmTORnp6OgQMHIj4+HiUlJV7L5uXlQaVS4aabboJGo8GNN96I3NxclJeXo7CwEAsXLoRcLsf8+fORk5MDu92OXbt24eGHH4ZMJsNdd92F7du3AwAKCwsxduxYAMBVV12FiooKf1c1aDT3wHeGRi1nDzwRERFRJzSvQB/qCTwAJMZoMf/aIaiut+L/Pj8R6HCIqInfE3iDwYCRI0d67qekpLSZwFdUVFxStri4GBUVFcjIyIBK5f6w7NevH4qLi1FbWwudToekpCTP8eZzZ2RkYOPGjTAajfjoo48wadKkbtdBEAJz685rixBhttihUckhAF5vaPH/MJUCjTZn68cCFHsw3aQcv5Rjl3r8Uo5d6vFLOfbOxk9EgefZAz48tIfQN/vZ5SkYPTgWu/MrcKCgMtDhEBF6YRV6p9OJiIgIz/2wsDA0NDR0qqxWq4XRaPR6DqPRCJfL5fU4ANxxxx2YP38+jh07htLSUrzzzjvdij86Orxbz/OV2NiIjgu1YDTb4BIBnVYFnU5zyeMyGaBUKqDTaSCKQES4ChU1ZmjCVFAqZNBq1YiL0QYk9mAj5filHDsg7filHDsg7filHDsg/fiJ+oI6ow0aldyzjlCoEwQBv7hhOJb9+Tu8/+/jGJwSCVUfqTtRsPJ7Aq/X61sl7FarFXK59z/8yMhI1NfXe+5bLBbIZLI2j+v1eq/HAeCZZ57BW2+9hXHjxqGiogJ33303/vWvf0Gt7toV09paE5xOV5ee4wuC4G7MVVc3oCsLeBpqzAAAmQAYjZZLHpfJALvdAaPRAlEEFDJ3t05VjQkRWiXMZiuqXD2bE9/d2IOFlOOXcuyAtOOXcuyAtOOXcuxA5+OXy2UBv6hM1Jc1r0Afo+8bve/NonRq/GLWcLy++Sje2/YDFt2SGeiQiPo0vw+hz8rKwsGDBz338/PzPUPeL5aZmYmjR4/C5XJ5yiYnJyMtLQ0Gg8HTu958XKvVIi4uDsXFxa2OA8Dhw4cxdOhQAPC8Xmlpabfq0JltMvxx685rN5ib9oBXyiECXm9o8f/mK8iNNseFxwIUezDdpBy/lGOXevxSjl3q8Us59s7GT0SBZbE5YXe4EBkeevPfBZkAk9XR5m3owGhMHp2MH0/V4ov93WtPE5Fv+D2BnzJlCvbt24ctW7bgww8/RFlZGbKysryWjYuLQ3p6OlavXo3c3Fxs3LgR06dPh1KpxLRp07Bs2TLs27cP69atw4wZMwAAc+fOxfLly7F//368/PLLnuOpqanYsGEDioqK8MEHH6C2ttaT3IeyhsamBL7Ti9i5B2FYrFyJnoiIfM+fW8k2E0URd999N/bt2+fz+Ima1ZncC9jpQyyBFwTAanfiYEEl9h83tHlLS9YhMlyFbd+WoLru0lGeRNQ7/J7Ah4eH45133sGWLVuwfft2vPnmm1AoFLjttttQVFR0Sfk1a9agtrYWr776KpYuXYqMjAwAwFNPPYWoqCisXLkSCxYsQHZ2NgBg4cKFGDNmDJ5//nlMnDgRt99+OwBg5cqVyMnJwc0334wNGzZg7dq10Gp9M7c7mJkaL/TAd0ZYix54IiIiX/L3VrLNNm7ciO+//96vdSGqD9EEvplLFNsdBSSXyTDl8mQIAL46chZ2R+9PMSWiXpgDDwAjR47E+++/3+rYp59+6rVsTEwM1q5de8lxrVbr9YtfLpfj0UcfxaOPPtrq+JgxY7B169ZuxyxVzUPoO7u4CnvgiYjIX1puJQvAs5VsWlraJWVbbiULwLOV7NVXX43CwkJ89NFHrbaSzcx0z8OtrKzEu+++67mwT+QvzQl8KA6h76zYSA1umDQQ//ymBN8fr8SkTO/TYonIf3olgafeY7J0bQg9e+CJiMhf2tpK1lsC720r2QMHDmDIkCGXbCXb8gL9c889h8WLF2Pv3r09ilWqW/W13IYw1AS6bhe/bL3JBpkA6DTKVo8JbZRv77ye5wgAOljjojvn91d5AcCUMf1w4MdKFJbWoX9cOAYmtd5Bw9vvLVTen4F+T/pTqNYtFOvFBD7EtFzErjM0anc59sATEZGv+XMrWQDYsWMH7HY7br755h4l8KGwun8ob0MYiLq5asyeLXebNTTaEalTQ68Pa1X24i16OyKTAQqluwkeHn7plr/eynf1/P4qL5MBapUS11+Vho93FmDPMQMGpkRCp710VEJ4uAaCAJ9uURws+PcmPaFULybwIcbUaIcgACpl55Y3kMtkUClk7IEnIiKf8+dWsg0NDfjjH/+Iv/zlLz2OM1BbxvqC1LdRbE8g62a2XNhyFwBcLhH1Jhv6x+su2ab34i16OyKTAQ67u91lMnX8nO6c31/lm8vC6cRVmUn48mAZduw9hevG94esqYtTENzJu8nk/jn5YoviYMG/N+mRYr062jbW74vYUe9qaLRDq1Z4PkQ7Q6NWsAeeiIh8zp9bye7fvx+VlZW49dZbMXnyZHz22WdYvHgx/vnPf3Yr1kBvJdiXt1EMxroBaLUFb73ZDlF0L2AnXvSYiEvLd+bmqVtny3b13H4q31w2NUGHoamRqKgx41hxzYUyLX9vIfD3FSzvSdat79SrI0zgQ4yp0Y7wMGWXnhOmkrMHnoiIfM6fW8lec8012L9/P3bv3o3du3fjhhtuwOuvv445c+b0ci2pL6g3h/YK9N11xfAERIarcOinKlTXc2s5ot7ABD7EmCx2aDVdmxmhUStgs7vgcnXikg8REVEn+XsrWaLeUudZgb5rnSShTiGXIfuyZADAt0cr2JYk6gWcAx9iGq1OJMd2MYHnSvREROQn/txKtqXVq1d3O0aijoT6HvA9EavXIHNQDI4W1eBYcQ2y0mMDHRJRSGMPfAhxOF2w2p0IU3ctgQ/jXvBEREREbao32aBSyjq9y09fk5Uei8hwFY6crPaMViAi/2ACH0Iare4e9K4m8OyBJyIiImpbvckGvVYFIZQ2k/YhuVyGiZmJcLlE7PvBALEzK3ERUbcwgQ8h5m4m8OyBJyIiIvLO7nDBYnNy+HwHEqO1SO+nR3m1GSfL6gIdDlHIYgIfQsyW5gS+a8O7PD3wVvbAExEREbXU0LQCfYSWC9h1ZOzQeKgUMnxz5CzsDlegwyEKSUzgQ0hzD7y2qz3wqqYeeBt74ImIiIhaajDbAQARWvbAdyRMrcCYoXEwNdrxQ0lNoMMhCklM4ENIY3MPfJe3kWMPPBEREZE39eyB75Kh/aMQFaFGfnEN25ZEfsAEPoR0dw68Qi6DUi5jDzwRERHRRRpM7h54PXvgO0UmE3BVZjIcThGHf6oKdDhEIYcJfAi5MAe+awk84O6F51VSIiIiotYazE1byKm4hVxnDUrRIyE6DD+V1qGi2hzocIhCChP4EGK2uq8QdyuBVynYA09ERER0kXqznfPfu0gQBFwxLB6iCPzjm+JAh0MUUpjAh5BGizsB7+oidoB75XqLzQmni/t2EhEREQHuLeQarQ7Of++G+KgwDEyKwNGiahScrg10OEQhgwl8COlpDzwAmBrtPo2JiIiISKqMjZz/3hNjh8ZBLhPwyZeFEEV2EhH5AhP4EGK2ONwL0im6/mtt3ju+eaVVIiIior6Oe8D3jD5chclZySgub8CRwupAh0MUEpjAhxCz1QGtunsLrDT3wDcwgSciIiICANSb3O0i9sB33/XjU6FUyLD1m2L2whP5QJcSeKeTi5wFM7PVgTBN964QN/fAN2+VQkRE1BLbANQXNZjd7aKIcPbAd1ekTo2pl6fglKEBhwu5rRxRT3Upgc/OzsaLL76IY8eO+Sse6gGzxdGtBewA9sATEVH72AagvqjBbIdSIYNayS3keuKGiQPZC0/kI11K4NevXw+tVovHHnsMs2fPxrvvvguDweCv2KiLzFYHtJruJfCeHngze+CJiOhSbANQX1RvtiFCq4QgCIEORdKidGr87PJ+OG0w4vBP7IUn6okuJfAjRozAY489hp07d2L16tX45ptvcO2112LhwoU4evSov2KkTnC6XLDanD3ugecidkRE5A3bANTXOJwumC0O7gHvI7MmDmAvPJEPdDnbKyoqwr/+9S9s27YNLpcLixYtwvDhw/HYY4/h888/90eM1AmN1qY94LvZA69UyKCQC+yBJyKiNrENQH1Jc5tIzxXofSJKp8Y1Y/ph5/dncPinKowZGh/okIgkqUvZ3s0334zy8nLMnDkTq1atwtixYwEADocDf/rTn/wSIHWO2eL+kuluDzzg7oXnHHgiIvKGbQDqay5sIcceeF+ZdeUAfHmoDFu/KcblQ+I4NYGoG7qU7T388MP42c9+BqWy9ZVIhUKBzZs3+zQw6pqe9sAD7nnwXIWeiIi8YRuA+hquQO97zSvSf76/FEeLqpGVHhfokIgkp0tz4K+77rpWX9wWiwWlpaU+D4q6zlc98MZGG1ycl0RERBdhG4D6Gu4B7x8zJwyAXCZg27enOBeeqBu6lMA//PDDre67XC7ceeedPg2IusdsdQAAwnrYA+8SAWMje+GJiKg1tgGor2kw26GQC9CouIWcL8XoNZg8OhmFZXUoOH0+0OEQSU6XEvgjR460uq/Van0aDHWf2eJO4LXq7g/z8qxEb+I8eCIiao1tAOprGsx2RGhVnKftB7MmDoAgAP/aUxLoUIgkp1PdtZ9//jm++OILGI1GLF261HO8tLQUEydO7PD5mzZtwquvvoro6Gi89NJLGDZsWJtl8/Ly8NRTT8FsNuOJJ57A7NmzAQCnTp3CkiVLUFFRgfvvvx/3338/AKCmpgaPP/44CgoKMHfu3FbxAcDOnTuxYcMGfPjhh52pqmQ198D3dA480JTAc2FQIiJCz9sARFJkd7hgarRjQKIu0KGEpMRoLa4ckYi9PxhQXF6PQcn6QIdEJBmd6oHv378/xo8fD6VSiQkTJnhu//Vf/4U1a9a0+9wTJ05g1apV2LBhA9544w0sW7aszbI2mw2LFy/GokWLsGPHDnzwwQcwGAwAgCVLlmDatGnIzc3F3r17kZ+fDwBYsWIFUlNTsXv3bjQ2NiInJ8dzvsbGRqxevfqSpD4UNffAh/VwDjzAHngiIrqgJ20AIqmqrrdABFeg96cbrhoIANj2bUlgAyGSmE5le8OHD8fw4cPxyiuv4JZbbunSC+Tk5GDmzJlIT08HAMTHx6OkpARpaWmXlM3Ly4NKpcJNN90EALjxxhuRm5uLq6++GoWFhfjoo48gl8sxf/585OTkYNiwYdi1axdycnIgk8lw11134d1338V1110HAHjrrbdw5ZVXIjMzs0sxXywQI6eaX7Ozr93Y1AMf3tQD39bThIv+bUnb3ANvtvWozl2NPdhIOX4pxw5IO34pxw5IO34pxw4Ef/w9aQMQSVXV+UYAXIHen/rH6zBmSBwO/VSF0koj+idwtANRZ3Spu3bjxo1dfgGDwYCRI0d67qekpLSZwFdUVFxS9sCBAxgyZAgyMjKgUrmvgvbr1w9bt25FbW0tdDodkpKSPMdLSkoAuIfc/+Uvf8H48eOxZMkS3HvvvcjKyupy/NHR4V1+ji/FxkZ0qpyz6d/UflGoN9qg02ngbWFPmQxQKhVeH3c0pfV2FxAX17nXbU9nYw9WUo5fyrED0o5fyrED0o5fyrEDwR9/d9oARFJ1rjmBZw+8X82elIZDP1Xhs72n8MDcUYEOh0gSupTA9+vXr8sv4HQ6ERFxoVESFhaGhoaGTpXVarUwGo1ez2E0GuFyubweB4D33nsPKSkpuP3221FaWor77rsPn332mSfZ76zaWhOcTleXnuMLguBuzFVXN3hNxC9WW2eBXCagoc4Ms9UJo9HSZgJvtzu8Pi463JcBDFVGVFV5/x35I/ZgI+X4pRw7IO34pRw7IO34pRw70Pn45XJZQC8qd6cNQCRV585bAHALOX8blKzHqLRo7PvRgJuuHoTEaC6OSdSRLq1C3x16vb5Vwm61WiGXe9+OIzIyEvX19Z77FosFMpmszeN6vd7rccC9Wu7jjz+OG264AQ888ADGjh2Lb7/9tlt1EMXA3Lry2maLvWkBO3cvutjOra3HFQoZFHIBdSZ7r8YejDcpxy/l2KUev5Rjl3r8Uo69s/FL1aZNm5CdnY05c+agoKCg3bJ5eXmYNWsWpk6dim3btnmOnzp1CvPmzUN2djbWr1/vOW6z2fDqq6/innvuwcqVK2EymfxWD+pbzp1vhFwmeBb4Jf+ZPSkNogj8e++pQIdCJAkd9sCvXLkSv/3tbwGgzcXgVq1a1ebzs7Ky8Pnnn2PBggUAgPz8fFx//fVey2ZmZmLFihVwuVyQyWTIz89HcnIy0tLSYDAYYDQaodPpPMe1Wi3i4uJQXFyMQYMGeY4DgE6nQ0pKiufcarUaOl3ozq0xW53Q9mABOwAQBAERWhUXsSMiIgA9bwM0L2T7ySefQKFQ4Mknn2xzKH7zQraPP/44ZsyYgXvvvRfjx49HYmKiZyHbBx54AA899BAmTJiAzMxMvPbaa6ivr8fy5cvx1ltv4a233sITTzzR84pTn1d1vhH6cCW3kOsFQ1OjkNE/EruPVmDu5EGI0WsCHRJRUOsw47v88ss9/58wYUKXX2DKlCl48cUXsWXLFphMJpSVlbU5Fz0uLg7p6elYvXo1Jk+ejI0bN2LDhg1QKpWYNm0ali1bhvnz52PdunV49tlnAQBz587F8uXLsXjxYrz88suYN28eAGD8+PHYunUrRo8ejZMnT2L//v2e54SiRqsd+vCeD/OK0KpQb2YCT0REPW8D+HMh28zMTOj1ejzyyCPQaDS44YYb8Le//a1b9SRqyeF0obreglQuquYTgkyAqWmx5bZMvyIV67bkY9ueU7jr+mFQ8LoJUZs6TOBvuOEGz/+7s/pseHg43nnnHaxZswZOpxNvvvkmFAoFbrvtNqxduxaDBw9uVX7NmjVYtWoVXn31VSxduhQZGRkAgKeeegovvfQSVq5ciQULFiA7OxsAsHDhQpjNZjz//POYMmUKbr/9dgDAokWL8Nxzz+Hqq68GADzzzDNISEjocvxSYbY6kBTT83lDeq0SZeeMEEWRV52JiPq4nrYB/LmQLQA88MADAICqqip88MEHmDt3bpdjbCbVr7xg38WgJwJVt+p69zpBeq2yzV19Wmpvh5+2ynueIwDoYIpMd87vr/KdKdvy9yYIgNXuxLHCKrjamQskiiJi9Gp8feQsrp+QimQftGn9gX9v0hOK9erZmOtOGjlyJN5///1Wxz799FOvZWNiYrB27dpLjmu1Wq97yMvlcjz66KN49NFHWx0PCwtrd1hfKHG5RDRanQjT9Hyrk4hwFZwuESaLA7owbp1CRETd58+FbJvV1tbijjvugFKpxDXXXNOtOAO944wvBPsuBj3R23UrOWcGAMTFhEOn63g4d3s7/LRVXqF0N8HDw/1zfn+V70rZ8HCNp7w2XN1h+fEjk7Bj7yl8c7QCD912WceBBxD/3qQnlOrVKwk8+VejzT0sqadz4AEgQutO2utNNibwRETUI/5cyLZZdHQ0vvjiC/zhD3/ACy+8gJdeeqnLcQZqxxlfkPouDO0JVN1+KqkGAKjlAoxGS4fl29vhp63yDru77WYydfyc7pzfX+U7U1YQ3Mm7yWSBIHT+3ImRakSGq7Br/xnceGUqtD7omPI1/r1JjxTr1dGuM11ahb6goABvv/02AGDFihWYO3cucnNzexYh9ZjZ0pTAa3yRwLuHKHIhOyIiaqk7bYCsrCwcPHjQcz8/P7/N7VwzMzNx9OhRuFwuT9mLF7JteVwURezYsQOAexHWmTNnorCwsNv1C/ROBH15F4Zgq5uhtnkPeGW7u/q0vKGT5S55juif8/uzfIdlW/7eunBuCAIyB8fAYnPi8wNlAX/vBdN7knXrW/XqSJcS+KVLlyIxMRGHDh3CkSNHcM899/SZYerBzJPA+7IHngvZERFRC91pA0yZMgX79u3Dli1b8OGHH3Z6Idvc3Fxs3LgR06dPb7WQ7b59+7Bu3TrMmDEDgiBg3bp12LJlCwDg3//+d5vnJuqKytpGKOSCTzpGqGsGp+gRHaHGFwdKYXc4Ax0OUVDqUgJvMBhw88034/vvv8f8+fMxb968VsPaKDDMTSt7hvkggdc39cDXsQeeiIha6E4boHkh2y1btmD79u2tFrItKiq6pPyaNWtQW1vrdSHbqKioSxay/f3vf4+//vWvmDRpEoqLi7mFHPlEZa0ZcZFhXMw3AGQyAT8b2w/1Jhv2HDMEOhyioNSljC86OhqbNm3C9u3bsWrVKhw8eBAxMTH+io06iUPoiYjI37rbBvDnQrZDhw7F5s2bO1cBok5wulyoqrNgZBrbt4EyKTMJ2/eexvZ9p5GdlQwZL6QQtdKlHvjf/va3+N///V9MmDABw4YNw9NPP40nn3zSX7FRJ5mtdgA+GkIffmEROyIiomZsA1BfUF1vhdMlIj46LNCh9FkalQI/G5OCihoz8gqrAx0OUdDpUsY3adIkz1wzwD3fjAKv0eqeI+SLHnitWgG5TGACT0RErbANQH1BZY17C7n4yI63dyP/mT4uFTu/O4Pt+07h8iFxgQ6HKKh0OeMrKCi4ZM7b+PHjfRYQdZ3Z4rseeEEQoA9XcRE7IiK6BNsAFOqaV6CPiwqDsZFtoUCJjlBj4qhE7D5agZNn65CeEhnokIiCRpcyvqeffhpffvkl0tPTPccEQcBf//pXnwdGnde8iJ2v9svUa1XsgSciolbYBqC+oLIpgY9nAh9wMycMwO6jFdix7zR+dcvoQIdDFDS6lMB/8cUX2L59O6KiovwUDnVHow+3kQMAfbgKZVUmiKLIFViJiAgA2wDUNxhqzVDIBURHqFFcHuho+rZ+8TpkpcfiwIlzqKw1IyFaG+iQiIJClxaxi4+Ph8Ph8Fcs1E1mqwNymQCVsku/zjZFhqvgcLo8c+uJiIjYBqC+wFDjThRlMnZgBIMZEwZAFIHP95cGOhSioNGljO/BBx/EQw89hK+++gqlpaU4e/Yszp4966/YqJPMFgfC1Aqf9Zbrw5u2kuM8eCIiasI2AIU6h9OFc+ctSOQK9EFj+IAo9IsPxzdHy9Fo5QVEIqCLQ+hfeeUVAMDy5cs9xwRBwBdffOHToKhrzFaHT1agbxbZlMDXGa1IiuFwJSIiYhuAQl9VnQUuUWTbJ4gIgoBp4/rjr9sL8G1+BaaN6x/okIgCrktZ365du/wVB/WA2eJAhNY3C9gBQFSEGgBQa7T67JxERCRtbANQqKto2kIukQl8ULlqZBI2fXkSuw6W4tqx/bg+E/V5XZ40vW3bNrzyyiswm814++23Ybfb/REXdYGve+Cjde4E/nwDh9ATEdEFbANQKDM0JfDsgQ8sQSbAZHV4bg5RxMTMJJRXm3Hwp6pWj7kfD3TERL2rS1nfCy+8gEOHDqG0tBSPPPIIvvvuO5SVleG5557zV3zUAZcowmJ1z4H3lagI9xD62gb2wBMRkRvbABTqDOyBDzhBAKx2J/ILq+ASL2TmUTr3SNNtu4tbbe8nEwSMHZYAhQ/bwUTBrks98Nu3b8eGDRugVCqhUqnwpz/9Cf/5z3/8FBp1hsXqhAjfbSEHAFE6DqEnIqLW2AagUFdRY0aYWg69D6clUve4RBGiCM9NF6ZCcqwWpyuNMFscnuMtk3yivqJLCbxarW5132QyQaHgFa9AMlvdwxd9OYReIZdBr1XiPHvgiYioCdsAFOoqasxIjNZyjnWQGpoaBVEECkvrAh0KUUB1KYG/4447sGjRIlgsFqxfvx733Xcf7rjjDn/FRp1gtri31PBlDzzgXsiOQ+iJiKgZ2wAUyiw2B84bbZz/HsRSE3TQqOT4qbQOInveqQ/rUta3YMECJCUlIScnB0eOHMEvfvEL3HzzzX4KjTqjeU9Mrca3w72idGqUnTPBJYqQ8Uo0EVGfxzYAhTJDTSMAzn8PZjKZgIz+kcgvqkF5tRkpceGBDokoIDqVwK9btw6ffPIJysvLPVe8UlNTMWHCBL8GRx3zVw98dIQaTpcIo9kOfdO+8ERE1PewDUB9gaGWK9BLwZCmBL6wrI4JPPVZHWZ9f/rTn7Bx40b86le/wujRo6HT6WAymZCfn4+33noLgiDgrrvu6o1YyQtzUw98mA/nwAMttpIzWpnAExH1UWwDUF9RwS3kJCFCq0JCdBjOGIyw2Z1Qq+SBDomo13WY9W3evBmvv/46Ro8e3er48OHDMWLECCxZsoRf3gHkzznwgHsruQGJET49NxERSQPbANRXNG8hlxAdFuBIqCPp/SJRWduIkooGDBsQFehwiHpdh4vYNTQ0XPLF3WzUqFGora31eVDUeWbPHHjfD6EHuJUcEVFfxjYA9RUVNY2I1KkQxv3Eg15aUgQUcgEny7gaPfVNHX5KGY1GLFiwoM3HzWazTwOirvHbHPjmIfRciZ6IqM9iG4D6AlEUUVFjxoAEXaBDoU5QKmQYkBiBorP1qDPZAh0OUa/rMOt7/vnn23183rx5PguGus4f+8ADrYfQExFR38Q2APUFDWY7Gq0OrkAvIYNT9Cg6W4+Ss/XAuEBHQ9S7Osz6brnllt6Ig7rJbHFAJghQK327iEe4RgGlQsYh9EREfRjbANQXcAE76UmK0UKjkqO4vIF7wlOf0+EceApODhEwWR1oMNuh1Shgtjlhsjpgsjrg8sH5BUFAtE7NIfREREQU0poXsEuM4QJ2UiGTCRiYFIE6kw1nq0yBDoeoVzGBlyirzYGDBZWoqmuETCZg/3ED9h834NCJSjicvkjh3cPoOYSeiIiIQlkF94CXpLQk9y5JBwrOBTgSot7VKwn8pk2bkJ2djTlz5qCgoKDdsnl5eZg1axamTp2Kbdu2eY6fOnUK8+bNQ3Z2NtavX+85XlNTg/vuuw9XXXUVVq1a5fWcTzzxBDZv3uybygQRlyjCandCrZRBFAFRdB/rCUEmeHryI7RKmCwO1JqsMFkdcHCEEhEREYUYQ00jBAGIj2IPvJQkRIdBq1bgYME5DqOnPsXvCfyJEyewatUqbNiwAW+88QaWLVvWZlmbzYbFixdj0aJF2LFjBz744AMYDAYAwJIlSzBt2jTk5uZi7969yM/PBwCsWLECqamp2L17NxobG5GTk9PqnN988w3+8Y9/+K+CASSKIqw2p8/mvwsCYLU7cbCgEvuPG2CxuVe4/+bIWRwsqIS16T4RERFRqDDUmBEfGQaFnANTpUQQBKQlR6C63oKSioZAh0PUa/z+SZWTk4OZM2ciPT0dAwcORHx8PEpKSryWzcvLg0qlwk033QSNRoMbb7wRubm5KC8vR2FhIRYuXAi5XI758+cjJycHdrsdu3btwsMPPwyZTIa77roL27dv95zPbDbj+eefx4wZM/xdzYBwOEW4RPh8ATuXKEIUgXCNEgBgbLT3uGefiIiIKNi4XCIMtY1cgV6i0pLdw+j3/WAIcCREvcfvCbzBYMDIkSM991NSUtpM4CsqKi4pW1xcjIqKCmRkZEClUgEA+vXrh+LiYtTW1kKn0yEpKclzvOW5X331VcydOxdDhgzpUR0EITC39l4bAGx2JwBArZJDADw3tPi/t1t7j7d8TBfmTuBNjY4Lj/kgdincpBy/lGOXevxSjl3q8Us59s7GL1X+nEZXXl6OO++8E6NGjcItt9yCoqIiv9WDQlNNvQUOp4vz3yUqLlKDWL0G3x+vZGcT9Rm+3TzcC6fTiYiICM/9sLAwNDR4H+ZycVmtVguj0ej1HEajES6Xy+txwN0I2L9/PzZu3Ih169Z1O/7o6PBuP9cXYmMjvB531ZghU7h73iPC1dDpNAAAmQxQKhXQ6TTw9jnW3uMXP5bgdBewOUXodBpotWrEdeELrq3YpULK8Us5dkDa8Us5dkDa8Us5dkD68XvTPI3uk08+gUKhwJNPPomNGzd6Lds8je7xxx/HjBkzcO+992L8+PFITEz0TKN74IEH8NBDD2HChAnIzMzEsmXLcM011+C9997DH//4R6xduxZ/+tOfermWJGUXtpDj/HcpEgQBY4fFI+f7MygsrcPQ1KhAh0Tkd35P4PV6fauE3Wq1Qi73PuQ7MjIS9fX1nvsWiwUymazN43q93utxh8OB5cuX44UXXoBSqexR/LW1Jjh9tKp7VwiCuzFXXd3gNRE3Wxw4X9foLiuKMBotANxJuN3ugNFoaTOBb+vxix+TNRWoqWuE0WiB2WxFlcvZ49iDnZTjl3LsgLTjl3LsgLTjl3LsQOfjl8tlAb+o3FUtp9EB8EyjS0tLu6Rsy2l0ADzT6K6++moUFhbio48+ajWNbtSoUZg9e7an/LRp07B69epeqxuFhgrPFnLsgZeqcU0J/L4fDUzgqU/wewKflZWFzz//HAsWLAAA5Ofn4/rrr/daNjMzEytWrIDL5YJMJkN+fj6Sk5ORlpYGg8EAo9EInU7nOa7VahEXF4fi4mIMGjTIc/zkyZM4deoUfvnLXwJwz4WXyWSoqqrCAw880OU6BLJB2Ly6vDcW24Uh9M1FWv7r7WntPX7xYwqFDGqlHMZG+4XHuvCzaC92KZBy/FKOHZB2/FKOHZB2/FKOHZB+/N60NY3OWwLvbRrdgQMHMGTIkEum0W3duhWCIHiSdwDYs2cPLrvssm7HKtVpCi2nYISa3qibpwc+VnvJ63T2ZYWL/u1Mec9zBHhvsPXw/P4q35myraYF+TGW5nIpceFIjtXiwPFKLLhuCOQy/80Q5t+b9IRivfyewE+ZMgUvvvgitmzZApPJhLKyMmRlZXktGxcXh/T0dKxevRqTJ0/Gxo0bsWHDBiiVSkybNg3Lli3D/PnzsW7dOjz77LMAgLlz52L58uVYvHgxXn75ZcybNw/Dhg3DgQMHPOd9/fXX0a9fP9x6663+rm6vsjbPgffxInYt6cIUMDba/XZ+IiIKXf6cRtfS2bNn8fHHH+OTTz7pVpxSG9ngTShOwWjmz7qdq7MiTK3A0EFxEFq08F015janI16so+mL3sorlO4meHi4xi/n91f5rpQND9f4PXZBcL/Oz8al4v92FqCy3o7RGXEdP7GH+PcmPaFUL78n8OHh4XjnnXewZs0aOJ1OvPnmm1AoFLjtttuwdu1aDB48uFX5NWvWYNWqVXj11VexdOlSZGRkAACeeuopvPTSS1i5ciUWLFiA7OxsAMDChQs9q81PmTIFt99+u7+rFDSsTT3wKqX/rjSGhylRU2+F0xVi3UJEROR3/pxG18zlcuF//ud/cP/992PgwIHdijNQ0+V8QepTSNrTG3U7VV6H5FgtqqtbXxQyW9qejnixjqYveivvsLu35jWZOn5Od87vr/KdKducVJtMFgiCf2MXBMBstmJEaiQAYNd3p5Acpe74id3EvzfpkWK9Opoy5/cEHgBGjhyJ999/v9WxTz/91GvZmJgYrF279pLjWq3W6x7ycrkcjz76KB599NE2X3/x4sVdilcqrHZ3Y0Ot8mcPvBIiABN74YmIqIv8OY2u2WuvvQaZTOaZNtddUmnYtSUUp2A081fdGsw21JvtyMqI83r+tqYjeivX1fItpyZ29JzunN9f5TtVtukBUYRnLLy/YgcAQSYgKkKNuEgN9hdUYs7VgyBrZ7y0WqWAoofDqfn3Jj2hVK9eSeDJP3pnCH3zVnJM4ImIqGv8PY3us88+w9///nds3ry5Va88UWecrTIBAFJipT+Foq8SBHd7OL+wCokxYThWXIsd+04hPsr7rgIyQcDYYQlQqJkCkXTx207CrHYn5DIBCrn/fo3NCTznwRMRUVc1T6PbsmULtm/f3moanbc929esWYPa2lqv0+iioqIumUb3zjvvoK6uDnPnzsXkyZMxffr0Xq0fSdvZavcCdilxTOClziWKGJDonuN8qsLo6W29+Ma94ikU8PKThFltTr8Onwfcc+ABwNjo8OvrEBFRaPLnNLotW7b4IkTqo86ec/fA92MCHxLiIjUIUytw2tCAsUNbL0pIFErYAy9hVrvTr8PnAfbAExERUWg6W22CWiVHjN5/i55R7xEEAQMSdWgw23HeaAt0OER+wwRewqw2/yfwyhZ7wRMRERGFirNVJqTEhrOnNoQMSNQBAE4bvG9XSRQKmMBLlNMlwuZwQe3HLeSa6cKUTOCJiIgoZBgb7agz2ZASpw10KORDidFaqJQynDYYOy5MJFFM4CWq0eqek+7vOfAAoAtTwGxxwCHRPXKJiIiIWmpegb5fnC7AkZAvyWQCUhN0qG2wosHMYfQUmpjAS1Tztm7+HkIPADqtCgBQXWfx+2sRERER+ZtnCzn2wIec5tXo2QtPoYoJvESZLL2XwOvD3QvZVdY2+v21iIiIiPztzDl3csce+NCTEquFQi5wHjyFLCbwEmVq2tZN1RsJfFMPfOV5JvBEREQkfWcqjQjXKLgCfQiSy2XoF6/DufMWmC3cBplCDxN4ifL0wPfCHHh9eFMCX2P2+2sRERER+ZNLFFFaaURqgo4r0Ieo5tXoz1SyF55CDxN4iTI1XVHsjSH0GpUcSoWMPfBEREQkeVV1FlhsTvRP4PD5UNU/XgeZIHAePIUkJvAS1ZuL2AmCAH24inPgiYiISPLONCV1qUzgQ5ZSIUNKnBYVNWZYbc5Ah0PkU0zgJap5To9a1Tu/wshwFepNNs/2dURERERS1DysekBCRIAjIX8akBgBUQRKz7EXnkILE3iJqjfbIAi9s4gdcGElekMt58ETERGRdJ2pNEImCNxCLsT1TwiHIACnOIyeQgwTeImqM1oRplZA1kuLrzQvZFfBheyIiIhIws5UGpEcq4VS0TudIBQYGpUCidFanK0ywe5wBTocIp9hAi9R5402aNWKXnu9yKYE3lDDefBEREQkTWaLA1V1Fs5/7yMGJOrgcokoqzIFOhQin2ECL0FOlwsNZhu0mt5L4CO07IEnIiIiaWueD80Evm9o3k7udAW3k6PQwQReguqMNogiejWBVypkiNKpmMATERGRZJ0yuBM5JvB9g1ajRFykBqXnjHA6OYyeQgMTeAmqbbACAMJ7MYEHgIRoLQw1Zoii2KuvS0REROQLJeX1AIC0ZH2AI6HeMiBRB4dTRHk1O6EoNDCBl6DmBF6rVvbq6ybGaGGxOT2vT0RERCQlReUNSIgKgy6sd9tQFDgDEt3bBZ7mavQUIpjAS1CtsSmB7+Ue+ObtVs5U8gOQiIiIpMVsscNQY8agFPa+9yX6cBWiI9Q4XdkAp4ujSEn6mMBL0PmGQCXw4QAuLABDREREJBXFTQuZDUqKCHAk1NvSkiJgs7tQztXoKQQwgZegQPXAJ8e6E/iyc/zwIyIiImlpnv/OHvi+Jy3ZfdGmuOk9QCRlTOAl6HyDFWFqBRTy3v31hakViIvU4Ax74ImIiEhiissbIBMEz5xo6jsitCrERWpw2mCEze4MdDhEPcIEXoJqG6yI0qkC8tr943WoqDbDwa04iIiISEKKy+vRLz4caqU80KFQAAxK1sPhFJFfVBPoUIh6hAm8xIiiiFqjFZE6dUBev39COJwuERXcioOIiIgkorbBitoGKwYls/e9r0pLjoAAYH9BZaBDIeoRJvAS02h1wGZ3BbQHHgCH0RMREZFkFHP/9z4vTK1AcpwWx4prUG+yBTocom5jAi8xzXuwB6wHvimB50r0REREJBUnzpwHAAzpHxXQOCiwMvpHwuUSsedYRaBDIeq2XkngN23ahOzsbMyZMwcFBQXtls3Ly8OsWbMwdepUbNu2zXP81KlTmDdvHrKzs7F+/XrP8ZqaGtx333246qqrsGrVKs/xhoYG/PKXv0RmZiZmzJiBgwcP+r5iAdC8An1UeGB64BNjwqCQy7gSPREREUlGwZnz0IUpEalTwWR1dHjjSj+haUCCDmFqBb7JK4cock94kia/J/AnTpzAqlWrsGHDBrzxxhtYtmxZm2VtNhsWL16MRYsWYceOHfjggw9gMBgAAEuWLMG0adOQm5uLvXv3Ij8/HwCwYsUKpKamYvfu3WhsbEROTg4A4OWXX0Zqaiq+/fZbzJ8/H8uXL/d3VXtFoHvg5TIZUmK1OFPJHngiIiIKfo1WB04bGhCrV+NAQSX2Hze0ezt0opKL9YYouVyGK4YnoKzKhJKKhkCHQ9Qtfk/gc3JyMHPmTKSnp2PgwIGIj49HSUmJ17J5eXlQqVS46aaboNFocOONNyI3Nxfl5eUoLCzEwoULIZfLMX/+fOTk5MBut2PXrl14+OGHIZPJcNddd2H79u0AgPHjx2Pp0qXQ6/W47rrrUF5e7u+q9orzTQl8oObAA8CApAjUNlhR1zQagIiIqC3+HIUHAI2NjZgzZw5KS0v9Ej9JX2FZHUQRSIjRQhTR4c3FntmQNnFUIgDg6yNnAxwJUff4PYE3GAwYOXKk535KSkqbCXxFRcUlZYuLi1FRUYGMjAyoVO6ktV+/figuLkZtbS10Oh2SkpI8x5vPfeONN0KpVAIA9uzZg8suu6zbdRCEwNy8vfa5OgsAIFqvgQB4vaGN4515vMPHBCA9xb0ATFF5fZdil9JNyvFLOXapxy/l2KUev5Rj72z8UuTvUXhGoxGPPPIIiouLe6U+JE3N898To8MCGwgFhdQEHQYmRmDPMQPMFnugwyHqMoW/X8DpdCIi4sKWHWFhYWho8D5k5eKyWq0WRqPR6zmMRiNcLpfX4y0ZjUa89dZbWLt2bbfij44O79bzfCU2tvV2JxW1jYiOUCMhVoeyajMuvkgskwFKpQI6neaSxzp6vL3HBAHQatWIi9Fi3KhkbNhegIrzFsTFtb0dy8WxS42U45dy7IC045dy7IC045dy7ID04/em5Sg8AJ5ReGlpaZeUbTkKD4BnFN7VV1+NwsJCfPTRR61G4WVmZuKf//wn5s6dywSe2lVw5jw0Kjmi9YGZfkjBRRAETL+iP/78rx/xTV45rp8wINAhEXWJ3xN4vV7fKmG3Wq2Qy+Vey0ZGRqK+vt5z32KxQCaTtXlcr9d7Pd7SCy+8gClTpmD8+PHdir+21gRnAOZBCYK7MVdd3eBJpl0uEafL6zGkfyTMZiuMRovXJNxud3h9rKPH23tMEACz2YoqlxNaBaBSynDsZBWqqi69GOMtdimRcvxSjh2QdvxSjh2QdvxSjh3ofPxyuSzgF5W7qq1ReN4SeG+j8A4cOIAhQ4ZcMgpv69atAIA777wTgiDgj3/8Y49jleooh5YjOEKNL+pmtTtRfLYewwZGQy4InfqMEC761x/lPc8RAHQQU2/E09nynSnbalSRH2PpSfkrRybgky8L8cXBUlw3PhUyWefOwL836QnFevk9gc/KysLnn3+OBQsWAADy8/Nx/fXXey2bmZmJFStWwOVyQSaTIT8/H8nJyUhLS4PBYIDRaIROp/Mc12q1iIuLQ3FxMQYNGuQ53uxvf/sb8vPz8be//a1HdQhkg7B5PhYAVNY2wuZwoV/TVm4iLv3MF1v86y3s9h7v6LnN8cgEGdISI1BcXg+nS4Ssjb+IlrFLkZTjl3LsgLTjl3LsgLTjl3LsgPTj98afo/AAd0+aL0jtwog3oTiCo1lP6nbkxDk4XSJGpMW0OTrxYh2NZvRFeYXS3QQPD9cERTydLd+VsuHhmqCKHbgwojQhRotZkwbhk89PoOScGRNGJXX85Bb49yY9oVQvvyfwU6ZMwYsvvogtW7bAZDKhrKwMWVlZXsvGxcUhPT0dq1evxuTJk7Fx40Zs2LABSqUS06ZNw7JlyzB//nysW7cOzz77LABg7ty5WL58ORYvXoyXX34Z8+bNAwAcOHAAL730Ej766COEhYXGnKfmld+b92LvbYJMgMnqAACkJkbgRGkdisrrkRwbDrVKAUUIXdkiIqKe8+coPF8K1Gg7X5D6CJT2+KJuXx86A8C9fk9ljanTSWF7oxl9Ud5hd7enTKaOn9Mb8XS2fGfKCoI7eTeZLBCE4Im9ObbmEaUTh8fj010/4eOdxzEoQdupC4L8e5MeKdaroxF3fl/ELjw8HO+88w62bNmC7du3480334RCocBtt92GoqKiS8qvWbMGtbW1ePXVV7F06VJkZGQAAJ566ilERUVh5cqVWLBgAbKzswEACxcuxJgxY/D8889j4sSJuP322wEA69evh9lsxj333IPJkydj8uTJOH/+vL+r61el59wJfGpC7yfwguAehnawafuV5u1V/nOoDAcLKmG1OXo9JiIiCm5ZWVk4ePCg535+fr5n4dmLZWZm4ujRo3C5XJ6yF4/Ca3nc1zqzOnmw3qQevz/rlneyGpE6FfrHh3tGGHbmhi6U7U55z3PE4IinK+U7LNvy9xZksbf8uUfp1Jg8Ohk/ldbhh5Ja/r2FcN2kVq+O+L0HHgBGjhyJ999/v9WxTz/91GvZmJgYrwvOabVar6vXyuVyPProo3j00UdbHX/zzTe7HW+wKjtngiAAybFa2F2d+O36gUsUIYpAbKR7yFfV+UYM6R8ZkFiIiCi4+XsUHlF7qs43orzajOysZJ9Nt6DQMvuqgdh9tBxbvynGiIHRfJ+QJPi9B558p/ScEYnRWqiU3ocf9qZwjQJhajnOnbcEOhQiIgpS/h6FR9Seo0XVAICswbEBjoSCVVxUmKcX/sdTtYEOh6hTeqUHnnrOaneisrYR44bFBzoUAO6FgxKitThV0QCLlcPniYjIO3+Owmu2a9euHsVIoSnvZDXkMgEj02I6Wuid+rDZVw3Et/nl2LirEMvuuwJyH6+xQeRrfIdKxNkqE0QA/QMw/70tKXHuxRXOVpsDHAkRERHRBXaHEz+eqkVGv0hoNeyvorbFRYVhxoQBOFNpxH8OnQ10OEQdYgIvEaUBXoHem35xWgDuuflEREREwSK/uAY2hwtZGRw+Tx2bfVUaYvRqbP6qCPUmW6DDIWoXE3iJ+Km0DgAwMDF49jDUapSI0qlwtsoEV2eWTCQiIiLqBft+MAAAxg9PCHAkJAVqlRx3XjsEjVYHNmw/DpHtWgpiTOCDWIPZBqPFgQaLHUdOViE5VguNRgGT1YFg2a02JS4cFpsTZ9kLT0REREHAYnPg8E9VyOgfibjIsECHQxIxblg8JoxIwKGfqrDrYFmgwyFqExP4INZoceBQQSV27D2FBrMdsZEa7D9uwKETlZ592AOteR48V+4kIiKiYHD4pyrYHC5cOSIx0KGQhAiCgHtmDEd8lAYbd/2E4vL6QIdE5BUT+CDnEkWc8cx/D4coIqiGqydGh0EuE3CsuDrQoRARERFh3w8GyASBw+epy7QaBRbdlAlBEPCHT46gvJojTCn4MIGXgNJzJqiVcsRFBd8wMLlchtREHU6W1cNQw9XoiYiIKHDqzTbkF9dgZFo09OGqQIdDEjQoWY+HbsqE2eLAyxsPo7KW7VsKLkzgg5yx0Y7aBiv6xYdDJgiBDseroalRAIDcw9x6g4iIiAIn9/BZOF0isrOSAx0KSdjlQ+Jw/43DUVtvxQt/PYATZ84HOiQiDybwQe60oWn4fBDt/36xpJgwJESH4Zuj5bA7nIEOh4iIiPogh9OFLw+WIjpCjbFD4wMdDkncpMxkLL4tC3anC2v/7xD++W1J0KxBRX0bE/ggJooifiqtg1IhQ//48ECH0yZBEDBpdDKMjXYcKDgX6HCIiIioDzp44hzOG224Zkw/KORs4lLPXT4kDr+9exwSosPw96+K8Nz7+7H/RwO3maOA4qdbECspr0dtgxWDkvVB/0V05chEKOQybN93Gk4Xr04SERFR7/p8fykUchmmXp4S6FAohKQm6LD8FxMwe1IayqtNWPHeXjz3/n58nXcWVhtHnlLvC+6ssI/7+rB7D8oh/SMDHEnHdGFKzJiQitOVRny+vzTQ4RAREVEfcqykBoVldbhqVCIitFy8jnxLqZDh1imD8ftFV+HGyYNwtsqEv3x2HI++/g3e+vtR7DlWAZPFHugwqY9QBDoA8s5ic2DvsQrE6NWIjdQEOpxOmTMpDd//WInNXxVh+sRBkAc6ICIiIgp5LlHEpv+chEIuYM7ktECHQ0FOkAkwWR2dLq9WKaBoWkc6Rq/BoluzcMOE/vg234B9PxpwoOAc9hecg1wmYGhqFLIy4jB8YBTiIju3e1TL8xN1BhP4IPXdj5Ww2pwYkxEb6FA6TaWU4+czh+Hljw9j7f/ux2PzsqBSMo0nIiIi//n+x0qcqmjA9eNTO500Ud8kCIDV7kR+YRVcnZjHLhMEjB2WAIW6dcqk1SgxbVx/TBvXH3UmG44UVuHQiXM4VlKLH0/VAgCiI1Ton6BDaoIOcZEaCF52k2rr/ETt4bslSH15sAxqpRyDU/SBDqVLRqXF4IaJA/DZ3tN4ffNR/PdtWVAqOFODiIiIfM9qc+LT3JMIU8sxe1JaoMMhiXCJIjqzDp0L4iU99q4aM8yWC/cVChnGDU/AuOEJsNqd+PFULXIPlqL0nAlHT9bg6Mka6MKUGNI/Eun9IqHVKFqdn6irmMAHoeLyepRUNGDK5f2gUsrhktjf9ryfpcMJATv2nsK6rflYdFMmk3giIiLyub/9pxBVdRbceW0GdGHKQIdDIebiHnsBgE6ngdFo8Zp6y2UCRqXHweFwwukSUXXegtOGBhSdrcehn6pwuLAK/eN1GJEWjcToMK+98kQdYQIfhL485F687mfj+uP02fOBDaaTLr46Oe+aIag534jvj1fi9c1H8cgtmRxOT0RERD6TX1yNXQfLMCw1CtPHpwY6HAphLXvsRbHp1ka5ZjJBQEJ0GBKiwzB2aDzOVBrxU2kdzlQacabSiIToMGSlx2LcMIn11FHAMYEPMiaLHd/9YMDgFD0GJuklkcC3dXVyRFoUzhutyC+qxmuf5mHxbVlQM4knIiKiHqqqa8Sft/0ItUqOhTeOgIw9mRTEZDIBA5MiMDApAvUmG/KLa1BUVofP95fixJnzuOXqwchKj2WPPHUKE/gg8+3RCtgcLlwzpl+gQ+myi69OChBwVWYiEmO0+CavHH/45Ah+PS8LYVyog4iIyOccImC1dW91bSkxNtrxh0+OoN5kw0M3ZyIuigvXkXTow1WYlJmEy9JjcaykBidL6/HHTXlIT9HjlimDMTItJtAhUpBjJhVERFHEfw6XIVyjwIQRCYEOxycEQcAd12ZAo5Lj8/2leP3TPDx6+2UcTk9ERORjVpsDBwsqe7S6drCrN9vw2qY8lFebcee0IbhieGi0l6jvCQ9T4sqRibj7+mH44kApvjp8Fi99fBjDB0Th1inpyOgfGegQKUhxZbEgcvz0eZRXmzF5dHJIJbgyuQxzswdh6uUpOH76PF7ffBR1ZhtMVgccnPZDRETkM82j4Tq6dSbJDzYVNWas/OsBFJ2tx+xJA3E9571TCIjUqfHz64dh1QMTkZ2VjIIz57Hyfw/glU8Oo+B0LUQJ/q2Sf0nrsmuI+0/z4nUSHD7flpbz4wcm6ZDeT49jxTX44ydHMHVMCq4Ynii5q/9ERETUe1yiiC/2l2JT7knYHS78fMYwSU41JGpPXFQY7r9hBG6YOBBbvynGdz8YkF9Ug4GJEZgxIRVXDE+AQs6+V2ICHzTOG604eOIcRgyMRlKMNtDh+Jz7Sr+Aq0YlweFwoaSiAYqjFRg7jEPfiIiIQlFX5uR7m48viiK++6ECH/zrB5RUNCAuUoNf3DACIwZGd3m+v6srgRMFUFKMFg/OHYWbswchZ/8ZfHO0HO/88wds/LIQ44cnYMKIRKSn6LngXR/GBD5IbPu2BE6XiOlX9A90KH4lkwnIviwF9oNlKCytw/ufHceDc0aG1JQBIiIi6vyc/Ivn4xtqzdh/vBK7j1agosYMhVyG68en4uarB0GjUnTp3MCFvbmJpCQxRou7rx+Gm68ejNzDZfjqyFl8vr8Un+8vRaxejTFD4zF8QDSG9I9EhFYV6HCpFzGBDwLnzjci9/BZDE7R4/KM0P+CkcsE/GxMCnbnlePQiXNY/eFBPDB3VEiOPCAiIuotVrsTdUYbGq0OOJzuxFYuF6BWyqELU0Kp6P3hty13qPHGZneizmTD7rxylJ4z4sSZ86isbQQA6MKUuHlqOqaMTkKUTt3lc7csRyRVujAlbrwqDTdMHIiSigZ8/2Mlvj9u8CTzAJASF47BKXr0j9ehf3w4+sXrEBnOpD5UMYEPAlu+LobTJeK2qel9ZjiMQi7D1DEpMNRasGPfaSz783e4YeIAXD9+ALQavi2JiIja43S5UHS2HgWnz6O0yoyTpbWorre2+5xwjQKROjWidCrERmowKDkS2vhwv7c9XKIIU6Md9SYb6kw21Jua/29Fo9XZqmxcpAZTL09BVnosstJjkZQYiaqqhk4l6kRSJMgEmKydmw6SEKPFzT/LwA2TBsJQ04jCsvM4WVaPwtLz+CavvFVZXZgS/RN0SInVIjFGi6QYLRKjwxAbqYFcxrn0UsZMKcB+KKnB3mMVGDUoBiMGRgc6nF4lCALmZA/CiIHR2PjFT/jH7hLs/P4MrspMws/G9ENynE6S+9MSERH5Q029BfnFNcgvqsaxklo0NjX65TIBKXHhGJish93uhFolh0IugwDA4RRhtTvRYLbhvNGGihozzlaZAABfHylHZLgKg1P0yOgXicEpeqQl66Hu5rS2BrP7/M23snMmnDI0oMFkv6QXXCEXEBmuRnJsOKJ0KlwxPBHDB0S16mnvI30a1Ie1XOy5K9NBmstrVHKMGhSNUYOiYbE6UGu04nyDDbUNVpw3WlF0tg7HT9Veco6E6DAkRmuRGBPmTu6jtUiK1SI2VuevqpIP9UoCv2nTJrz66quIjo7GSy+9hGHDhrVZNi8vD0899RTMZjOeeOIJzJ49GwBw6tQpLFmyBBUVFbj//vtx//33AwBqamrw+OOPo6CgAHPnzsXSpUsBABaLBU899RT27duHyZMnY/Xq1VAqlf6vbBcYas3405Z8aNQK3DV9SKDD6XXNH1p1RiumXdEfRWfr8UNxDb48WIb/HCrD5UPiMW1sPwwfGA0Zv8WJiCQpEG2AUGG1O1FYVodjRTU4WlyNsnPuxFsAkJasx+jBMRg1KAbjMlPQUGeG0eLA/uOGdnurXaKIBpMd1fWNAAScNjTgSGE1Dv1UBcA9H71/fDjio8MQq9cgVq9BdIQaKqUMgACLzQGLzQmL1YE6kw3nzjfi3HkLzp1vhPmiXkRBcPcCJsdpodeqoA9XITLc/W+YWu7p+RcEIGtIHESXeElPpKvGDLPl0t5JLkpHoaSr00G8lVerFEiKUSApJhyA++/qihGJON9gRWVtIyprzaisbcS52kZUnm9EXlE1XIXiReeQIzE6DAnRWiREhSE+SoP4qDDER4UhRq9mz32Q8HsCf+LECaxatQqffPIJFAoFnnzySWzcuNFrWZvNhsWLF+Pxxx/HjBkzcO+992L8+PFITEzEkiVLMG3aNDzwwAN46KGHMGHCBGRmZmLFihVITU3F+vXrsXz5cuTk5OC6667Da6+9BrPZjK+//hp//vOf8eGHH+K+++7zd3U77bShAX/aegxmqwO/nncZkmPDAx1SwLhEETJBQEa/SKSn6HG2yowfSmpw6MQ5HDpxDnGRGmRnJWNSZhLiIsMCHS4REXVSoNoAUiSKIupMNpw2GPFT6XkUnDmP4rP1cLrcDWx9uAqTM5OQOTgWI9OiPYtWCQKgVsrR0MnXkQkCInUqREW4e73D1QpYbU6UVNSjsKwORWfrUVLRgDOVRnRm1LoAIFqvRmqCDvHRYUhuHqobo0W4VonDP53rMDFpqxdSAKDTaWA0WlrFwkXpiDomCIDN4UJRWZ2nt35Aog4DEt297C6XCGPT1JZ6kw0NZjtkchkM1SbsN1Recj6ZICA2Uu1J6OOjwhAX6U7wY/Ua6LRKdrj1Er8n8Dk5OZg5cybS09MBAPHx8SgpKUFaWtolZfPy8qBSqXDTTTcBAG688Ubk5ubi6quvRmFhIT766CPI5XLMnz8fOTk5GDZsGHbt2oWcnBzIZDLcddddePfdd3Hddddh586dnl73BQsW4IEHHgh4Am+xOVB0th4HT5zDfw6dhQgRd00fiqz02IDGFUwEQUC/+HD0TwjHgEQ9DhyvxO6j5djydTG2fF2M1AQdRqXFYGBSBJJjtYiKUEOtkEPEhSuRVrsTFpsTjVYHLFYHGm1OWO1OKOUyqJQyKBVyqJVyhKnl0KgU0KoVUCllfWb9AcB90cTa9DMyWxwwWewwWx1wOkUIgvv3IAiASimHVq2ARiVHmFqBMFXf+1lR3yOKIuwOF6x2Z9PNBZvdCWvTZ4nd4YJCLoNGJYem6XNEo3J/rqhVcjZgWghUGyDYOF0uNFqdnu+kepN7iGut0YraBivKq0woPWeEqUVPc5hajlGDYjA0NQqZg2LQP0Hnt/eWWiXHsAHRGDbgwlQ+h9OFmgYrauosOG+ywu5wQRSBsObvBJUCOq0SsXpNm4vjdXZebzNvvYqi2HS7qBwRdU5bvfuCICBCq0KEVoV+8YBMACZd3h9Wix12hwvV9RZU11lQVdeI6rrm/1tQWFaHH0pqLzmfXCYgSqdClE6NqAg1onRqhGsU7vZji7akRuUefeP5NBMAAQJcouj+rrU7YbO7v4MbbU6YLXbYHO7vYbvDdeHmbP6/E3aHu4IKuQCFTIBMJkAuEyCTudv+ETo1RKcLKoUcKqUMKqUcaoX7X5VS1nRcDnXTYyrPY83/lwXV6AO/J/AGgwEjR4703E9JSWnzy7uiouKSsgcOHMCQIUOQkZEBlcp9tblfv37YunUramtrodPpkJSU5DleUlLiOdeoUaMAABEREaipqelW/HJ5z39Zn+05hcOFVbA7Lgz4mjQ6CXMmD0JyrPeV1wUBcAkCYvSaS76oZIIAtUqOGL0GYhce68lzu/KYIAAajQoquQgB3TunIAhITYpA/wQdZmcPQvHZehScrkXR2Xr8VFaHn8rqvP7cuksQBKhV7uReBkCmkEF0uSBAuJDQtvP89poSF9dNbPMOILZ1pkvKtf2YIBPgauqxufhsLpfo+QDsruaflUohh0wAmn8wgvsTGEJTGVx4qEtkchlcTlenen688fa+9zzW4ZPbe6jjiGQyGVyui3627Z6ze7F09HB3f3YCutkw7kGs7XXNtf93deH/Atzve9HV8W+poxLuv5GeDc5tbhwoFTLIBAExEWr8v+lD2rzw1XxYoZC121Ppi++j3haoNkBX+eJn+2NJDXbuPwOHU4TTKcIlinC6RLiabu1Rq2QYPyIRCTFhSIjSIjVBh6SYsE5dLG35/lEp2/7+v/R5AlRKORRtJN8KhQwpagVS4ro/QlDl6lw8bbUHWrYnWp6io7ZOZ88fyPIalRyR4WooZR0PnQ6m+DtTtrPtwN6O3Rfl23pPBmP8XT23XOZOok9VXBj5E6aWIzVBh9SEFnPjRRFWuwuNNif04Sr3ApVmGxpMdjSY3T35543uNTf8SgDkMvfnnkbt/iBUyGQQRRFOUYQoirA5XDBbHT6JRS4XoFTIoJDLIBea2rxNFx+aO71umzrYJ6OFO/pO8nsC73Q6ERER4bkfFhaGhgbvA70uLqvVamE0Gr2ew2g0wuVyeT0OuBvSYWEXfoAOR9euAjfT63v+S1hww0gs6OZzr5mQ1uZjA5OjuvVYT57b2481S02OxJRxqR2WIyKSqqio0JtKFag2QFf54rt+UnQ4Jo0J3PdUVFQ4ogCkJOoDFsPFotG1eDrTHgil8gOCLJ6ulA+mWFjet+fuFx/RcSEKKL9fztfr9a2+rK1WK+Ry76ubRkZGor6+3nPfYrFAJpO1eVyv13s9Dri/+M1ms+cxm83PV4GIiIiolUC1AYiIiEKV37/psrKycPDgQc/9/Px8z3C3i2VmZuLo0aOeIaj5+flITk5GWloaDAaD58p683GtVou4uDgUFxe3On7x6545cwZarfeh6kREROQfgWoDEBERhSq/J/BTpkzBvn37sGXLFnz44YcoKytDVlaW17JxcXFIT0/H6tWrkZubi40bN2L69OlQKpWYNm0ali1bhn379mHdunWYMWMGAGDu3LlYvnw59u/fj5dfftlz/Oabb8bvf/97fP/993jxxRc9x4mIiKh3BKoNQEREFKoEsTOrGvTQDz/8gDVr1sDpdGLp0qUYOXIkbrvtNqxduxaDBw9uVbampgarVq1CYWEhFi5c6NkD1mw246WXXsKBAwdwyy23eFaUdzqdeP311/Hll19iypQpeOyxxzxD6DZs2IAtW7Zg9OjR+O1vfwuNRuPvqhIREVELgWoDEBERhaJeSeCJiIiIiIiIqGd4mZqIiIiIiIhIApjAExEREREREUkAE3giIiIiIiIiCWACT0RERERERCQBTOCJiIiIiIiIJIAJfBDatGkTsrOzMWfOHBQUFAQ6nFbef/99jB8/HmPGjMHrr78OAPjPf/6Da665Btdddx327NnjKZuXl4dZs2Zh6tSp2LZtm+f4qVOnMG/ePGRnZ2P9+vW9Xoc9e/bg5z//uSRjN5lMuPbaa1FUVCSp+NevX48pU6YgOzsbH3zwgSRi37p1K5YuXeq576t4a2pqcN999+Gqq67CqlWrei3+f/3rX5g8eTJGjx6NZcuWweVyBW38F8fe7OTJk632+Q7G2NuK3+l04pZbbpHEe4ekJZjbDJ3V08/bYOWLNlOwOnToEB5++GE8+OCD+PrrrwGETt2a9aS9GKxuv/12TJ482XMrLy8PmboBPW8nS4ZIQaWgoEAcO3asWFhYKJaUlIh33HFHoEPyOHz4sDhr1iyxsLBQLCwsFMePHy8ePnxYHDNmjPjdd9+J1dXV4s033yxaLBbRarWKU6ZMEbds2SI2NjaKd9xxh1hRUSGKoijedttt4ltvvSU6HA7xl7/8pXj06NFeq0NjY6M4ffp08e677xarq6slFbsoiuLq1avF559/XhRFUTLxnzhxQrznnntEu90uVlZWitnZ2UH/vsnJyRHHjRsnPvXUU6Io+vZn/d///d/iM888IzqdTvF3v/uduHPnTr/Hf/bsWfFnP/uZeOjQIbGiokKcPn26uHPnzqCM/+LYm7lcLvHOO+8Ur7nmGlEUxaCMvb34P/jgA3HRokWe+8EaP0lLMLcZOssXn7fByFdtpmB07tw58brrrhP37Nkjfvvtt+LEiRPFc+fOhUTdmvW0vRiMnE6nOHXq1FbHQqVuzXraTpYK9sAHmZycHMycORPp6ekYOHAg4uPjUVJSEuiwAABqtRqvvPIK0tPTkZ6ejqFDh6KoqAhZWVkYP348YmJiMGHCBOzfvx95eXlQqVS46aaboNFocOONNyI3Nxfl5eUoLCzEwoULIZfLMX/+fOTk5PRaHf74xz8iKysLAPDVV19JKvaffvoJW7duxSOPPCKp+AsLC5GZmQmFQoH4+HhkZGQE/ftm06ZN+NWvfuW576uftd1ux65du/Dwww9DJpPhrrvuwvbt2/0ev8PhwEsvvYTLL78ciYmJGDt2LM6ePRuU8V8ce7OPPvoIKSkpnvvBGHtb8VdVVeHNN9/EU089FfTxk7QEc5uhs3r6eRusfNFmClbnzp3Dk08+iYkTJ+Kqq65CcnIyNm7cGBJ1a9aT9mKwKi4uxsCBA1sdC5W6AT1vJ0sJE/ggYzAYMHLkSM/9lJSUoPkyHj58OIYPHw4AqKurw/Hjx1FRUeE1Xm/Hi4uLUVFRgYyMDKhUKgBAv379UFxc3CvxHzt2DN988w0efvhhAG3/rIMxdgB44YUXEBERgd/+9rf48MMPJRN/RkYGPv/8cxgMBhw9ehQ//fQTysrKgjr2P/3pT4iKivLc99XPura2FjqdDklJSZ7j/vj7vjj+1NRUjBs3DoA7mf/+++9x+eWXB2X8F8cOABUVFdiwYQOefvrpVseCLfa24n/55ZehUCiwZs0arFu3DjabLWjjJ2kJ5jZDZ/X08zZY+aLNFKxGjBiB6dOnw+VyYceOHbBYLAAQEnUDet5eDFbHjh3DyZMnMXnyZEyZMgV/+9vfQqZuQM/byVLCBD7IOJ1OREREeO6HhYWhoaEhgBF59/rrr+O6666DKIqt4tVqtWhoaLikHlqtFkaj0Wv9jEaj3+N1OBxYtmwZXnjhBU/D2FuMwRg7ABw8eBDfffcdbrvtNsyePRt//etfYbfbJRF/RkYGUlJS8OCDD+I3v/kN7rzzTshksqCOXRCEVvd99V5xuVy9Uo+L42/pf//3f9G/f39cdtllQRm/t9iXL1+Oxx9/HDExMZ5jwRi7t/jLy8uxdetWzJ49G7feeiu++OILrFmzJmjjJ2mRSpuhPT39vJWC7raZgt27776L3/zmN7jrrrsgCEJI1M0X7cVgpVQq8dBDD+Hrr7/GX/7yF7z00ktdbksGK1+0k6VEEegAqDW9Xt/qy9dqtUIulwcwokvt2bMHO3fuxNatW/HZZ5+htLTU85jFYoFMJkNkZCTq6+s7fdzf1q9fjwkTJuCyyy7zxBsZGSmJ2AH3cNspU6bggQce8Bx77rnncMsttwR9/Js3b0a/fv3wl7/8BaIo4uGHH8bo0aO7FGMgf/aA794rer0+oPUoLCzE22+/jf/7v/8DAEnE/9lnn0GlUmHmzJmtjkshdgDIz8/H4MGDPcPn4+Pj8dhjjyE7O1sS8VNwk0Kboau6+nkb7HrSZgp2Dz74IObMmYM77rgDv/zlL1FRUeF5TKp180V7MVjNmjXL8//09HRMnDgRcrk8KNtdXeWLdrKUSCvaPiArKwsHDx703M/Pz/cMmQwGBoMBTz75JNasWYPo6GiMHj0ahw4d8jyen5+P5ORkZGZm4ujRo56VrpuPp6WlwWAweK50NR/3t127dmHLli2YPHky5s2bh0OHDuG5556TROwAEB4e3mr+r0qlQmZmpiTiP3LkCIYMGQLA3dMyatQo7N27VxKxN/PV+1yr1SIuLs4zVKs362E0GvHrX/8aTz75JNLS0gBAEvF//vnn+O6771qtmDt58mRJxA4AOp2u1d+uWq1GeHi4ZOKn4BbsbYbu6OrnbTDraZspWBUWFqKwsBCAe/jx6NGj0dDQEBJ180V7MVh99tlnqKur89w3GAxwuVwhUTdftJOlhAl8kJkyZQr27duHLVu24MMPP0RZWZlnEY1As9lsePDBB7FgwQJMnDgRADw9qe+99x4+++wzfPXVV5g8eTLi4uKQnp6O1atXIzc3Fxs3bsT06dOhVCoxbdo0LFu2DPv27cO6detabQvlLx9//DH27NmD3bt3Y9OmTRgzZgyOHz8uidgBYNy4cfjmm29QXV0Nq9WKTz75BJMmTZJE/P3798dnn32GH3/8Efv378fmzZtxyy23SCL2Zr58n8+dOxfLly/H/v378fLLL/daPR5//HGMHTu21dVoKcT/yiuvYO/evdi9ezd2796N5ORk7N69WxKxA+45ocePH8epU6fgdDrx4YcfYsKECZKJn4JbMLcZuqurn7fByhdtpmB16tQpPPHEEzAajZ71bW677baQqJsv2ovB6siRI1i3bh0sFgt27tyJkydPYv78+SFRN1+0kyUlwKvgkxfHjh0T7733XvHuu+8Wjx07FuhwPHJycsShQ4eKV111lThp0iRx0qRJ4ocffiiePn1aXLRokXj77beLu3fv9pSvrq4Wf/Ob34g333yz+M9//tNz3GQyiStWrBDnzp0r/uUvf+n1epw5c0a8++67RVEUJRX73//+d/H6668XJ0yYID7++OOizWaTRPxGo1F87LHHxCuuuEIcP368+Lvf/U50Op1BH/unn37aaiswX8XrcDjEP/zhD+LcuXPFl156SXQ6nX6P/8cffxSHDh0qTpgwwfO3+/LLLwdt/Bf/7Ftq3kYuWGP3Fv9//vMfcfbs2eKECRPE+++/X6yrqwvq+ElagrXN0BU9/bwNRr5qMwWrl19+WZw0aZJ43XXXiZ999pkoiqHxe2upJ+3FYFRfXy/ef//94uWXXy7eeuut4t69e0VRDI26iaJv2slSIYiiKAb6IgIRERERERERtY9D6ImIiIiIiIgkgAk8ERERERERkQQwgSciIiIiIiKSACbwRERERERERBLABJ6IiIiIiIhIApjAExEREREREUkAE3gikqz/+Z//webNmwMdBhERERFRr2ACT0REREREAXPttdeitLQ00GEQSQITeCIiIiIiIiIJUAQ6ACLyr3379uGNN97AlVdeiY8//hgA8Nxzz+HYsWMAgMWLFwMANm/ejO+++w633HILnn/+ecTFxaGoqAjz58/Hxx9/jMsuuwxvvPFGm6+zefNmbNmyBTabDadPn8YVV1yBF154AXq9HjabDa+88gq2b98Ou92Ou+++Gw899BAA4MyZM3j22WdRUFCA1NRUPPvssxgxYkS752vPyZMnsWLFCpw4cQKJiYl47rnncNlll/niR0lEREREFFDsgSfqAw4fPozGxkbk5ubiN7/5DV577bV2y1dWVuLll1/G6NGjUVxcjM8++wxffPFFh6+Tl5eH559/Hrm5ubDb7Xj11VcBAO+++y4qKyuxfft2bN26FR9//DEOHDgAp9OJX/3qV7j66quxe/du3HvvvXjggQdgNBrbPV9bHA4HHn74Yfz85z/Hnj178Mtf/hJPPPFEp35GREREoWLfvn34+c9/jjfeeAPZ2dnIzs7Grl278Prrr+P111/3lNu8eTP+53/+B/v27cPs2bNx3333YcqUKXjzzTdx9dVX45FHHunwtb799lvMmTMH2dnZ+PWvf42amhrPY9deey0OHz6M//7v/8bUqVM9x4uKinDnnXciOzsbTz/9NBwOh+exw4cPY968ebjyyivx//7f/0NxcXGH5yPqS5jAE/UBkZGRePzxxyGXyzFu3DjU19dfUkYURc//hwwZgtjYWERERGDixImIiIiAy+Xq8HUmTZqEIUOGQKlUYt68efj+++8BALt27cLXX3+NadOm4aabboLJZMLx48dRXFyMM2fO4L777gMAzJo1CzqdDgcOHGj3fG0pLi5GSUkJli9fjuzsbKxcuRLnzp1DQ0NDZ39UREREIaE3Lt6Xlpbi17/+NZ577jl89dVXiIuLw9KlS1uV+d3vfoc5c+Zgy5YtnmNPPPEEpkyZgm+++QaXXXYZDAYDAKCurg6LFy/G7373O+zZswfXXHMNnnvuuQ7PR9SXcAg9UR8wcOBAyOVyAIAgCF7LlJWVef4vk8m8/r8jLZN8URQ9zxVFEc899xxmzZoFADCZTJDJZCgtLW0znvbO1xZRFBEWFobdu3d7jtXW1kKr1Xa6DkRERKHg4ov33hL4ti7eX3HFFZ26eJ+bm4vLL78cY8aMAQA89NBDyM7Ohtls9nz3Lly4ENddd53nOUajEfn5+XjvvfcAALfffjt+//vfAwAOHTqEmpoa/OpXvwLgbgcolcpWr3nx+Yj6GvbAE/UB3hLfiIgInD59GgBgMBjwySef9Ph19uzZgxMnTsBut+Nvf/sbrrzySgDuIW+ffPIJzGYzTCYT5s+fj5ycHAwePBgpKSn461//CgDYuXMnGhoaMHbs2HbP15bBgwcjISEBGzduBOAeQjht2jTY7fYe142IiEhKeuvifXsX4gHgiiuuaHW/+aJB82sIgtDqgn9aWhp2797tuV3c037x+Yj6GibwRH3U3Llzcfr0adxzzz145plnMH/+/B6f84orrsCKFSswdepUaDQazwJ5DzzwADIyMjBr1izMmjUL11xzDebMmQO5XI633noLX375JSZNmoT33nsPb7/9NiIiIto9X1sUCgXefPNNbNu2DdnZ2XjhhRfw5ptvQqPR9LhuREREUtIbF++nTJmCQ4cO4ciRI3C5XHj77bdx9dVXtzvyLSIiAsOGDcOmTZsAAFu2bPFM7RszZgyqq6vx1VdfAQD+/ve/48477+xRjEShhkPoiULclVde2arnun///ti1axcAeHqqvT0HAFavXu05VlBQ0OFrxcfHt3pOM5VKhaeffhpPP/30JY8NHDgQ77//fpfO18zbYxkZGfjggw86jJWIiKivmTt3Lv7973/jnnvugVqtxvz581v1wndVamoqXnnlFTzzzDOora3F2LFjPcPh27N27Vo888wzWL9+PcaPH4/4+HgAQFRUFN58802sXLkSv/3tb5GSkoI//vGP3Y6PKBQJYsvJL0RE7XjhhRfw73//+5LjOp0ODz74IL777rt2E+6uaN7WzlfnIyIiIiKSOibwRERERETkVXsX73fs2BGAiIj6NibwRERERERERBLAReyIiIiIiIiIJIAJPBEREREREZEEMIEnIiIiIiIikgAm8EREREREREQSwASeiIiIiIiISAL+P3/FSjmP4gEuAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(df.num_people.describe())\n", + "print()\n", + "print(df.num_order.describe())\n", + "plt.figure(figsize=(15,8), dpi=80)\n", + "plt.subplot(221)\n", + "sns.distplot(df['num_people']);\n", + "\n", + "plt.subplot(222)\n", + "sns.distplot(df['num_order']);" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "# plt.subplot(223)\n", + "# sns.boxenplot(y=df[\"num_people\"])\n", + "\n", + "# plt.subplot(224)\n", + "# sns.boxenplot(y=df[\"num_people\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从分布上看客流量(num_people)明显严重右偏,右侧有长尾,并且我们看到客流量(num_people)的异常区域大致应该分布在上图的红圈范围内。而订单量数据呈现正太分布,异常值区域位于分布左右两侧。下面我们查看num_people的偏度(Skewness)与峰度(Kurtosis)，偏度反应的是分布的偏斜程度,可能是左偏，右偏，长尾等形态，峰度反应分布的形状的胖瘦(宽窄),具体解释请参考这篇博客: https://blog.csdn.net/binbigdata/article/details/79897160" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_people's Skewness: 11.165755\n", + "num_people's Kurtosis: 211.579274 \n", + "\n", + "num_order's Skewness: 0.429138\n", + "num_order's Kurtosis: 1.114412\n" + ] + } + ], + "source": [ + "print(\"num_people's Skewness: %f\" % df['num_people'].skew())\n", + "print(\"num_people's Kurtosis: %f \" % df['num_people'].kurt())\n", + "print()\n", + "print(\"num_order's Skewness: %f\" % df['num_order'].skew())\n", + "print(\"num_order's Kurtosis: %f\" % df['num_order'].kurt())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# IsolationForest(隔离森林)\n", + "\n", + "IsolationForest是一种简单有效的检测异常值的算法，它可以在数据的分布区域中找出异常值所在的区域，并对所有数据进行评分，那些落在异常区域的数据值会获得较低的分数，而那些不在异常区域中的数据将会获得较高的分数,大家可以参考这篇文章(https://dzone.com/articles/spotting-outliers-with-isolation-forest-using-skle )。在这篇文章中作者随机生成了两个正太分布N(-2,5)和N(2,5),同时通过隔离森林算法找到到了这两个分布中的异常区域,并且生成一条评分曲线,落在异常区域内的数据将会得到低分，落在异常区域内以外的数据将会获得高分:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zz3nqqadIS0uruz0+Pp7Dhw836T6Li8vx+czmLjUopKa6KCwss7qMFtUaT9LWyk7v5WA993S+tB7B+P4LlGA9/85VWJjRYKNTUAe4rKwsoqKiAOjZsyfbtm2rGw8H4Ha7Mc3QDGMiIiIi9QnqWaiPPvooK1asAGDZsmX069ePhIQECgoKAMjLyyMzM9PKEkVEREQCLqhb4KZOncq0adN4/PHHSUtL49FHH2Xz5s1MnTqVAQMGsHHjRh577DGryxQREREJqKAOcBkZGbzyyiunXJeVlUVeXh533303sbGxFlUnIiIiYo2gDnD1yc7OJjs72+oyRERERCwR1GPgRERERORUCnAiIiIiNqMAJyIiImIzCnAiIiIiNqMAJyIiImIzCnAiIiIiNqMAJyIiImIzCnAiIiIiNqMAJyIiImIzCnAiIiIiNqMAJyIiImIzttwLVURERPw8NV5SU11Wl9Ggqupayo5VWl1GSFGAExERsTFnhINrpr1tdRkNemfOtZRZXUSIUReqiIiIiM2oBU7quOKjiYrUW0JERCTY6dNa6kRFhtuiGV5ERKS1UxeqiIiIiM0owImIiIjYjAKciIiIiM0owImIiIjYjAKciIiIiM0owImIiIjYjAKciIiIiM0owImIiIjYjAKciIiIiM0owImIiIjYjG230lqwYAEffPABycnJPPHEE7Rp08bqkkSkFfnm3sGpqS4LqxGR1saWAS43N5ecnByWLl3K6tWrmTt3LjNnzmzUz4aFGS1cnbXO9fm1TYpupkpajmpsHsFco6fGa4tANHnWP60uoUGLpl8Z1K/zCarx3AV7fdCyn7+h+Nl+pudkmKZpBqiWZjNv3jySkpL47ne/i2majBs3jnfeecfqskREREQCwpZj4NxuN+3btwfAMAwqKiosrkhEREQkcGwZ4OLi4qisrKy7XF5ebmE1IiIiIoFlywDXv39/Vq1aBUB+fj5JSUkWVyQiIiISOLYcA+f1ehk/fjx9+vRh7dq13HTTTYwfP97qskREREQCwpYBDsDj8ZCTk0NqaioDBw60uhwRERGRgLFtgBMRERFprWw5Bk5ERESkNVOAExEREbEZBTgRERERm1GAC0Fbt27lqquusroMaaL333+fm2++mdtvv51Zs2ah4akiLau8vJwf/vCHTJo0iRtvvJHNmzdbXZKchfvuu4833njD6jICTgEuxNTU1PDII49QU1NjdSnSBNXV1bz77ru8+OKL/PWvfyU3N5ctW7ZYXZY0woIFC7j++uuZPHkyRUVFVpcjTfD2228zbtw4Fi9ezI9//GPmzZtndUnSRO+//z45OTlWl2EJBbgQM3/+fMaOHWt1GdJEkZGRPPPMM0RGRlJbW0tZWRkpKSlWlyVnkJubS05ODkuXLuWOO+5g7ty5VpckTTB+/HjGjBkDQHFxMW3btrW4ImmKwsJCFi1axG233WZ1KZYIt7oAOTszZsxgx44dJ113//33s3nzZu69914WL15sUWXSGKd7/ebOnUtycjKLFi1ixIgR+jCxgRUrVjB27FgcDgeDBg1i9uzZVpckZ6GkpITnn3+ehQsXWl2KNMEjjzzCQw89xMqVK60uxRIKcDY1Y8aMky5XVVXxgx/8gLlz52IYhjVFSaN98/U7Yfny5SxfvlwB3Cbcbje9evUCwDAMKioqLK5ImqqmpoZp06Yxbdo00tPTrS5HGun1118nOzubCy+8UAFO7C03N5fy8nLuv/9+wN+0PHXqVObPn29xZdJYubm5PP300yxcuBCn02l1OdIIcXFxVFZW1l0uLy+3sBppKq/Xy7Rp07j88su5/PLLrS5HmuCjjz7i2LFjTJgwgf379+N0OklISGhVr6N2YghRl112Wasd2GlXQ4cOJSYmhuTkZADuueceBg8ebHFV0pBPP/2UZcuWMWvWLPLz8/nhD3/IsmXLrC5LGum1115j1qxZ9O7dG4D09HTmzJljcVXSVPPmzSMjI4MbbrjB6lICSgFOROQseb1exo8fT58+fVi7di033XQT48ePt7osEWkFFOBERM6Bx+MhJyeH1NRUBg4caHU5ItJKKMCJiIiI2IzWgRMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxGQU4EREREZtRgBMRERGxmXCrCwi00lI3Pp9pdRktIiUljuLicqvLkLOk18++9NrZm14/ewvV1y8szCApKbbe21tdgPP5zJANcEBIP7fWQK+ffem1sze9fvbWGl8/daGKiIiI2IwCnIiIiIjNtLouVBERETk90zQpLz9KZWU5Pp/X6nIa5fDhMHw+n9VlnJPwcCdJSak4HI2PZQpwIiIiAkBpaSGGYZCcnIbDEY5hGFaXdEbh4WHU1to3wJmmidt9jNLSQtq0ad/on1MXqoiIyGlUeWrxma1rcLzHU0ViYgrh4RG2CG+hwDAMYmPjqa31NOnnFOBERES+YffBMu7/w395/MVcjpRXW11OAJkYhqJBoJ1NWDZMs3V9vdj+0uvUlIfeejEAMTFOKiqaluBbC4fLRdIVV1ldRoNSU10UFpZZXQalH/4Db5n1ddiJzr2zEyzn5TfPvf1Fbp54KZdwh0FFdS3RkeH8+Lq+dMlMaNE6guHcqz6/N22T0yytoanCwuw/Bg7gcMkhIr/Mq7scERdHl/E313t8qxsD50hKwoyMsrqMFhHpisRT1pq+KTZebXGR1SXYhresjPCUNlaXYSs6985OMJ6Xh0sreOqVL3CEGTw4/gJqanzMf2MDT/w1l9uv6Mal/dNbrGsxGM49jyMMIzzC0hqaKizMwAyBdeAMR9hJr78jJrrB4y1pJ12wYAHXX389kydPpqio/hP4dMe9+eabjB49mgkTJjBhwgT27t0bqLJFzolpmtR67f8tUSRUlRyr4jcvr8PrNbn/O/1JS4ohs20cv/jBhfTqnMwL/9jK8x9soabWHrMzW6M/LfoTR48dBeD2ieMB2LZ9Gy+99tdTjq32eKiu/t8Xr+rq6gZb8v796b9ZsWoFAD+b/gDHyo6dcszzL/6Z6upqvn/XD9i7by/vvP8OX3z5BX9a9Kdzel6nE/AWuNzcXHJycli6dCmrV69m7ty5zJw5s9HHrVmzhqeeeorevXsHunSRc/LHtzaS+1URbZOiyWgTS/s2sWQc/y8tOcbq8kRataNuD795ZR0V1TX87LYBZKTG1d0WGxXBT27qx1uf7uLd/+azv7CcH1/fl+T40OzNCTYej4drbhlH754nf+6bpklpaQkvPPcXampqOHCwgNjYWP721t+4fMRIHA4Hu/fu4U+LF3D1qDHs3ruHjPQMwh0OAJa++ToHDhawe08+YLB3315cLheJCYmAyaMPP0ZKcjIAPp+P51/8MzMeegSAod/6Ns8ufJYH7nvgpJr69u7Lhk0biYqKIvfLL+jWpSvrN26gU8dOzf57CXiAW7FiBWPHjsXhcDBo0CBmz57dpOPWrFnDnj17cLvdXHDBBUyfPr1Jjx8X68TrCN1WEJcr0uoSglJ1pZPUVJdlj5+79TBrthZySe92hIUZ7Dl4jC+2FXKi1T8szKBrZiIX9krjwp5pZGckWDYDrCLGSaTeR02mc6/prD4vTyir8DB36XpKy6p57K7B9D4v5bTH/b8bz6dft7b87uVcZi5Zw+wfDaFju/hmqyMYzr1Kw8ARFlyzT6OjIjEwcBwf62aaJj7Th8/rIznJH7AKiw4z/bHpjBg6HICPP/mQEcOG8/EnH9KrRw925e9kweIFPPO7+bRJacORo0f4MOcjFj/zHO4KNx6Ph0d/PZM7vj+JjPQMYmJiiI2Jrfs7/Mrrr9K3Vx+ys7IAuHbMNfzzo3/y+puv850bbwHg0OHDLPrzQgqLi3BXuPn4k4/4fM1qAA4ePsh7/3gPn8/HLx54mIz0jFOep2EYJ/0dcUQ5G/y9BDzAud1uevXqBfiLraioaPRxpmnyk5/8hNGjRwMwceJEVq9ezcUXX9zoxy93e6itCM2xKi5XJGUah3NatRUeyyYI1Hp9PPu3L2mbGM2k0T2ICPePXKip9XKwpJL9ReXsL3Szbf9R/rpsCy8t20JCnJN+56XQLzuFXp2TiY4M3KlaUeHReK4m0rl3dlr6vKz1+ti29wi5XxWxv6icxLhIkuIjSXZFkeyKJDk+irjoCBa+t5l9h8v4yU3n09blbLCmLu3imP69gTzxUi6//vPn/OL7A4kIdzRLvcFw7pnJJt6vjSdbuaWIFZtbZqzikJ5tGNyjcWP+XC4Xv/nVb05725x5v+PGa2+kY4eOOBzh5H75xSnHXDZsBO3bp1Pr9VFT6+XXc57E6/US5gjn1TeWUlRcxLcGDWHT1q38+a8vcOuNt3LJhReDabJx00beWfYezz79x6/9bgxm/XIW0x6+n/w9u/nh5B/Spk0qP7v3Z/zuD09TU1ND1y7dmDRhIj/8yY94YeESPvhwGdXVVaSltT/pd3yCaZon/R0J94aR2sDvJOABLi4ujsrKyrrL5fXMCD3dcYZhcNlll9Ul4u7du7N9+/YmBTiRQPvki/0UFFdw941968IbQES4gw5t4+jQ1t9Vk5rqYkd+MRt2FvPljmLWbD3M8vUFhDsMvndVD77dr/ELPIq0VtU1XvJ2lZD7VSFfbi/CXVVLRHgYHdrGsX3/UUq3VJ/y4RkWZvDj6/rQOyu5UY/RPiWWSVf35OnX1/O3f+/kO5d3bYmnIl+TfV42U+77MVFRJ3dbe71ezu/Tl8yMTB79+Qye+N2T3HrDLbRr97+/l1u/2sKevXv47a/nAP6xbG1S2nCo8BAADoeDLV9toeBgAQAHDx3Ecbyb9ciRI8x8YhaXDr2Uu++/G77RM3LJhZdw6PBBtm7bSmxMDHN+/1t+9cgsfj7j52RmZPD0M3M5ePggXq+XktISOmZ2bLbelYAHuP79+7Ns2TLGjh1Lfn4+SUlJjT5u3759/N///R9/+ctfqKqq4tNPP+Xqq68O8DMQabyyCg9vL99F785J9O9y5m+a8bFOhvRtz5C+7an1+ti+7yjv/Def59/fjGHAkL4KcSLfVFbh4cvtxXyxrZC8XSV4an3ERIZzfpc2XNAtlT5ZyUQ6/R/IPtOkzO2hpKyakmNVlByr5vweabR1Ndxd9U39sttw+QWZ/PPzvfQ5L5k+WafvdrW7wT0a30rWkh5/9Nd88M8PiIiIYOSIkQD8+KdT+cNv5+MIM/D6TMLDwxl88SA2bd3Mpq2bee8f73H1Vf6M0L9f/7r7GjZkGIMuHsyU+6bUXXfV5VfSr8/5ALzzwTt11ycmJrJg3p+IjY3j/026i9sm3s5Li18i3OHg3Q/epaikmBk/nwFAbW0tT/3qN/zj43/y3e98lxHDRrB3316GDRnKzl07OXToEN+6ZHCz/U4CHuAGDx7M/PnzmTVrFmvXrmXChAn88Y9/pH///gwePLjB4zIzMxk2bBhjxowhMjKS2267jX79+gX6KYg02pvLd1Hl8fKdkd2a/K0r3BFGj05JnJcez9yl61n83mbCwgwG927XQtWK2Mehkgq+2FbEum2FbNt/FNOEJFck3+7Xngu6pdKtQyLhjlMXWggzDBLiIkmIiySrvX/82tmuwXjziGw27yll0XubeWzSxbhimhYC5czW5K5h4V8WER4eTmFRIc4IJ2+9+zYA23ZsY+q0u/F4PEy4bQLV1VV1twFUVlaybv06ANatX8exsmNccdkVGIZBpPPk12r33j11CxgfLjx80m0J8f71/w4dPkS8K75uEkRxSTFtvrbsx1fbv+JPixfw1fav6Nm9Jwuef45bb7yFtqlprPr8M3bm76RjZsdm+90EPMA5HA6WLFlCTk4Oo0ePZuDAgU067q677uKuu+4KZMkiZ2XPoTL+vW4/l1+QSUab2LO+H2eEg3tu6sfc179k4bubCDMMLullr4U2RZqDaZosW72HT9cXUFDsHz/doW0c13yrM/27tqFTmiugk3+cEQ7uuqYXs5as4c8fbGHqDX21/VQzu/CCC7nwggsBuPfB+5j+wMN1oen2SeOZP2deXQvc62++zk3X3cSlxycyTP7xHcyfMw+ADz5cxpGjR+t9nG3bv6oLbgcKDpz2mJdff5nRV46uu1xUUkyPbj3qLvfq0YuJ3/0Bf/nrEh6492f8es7jjBg2gtiYWJ7783Nkdz6vrmu2OViykK/T6WTUqFHNdpxIsDFNk1c+3kZsVATXDs065/uLjHDwk5vO53evf8lz72wiLMzgoh5tm6FSEfv4YlsRr3+ygy6ZCdw2sisDurShTWLDi522tI5pLm4cns2rOdv5z5cHGN7/1NmFcm4qKip48dWXaJ/W7qQWr2+u2eb95jqbxzeaeu8f7/FhzkfcMO76k272+XzUev1r+v3guxMZ+q1vA7DwL4uO35+3LnAtfWspX23fxo/u9He71nq9bN+xnRvH3XDSfXbN7sqN197A1Gl3Ex0dzZrctZzftx9hhkFldRW1Xm9dC965anU7MYgEwtqthWzZc4QJV3YjNqp5VjWPdDq49+Z+/O61L/nT23kYwIXfCHGmaVJaVs2eQ+W4YiLIzmjZrX9EAqWm1ssrH28jo00sD94+AEdY8OzXecVFHdiws5iXP95G945JtNO6js3G4/Ew7ef3c+EFFzLtnmkn3VZVVXXS5dFXjiLia7tIuI+vcpGd1YWud3alW5duJx1fUVHBwj8/x+atW1i3fh1L31pad9uGjespKDjANWOu4dFfP0plVRVPPPY4kU4nx8qOcdfd/4+LB15M506d/3d/lZXk/DuH5Ss/ZfL3JzPy0st57s8LWfrW6zz8wHT+/em/uef+e5j9yK9ITEw8599Nq9sLddf7H1FbUXnmA21ISxnUr7a4iDY33BSQx/LUeHn4uc+IjgxnxsSLCGvkmkqNHYdTWV3Lb19bR35BGd8b1R1nuIM9h8rYc6iM3YfKKa+sqTv2xuHnMWZQpyZ16xS9sdTy7XzsRufe2WnKefnOf/N58z87+dl3+tOzc+NmizZWc+xDXFpWzS8XfUabxGgenjDwtOPvziQYzr2KTu1pm5JuaQ1NdaILtaWUu8uJi40743GmabL8v8u5eODFdbNlV61exYDzBxAZ6V/fbctXW+nRrftpf/5w8QFidhfUXQ6PiSZrzMh6H08tcCJnwevzEWYYpw1G/1i9h+JjVfzstgGNDm9NER0Zzk9v6c+cV9fx/PtbAP8fsIzU2LpxQB3axvHJF/v52793crCkgu+P6nFWHygiwaDkWBXvrcxnYPfUZg9vzSXJFckPRvfkD29u4M3lO7n50i5WlyTNpDHhDfxr1g4bMuyk6wZdPOiky/WFt7OhACfSRJvzS5j3xga8PpOEWCeJcZEkxDlJjI0kPjaC91bt9n/QdDr9EjnNIToynGm39mdTfimpiVGkt4k9JaB1zUwgLSmav6/Ip+hIFT++oS9x0fbapFoE4PV/7cA04dYRwR2KBnZPZdj56Xywag/5BWVc++0sunVItLosCVEKcCJNUFpWzZ/+nkdiXCTnd0nhaLmHI+XVHChysym/lMrqWiIjHAH5oImODGdg9/rX6TYMg+uGnkdacgzPv7+ZXy1Zw703n699V8VWvtp7hM82HWLckM6WT1hojO9e2Y30NrG8v2o3j7+US+/OSVw79Dy6aDyqNDMFOJFGqvX6ePbtjVTX+Hjg9r6kn2ZpEE+NF6/PDOjWV2cyuHc7UuKjmP/GBmYtWcPUG/rSvWPLtQ6KNBefz+SlD78iOT6S0YOafzPwlhDuCOPKizowvH86n+Tu54PPdjP7hbX0yUrm2qFZZKcryEnz0KAYkUZ64z872bbvKN8f1f204Q3860IFU3g7oVuHRKZ/byDxsU6eemUdX3xVaHVJImf07y8PsPdwObeM6EJkRPOtnxUIkREORl3SkSd/+C1uvjSb/INl/GrJWl7+aJvVpUmA1dTUUF1dfcqyJ+cq+D5pRILQF18VsuyzPYwYkMEgm+6E0DYphp9PGMjsF9byzn/zGdCtoW2SRaxVXlnDm//ZSfcOibZe8zDS6WD0oE6MuCCD597ZxH++PMCtl3VpkQlOLeXo8v/gPVb/IrhnyxGfQMLQYWc+sAn+tOhPfOfm75AQn8DtE8fz1+dfYtv2bazO/Zzxt9x+0rHVHg+YZt0M0erqaiIiIgg7hyVq3nn/HWq9tVx/zf/WnNu1excL/7KISy68mIT4hLqtwM6VApzIGRw+UsnC9zbTuZ3L9ptWx0ZFMLh3O974z05Ky6pJckVaXZLIab29fBfuqhpuv6Lp29AFoyhnOAO6pvLFtiIOlVbQPuXsd2cJNO+xo4QnNf/s39rSkkYd5/F4uOaWcfTu2fuk603TpLS0hBee+ws1NTUcOFhAbGwsf3vrb1w+YiQOh4Pde/fwp8ULuHrUGHbv3UNGekbdQrpL33ydAwcL2L0nHzDYu28vLpeLxIREwOTRhx8jJTmZm757Mxnp9S/Q7PXW8vhjjxMXG0d4eDg+06TW68XAv6tUvCseZ4STkSNGkrcpD9M0m+U9rQAn0oCaWi9/fHMjBvCj6/oQEW7/UQf9u7Thjf/sZP2OIq0aL0Fp3+Fycr7Yx6UDMujQtnFLONhBp3YuAHYfKrNVgLOa0+nEwCDMCMNn+jBNE5/Ph8/nI+l4sDx0+BDTH53O8OPbaH2Y8yHDhw7nw5wP6dG9Bzt27eRPixcwf8482qS04cjRo3yY8yHPzX8Od0UFHo+HmU/MZNL3JpHRPoOYmGhiY2LrHn/uk09T6/USZhh1LXSVVZXs3bf35AWCjwezxUsWk7sul/DwcEzTJH9PPg8/Op2amho6dezUYCBsLAU4kQa8/NE2dh8q454b+5FqgxlwjZGRGktKfBRfbi9WgJOg9GrONmIiw7l+6HlWl9Ks2qfEEO4IY8/Bcgb1sroae3G5XDw1+zenvW3OvN9x47U30rFjRyLCw8n98otTjrls2AjS26fXhb8nf/ckXq+PiIgIlr61lKLiIoYMGsLWr7bywssvcOuNt3LJhRefdB//+s8n/P39d3ho2v/Rvl17/vray2zfsZ1Zv5yJw+FgzRdrWfnZSrw+L9+//XvcNfFOwN9S+JMH7uU3s57ENM26RX7PlQKcSD1WbjzIv9YdYMygTvTvGjo7ExiGQf8ubVi+/gCeGi9Omw0Ol9C248BR8vJLuXlEdsitWxjuCKND21h2Hzq3XR9ao+zzsply349PCT9er5fz+/QlMyOTR38+gyd+9yS33nAL7dq1rztm61db2LN3D7/99RwA/v3pv2mT0oZDhYcAfzfnlq+2UHDQvwvCwUMHT7vp/MgRI3G54nngFw8y8tLLWfnZSv7w2/l1xyYnJpHapg21tbXsP7Cfhx75OclJyQy6eBAOh4MNeRt47x/v8chDjzTL70QBTuQbdhUc4/1Vu8ndWkj3DolcP+zcN6MPNud3TeHj3H1s2l1K/y6hE07F/t77725io8K5NERbhzumuViz5XCzjYNqLR5/9Nd88M8PiIiIqJsE8OOfTvUHqONbaYWHhzP44kFs2rqZTVs3894/3uPqq64GoH+//nX3NWzIMAZdPJgp902pu+6qy6+kX5/zAXjng3fqreOSCy8mzLibn01/gDFXjiYi4n9fMs7LOo8u2V3xeDxkZnTgwgsu5IrLrmBD3gZqamrYvnMHFw+8uN77bioFOBH8Tdybd5fy3srdbN5dSkxkOFd/qxOjLu4YVJtmN5fuHZKIdDr4cnuRApwEjb2Hy1m3vYhrv50VlMvxNIdOaS7+ve4AxUerbLEwsdXW5K5h4V8WER4eTmFRIc4IJ2+9+zYA23ZsY+q0u/F4PEy4bQLV1VV1twFUVlaybv06ANatX8exsmNccdkVGIZBpNN50uPs3rsHw/D/rT9ceLjeerbv3M6fFi/gj08/w4uvvMiM2Y/yy4d+WTcx4oRjx46yJncNO3ft5JILLya1TRs++OcHzP3N3Ob4tQAKcNLK+XwmuV8V8v6q3eQfLCMhzsktI7owvH96yH6AAESEh9EnK5kvtxepJUCCxnsr84l0Orh8YKbVpbSYr09kUIA7swsvuJALL7gQgHsfvI/pDzxMmxT/l87bJ41n/px5dS1wr7/5OjdddxOXHp/IMPnHdzB/zjwAPvhwGUeO1r8UyrbtX9UFtwMFB065vba2ludffJ7Pc9fw6MMzyEjPYOYvZjJj9qN8+PE/GX3laNxuN9t3bOeT/3zCA/f+jL+9tJRydznFJSWs/Oy/lLvdREdF4fP5zmmpkhNC9xNKpBH+/MEWPt1QQNukaL4/qjvf6tM+JGaaNkb/Lm1Yu7WQ3YfK6Nwu3upypJU7VFLB51sOM+rijiE39u3rMlNjCTMMdh8qZ2B3e6xv54hPaPSSH02938aoqKjgxVdfon1au7rwBpyyMK7X+42Fck0TgPf+8R4f5nzEDeOuP+lmn89HrdcLwA++O5Gh3/o2AAv/suj4/XnrxreFh4czoN8Avnfb9+rWjQsLC+MXD06v60ZduXolcXFxPP/sYtbkruH/HnkIA4NRV1zFhzkfYhhhPLvoT3TIyOSGa29o1HNviAKctFo1tV5WbznE4N7tmHx1T1strNkc+manYADrthUpwInl3lu1278N1cUdrS6lRUWEO0hvE8MeG01kaO7FdpvC4/Ew7ef3c+EFFzLtnmkn3VZVVXXS5dFXjiIi/H/h311RAUB2Vhe63tn15OU+8AfDhX9+js1bt7Bu/TqWvrW07rYNG9dTUHCAa8ZcQ21tLVOn3V1vjaZpMv7W8Sct0NshswM/nXofSYlJ3PvgffzozikkJyXz0qsvcsXlk5r+izgNBThptbbuPYKnxsclvdq2uvAGEB/jJDsjgS+3F3NdiC3XIPZSfLSKlRsPcmn/DBJinWf+AZvrlOZi467mb9EKRU6nkz8+/cxpb3vrlTdPupzwjRa9V/78MgA9unU/7c+/+pdXGlXDa0tebfB2n8+/Nt3XfT0s/v43c+ta8n7x4C8a9ZiN0Tr6ikROY/2OYiLCw1r1xu79u7Zh96EySsuqrS5FWrFln+0BYNQlod36dkLHNBdH3R6OlAfheWdyShiRhoWFhZ122ZETGrrthLP5nSvASau1YUcxPTom2W6T7OZ0/vEZqF9uL7K4Emmtjro9/Gf9AQb3aUdKQvMscBrsTkxkCMZu1LCqao6Vl+L1eRXkAsQ0TSqrKzCqa5r0c5Z0oS5YsIAPPviA5ORknnjiCdq0Of0yBqc7rqCggHvvvReAcePGMX78+ABWLqHiUGkFh0orQ3q2W2Okp8SQmhjFuu1FXDogNNfdkuD2z9V7qPX6uHpQJ6tLCZgT24PtPlhGv+zgWsYn8nAJNVXVlCRUYtpkaIlhGLYPm0Z1DZGHm9atHvAAl5ubS05ODkuXLmX16tXMnTuXmTNnNvq46dOnM2XKFIYNG8bEiRMZMWIE6enpgX4aYnMbdhQD/oH8rZlhGJzfpQ3/+uIA1R4vkc7W2xopgVfhNcj5Yj8X9WhLWnKM1eUETHRkOGlJ0ew5VG51KacwAOcxNxxzW11Ko7lckZS1wmEgAQ9wK1asYOzYsTgcDgYNGsTs2bMbfZzX62Xz5s0MH+5f42XIkCGsXr2a6667rtGPHxfrxOvwnflAm3K5Iq0uIShVVzpJTXXVXd6y7ygZqbH06ZZmYVWn+nqNgXLpwI58tGYf+0orGdSnPRUxTiL1PmoynXtN9/GuGKo9Xr47ppcl7/2vC/Tjd+uUzNY9pSc9rs69sxeK558jquEJPQEPcG63m169/Lv4GoZBxfFpvo05rrKykrS0/33gxsfHc/hw/Ssmn06520NtRWgm9db6LaQxais8FBb6x5tU13hZv62IEQMy6q4LBqmpLkvqaRvvJDrSwX/W7iU7LY6KCg8evY+aROde01V7TT45HEH/Lm2Iiwiz9Fy04txrlxjF8nUV7NpTUrfunc69sxOq51+4N4zUBm4P+CSGuLg4Kisr6y6Xl5++Cfl0x0VHR+PxeOquc7vdtu/3lsDbuqeUWq+PvtnJVpcSFMIdYfTJSuHLHcX4dD5JgHx2GCp8YVz9rdYz9u3rOqb5W972BuFEBrGHgAe4/v37s2rVKgDy8/NJSjr9Eg6nO87hcJCQkEBBQQEAeXl5ZGa27kHo0nTrdxTjjAije4dEq0sJGv27tOGY20N+gT5MJDA2lJi0d9aSnd641fhDTce04xMZgnAcnNhDwAPc4MGD2b59O7NmzeK+++5jwoQJ/PGPf2TlypVnPA5g0qRJTJ06lVmzZrFx40YuvfTSQD8FsTHTNFm/o5henZKJCNeA/RP6ZqdgGLBOy4lIAFR7TfLLoFts05ZNCCWuGCcp8ZHsVgucnKWAj4FzOBwsWbKEnJwcRo8ezcCBA5t03MiRI8nKyiIvL4+7776b2NjYQJYvNnewpIKio1WMbkVLFjRGXHQEXTMS+HJ7EcMSra5GQt32o+A1W3eAA383ajCuBSf2YMk6cE6nk1GjRp31cdnZ2WRnZ7dEaRLi6pYPOU/j377p/K5teP2THZTGNjxwVuRcbT1q4gyDrKhaq0uxVKc0F+u2FVHlqSXKqZ0tpWm0E4O0Kut3FpPeJpY2CdFWlxJ0+h/flWGrO+IMR4qcm61HIDsewlv5J1DHdi5MYO9hjYOTpmvlp4+0JlWeWrbuOUK/81r34r31aZccQ3xMBLur1BIgLae4yqSwCron2mOV/5bUKe3ElloKcNJ0CnDSamzOL8XrM1v97gv1MQyD7IwE8isV4KTlbD3q/7d7oqVlBIXEOKf/S9NBjYOTplOAk1Zjw85iopwOuma2zmULGqNLRgLFNQ7Ka7QenLSMrUdMkpzQtnXsW98gwzDo2M6lmahyVhTgpFUwTf/4t16dkwl36G1fn+wMf7jN1+eJtACvz2TbUX/rm2GoCxX83agHitzU1IbuFo/SMvRJJq3CIY+DkmPV9FP3aYM6t3MRhkl+mVrgpPntLocqr8a/fV2nNBden8n+Io2Dk6ZRgJNWYcvxmZV9NYGhQc4IBxmRXrXASYvYesTEALpqFEOdju38Exk0Dk6aSgFOWoUt7gg6tI0jyRVpdSlBr1N0LXvd/u4ukea09Sh0ioOYcLXAnZCaEEV0ZLhmokqTKcBJyKusNcmvDFfrWyN1jK6lxgcHKqyuREKJu8Zkbzl0S7S6kuBiGAad0uI0kUGaTAFOQt5XR8GHofFvjdT5+Or46kaV5vTVUTCBHhr/doqOaS72HS7Hq0ZvaQIFOAl5m0pNosN8ZGfEW12KLSRG+EhwookM0qy2HjGJdkCHOKsrCT6d0lx4an0UehxWlyI2ogAnIc1rmuSVQs/YGhxhers3VmcX5GtIjjQT0zTZehS6JYBDy4ec4sREhv3VCnDSePpEk5C28xhU1ELvOI/VpdhK5ziD0mo46lErnJy7Q5Vw1APd1H16Wu2TY3CGh7FP29hJEyjASUjbUGISbkD32BqrS7GVzv4GAY2Dk2ax9Yj/3x6JVlYRvMLCDHp0SiKvPALT1JcmaRwFOAlZpmmyscS/6rtT7/QmyYiFcEPj4KR5bDli0jYakiLVAlefi3q05Uitg90auiCNpI81CVn73HDEA32T9aHRVOFhBh3iYLda4OQcebwmO45Bdy3e26ABXVNxGCbrivWlSRpHAU5C1sYS/6rvvZKsrsSeOsXBXjfUakFfOQe7yqDW1PZZZxITFU73mBq+LAafulGlERTgJGRtKIHz4iEuQh8cZ6Ozy8Br+lsyRc7W1iMmDgOytYrPGZ3v8nDUo7Gn0jgKcBKSCitNDlaq+/RcaCKDNIctR/xfpCIdOhfPpGech3ADdaNKoyjASUjaUOL/t0+ytXXYWbzTIDlSExnk7B2p9n+R6p6g8NYYUWHQMwl1o0qjBHzRmYKCAu69914Axo0bx/jx45t87JgxY0hJ8W+LdNFFF3HPPfe0aM1iPxtLTDJiIVmz3s5JZxdsP+qf0WtoAVZpgmMek8Vb/eNQe+uLVKMNSDHYUGKy8xh00cQPaUDAA9z06dOZMmUKw4YNY+LEiYwYMYL09PRGHxsWFkbHjh159tlnA1y52MUxj8nucriqgwLHuersMsgtMin1QHKk1dWIXRxwmyzcYlJRC5N7GKRF61xsrJ5J/mWP1hWbdFHLpTSgUQGuoqKCmJiY095WVVVFVFRUox7M6/WyefNmhg8fDsCQIUNYvXo11113XaOPdTgcbN26ldtuuw3TNHn44Yfp27dvox4fIC7Widfha/TxduNy6VM2d28tJjVckunE5fKPEqiudJKa6rK4sjMLhhorYpxEHn8f9TJ9vLGrmoM14XRqo1XiG6Jzz29TsZdnN3mIdMCDF0fSMb7+kTrBdF4GQx0VMU4iE6Pol+phQ4mX7/V14ghTiGuMUDz/HFHOBm8/419kj8fDddddx+9+9zs6dOhAfPz/phKtXbuWZ555hkWLFp32Z2fMmMGOHTvqLrvd7pPCXnx8PIcPHz7tz1ZWVpKWlnbKsUOHDmXhwoVkZ2fz+eef8+STT/LCCy+c6WnUKXd7qK2obvTxduJyRVJWFprPrSnWFPhIiYR400NZmf+PX22Fh8LC4B6Nn5rqCooaKyo8eI6/jxIwcYbBlsIaesV5La4seOnc81t1yGTpLpO0aLizh0GiUUNZA2/pYDkvg+3c65NgsuYQrNtfre3HGiFUz79wbxipDd1+pjtwOp2Ul5ezePFi9u/fT0VFBYMGDWLEiBH88pe/ZPbs2fX+7IwZM0667PV6GTduXN1lt9td77Yh0dHReDyeU47NysqqC4E9e/Y8KSCKVNaabDsKQ9uhMVvNwGEYdIgzNRNVGuQzTZbtNflov3/B3u93M4gK1/l3tnokQuTxblQFOKlPvW3ba9asYd++fQCkp6czZ84cXnnlFV588UU2b97MpEmTGD9+PBdddFGjH8zhcJCQkEBBQQEAeXl5ZGZmNunYRx99lBUrVgCwbNky+vTp0+jHl9C35Qh4TS0f0pyyXHDADdVezYqTU5mmycvb/eFtUFu4o4fC27lyOgx6J8P6EvBqIW2pR70tcH//+9/57LPPqKiowDRN/vjHP5KXl0dhYSEjR45k5syZ/PSnP+Wyyy6jY8eOjX7ASZMmMXXqVAYMGMDGjRt57LHHOHToEHPmzOHJJ58847H9+/dn2rRpPP7446SlpfHoo4+e/bOXkLOhxCQuAjpZP5wlZHRyGfgw2VuuWXFyqoIKWFsEl6XD1R0NtXw3k/4p/glEXx31T2wQ+aZ6A9wDDzxAXFwca9as4eWXXyYnJwev18srr7yC0+kfWPejH/2IGTNmsHjx4kY/4MiRI8nKyiIvL4+7776b2NhYYmNjTwlvDR37yiuvnMVTlVBX6zPZXAoD2kCYPkSaTac4/7+7FeDkNLYe9f/77XYKb82pRyJEOeDLYpOeSfq9yqnqDXCvvvoq77//PhdddBEpKSlkZWWRnp7OnXfeSVZWFr1792b79u2nnUF6JtnZ2WRnZzf7sdK6fXUUqn3QR92nzSouwiA1yjy+oK9+t3KyrUdM2kVDotZcbFbhYQZ9kk02lMBNPpNwzUaVb6h3DNywYcP45S9/SXJyMseOHePo0aNcccUV1NTUMGzYMH7/+9/TvXv3kyYliFhpY4lJZBh0UytRs+vs8m+pVd+kI2mdPF7/grPdE62uJDT1TzGo9P6vlVPk6+ptgZs1axbh4eEcPXqUvLw8LrzwQmbMmMHBgwcZOnQoWVlZvP766wwfPrxuVwQRq/hMk42l/rEi+qba/Dq7DD4vNNlV5t/XUgRgVxnUmtBNC862iG4JEO2AL4tMeqsbVb6h3ha45557jr59+zJu3Dj69OlDYmIi99xzD4ZhcMstt9CpUyfuuecennvuuUDWK3Jae8qhvEbdpy1lQAokOeHVHSYezUaV47YeMXEYkK1Q3yLCwwz6JsOGUqjRbFT5hnoD3Ouvv05SUhKpqan069ePgQMH8sUXXxAfH89f//pX7rjjDgYPHsymTZsCWa/IaW073sXQXd2nLSIq3OA7XQwKq+DdPfogEb+tR/0tsk6Hvji1lP5tDKq9kFdidSUSbOrtQj2xcbzH42Ho0KFERUVx8OBBunbtSnR0NJ06dQJgwYIFgalUpAE7jpm0j4HYCH2QtJSuCQZD25ksPwh9kk11m7VyxzwmBRUwtqPeBy2pawK0jYJ/7DPpl6IZ9vI/9W9Sd5zT6SQuLo59+/Zhmia9e/c+6fbG7oMq0lJqff6dAtSN0/Ku7miQGgWvbDeprFVLXGt2YmC9JjC0LIdhMLqjwaFKWFNodTUSTM4Y4E6YPn26xrtJUNrrBo8PsuP1zbSlOR0Gt3cxOOqBt/IV4FqzrUf8i2a3j7G6ktDXLxk6xMI/9poaCyd1GhXgnnjiCcrKyujbt2/dFls1NTUtXZtIo+w45v9XLXCB0cllMDIDPi/0L90irY/P9O8Q0C1BXXqBYBgGV3cyKPXAfw9aXY0EiwY3s6+uruZXv/oVX3zxBX/5y1+47LLLuOiiizh48CCFhYVERUXx05/+VGvBiaV2HPUvJBqn8W8Bc0WmwaYjJq/tNOns0u++tSmo8M/67q6N1gOmW4JBtwSTj/abXNIW7Tcr9bfArVq1imuuuYbIyEheffVVkpOTSUhI4LnnnuOdd95h1apV/Pa3v1W3qljK6/OvTabWt8AKD/N3pVbWwus7TS3w28psPeL/V7O+A+vqjgbuWvhXgc43aaAFLiMjg8WLF5OZmVl33Tf3uevWrRvXXntty1UncgYnxr910YzIgGsfYzC6g39ZkbVFcGGq1RVJoGw96p/1He/UeRdIHeIMzk8x+dcBGNLOxKWW71at3ha4Dh06nBTeAMrKynjhhRdYv349AHFxcdxxxx0tW6FIA06Mf9PuANa4NB2yXPDmLhN3jVoFWoO67bPU+maJ0R0Man3w0T6db61dvQFu586dXHPNNXzyySd11xmGwcGDB5k1axY33XQTeXl5ASlSpD47jpmkRaNvohYJMwxuzDKo8sJH+/WB0hrsOAZeU+PfrNI22uDitvDfQ1BcpXOuNas3wJ133nlMmzaNZ555hsmTJ7N//36ioqL42c9+xmuvvcYPf/hDpkyZwubNmwNZr0gdr2my65jGv1ktPdbgolT49KA+UFqDr46ahBv+llexxpWZBgb+ZUWk9WpwGZFLL72U1157jUGDBnHbbbdx33331d02cuRIfvGLX/DAAw/g9XpbvFCRb9pXDtU+6KL13yw3qoOBw4D3tM1WyNt6RNtnWS0x0mBoe1hbBAfcOudaqzOuA2cYBnfeeSdPPPEEf/rTn6itra27beTIkQwaNIjq6uoWLVLkdLT+W/BIjDQY3h7WFcPuMn2ghKoj1SYHK9V9GgwuSzeIdMAHaoVrtRq9E8PgwYN58803CQ8/eeLqww8/TEyMluKWwNtxzKRtNLg0Ey4ojMgwiIuAv+/WsiKh6qsT22dpAoPlYiMMLsswyCuFXfrS1CqdMcB9vcUtNjb2pNu8Xi9///vfm78qkTPwmiY7y6CLWt+CRpTDYFQHg11lsLHU6mqkJWw9YuLS9llBY2g7iIuAZWqFa5UaDHAej4ebbrqJqqoqCgsLKS4uPuW/l19+OVC1itQ54IZqr/Y/DTaXtIW0aHh3t4lXezaGlBPbZ3VPOHVNULFGpMPg8nSDbUdh+1Gdb61Ng1tpOZ1OHA4HOTk5LFy4kL1795KSkkJUVBT79++nR48ehIU1uhdWpNls1/i3oOQwDMZ2gkVbTFYehm+3s7oiaS4H3OCuhW4a/xZUBqfBJwf8Y+GmxitctyYNpq+vzy595JFH6Nq1KxMnTuTBBx+kW7duvPDCC00e61JQUMCtt97KrbfeyksvvXTG41euXMnkyZNPum7BggVcf/31TJ48maKioiY9voSGHcdMUqO0Enww6pXoD9b/2GtSWatWgVCx9fj4t24a/xZUnA6DkZn+oQsnxihK61BvgKusrGTQoEHs3LmTZ555ptlS/fTp05kyZQqvvPIKH374IQcOHKj32A8//JBnn30Wj8dTd11ubi45OTksXbqUO+64g7lz5zZLXWIfPtO/Erxa34KTYRiM6+TfszHngAJcqNhyxCRd22cFpUFtIcnpb4XTBKLWo94u1OjoaN58801++MMfMmbMGODcm2a9Xi+bN29m+PDhAAwZMoTVq1dz3XXXnfb4nj178qtf/YqHHnqo7roVK1YwduxYHA4HgwYNYvbs2U2qIS7WidfhO+vnEOxcrkirS2hxu4/5qPJW0yctAperwVEAdaornaSmBv/Ko8FQY0WMk8hzfB/1csElRR7+U+DlyuwIkqNCf6hFKJ97ZR6TXWVVjOocjssV0Wz3G0znZTDUcS7n3jVdalmyqYZd1RGcn+po5sqCXyief44oZ4O3N/jpl5mZSWRkJJ07d2bGjBns2bOHxYsX142B+973vtdgqJsxYwY7duyou+x2u4mKiqq7HB8fz+HDhxt8/H379p10ndvtplevXoA/UFZUVDT4BL+p3O2htiI0161zuSIpKwvN5/Z16wv83zAznLWUlTVuEenaCg+FhWUtWdY5S011BUWNFRUePM3wPrqivcnag/DmlmpuyQ7tABfq596qQyY+E3q6vJSVNd8X4GA5L0Ph3OvrMkmJhDe3eugcaRDWisbCher5F+4NI7Wh2xv64aqqKtq1a8ewYcPo2bMnDsfJqd7n8/F///d/9f78jBkzTrrs9XoZN25c3WW3293k5t64uDgqKyvrLpeXlzfp58X+Tox/S1BXTlBLjjTol2KyoQRuOs9sVR8ooebLYn84SNfyIUHLEWZwZQd4ebv/nDs/xeqKpKXV+7W4oqKCa6+9liFDhlBbW0tqairJyckn/RcfH8+VV17Z6AdzOBwkJCRQUFAAQF5eHpmZmU0quH///qxatQqA/Px8kpKSmvTzYm8nxr+dp/FvttAryT8Wbo++Z9mWu8Zk21F/INAMx+A2sA20jfJPIPJpLFzIq7cFLiYmhkcffZQlS5Ywc+ZM4uLiaNfu5DUBTNOkpqaGSZMmNfoBJ02axNSpUxkwYAAbN27kscce49ChQ8yZM4cnn3zyjD8/ePBg5s+fz6xZs1i7di0TJkxo9GOL/R2ogEqv9j+1i+4JYACbSk06u/Sa2VFeKfiA81P0+gW7MMPgqg7wwjaTdcVwQRurK5KW1GAX6qBBgxg0aBDLly/nl7/8JVdddRVTp049pwccOXIkWVlZ5OXlcffddxMbG0tsbGy94S0zM5MXXnih7rLD4WDJkiXk5OQwevRoBg4ceE71iL1o/1N7iY0wyHKZbC6FMR2trkbOxpfFJsmRkBl75mPFeuenwIf7/K1w56f412aU0NSoKXxDhw7ltddeY/v27c3yoNnZ2WRnZ5/1zzudTkaNGtUstYi97DjqH4uTGKk/SnbRM8ngvT0mR6pNvW42U1nr331haDt1n9pFmGEwqgP8+SuTtYVwcVurK5KWcsapYUeOHKG0tJSIiAgGDx4ciJpETqvWZ7LjGHTRQqK20uv4MNXNRywtQ87CxlLwmuo+tZu+yf4W05z9GgcXys7YAnf//fdz6NAh+vfvz8yZMwH46KOPKC8vJz4+nssuu6zFixQB+Hi/f/zbBW30YWIn7aL9i4xuKjUZnKbXzk7WF5skOqFjnNWVSFMYhsFFqfBmvklxlUlKlM67UFRvC9zHH3/Mpk2bMAyD559/noEDB/Lee++xa9cunn32WfLz81m0aBEffPBBIOuVVqqw0uTj/SYDUqBrgv4Y2YlhGPRMgm1HoUYb3NtGVa3JliOafWpXJ7Y80/ZaoaveAOfxeHjwwQdZv349hmHw+OOP8+mnn/LZZ58BcO+993LDDTectFCvSEswTZO/7TIJD4NrO+uDxI56JRl4fP+bhCLBL+9492k/dZ/aUttoiI+AbUf1pSlU1RvgRo8ezd///ne6du2KaZokJSVxww03nHTM2LFjz3lWqsiZfFHs/xY5pqOhfRhtqks8RIT5u1HFHr4sNklwQid1n9qSYRh0S/C3fGtNuNBU7xi4hQsXEhERQWlp6UnXr1q1ipKSEpYsWQL4W+ruuOOOlq1SWq3KWpO38006xMK30qyuRs6W02HQNd6/nIjZ2VSXXJCr8vq7TwenoR00bKxrosGaIpOCCsjQMjAhp94WuJqaGmpqak7Z6srn82GaJrW1tXX/ibSU9/eYlNfAzee1rr39QlHPJIPiajhcZXUlciabS6FWs09tr+vx9TK3aRxcSKq3Be5HP/oRQN2YtxO+9a1vceDAgSbtviByNnaXmfz3EHy7HWTG6YPE7nolwd92waZSSIu2uhppyPpiE1cEdHZZXYmci8RIg7Rok6+Omlyarr+hoabeFrhNmzZx7bXXUlhYCEBpaSlvvPFGwAqT1s1rmizd6f8QGd1Bf3hCQVKkQbtojYMLdtVek01HoF+yuk9DQdcE2HnMv46mhJZ6A9yuXbv4+c9/TmpqKoZh8OCDD/Ktb32LSy65BNM0+cUvfsEvfvELNm7cGMh6pZX49CDsr4DrswyiwvUhEip6JcGuMv/YRglOW45AjU/dp6GiW4J/BvjucqsrkeZWbxfq1VdfDcBzzz3HjTfeSK9evXjmmWcAePjhh6mqqsLn85GWppHl0ryOVJss22PSM9HfCiCho1eSQc4Bk61HoX+K1dXI6XxZbBIXDudpv+GQkB0PBvDVEZPseIXyUHLGnRj+8Ic/EBYWhs/nq7suJiaGCy64oEULk9brnd0mXhNuyDI0WzHEdHJBtAM2l5r0VwtP0PF4TTaVwsBUdZ+Giuhwgw5xJtuOwmiri5Fmdca9UCMjI9m1axf33XcfGzZsAPyL+Iq0hPIaky9LYEg7tP1LCHIYBj0S/bMctTZV8NlyBDw+OD9Z514o6ZYAe8r9u2tI6GgwwD3++OM8/vjjpKWlMX78eH73u98B/hY4kZbwRRH4TLgoVR8goapXkkF5LezVmJyg80WRSWw4ZCdYXYk0p24JBj60E0qoaTDAffLJJ3z88cckJCQwZMgQ3G43TzzxBEVFRcyfP5958+bx29/+NlC1SiuwtsikfQykxyrAhaoeif4xOZqNGlzKPCYbSuHCVH9LqYSOzi7/TihfaVutkNJggEtJSSE5+X+jyA3DoE2bNjgcDlwuV91/Is3hcKXJnnK4UK1vIS02wqCzCzYfsboS+brPC/2t34PSdP6FmvAwg/Nc2tg+1JxxEsPXB5E7HA4mT57M+++/z/e///0WLUxan7WFJgZwQRurK5GW1jPJ4P09Jsc8pva3DQKmabLqsMl5LkiL1usRiromGLyrcy6knHESQ1jYqYdoZqA0N59psrbIv+hkgv64hLxeif5/15dYWoYct/0YFFWp9S2UdUv0/6tWuNDRpABnmiYTJkxg//79vPXWW3g8nhYtTlqP/DIoqVb3aWvRPgY6x8E/95la1DcIrDpkEu3QuouhLD0GYsNhm8bBhYwGA9yJjevLy8v54osvcDgcPPjggyQkJPDVV19x++23U16uqWRy7tYUmjjDoK8+QFoFwzC4PsvAXeMPcWKd8hqT9SX+yQtOh75Ahaoww6BLgr8FztQSPiGhwQC3d+9eCgoKGDduHA888AAjRoygT58+xMXF8cADD3DNNdfw1FNPNekBCwoKuPXWW7n11lt56aWXznj8ypUrmTx58knXjRkzhgkTJjBhwgR+//vfN+nxJfjU+EzWFfvDW6Q+QFqNDnEGl7SF5QVwsEIfKFZZUwheEwar+zTkdUswOOqBwiqrK5Hm0OAkhhUrVpz2+qoq/6t/0003nRKuzmT69OlMmTKFYcOGMXHiREaMGEF6evppj/3www958cUXT9oF4uDBg3Ts2JFnn322SY8rwWtTKVR51X3aGo3paPBlscmbu0x+2EvjawPNNE1WHTLp7IJ2Mfrdh7qux9f3++ootI22thY5d2echXo6DzzwAACxsbG8+OKLjf45r9fL5s2bGT58OABDhgxh9erVXHfddac9vmfPnvzqV7/ioYceqrvu888/Z+vWrdx2222YpsnDDz9M3759G11DXKwTr8N35gNtyuWKtLqEJlu3vZqESJMLMiNbbPue6konqanBv+RNMNRYEeMkMkDvIxdwfdda/rqlhm0VEQxs5wjI47YEO557X5V4OVzlYWJ2BC7XWX0cnJNgOi+DoY6WPvfi4kxSoqrZ6TYYbcP3a0PseP6diSPK2eDtZ3XGDhs27H93EF7/XcyYMYMdO3bUXXa73URFRdVdjo+P5/Dhw/X+fGZmJvv27Tvpui5durBw4UKys7P5/PPPefLJJ3nhhRcaXXu520NtRXWjj7cTlyuSsjJ7PbfyGpMNRSbD2oG7vOUmxdRWeCgsLGux+28OqamuoKixosKDJ4DvowGJJp/EwKtbPHSOMmw5DsuO5x7Ax/k+ohzQPbaWsjJvwB8/WM7L1nTudYk3+bLY5OixqpDZ79au59+ZhHvDSG3o9pZ88BkzZpx02ev1Mm7cuLrLbre7yYMps7Ky6kJgz549TwqIYj/riv2Lhw5U92mr5TAMbsiCP+SZfLzfZHRHvRcCwV1jsr4YBqVp8kJr0i3B4LPDJnvLoZP1jY5yDs64jEhzcjgcJCQkUFBQAEBeXh6ZmZlNuo9HH320bmzesmXL6NOnT7PXKYGzptC/dVaGts5q1bLjDQakwCcHoLhKExoCYW0R1JowqK3Ovdaky/FxcNu0HpztBTTAAUyaNImpU6cya9YsNm7cyKWXXsqhQ4fqxtWdydSpU5k3bx7XXHMNy5Yt45FHHmnhiqWlaOss+bprOhmEGfBWvgJcSzNNk5WHTDrGad/h1sYVYZARA5uP6Dyzu4CPWh05ciRZWVnk5eVx9913ExsbS2xsLE8++eRpj8/MzDxpjFtGRgavvPJKoMqVFqSts+TrEiMNrsiE9/aYbC416ZmkYNFS8svgUCXcmq3fcWvUOxk+3AdlHhOXdr6xrYC3wAFkZ2czbtw4EhISrHh4CQLaOktOZ3h7SI3yt8JVaIeGFrPysEmkA/qnWF2JWKFvsoEJ5JVaXYmcC0sCnIi2zpLTCQ8zuCHLoKgKfpVrkrPfpManINecKmpN1hXBwDZaOLu1So+B5EjYUKJzy84U4MQSuUXaOktOr3uiwbR+Bp1c8O4ek19/YfL5YROftv9pFjn7Tf/kBe280GoZhkHfZP+CvlVenVd2pQAnAec1/csX9EpSC4CcXnqswV09w/hRLwNXBLy8w2TOev/YOO3jePZ2l5l8cgAuToVMTV5o1fomG3hN2KJuVNtSgJOA23EMymvh/BR9gEjDuiYY/KSvwYSuBh4vPLfF5I+bTPLLFOKaqsZn8soOkwQnXNtZ515r19kFceHqRrWzwO+dIq3el8X+7tOeiVZXInYQZhgMaOPvbv/vIfhon8nvN5r0SjQZ1dFQS1Ij/WOvyaFKuLOHQXS4fmetXZhh0DvZ5MtiqPWZhIfpPWE3aoGTgPKaJhuOd59q9XdpivAwg2HtDR6+wGBMR4NdZfDb9SZ/2erjYIVaERry9a5TLc8iJ/RJNqjywvZjVlciZ0MtcBJQ6j6VcxXpMBiZAUPS4F8HTP5TAOtLTC5oYzIywyAtRu+tr1PXqdSnWwI4w/zdqD0S9d6wGwU4CSh1n0pziQ43GN3RYGh7k08OmHx6ENYWmWTGmgxs4+92jdcag3Vdp3f1VNepnCwizKBnosnGErgxywyZze1bCwU4CZivzz5V96k0l7gIg2s6GVza3r84dG6Rydu7Tf6+G7ommFzQxqBfMkS1wvByouv0kraohUVOq0+ywZcl/m0NO2tze1tRgJOA2XEM3LXQX92n0gJcToNL0+HSdINDlSa5hSa5RfDKDpOlO2FwmsmoDq2nFarGZ/Ly8a7TcZ1ax3OWpuuVBA7D343a2aX3iZ0owEnArDu+eG+PRKsrkVCXFu3vXh3VwWR3Oaw65O9iXVdsMq6Tf/9dI8S7i/6x1+Swuk7lDKLDDbrEm2wogbEdzZA/L0KJZqFKQHhN/x+I3uo+lQAyDIPOLoPvdAnj3r4GiU54abvJM5vMkJ25WlJl8tI2HznqOpVG6pvs377uUKXVlUhTKMBJQJzoPtXsU7FKhzj/osA3nWdwwA1PrTd5Z7eP6hDZSqi8xuStfB+/Xudf2+uydLhes06lEXof39JwQ4m1dUjTqAtVAkLdpxIMwgyDb6VBv2R4b49/gH9ukcn3ukJWvD3DTrXXv5TKJwdMqr1wcVu4KtMgMdKez0cCL8Fp0CnOZEOJyRWZet/YhQKctDh1n0qwiYswuDXb4JK2Ji8f71K95Ty4qK193p8+02T1Yfhgr0lZDfRJgqs7ah08OTt9kg3e22NSWm2SpPBvC+pClRa346i6TyU4dXb5u1XPi4eXd/i7VH1m8HepHqow+UOeyWs7TdpEwd19DCb1CFN4k7PW93g36kZ1o9qGWuCkxa0rNolU96kEqZhwg7t6wFv5/i7Vw5Um47tCVBC2Ftf6TD7eDx/tN4l0wHeyDS5KDf0ZtdLy2kYbpEWbbCwxGdpe7yc7UICTFnWi+1SL90owc4QZ3HieQVqMyVu7TOZtNJncHZKjguc9u/OYyes7/bsqXNDGvy2WKyJ46hP765sMOfvBXWMSq/dW0FMXqrQodZ+KnXy7ncGdPQ2OVMPTG0x2HrO+O9VdY7J0p4/5eSYeH9zZw+C7XcMU3qTZ9U028AHr1Y1qC2qBkxal7lOxm+6JBj/pC4u2mMzPM8mON7ko1eD8FIgMQCuyafpb2TaVwqZSk11l/uuHt4dRHYyA1CCtU2as/7+P95tclArhYXqvBbOAB7iCggLuvfdeAMaNG8f48ePrPfb999/n+eefJyIigl69evHwww9jGAYLFizggw8+IDk5mSeeeII2bdoEqHppCnWfil21jfaHuBUHYU2hySs7TN7YBeenmFyYapAdT7Nu/F3rM9lxDPJKTTaVQkm1//qMGBiZAf3bGLTXBAVpYYZhMKoDLNxisroQvpVmdUXSkIAHuOnTpzNlyhSGDRvGxIkTGTFiBOnp6accV11dzbvvvsuLL75IZGQkN9xwA1u2bKGyspKcnByWLl3K6tWrmTt3LjNnzgz005BG+OqIuk/FvmLCDa7I9Aeo/HL4/LDJumL4vNAkKdK/y8GQNM56rFCNz2TrEVhfbLKxFKq8EBEG3RLg8gyDnoloLTcJuJ6J/k3tP9znb4WLUCtc0ApogPN6vWzevJnhw4cDMGTIEFavXs111113yrGRkZE888wzANTW1lJWVkZKSgqvvvoqY8eOxeFwMGjQIGbPnh3IpyBN8MkBk/gIfwuciF0ZhkGWC7JcBtd19oet1YdNlu01ydkPF7c1GdPFR1Qj7qvaa7LliD+0bSqFah9EO/yDx/ulGHSNV2u1WMswDEZ3gD9uMvnvIX/XvQSnFg1wM2bMYMeOHXWX3W43UVH/+zMXHx/P4cOHz3g/ixYtYsSIEbRt2xa3202vXr0A/xutoqKiSTXFxTrxOnxN+hk7cbkirS4BgB1HfGw/Vs3N3cJJSoiwuhyqK52kprqsLuOMgqHGihgnkUHyPgpGwxNheBbsL/fxz/xaVhZ4WXGwmgvbObiqczid4v1zw0zTpKTKZOdRH7uO+v/dfcyk1gdxEXBxewcD0xx0Tw5rtWONgum8DIY6guXcu8AFPQ9Wk7Pfx8jzIokKD/73Z7B89jUnR5SzwdtbPMB9ndfrZdy4cXWX3W435hkWzVy+fDnLly9n8eLFAMTFxVFZ+b8dd8vLy5tUU7nbQ21FdZN+xi5crkjKyoLjub2zzUdMOFyQ6KWszPrAXFvhobCwzOoyGpSa6gqKGisqPHiC5H0UzOKBmzrByHYGn5U4+PfeWj4/6KVLPEQ5YHc5lNX4jw03IDPO3+XaK8m/cLDDMIFaKt1WPgtrBct5qXPvVFekm/x+I3ywvZqRGcEd4ILps685hXvDSG3o9oBVAjgcDhISEigoKKB9+/bk5eVx2WWX1Xt8bm4uTz/9NAsXLsTp9CfR/v37s2zZMsaOHUt+fj5JSeqfCzYFFSZ5pf79GDVjTkJdYqTBTd0iGJbqZeUhWHHIxGH4x7J1chl0ioP2MZrRJ/bS2WXQK8nkk/0mQ9Ig2gatcK1NwCcxTJo0ialTpzJgwAA2btzIY489xqFDh5gzZw5PPvnkScf+5Cc/ISYmhilTpgBwzz33MHjwYObPn8+sWbNYu3YtEyZMCPRTkDP4eL9/4/pvt7O6EpHAiQ43uCwDLgvy1gqRxhrdwWDOepN/HTAZ3VHv62AT8AA3cuRIsrKyyMvL4+677yY2NpbY2NhTwhv4u09PZ8mSJeTk5DB69GgGDhzY0iVLExRXmawrgmHtz352noiIWC8j1uD8FJP/FMDQ9iZx+pseVCxZyDc7O5vs7Oyz/nmn08moUaOasSJpLp8cMDEMGJ6uE11ExO5GZRqsLzbJ2W8yrrP+rgcTbaUlzeaYx2T1YbgoFRKcOtFFROwuLcZgYCp8etD/N16ChwKcNJt/F5h4TRih1jcRkZBxVaZ/j9SP9ivABRMFOGkWFbUm/z0I/VMgNVoBTkQkVKREGVzSFlYegl1lCnHBQgFOmsWKg/5V5S/XDDwRkZBzVaZBciT8aZPJliMKccFAAU7OWbXX5D8FJr0SIT1WAU5EJNTEOw2m9jZIjYJFW0y+KFKIs5oCnJyzzw77N62/PFPhTUQkVLmcBlN6+xenfnGbyX8PKcRZSQFOzsnhSv/08vOOb/YtIiKhKzrc4K6eBj2TYOlOk4/2mWfcElNahiXrwIn91fpMPjkAH+4zCQ+DsZ0U3kREWgOnw2BiN3h5h8n7e03ctXBNJwgz9DkQSApw0mS7y0xe3WFysBLOT4brswzite6biEir4QgzuL0LxISb/LsA3DUmN53nD3cSGApw0mhVXpP395isOAgJTpjU3aBPsk5WEZHWKMwwuL4zxEXAsr0me90m3+3q34JLWp4CnDTK1iP+VrejHhjSDsZ0MIgK10kqItKaGYbBlZnQ2QV/3Wby9AaTqzv698NWl2rL0iQGOaP9bpNFW0wiHXB3H4MbssIU3kREpE63BIOfnW/QMxH+vttkwWaTo9p6q0UpwEmDqmpNlnxlEhsBP+5t0FkzTUVE5DRiIwwmdje4+TyD/DJ46kuTjSUKcS1FXahSL9M0eW2nSXEVTOltEBeh8CYiIvUzDIPBaZAd718rbvFWkyyXSWoUJEf5d3NIiYTkKHBFqJv1XCjASb1WHoZ1xTCmo8F58TrJRESkcdpGG9zTBz7eD1uPmmw5AsdqTm6NCzcgIuzcW+gMo5JQXIouNcnHH8bUf7sCnJzWfrfJW7tMuifAZelWVyMiInYTHmZwVQe4qoO/AcDjNSn1QEkVlFRDSbVJre/cH8fpdODxeM/9joJMfHzDtyvAySlOjHuLCYfxXQ01cYuIyDlzOgzSoiEt+sQ1zfPZ4nI5KSurbpb7CibhMQ1PU9AkBjnJiXFvRVXwvW4a9yYiIhKMFODkJCfGvY3WuDcREZGgpQAndXYe07g3ERERO9AYuFbOZ5psKoX/FJhsPwaJTo17ExERCXYBD3AFBQXce++9AIwbN47x48fXe+z777/P888/T0REBL169eLhhx/GMAzGjBlDSkoKABdddBH33HNPIEoPKVW1JqsLYXmBSXG1P7iN7WhwSVv/YowiIiISvAIe4KZPn86UKVMYNmwYEydOZMSIEaSnn9pfV11dzbvvvsuLL75IZGQkN9xwA1u2bCEpKYmOHTvy7LPPntXjrz5sUl4WggvGAJEltVRXn/m5FVWZfF4I1V7//nVXdzTomwyOMAU3EREROwhogPN6vWzevJnhw4cDMGTIEFavXs111113yrGRkZE888wzANTW1lJWVkZKSgqfffYZW7du5bbbbsM0TR5++GH69u3b6Br+uc/kcGloBjioadRRYZhckFTLpW1q6Bx7fBGe0JuBfZKY9qmkprqsLuOMgqFGT/tUao8etboMW6muBKfVRdhQMJ2XwVCHzr2zE6rnnyOs4bXtWjTAzZgxgx07dtRddrvdREVF1V2Oj4/n8OHDZ7yfRYsWMWLECNq2bUuXLl1YuHAh2dnZfP755zz55JO88MILja7p0UkXU+tthpUDg1CblDiKisvPeFy4I4zICEcAKgouhYVlVpfQoNRUV1DU6Bw8PCT/GLakYHnt7CgYfm/B8vrp3Ds7wfL6NbewM/SKtXiA+zqv18u4cePqLrvdbswz7H+xfPlyli9fzuLFiwHIysqqC4E9e/Y8KSA2RnRkOD5faLbAxcU4qXRHWF2GiIiItLCALiPicDhISEigoKAAgLy8PDIzM+s9Pjc3l6effpp58+bhdPq/lzz66KOsWLECgGXLltGnT5+WL1xEREQkiBjmmZrAmtlHH33EH//4RwYMGMDy5ct54403KC8vZ86cOTz55JMnHTt06FBiYmJITk4G4J577qFjx45MmzYNt9tNWloajz76KBkZGY1+/OLi8pBtgQvVZuTWQq+ffem1sze9fvYWqq9fWJhBSkpcvbcHPMAB7Nixg7y8PIYPH05CQkJAH1sBToKVXj/70mtnb3r97C1UX78zBThLFvLNzs4mOzvbiocWERERsT1tpSUiIiJiM61uK60zTcu1u1B/fqFOr5996bWzN71+9haKr9+ZnpMlY+BERERE5OypC1VERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAS4Ebd26lauuusrqMqSJ3n//fW6++WZuv/12Zs2ahXa5s4cFCxZw/fXXM3nyZIqKiqwuR5qgvLycH/7wh0yaNIkbb7yRzZs3W12SnIX77ruPN954w+oyAk4BLsTU1NTwyCOPUFNTY3Up0gTV1dW8++67vPjii/z1r38lNzeXLVu2WF2WnEFubi45OTksXbqUO+64g7lz51pdkjTB22+/zbhx41i8eDE//vGPmTdvntUlSRO9//775OTkWF2GJRTgQsz8+fMZO3as1WVIE0VGRvLMM88QGRlJbW0tZWVlpKSkWF2WnMGKFSsYO3YsDoeDQYMGsW7dOqtLkiYYP348Y8aMAaC4uJi2bdtaXJE0RWFhIYsWLeK2226zuhRLhFtdgJydGTNmsGPHjpOuu//++9m8eTP33nsvixcvtqgyaYzTvX5z584lOTmZRYsWMWLECH2Y2IDb7aZXr14AGIZBRUWFxRXJ2SgpKeH5559n4cKFVpciTfDII4/w0EMPsXLlSqtLsYQCnE3NmDHjpMtVVVX84Ac/YO7cuRiGYU1R0mjffP1OWL58OcuXL1cAt4m4uDgqKyvrLpeXl1tYjZyNmpoapk2bxrRp00hPT7e6HGmk119/nezsbC688EIFOLG33NxcysvLuf/++wF/0/LUqVOZP3++xZVJY+Xm5vL000+zcOFCnE6n1eVII/Tv359ly5YxduxY8vPzSUpKsrokaQKv18u0adO4/PLLufzyy60uR5rgo48+4tixY0yYMIH9+/fjdDpJSEhoVa+jYWqqW0i67LLLWu3ATrsaOnQoMTExJCcnA3DPPfcwePBgi6uShni9XsaPH0+fPn1Yu3YtN910E+PHj7e6LGmk1157jVmzZtG7d28A0tPTmTNnjsVVSVPNmzePjIwMbrjhBqtLCSgFOBGRc+DxeMjJySE1NZWBAwdaXY6ItBIKcCIiIiI2o2VERERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRETO0o4dO7j00ktxu93s2LGDESNGaDstEQkIrQMnInIOfvOb3xAdHc2mTZu4+uqrufrqq60uSURaAQU4EZFzUFFRwfXXX0+7du34y1/+YnU5ItJKqAtVROQcVFVVUVNTQ3l5OV6v1+pyRKSVUAuciMg5eOCBB+jduzebN2+mR48e/OAHP7C6JBFpBcKtLkBExK5WrlzJ5s2bmT17NkeOHOGGG27gyiuvJD093erSRCTEqQVORERExGY0Bk5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZhTgRERERGxGAU5ERETEZv4/eugs83FX1wsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np \n", + "import matplotlib.pyplot as plt \n", + "x = np.concatenate((np.random.normal(loc=-2, scale=.5,size=500), np.random.normal(loc=2, scale=.5, size=500)))\n", + "\n", + "isolation_forest = IsolationForest(n_estimators=100) \n", + "isolation_forest.fit(x.reshape(-1, 1)) \n", + "xx = np.linspace(-6, 6, 100).reshape(-1,1) \n", + "anomaly_score = isolation_forest.decision_function(xx) \n", + "outlier = isolation_forest.predict(xx)\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.subplot(2,1,1)\n", + "plt.hist(x) \n", + "plt.xlim([-5, 5]) \n", + "\n", + "plt.subplot(2,1,2)\n", + "plt.plot(xx, anomaly_score, label='异常值分数') \n", + "plt.fill_between(xx.T[0], np.min(anomaly_score), np.max(anomaly_score), where=outlier==-1, color='r', alpha=.4, label='异常值区域') \n", + "plt.legend() \n", + "plt.ylabel('异常值分数') \n", + "plt.xlabel('x') \n", + "plt.xlim([-5, 5]) \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 使用隔离森林算法来监测客流量,订单量的异常值区域\n", + "\n", + "隔离森林是一种检测异常值的算法，使用IsolationForest算法返回每个样本的异常分数，该算法基于这样的思想:异常是少数和在特征上不同的数据点。隔离森林是一种基于树的模型。在这些树中，通过首先随机选择特征然后在所选特征的最小值和最大值之间选择随机分割值来创建分区。下面我们使用隔离森林算法来探测客流量与订单量的异常值区域,并生成评分曲线:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iQiOCtBUE1ai6nkKoV8thsbngYBVQIiIioqhR22gFACTFhf8MjTZZaTH42dwROHy6kUVCiaJQeC+eo3balpF0tyZS11pjw2hxIE6vDHhcRERERBR8NY0WSCUC4vShn9AQJAJMNqdPbXOGJ+HSkkZs2XUaQ9JiMGlkcoCjI6JQwYRGBGk2eRIaKsX5O5ycTa9mQoOIiIgo2tQ0WhAfo4L0nJ3uQpHN4cL+ozU+tx+UqkdpjREvf1aI9EQt0hO1AYyOiEIFl5xEkLYlJ2pFdzM0FK3tWTyJiIiIKBq43SLqm21IioCCoB2RSgQsvXo0lDIJ/vbBQVh8nN1BROGNCY0I0lbdWaXseoaGUi6BXCaB0czCoERERETRoMlkg8stIiEmMhMaABCnV+LOa8eiqt6CVz4rhCiKwQ6JiAKMCY0I0mKyQy6TQCbt+p9VEATo1HK0cKcTIiIioqhQ12QDACQYIjehAQAjB8XhhsuysfdIDbbsPh3scIgowJjQiCDNZgfU3dTPaKPXyDlDg4iIiChK1DVbIZMK0LcWh49kV148AJNGJGHT10UoLK4PdjhEFEBMaESQFrMdqm52OGmjU8thtDg4FY+IiIgoCtQ3WxEfo4IghH5B0L4SBAG3XzUKqfEavPDvAtQ2Wjps53QDJpuzyz/V9eZ2t53ufu4MEXWJu5xEkGaTvdstW9toVDK43CLsTjeUct9mdRARERFR+HGLnoKgwwfEBjuUfqNWyrDy+nFY99pe/PW9A/j9kolQnVM43+ZwYk9hVZfn0etUaDFavbcvGpUCmY/jbSIKPM7QiCAtZke3W7a20bR+EJutrABNREREFMmaTXa43CLiY5TBDqVfpSVocdd1Y1BWa8LfP/4Rbs5MJoo4TGhECIfTBYvN2YMZGp71k0xoEBEREUW2uibPDINI3uGkM2OzEnDz7GH44Vgt3v/mRLDDISI/C3hCY+PGjVi4cCGWLVuG2traHrWrqKjAokWLsGjRIrz55ptdtn399ddxyy234IYbbsDLL78c2E6FoGaTp8Cnr0VBNaq2GRosDEpEREQUyeqbbZBKBMToFMEOJSjmTMzEjJx0fLbzFHYcqgx2OETkRwFNaOTn5yMvLw+bNm3C8uXLsX79+h61W7NmDVasWIG3334bW7duRXl5eYdtjUYj3njjDbz11lt455138P7773eZPIlETSY7APg+Q6O1nYkzNIiIiIgiWl2zFfExSkiioCBoRwRBwOLLh2PEgFj8Y/NhHC9tCnZIROQnAa1os337dsyfPx9SqRRTpkzBI4884nM7l8uFwsJCzJgxAwAwdepU7N69GyUlJee1VSqVcLvdKCkpgcPh2bkjJiamR7EmJOj63F9/SErS9+q4k9UmAEB8rAZ6XcfTCeVyWbvHNCoZnG7Re59Go0RSvKZXz9+Z3vYnFLEvoSuS+sO+hKZI6gsQef0hos6Jooj6ZiuyMwzBDiWoZFIJ7r5+HNa99j3++t4BrPnpRGg10TljhSiSBDShYTKZMHr0aACezKjZbPa5ncViQUpKirdNTEwMqqurO2wrl8sxd+5cvP7665BKpZg/fz4Uip59QNXVGeF2B7dQUFKSHjU1Lb069nR5IwBAdLnaVWI+m8PhbPeYWiFFY4vNe5/ZbEONy9Wr5+9IX/oTatiX0BVJ/WFfQlMk9QXwvT8SiRAyyX4i6r0WswNOV3QUBBUkAky2zmcfCxIBv7x2DJ58ex+eemc/Vi3K6b/giCggAprQ0Ol0sFjO7PtsNBp9bqdWq2G32733mUwmiKLYYduKigqcOHECf/vb3wAA//M//4MdO3YgNzfX310KWc2tS05USt+3YNWo5Ggx27tvSERERERhqaHFBgCI00d+QVCbw4X9R2u6bTftgjRs3VOClz7+EVPGpEAqic6lOESRIKA1NHJycrBz504AQHFxMeLi4nxuJ5VKYTAYUFFRAQAoKChAZmZmh21bWlpw8uRJWCwWGI1GHDx4MJDdCklNJjvUShmkEt//STUqGcxdZLGJiIiIKLw1tNggAIiN0oKgHUmJ1+CScakoKmvCzkOVELmdK1HYCmhCIzc3F8ePH8e6deuwatUqLFmyBM8//zx27NjRbTsAWLp0KVauXIl169bh0KFDuOyyyzpsO3z4cMyYMQMzZ87EjBkzkJ2djcmTJweyayGn2WRHjFbeo2M0ShnsDjecLneAoiIiIgpdgdiJrc2qVavw/vvvByx2Il81tNgQo1VAJg345oZhZUi6AVdcPABF5c04eKI+2OEQUS8FdMmJVCrFa6+9hry8PMybNw8TJ07sUbs5c+YgKysLBQUFuOeee6DVagGgw7a//e1v8dvf/jaQ3QlpTSY79D0sbHRm61YnYrTM2hMRUfQ4e9e03bt3Y/369Vi7dq3P7dp2Yps+fTpuv/12zJw5E+np6QCAzz77DHl5eZg2bVp/d4voPA0tNiQYIn+5SW9cMXkgjpc2Yd+xWujVcmSl92xTASIKvoAmNABAoVBg7ty5vW6XnZ2N7OzsXp0zmjSb7MhI6lnxNiY0iIgoWgViJ7brrrsONTU1ePnll3HLLbf0Kq5ILMQaTbvqBLOvYr35vJ3u7A4XjBYHxgxJ6HAXvHN3wPOFXO4ZP/bkuN4+T6CPUSjkuGLyIHy07QS+O1SJpHgt0hK157Vrt0tgAHYFDDV8z0amSO1rwBMa1D+aTHaMHNSzJSdalae92eYIREhEREQhKxA7sQHAgw8+iN/97nfnLa/1VSjsuuZPkbZLUFeC3VezzXneTnfVDZ5C+lqltMNd8M7dAc8XDoen/lpPjuvt8wT6GIfDCbPFjmkXpGHzzlP4dPtJzJsysN2FPr1O1e6c/t4VMNQE++e4P7Gv4aG7Xde4mC4C2BwuWO2uHs+yUCs9+SyTlYVBiYgougRiJ7Z3330X2dnZmDRpUuACJ+qBhhbPF/FYfeRv2doXKoUUsydmQoSIvL2lsNkjN2FBFGmY0IgAbVuv6jU9m6Ehl0mgkElgZkKDiIiiTCB2Yvvyyy/x/fffY8mSJfjggw+wceNG/Oc//+mfDhF1oKHFBoVMAq2Kk7K7E6NVYOaEDBgtTny7vxxu7nxCFBb46RYBjBbPkhGNSg67o2cZZY1KxoQGERFFndzcXGzYsAHr1q3D3r17vTux5eTkIDc3t8t2wJmd2CZMmIBDhw7h4YcfxtVXX+097tlnn0VGRgZmz57d730jatPQYkOcXglBEIIdSlhIiddg8uhk7Ciowv5jtZgwPCnYIRFRN5jQiABtCQ0tExpEREQ+CdRObG3uueeegPeBqCuiKKKhxYahGYZghxJWhg2IRU2TFQdP1CMxVo3RPSxMSkT9iwmNCNCW0NCp5d61kr7SqORoaOl43TAREVEkC8RObEShwmhxwOkSWT+jFyaPSkZ9sxXbD1ZgYCq3ciUKZayhEQFMFs8MC6265/kpjVIGi80VURXViYiIiKJdo9FTYy2OCY0ek0olmD4+HW63iK27T7OeBlEIY0IjApxdQ6OnNK1Fosw2LjshIiIiihSNLTYAgEHXs13wyCNGq8Dk0SkorzXhUFFdsMMhok4woREBjBYH1EoZpJKeF3xqq3ptYR0NIiIioojRaLRBq5JBIZMGO5SwlZ1hwLABsdhfVIf65p4t6yai/sGERgQwWRzQ9WK5CXBmhoaJMzSIiIiIIkaj0c76GX4wPScDSrkU3x2q5BJtohDEhEYEMFoc0Kl7vtwEADRKz3Fmq8OfIRERERFRkLjdIpqMdsRyuUmfqZQyTB6dgvpmGwpO1gc7HCI6BxMaEcBocUDby4SGQi6BVCJw61YiIiKiCNFidsAtiojVcYaGPwxK1WNQqh77j9ehotYU7HCI6CxMaESAvszQEAQBGpWMCQ0iIiKiCNFo9BQEZULDfy4elQy5TII3tx6Fy+0OdjhE1IoJjQhgtDig68UOJ200Khl3OSEiIiKKEG0JDe5w4j9qpQwXj07GqcoWfLGnJNjhEFErJjTCnNPlhtXu6vUMDQDQKDlDg4iIiChSNBrt0GvkkEk51Penwal6XJCdgA+3nURtoyXY4RARmNAIeyaLp5inTtOXGRpymK1OuEVWbiYiIiIKd40tNi43CQBBEHDDzGwIAvDWf44FOxwiAhMaYc/YltDoywwNlQxuUfQmR4iIiIgoPLncbjSbucNJoMTpVVgwNQs/HKvF/uO1wQ6HKOr5nND4/PPPYbPZAhkL9UJbQqO3u5wAgFYlA+DJ5hMREYUbjlGIzmg2OSCKLAgaSFdcNABpCRr868ujcDhdwQ6HKKr5nND4+OOPMWvWLNx3333YsmULrFZrIOMiHxktntoXfSoKqmxNaBjtfomJiIioP3GMQnSGd4cTPRMagSKTSrD48uGoabRi887TwQ6HKKrJfG24YcMG2O127NixA3l5eXjmmWcwYsQIzJ07F3PmzIFc3vsv1NR7Jqs/lpx4jm37BUhERBROOEYhOqOxxQZBAGK0/LkPpNGD43HxqGR8uvMUpoxNRXKsOtghEUWlHtXQkMvl0Gg0UCqVcDqdqK6uxnfffYelS5cGKj7qhj9qaKiUUggCExpERBS+OEYh8mg02hGjUUAqYam8QFs0axgkgoC3th4NdihEUcvnGRq/+93vsG3bNgwZMgRXXnkl/vWvfyE5ORlOpxOXXnppIGOkLhgtDsikEijkEjjtvVvDJxEEqJUyLjkhIqKwxDEK0RmNRhviudykX8Tplbj20iy889VxHCiqwwXZCcEOiSjq+JzQyMnJwW9+8xvEx8e3P4FMhp07d/o9MPKN0eKATi2DIAh9Oo9GKWNRUCIiCkscoxB5OF1utJgdGJIeE+xQosacSZn4Zl8Z/i/vGEYPjoNMypkxRP3J53fcokWL2g0UbDYbSktLAxIU+c5odvRpuUkbjUqGJhMTGkREFH44RiHyaGqdbcsdTvqPTCrBotnDUFFnxlf5ZcEOhyjq+JzQuOOOO9rdFkURN998s98Dop4xWv2T0NCq5GhosUEURT9ERURE1H84RiHy8O5wolMEOZLoMj47AWOy4vHRf0+ixcwl3ET9yeeERmFhYSDjoF4yWfw3Q8PucMNi417aREQUXjhGIfJoNNohEQToNUxo9CdBEHDz7GGw2l34cNvJYIdDFFW6TWj885//xKxZs9DQ0IDZs2d7/0ydOhW33XZbt0+wceNGLFy4EMuWLUNtbW2P2lVUVGDRokVYtGgR3nzzzW7PabVacf311+Pkyej5IDH6K6Gh9JRTaeBOJ0REFCb6OkYhijSNRhsMOgUkkr7VVqOey0jUYuaFGfh6XxlKq43BDocoanRbFPT666/H7NmzceONN+K1117z3h8bGwutVtvlsfn5+cjLy8OmTZuwe/durF+/HmvXrvW53Zo1a7BixQpMnz4dt99+O2bOnInKyspOz/nYY4/h2muvRVZWVk9fh7AkiiJMFie0fpqhAQANLVZkJHb970pERBQK+jJGIYpEjS02JMepgx1G1Lr20izsLKjEW/85hl/fnNPnov1E1L1uExp6vR56vR6XXHIJMjIyenTy7du3Y/78+ZBKpZgyZQoeeeQRn9u5XC4UFhZixowZAICpU6di9+7dKCkp6fCc33zzDTZv3oxly5Zhx44dyM3N7VGsCQm6HrUPlKQkvc9tjRYH3KKI1CQdkpL0EOvN0OtUnbaXy2WdPu6G5wPXBaFHMXTHn+cKNvYldEVSf9iX0BRJfQEipz99GaMQRRqr3QmT1cmCoEGkU8tx3bQheHPrUfxwrBYXDk8KdkhEEc/nbVuffPLJHp/cZDJh9OjRADxry8xms8/tLBYLUlJSvG1iYmJQXV3d6TkffvhhPPjgg5gyZQr+53/+B1VVVbjuuut8jrWuzgi3O7gFMZOS9KipafG5fXVD6+vpcqOmpgVmmxMtRmun7R2Ozh8XXW4AwKnyph7F0JWe9ieUsS+hK5L6w76EpkjqC+B7fyQSIWSS/d3pzRiFKNJU1nnGhbF6JjSC6bIJ6fj6hzK8k3cc44YkQC7jNq5EgRTQd5hOp4PFYvHeNho7Xk/WUTu1Wg27/UyVYJPJBFEUO2xbX18PURRx1VVXIT4+HgsWLMC2bdsC0KPQYrQ4AcAvS06kUgl0as9OJ0RERNQ7JpMJ27Ztw48//hjsUCjKVNSZAHCHk2CTSiS4efYwVDda8OX3JcEOhyjidTlDY/PmzZg3bx4A4MMPP+ywTVezIHJycrBlyxbMnz8fxcXFiIuL87mdVCqFwWBARUUF0tLSUFBQgFmzZsFgMJzXNj4+HhKJBPX19YiPj8f3338fFXU0jBYHAPilKCjg+QXIhAYREYWDvo5RAE+R8c2bNyM+Ph6PP/44EhMTfW5XUVGB++67DwCwYMECLF68GHa7HcuXL8f06dOxZ88eTJ8+HT//+c972UOinimvNUMmFfw2LqSOCRIBJpuzyzaD02Mwdkg8/r29GDnDk5AUqwEnahAFRpcJjfz8fO9gYdeuXR226WqwkJubiw0bNmDdunXYu3cvlixZgueffx45OTntalx01A4Ali5dipUrV2LChAk4dOgQHn74YahUqg7b/vGPf8Rdd90Fh8OB2NhYPPPMMz15HcKSye8JDSUTGkREFBb6OkYJROHypqYmLFu2DHPmzMGsWbPwxBNPMKFB/aaizgSDVslClAFmc7iw/2hNt+2GZhjw48l6/OPTQvzqpvGQKX1e6U9EPdDlO+sPf/iD9++PPvpoj08ulUrx2muvIS8vD/PmzcPEiRN71G7OnDnIyspCQUEB7rnnHm/F8o7azpgxw1tANFq0+DmhYdApUVwZOevEiYgocvV1jBKIwuXXXXcdRo0ahaKiIjz33HM9quXVJlzqlvREpBSh9UUw+1pZb0ZagrbLAvHn6qpgfFfHAOiX5wn0Mb62P7tNT465YFgS9h2tQU2TDYPHdDxTPRTxPRuZIrWvAU8VKhQKzJ07t9ftsrOzkZ2d3atzRjqjxQEBgMZPGd9YvQJGiwMOpwtymdQv5yQiIgpFgShc3mbXrl1dLrXtSigUKfenSCuq25Vg9tVocaDJaMfQDEOXBeLP1VXB+K6OAdAvzxPoY3xpr9ep2rXpyXOMHGDA4eJ6vLGlEIOSNGExe4bv2cgUzn3trkh5r1ZzOZ1O1NbW9joo8g+TxQGNSgaJxD8fjm3bfHHZCRERhStfxyiBKFze5tZbb8X69evx1FNP9aYLRD1WVuP5+eWWraFFIZciZ1giTpQ3Y8/h6u4PIKIe8zmh8dZbb+Hee++FxWLB1VdfjSuvvBJPP/10IGOjbhgtDug0/qtkzYQGERGFo96MUXJycrBz504A6LZw+bntzi5cDgAFBQXIzMzEu+++i7/85S8AgMbGRhgMBn91kahLZbWtO5zoucNJqBmaaUB6ohbvfVMEp8sd7HCIIo7PCY3nnnsODz/8ML766ivk5ubim2++wXvvvRfI2KgbRosDOrX/Vg0xoUFEROGoN2OU3NxcHD9+HOvWrcOqVau8hct37NjRbTvgTOHydevW4dChQ7jssstw7bXXorS0FDfffDOefvpprFmzJmB9JjpbWY0JaqXUb8uQyX8kgoBrp2WhptGKr34oC3Y4RBGnR596MpkM27Ztw9y5c6FQMAMcbCaLA3F6/00tNLTuW95gZEKDiIjCS0/HKIEqXB4Nu6xR6CmrMSItQRsWNRqi0ahBcRg1KA4fby/G1LFp0KiYeCLyF59naNx4442YMmUKCgoKkJubi5/97GdYuHBhIGOjbhitDr/uNa5WyqBSSNHQzIQGERGFj96OUdqKjHeWzOiuXXZ2NhYsWMClJRRUoiiirNaEtARtsEOhTgiCgJtmDoXR4sDmXaeCHQ5RRPE5PXjvvffiZz/7GfR6PSQSCR599FEMHjw4gKFRd4wWB7R+TGgAQJxeySUnREQUVjhGoWjWZLLDZHUiLVET7FCoC4NS9ZgyJgVf7CnBzAkZiI/p2Za0RNSxHs13qqiowNGjR723a2pqcNFFF/k9KOqew+mC3eH26wwNoDWhwSUnREQUZjhGoWhVVuMpCJqeoEUjx3Ah7fppQ/D94Wp8+N+TWHrVqGCHQxQRejRDIz8/H1lZWd77BEHAa6+9FpDAqGtGi2cP8EAkNH4sbvDrOYmIiAKJYxSKZm1btqYmaJjQCHGJsWrMujATW78vwRWTBiAzWRfskIjCns8JjV27duHrr7+GWq0OZDzkoxazHUBgEhpNRjtcbjekEp9LrBAREQUNxygUzUprTYjRyKHXsGB/OJh/yWD890AF3v/2BO694YJgh0MU9nz+xjpt2jTs3r07kLFQD5gsDgAIQA0NFdyiiGaTw6/nJSIiChSOUSialdWYkJHEK/3hQqeW48qLB2Df8VqcrGgOdjhEYa9HNTTuvfdejB07FgMHDvTe9+ijj/o9KOqe0RqYJSfxrdvA1jVb/bolLBERUSBxjELRyC2KKK8zYdq4tGCHQj0wZ9IAbP2+FB9sO4H/d1NOsMMhCms+JzSmTp2KqVOnBjIW6gFj6wwNfyc0Eg2eisu1TRYMzeA2dEREFPo4RqFoVd9khc3uQkYSt2wNJ2qlDPMmD8S7XxfheGkThmZyzE3UWz4nNBYuXIj6+nqcOHEC48ePR1FREUaOHBnI2KgLgUpoJLQmNOqarH49LxERUaBwjELRqrTWs8MJl5yENkEiwGRztrtv8thUbNl9Gu99W4SVPzm/loZSLoOM5eyIuuVzQuPdd9/Fs88+C6vViq+//horV67Ebbfdhp///OcBDI86Y7I4oJRLIffzJ51KIYNeI0ctExpERBQmOEahaNW2w0l6ghZikGOhztkcLuw/WnPe/cMGxCL/SA027yhGYmz7osYXjUqBTNmj6gBEUcnnb8N//etf8cEHH0ChUECj0eDDDz/EP//5z0DGRl0wWhzQqQPzIZdoUKG20RKQcxMREfkbxygUrcpqTYiPUUKj4hffcDRiQCwUcgkOnKgPdihEYcvnhIZSqYRcfmZ5g9VqhYTbegaN0eLw+w4nbRIMas7QICKisMExCkWrshoTMhK53CRcyWUSjBoUh9JqIxpabMEOhygs+fzbfsWKFVi8eDFMJhMeeugh3HTTTVixYkUgY6MumCwOv9fPaJNkUKGu2Qq3yMmLREQU+jhGoWjkcrtRUWdmQdAwN3JgHGRSAQdP1AU7FKKw1O38NIfDgV27dsFoNOLKK6+ERCKBXq/HrbfeimHDhvVHjNQBo8XhLeDpb4kGFZwuEU1GO7duJSKikMUxCkWz6gYLnC43MhKZ0AhnSoUUwwfEovBUA4zDA3fBkihSdZnQOHbsGH7xi19AJpNhxIgR0Gg0sFgsOHr0KN544w289NJLGDBgQH/FSmcJ9JITwLN1KxMaREQUijhGoWhXVtO2wwkTGuFu1KA4FJ5qQGFxAy4alRzscIjCSpcJjXXr1uHGG2/scNrmxo0bsXbtWmzcuDFgwVHH3G4RZqsTOlVgEhqJrTM/apusGJYZkKcgIiLqE45RKNqV1hghAEhLYEIj3GnVcgxO1eN4aRPGD02AQi4NdkhEYaPLGhqFhYX45S9/2eFjy5Ytw/79+wMSFHXNZHVABAI2Je3shAYREVEo4hiFol1JtREp8Roo+eU3IoweHA+Hy41jpU3BDoUorHQ5Q8PhcGD9+vVdPk79z2jxvO46TWASGgq5FDFaBeqauHUrERGFJo5RKNqVVBuRlRYT7DDITxIMKqTEq1F4qgGjBscFOxyisNFlQmPZsmVdHrx06VK/BkO+MVmcAAI3QwPwzNKoaeQMDSIiCk0co1A0s9icqG2yYvr49GCHQn40cmAcvtlX7q2PQkTd6zKhsXLlyv6Kg3zgdAM2hxO1zZ5Eg1Qqgcnm9D7u9uMuq4kGFYorWvx3QiIiIj/iGIWiWUm1EQAwIFkX5EjInwYk66BWynDkdGOwQyEKG91u20qhw+ZwYk9hFY6WNAIATpQ3obrB7H18/PAkvz1XokGNvUdq4HaLkEgEv52XiIiIiPqGCY3IJJEIGJZpwIGiOtQ0WqBN0Qc7JKKQ12VRUApNVrsLAKBW+LcIlCARYLI5YbI5odfK4XKLKK83w2Rzwun261MRERERUS+VVBuhVckQp1cGOxTys+EDDBAEYPuBimCHQhQWAp7Q2LhxIxYuXIhly5ahtra2R+0qKiqwaNEiLFq0CG+++aZP5zxy5AiuvPLKwHQmRFhtTshlEkil/v3nszlc2FNYhT2FVahr3eFk+4Fy7Cmsgs3h7OZoIiIiIuoPJdVGDEjWQRA4izbSaFRyDEjWYWdBJRxOV7DDIQp5AU1o5OfnIy8vD5s2bcLy5cs7rUbeWbs1a9ZgxYoVePvtt7F161aUl5d3eU6Hw4EHH3ww4iubW+wuqPw8O+Nc+tYdVJrNkf1aEhEREYUTt1tEWY0RmVxuErGGD4iFyerE94drgh0KUcgLaA2N7du3Y/78+ZBKpZgyZQoeeeQRn9u5XC4UFhZixowZAICpU6di9+7dKCkp6fScGzZswPz58/HKK6/0ONaEhND4pZCU1PlaObHeDL1OBafLDZ1aAb1O1e5xuVx23n29fVyrVUIiEWC1u6DXqaDRKJEUr+lhb7ruT7hhX0JXJPWHfQlNkdQXIPL6QxRNqhrMsDvdrJ8RwdISNEiKVSPvh1Lkjk0NdjhEIS2gCQ2TyYTRo0cDAARBgNls9rmdxWJBSkqKt01MTAyqq6s7Pef+/ftRWFiI++67r1cJjbo6I9z+3CakF5KS9Kip6XxnEbPNiRajFUazAwadAi3G9tuqOhzO8+7ry+N6jRy1jRa0GK0wm22ocfVs2lt3/Qkn7EvoiqT+sC+hKZL6AvjeH4lECJlkPxGd0VYQdGAyE5ORShAEXDo+DR98cwKnq1owkMVBiToV0CUnOp0OFovFe9toNPrcTq1Ww263e+8zmUwQRbHDtlarFY8++ijWrl0bFWsJrXYXVIrAb1ATo1Gg2WTvviEREVEY8nedL6PRiDvvvBNLly7FT37yExQWFvZLPyi6lFQbIREEpCf2fOYshY/Jo1Mgl0nw9Q9lwQ6FKKQFNKGRk5ODnTt3AgCKi4sRFxfnczupVAqDwYCKCk+F34KCAmRmZnbYNj8/H0ajEb/+9a+xZMkS1NTUROz+9G63CJvDBbUysDU0ACBGq0CL2Q63GNyZK0RERP4WiDpfH330ERYsWIBXXnkFd999N5599tn+7BJFiVOVLUhP1EAuC/xYkIJHq5Lj4lHJ2FFQBYuNxfmJOhPQy/y5ubnYsGED1q1bh71792LJkiV4/vnnkZOTg9zc3C7bAcDSpUuxcuVKTJgwAYcOHcLDDz8MlUp1XttLLrkEn3zyifd8s2bNwoYNGwLZtaBp27I10EVBAU9Cwy0CJgsLgxIRUWQJRJ2vxYsXe4+rq6tDcnJyj+OKxGU+0VSzJdB9FUURp6uNuGh0ynnP1VZrrSe6q6/W2TEAenRcb58n0Mf42v7sNv3VF41GiesuG4btBytxpKwZl08e1KPj+4Lv2cgUqX0NaEJDKpXitddeQ15eHubNm4eJEyf2qN2cOXOQlZWFgoIC3HPPPdBqtQDQ7Tnz8vIC16kgs9o9Gdr+WHJi0LbudMJlJ0REFGECUeerTX19Pf7xj3/gpZde6nFcoVDTy58irQZNV/qjr/XNVjSb7EiNVZ/3XG211nqiu/pqnR0DoEfH9fZ5An2ML+31OlW7Nv3VF4vVDqUUSIlX4+NtJzAsI6bbY5RyGWR9nH/P92xkCue+dlfTK+DfihUKBebOndvrdtnZ2cjOzu7VOSORxdY6Q6OflpwAQBMTGkREFGECUecL8Gwhv3r1aqxevRrp6ekBip6iVXGl5wvJoNTIvNJKZ9gcLuw/WoOMJB3yj9Tgyz2nYdApuzzmolEpkCkDf9GTKJQEtIYG+V/bDA11P8zQUMqlUMglaDZxyQkREUWWQNT5crlcWL16NWbPno3Zs2f3T0coqhRXtkAQwC1bo0h2egwEAThe1hzsUIhCEhMaYcZbQ6MfZmgIgsCdToiIKCLl5ubi+PHjWLduHVatWuWt87Vjx45u2wFn6nytW7cOhw4dwmWXXYb33nsPX3/9NT799FPccsstWL16dTC6RhHMUxBUC6WcBUGjhVopQ2aSDkVlTRG1HI3IXzgnKcxYbE5IJALk0v7JRcVoFais73hdMRERUbgKRJ2vm266CTfddFN/doOiiCiKOFXZjHFDEoIdCvWzoZkGlFQbUVZr4uwconMwoRFmrHYX1AopBEHol+eL0SpworwZNocLWq7JIyKiCBKIOl9EgdLQYkOz2cH6GVEoI1ELtVKK46VNTGgQnYNLTsKM1e6Eqh8TC22FQWsaLN20JCIiIqJAOdVaEHRwave7XVBkkUgEDEk3oLTGCIvNGexwiEIKExphxmp3QaXov3WTbVu3VjVw2QkRERFRsHgLgqbwCn00GpoRA1EEispZHJTobExohBmLzdUvO5y0idEqIAhAea2p356TiIiIiNorZkHQqGbQKZEUq0ZRaZN3m2giYkIjrLhF0bPkpB9naEglEhi0CpTXMKFBREREFAxuUcSJ8iZkp3O5STQbmmlAk8mO2kZrsEMhChlMaIQRi80JUeyfLVvPFqdXoowzNIiIiIiCoqreDJPViSHphmCHQkE0OFUPmVTAsbKmYIdCFDKY0AgjLSYHAPTrkhPAk9BoaLHBbHX06/MSEREREVBU5qmbkJ3BhEY0k8skGJwag+KKZjic7mCHQxQSmNAIIy0WO4DgzNAAgFIuOyEiIiLqdyfKm6BWypCWoAl2KBRkQzNj4HSJ3l1viKIdExphpG2GhioIMzQAoKTa2K/PS0RERETA8bJmDEmPgUQQgh0KBVlSrBoxWgWOc9kJEQAmNMJKQ4unAJBW1b8JDbVSBo1KhtIaJjSIiIiI+pPF5kRZrZEFQQkAIAgChmbEoLrBgmaTPdjhEAUdExphpK7ZCoVMAkU/b9clCAIyErUo5QwNIiIion5VXNEMUWT9DDpjSLoBggAcL+UsDSImNMJIXbMNOo08KM+dnqhFaY0Jbu57TURERNRviso9BUGHcIYGtdKoZMhI1KKovAluN8fmFN2Y0Agj9U1W6NTBSWhkJGlhc7hQ22gJyvMTERERRaOisiakJWigVQVnDEihaWimARabC+W1LNpP0Y0JjTAhiiLqmoOX0EhP1AEASqr5oUlERETUH9xuEUdLmzAsMzbYoVCIyUzSQaWQsjgoRT0mNMJEs9kBh9MNbZASGmkJGkgEAaeqmoPy/ERERETRpqTaCIvNiZEDY4MdCoUYiUTAkPQY788IUbRiQiNM1DZ5lnoEa4aGQi5FZpIWJ8uZ0CAiIiLqD4dPNwAARgyMC3IkFIqGZRogip5lSUTRigmNMFHb6NmyNVgJDQDISo/ByYoWFgYlIiIi6geHTzUgJU6NOL0y2KFQCDLolEiJV+PI6UaOzylqMaERJoI9QwMAstJiYLY5Ud3AwqBEREREgeSpn9HI2RnUpZED42CyOlFWwzp3FJ2Y0AgTda07nMhlwfsna9su7EQ5p7URERERBdLp6hZYbC6MHBQb7FAohA1I1kGtlOFI6/IkomjDhEaYqGmyIj4muNMN0xO0UCqkOFneEtQ4iIiIiCLd4VONAIARAzhDgzonkQgYPsCA8lozZ1FTVGJCI0zUNlmREKMKagwSiYCsVD1OVHCGBhEREVEgHTndgJR4DetnULeGZcZCIgDf7isLdihE/Y4JjTDgFkXUNVkQH+SEBuCpo3G6ygiH0x3sUIiIiIgiksPpxuHTjRg1iLMzqHsalQxZaTHYcagSRosj2OEQ9SsmNMJAk9EOp0tEgiH4CY0h6TFwuUWcruayEyIiIqJAOFrSCJvDhREDY2GyOX364+YmF1FtdFY87E43vsovDXYoRP1KFuwAqHttO5zEx6hgtgY365qV1lYYtBnZ6YagxkJEREQUiQ4U1UEmFdBssmNPYZVPx4wfnhTgqCiUxemVGD04Dv/ZW4q5kwdCLpMGOySifhHwGRobN27EwoULsWzZMtTW1vaoXUVFBRYtWoRFixbhzTff7LLtZ599hhtvvBG33nor1q1bBzGC9mKubbICQEjM0IiPUSE+RoljJY3BDoWIiIgoIh0oqsWwAbFB3d2Ows/sSQPQbHbgvwcrgx0KUb8J6Kdkfn4+8vLysGnTJixfvhzr16/vUbs1a9ZgxYoVePvtt7F161aUl5d32NZms+GTTz7BG2+8gX/961/Iz8/H4cOHA9m1flVRZ4JEEIK+y0mbUQPjcPh0I9wRlDQiIqLoE4iLLg6HA3fccQd27doV8PgpMlXVm1HVYMGYrPhgh0JhZlimAUPSY/DpjmLWu6OoEdAlJ9u3b8f8+fMhlUoxZcoUPPLIIz63c7lcKCwsxIwZMwAAU6dOxe7du1FSUnJeW6VSieeeew4A4HQ60dLSgoSEhB7FmpCg61tn/SQpSX/efaW1ZgxOi0FsjAZ6XeezNORyWcAe12iUSIrXAAAuHpeG7YcqYXaKyEqP6fR8QMf9CVfsS+iKpP6wL6EpkvoCRF5/euPsCyS7d+/G+vXrsXbtWp/btV10mT59Om6//XbMnDkTycnJWLFiBSoqKoLQI4oUB4rqAABjBsfjZEVzkKOhcCIIAhZOH4In396Hb/eXY/bEzGCHRBRwAU1omEwmjB49GoDnDWY2m31uZ7FYkJKS4m0TExOD6urqbs/58ssvewcVPVFXZ4Q7yNWUkpL0qKlpX2zTLYo4eqoBF41KhtlsQ4vR2unxDoczYI+bzTbUuFwAgIw4NQDgux9KoZN3Psmno/6EK/YldEVSf9iX0BRJfQF8749EIoRMsj8QAnHRZf78+Vi7di2eeeaZXscVia95NCXQ/NHXwpJGZCbrMDA9FrUtdp+P6+7ClT+PAdCj4/oztkDEdXabUO0L4LkAOWPSQHy+pwSf7TyF62YNg0rR8697fM9Gpkjta0ATGjqdDhaLxXvbaDT63E6tVsNuP/MhbjKZIIpil+fctm0btm3bhldeecWf3Qiq6gYLzDantxhnsAgSASabEwCgVMqQFKvCoeJ6TB2f7rlPLgOXeRIRUbgIxEUXmUyG1NTUPsUVChdY/CnSEoJd8UdfjRYHDh6vxeWTBnR7Ietc3V248ucxAEI2Nn/Hpdep2rUJ1b4AnguQtS4X5k8ZhMfezMc7nx/GvCmDenQOvmcjUzj3tbsLLAH9CpqTk4OdO3cCAIqLixEX1/Fe2h21k0qlMBgM3mmbBQUFyMzM7PSc+fn5eOaZZ/Dss89CoVAEslv96mS5Z6rhkG6WdgSazeHCnsIq759YnRJHTjdiV0El9hRWwdb6y42IiCgcBOKiC1Ff5R+tgcst4uLRPZtpTHS24QNicUF2Av79XTEaWmzBDocooAKa0MjNzcXx48exbt06rFq1CkuWLMHzzz+PHTt2dNsOAJYuXYqVK1di3bp1OHToEC677LJO2/7qV7+C0WjEihUrcMstt5z3HOHqRHkzlHIp0hO0wQ6lndQEDRxON+qbe5Y5JiIiCgWBuOhC1Fe7fqxCcpwag1Iic2o49Z9b5wyDyyXi3a+OBzsUooAK6JITqVSK1157DXl5eZg3bx4mTpzYo3Zz5sxBVlYWCgoKcM8990Cr9Xyp76jttm3bAtmVoDlR0YzBqXpIJEKwQ2kntbVAaEW9GYmx6iBHQ0RE1DO5ubnYsGED1q1bh71793ovuuTk5CA3N7fLdsCZiy4TJkzAoUOH8PDDDwerKxQhmow2HD7dgPm5gyEIoTXuo/CTHKfBvMkD8fF3xZg+Ph0jB3WctCUKdwFNaACAQqHA3Llze90uOzsb2dnZvTpnuHM43SipbsGcSQOCHcp51EoZ4vRKlFYbMW5Iz3aUISIiCrZAXXQBgMcee6xf+kCRZc/haogicPHolO4bE/ngqtxB2FFQiVe3HMafb7+oVwVCiUIdyziGsNIaI5wuEUOCXBC0M4NS9ahptMJkcQQ7FCIioh5ru0DSWTKju3bZ2dlYsGABDAZDIMOkKLG7sBqZSTpkJIbWMmMKX0q5FMuuHoWaBgv+tfVYsMMhCggmNELYiRApCNqZwame9Z2nqsKzYi4RERFRKCivNeF4WROmjOHsDPKvEQPjcPUlg/DfgxXYXVgV7HCI/I4JjRC273gtEg0qxOmVwQ6lQzFaBeL0SpyqZEKDiIiIqLe+yi+DTCrg0nFpwQ6FItCCqVnITo/BPz47jOLK5mCHQ+RXTGiEGKcbMNmcKK8z4cfiekwckQSz3QWTzYlQ3JZ+cOuyk4YW7nZCRERE1FMWmxPbD1XgopHJiNEqgh0ORSCZVIKV14+DTi3HM+8eQE2jpfuDiMIEExohxuZwYk9hFT7cdgKiCCgVUuwprMKewio43e5gh3eeQa3LTn44VhvkSIiIiIjCz86CSljtLsy6kFv/UuAYdEqsumk8XC43nnx7H6qZ1KAIwYRGiDpR3oyEGCVidaG53KRNjFaBhBgldhyshFsMwSkkRERERCFKFEXk5ZdhUIo+ZGumUeRIT9TivpvGw2R14JHX93LZOEUEJjRCUKPRhvpmG7LC5Bfb6Kx4VNabkX+kJtihEBEREYWNfcdrUVZrwuyJmRAEIdjhUBTITjfgd7dNhEwq4NE39+KrH8og8qIkhTEmNELQibJmCACyQnS71nMNStUjKVaNT3YU8wORiIiIyAduUcQH355Ecpyau5tQv0pP1GLNTydhWIYBr39+BE+/ux8VdaZgh0XUK0xohBir3YmjpY3ITNZBrZQFOxyfSAQBV1w8AKerjDh4oi7Y4RARERGFvO8PV6O0xohrL82CTMohOfWvWJ0Sqxbl4JY5w3CstAl/fGk3Xt1ciJIqLkOh8BIe35ijyHcHK2F3uDF2SHywQ+mRi0Ym4/Ndp7Hp6yKMGhQHuUwa7JCIiIiIQpLL7caH204iI1GLyaM4O4OCQyIIuHzSAEwelYKPtxfjm/1l+HZ/BUYOjMWUMamYMCwReg133qHQxnRwCHE4XcjbW4qUeDWSYtXBDqdHpFIJFl8+HKU1Jrz15bFgh0NEREQUsrbuKUVlvRnXTRsCiYS1Myi4YrQKLL5iOP6yYip+etUo1Dfb8Ormw7jv2f9i7T+/x3vfFKGguB52hyvYoRKdhzM0QshXe0vRZLLjolHhuW3X+KGJmDdlIDbvPI1hA2Kx4DJ9sEMiIiIiCinVDWZ8uO0EcoYm4sLhicEOhyKIIBFgsjl7dIxSLoOs9RJ3jFaBG2cPx4xxqThdZUT+0RoUnmrAll2n8emOU5BJJRiSHoPsDAOGDzBgUGoM5LLur4+f/RxE/saERohwud14L+8YMpN1SEvQBDucXrt++hAUlTbhlU8LEROjxpgBhmCHRERERBQSRFHEq5sPQyoVsOTKEdzZhPzK5nBh/9Ge7Tp48ZhU2BxnivqL9WaY7S4kxqlxxeSBuGLyQFjtThSVNeNoSSOOljRi885T2LwTkEoEJMWpkRqvQUaiFvExyg5/pi8alQJZmNQGpPDDn6wQsbuwGuW1Jiy/ZnRYT+eSSiS494YL8Ox7B/Hkm3tx42XZmDt5IH9hExERUdT7bOcpHD7diJ/OHYE4vTLY4RCdlwTR61RoMVo7bJuZpMXVUwdjd0ElqurNqKq3oLLejH3HarHvWC10ajkGpeowKFWPhBgVx//UL5jQCAFut4hPvivG4LQYjMtOwN7D1cEOqcfaTXETBPzyurF468tjePfrIpyqasHP5o2CWsFCoURERBSdfjhWg/e/OYHJo1MwY3x6sMMh6jWlXIqBKXoMTPEsL7fanSipNuFUZQt+LG5AwckG6DVyDMs0IDuDs7UpsJjQCAHfH6lGRZ0Z9y+ZBEmYZjI7muJ20egU2B1O7C6sRmW9Bb+64QJejSAiIqKoc7KiGRs//hGDUvW4fd5IXrmmiKJSyDAs04BhmQbYHC6UVBlRVNaE/KOemRtFZc2YPTETIwfG8mef/I4JjSBziyI+/q4YaQkaXHJBOkrKG4Mdkt8IgoDxQxMRp1dix6EqPPzqHtx9/TgMZaaWiIgoqjjdgM3he7HCSCoieOR0A9ZvOgCdSo57fnIBFHLOWKXIpZRLMTTTgKGZBjQabThW0oTCUw3IP1qD9EQtZl+YgSljUqFmTQ3yE/4kBdkPR2tQVmPCL64ZDWmEbts1MEWPS8am4aWPf8QT/8rH0qtHYcro1GCHRURERP3E5nBiT2GVz+0jpYjg7sIqvPJpIRIMKqxelMOZqhRVYnVKXDQqGcsXjMahojrk7S3D618cxbtfF2HquDTMujADaQnaYIdJYS78f1OEMVEU8fH2YqTEqXHxqJRghxNQaYlarPnZJGx4/yA2/vtHNDTbWCyUiIiIIpLV7sS/vjyG/x6oQHZ6DO654QLEaBTBDosoKBQyKaZdkI5Lx6XhRHkz8vJL8fUPZfjP3lKMGRyHWRMzMT47EZIIvbhLgcWERhDtP16H09VGLLt6VMS/gYXW/t153Vi88fkRvPt1ESobzLjhsqFQK+URM62UiIiIopfL7ca2AxX4aNtJNJvsmH/JICyYmgWZlAMdIkEQkJ3hKRR606xh+HZ/Ob7+oQzPvncQCTEqTBmTgkkjkjEwRceLnuQzJjSCxO0W8eF/TyApVoXJoyN7dgbQvmjomKw42BxObNtfgeKKFtx74wVI0KuCHCERERFFm57W9gA6ru/RaLThq/0V+Gz7CdQ12zA0w4CV14/z7vDQm+dxiz1qThRWDFoFrrlkMK6aMhA/HK3FN/vKsHnnaXy64xSSYlWYNCIZ44YkYEh6DOvOUJeY0AiS/+wtxekqI365YEzUZe0FQcDEEcnQquTYU1iNx9/Ixy+uGYOhmSwWSkRERP2np7U9AE99D5dEwMnyZhwtbcTBojoUlTcDAEYNisOtlw9HztDEdleYe/M844cn9ag9UTiSSiSYNDIZk0Ymo8Vsxw/HavH94Wp8sacEm3edhlQiICstBsMGGDAkzYDMZC2SDOqIn91OvmNCIwjqmqx4/9sTGDckARePSg52OEEzclAc4mKU2FNYjUff3ItpF6RhwdQsxMdwtgYREVG4c7ndKKsx4sdjtThd3YJjpY2wOdxwt049kEgEKGQSqJUy6DVy6DUK6NRyyENkHarT5YbR4oDR7PD8v/XPll2nUdNogSgCAoCBqXosnJaFKy7JgpLfsYjOI0gEmGzdz1CSSCWYODIZE0cmw+EUceR0PYrKmlBU1ozPd5fA7T4NAJDLJEiN1yA1XoPEWBUSDGokGlRIT9AhPkYBCZerRBUmNPqZ2y3itc+PQISIJVcMj/r1YSlxGjxw20R8ses0vt5Xhu8OVeKikcmYOi4NIwfF8QOJiIgoDLhFEZV1Zhwva8LxsiacKG9GVb0ZrrPWTUgkApRyCaQST8LC5XbD4XTD6Wq/tkKjkuH7IzXIStVjQLIOA5J1SInT+P2KrMPpRnWDGeW1pvOSFkaLA1a7q117qUSATi3HoDQ9poxOweC0GAzLNECrkgMAkpL0qKlp8WuMRJHg7KXnvho/PAkWmxPpiVqkJ2qR60pBo9GGxhY7GlpsaDTaUFBcD7O1faJELpMg0aBCUqwaSbFqJMSokGBQef4fo4Rey4RHpGFCox+5RRH/+KwQB0/UYfHlw5EYqw52SCFBo5bj2ulDMC0nHVv3lGDvkWrsKKhCnF6JyaNTkDs2DQOSuKUTERFRqHA4XThZ0YLjZU04VtKI42VNMLV+sdCqZMjOMCBnaCKGDYqHTiFBjE6BgpP1HZ7L7nChxexAs9kOo9mBJpMdjS02bDnV4E2IKOQSZCTqvAmO+BglYnWePzFauTdJcnZ8LWZH6x/PF6CaJivqmiyt/7eiscWGs1MpEgHQquXQqeUYkKyDrvXvOrUcOo0cKoUUgiDg4jGpEM9K1LRdeRbrzTB3chWa9TCI+kYmlSDRoEaiof33J5fbDZPFiRazAwmxKtQ2WlHbZEFdkxVHSxrPS0zKpALi9ErE6VVIitMgTqdAkkGFeIMKiTEqxMcoIZexZkc4YUKjn1hsTvxr61FsP1SJ6y7NwuyJmcEOKWScnbUdkh6DgSk6lFQbUVTWhM93ncaWXaeRnqjFxOFJmDgiCQOSWfmYiIiov7jcblQ3WFBaY0JxRTOOlTWhuKLZO7MiNV6DCcOSMDTTgGGZBqTGa7y/p9tmLXQ13VwhlyLBIEWC4cyS04tGpUAhlaC81oSSamPrnxbsPVKNb/eXtzteAM6bveHqIIMgCEC8XoVEgwqjB8ch0aCGXqtATYMZOrUcapXMpyu3nV1t1utUaDFaOzyG9TCIAkMqkSBGq0CMVoHxw5Ow/2gNMlsvhIqiCIfTDZPVAaPFCZPFAZPVAZPFiYYWK8pqjDBbnTj30yJGq0BCjBLxMSrE61WI1Su8CdRYnefvbQlOCr6AJzQ2btyIzZs3Iz4+Ho8//jgSExN9bldRUYH77rsPALBgwQIsXry4x22DybN21IRDJ+uxZddpGC0OXHtpFhZcmhXs0EKaTCpBVloMstJiPNPIBOBQUR0+2VGMj78rRkKMEiMGxmFohgEZSVqkxGugU8s7HYQ4XW5Y7S7Y7C7YHJ4/EkGAXCaBXCaBQiaBQi6FUi5lgaEOuNzu1tfODYfLDYfDBYfLDcCzr7hSLoVSIYVSLoFMKuGHO1EPiaIIp8sNu9MNu8MNh9MFu8MNQYD3s0kpl0Iul3CarJ/11xgllLncblhsLpisDpitTjS22FDfYkNdsxX1zVZU1plRXmeGs/VzXyoRMDhNjzkTB2BYpgHZmQbEaBQBiU0uk2BQqh6DUvXe+0RRRJPpzJTzRqMdTUZbuwSGKAIqhdRbl0OvkcOgUyJerzyvELvJ1vNinUQUHgRBgEIuhUIuRZz+/Mf1OhWGZcagodmKhmbPZ19DixX1zTY0tNhQUm3EwaI62J3u845VyqXe5Iah9f9alQwalRxqpRQapRwalQxqpQwKmQQSiQBp6x/P3z2fRU63Gy6XZxzgdLnhcout3108iRiny7M0z+FsHYc73XCe9XfPsj03RFGETCqFrPX8EgkgEQRIpQLkUgniYjWwWR3e7z5y7x+p5/9SCRRyz//Pvl8mFUJ+bB/QhEZ+fj7y8vKwadMm7N69G+vXr8fatWt9brdmzRqsWLEC06dPx+23346ZM2eisrLS57bp6ek+x+qvL7ItZjve2HoUjc02tFgdcLa+AXKGJeLKiwdiQLKuy+NlUgk0rWsxe/JYoB/vzbFqpQwup7xP59ao5Bg/PAmzJw6A0WLH4dONKCprQnHrNNc2EkGAStF+ephb9Ew57egqTWfkrckNhUwCpUIKuVQKQQBkMglcLjcgCBDguRoEAWgbFp37RhfF7p/z3BbnHSF2/Xh37Ts7iVQmgav15/K8c4qAw+XyJjBsDpen3z4SBE+So+01lMulUMokngdaXyLv69d6o91tnP9adtirs15fuUIGh71nW+F5z9PHx31t5Mt5RAByqcSbLApmMN2+Lj6cQyoTvD9nfTlPt018Okffnkgmk8LpdPnn5wVi6wBEhMPpSQ66nG4fj4V3kKGUSSCXnxlwSARAq5LjhsuyoVZ2/6vdl995kZ7g7c8xSk/463WvrDfjw20nYHN4Bsju1kGzyy3C6RbhdrnhdIuwO1wdHi+VCojVKTEwVY/Jo1ORmqBGarwWKfHqHu/OJpEI3Y4jziWTSjp5LQTPVVM/FRDvaVxdHXP2uCeQz+Ov9n05pqu+Bjs2f79m5/Y1VPvir2O6+7cNp750R62UQRAEVNVbAMC7xGxAcvskqtPthtXmhNXuhsXmRFyMElabC80mu/dPWZ0JDofvY2Z/kAieQqrS1rGzVCoBRBFuUYRLFOF2A26326fxVmcEeL4HyaUSSGUSyKUC5DIpZBJPssP7pajte5EAJOiVuGnWsL53sFV3vxcF0ZdvXr307LPPIi4uDrfddhtEUcSCBQvw8ccf+9Tuww8/xLRp0/Ddd98BAP7+978jKSkJJSUlPre97rrrAtU1IiIiCmP9NUbp6JxERETkHwHdF8tkMiEtLQ2A56qr2Wz2uZ3FYkFKSoq3TUxMDKqrq3vUloiIiKgj/TVGISIiosAJaEJDp9PBYrF4bxuNRp/bqdVq2O12730mkwmiKPaoLREREVFH+muMQkRERIET0IRGTk4Odu7cCQAoLi5GXFycz+2kUikMBgMqKioAAAUFBcjMzOxRWyIiIqKO9NcYhYiIiAInoDU0XC4XFi9ejLFjx2Lv3r244YYb0NzcjJycHOTm5nbZbvHixfjyyy/x/PPPY8KECdi2bRvef/99qFQqn9tqtdpAdY2IiIjCWH+OUYiIiCgwAprQAAC73Y68vDwkJSVh4sSJPW5XVFSEgoICzJgxAwaDocdtiYiIiDrSn2MUIiIi8r+AJzSIiIiIiIiIiPwtoDU0iIiIiIiIiIgCgQkNIiIiIiIiIgo7TGgQERERERERUdhhQoOIiIiIiKKayWTCtm3b8OOPPwY7FCLqASY0QsTGjRuxcOFCLFu2DLW1tcEOp1NGoxF33nknli5dip/85CcoLCxERUUFFi1ahEWLFuHNN9/0tu2oT521DbZVq1bh/fffj4i+vP/++/jDH/4AoPMYQ70/VVVVWLZsGZYsWYIlS5agoqIiLPvicDhwxx13YNeuXV3G1ZM+BOuz4ty+fPbZZ7jxxhtx6623Yt26dWirLx0OfemoP22OHDmCK6+8sssYQ60/HfXFarXi+uuvx8mTJ8OqLxQ5IvlnqC+f7eGir+O9cGO327F8+XIcOnQIf/nLX/Dqq69GdH/b9Gb8G26uuuoq73jyr3/9a0T3Fej994CwJlLQ7d27V1y0aJHodDrF7777TlyzZk2wQ+rUG2+8IX766aeiKIrif/7zH/Guu+4Sly5dKn799dei2+0Wf/azn4llZWWd9qmjtsH26aefihdccIH43nvvhX1fTp8+Lc6fP19saWkRRbHjGMOhP48//rj4wQcfiKIoih9//LH45z//Oez64nA4xOXLl4tXX321uHPnzk7j6kkfgvVZcW5frFareNddd4lWq1UURVFcuHCh+OOPP4ZFXzrqTxu73S4uWrRInDlzpiiKnX82h1J/OuvLgw8+KL766qve2+HQF4ockfwz1NfP9nDR1/FeuPnxxx/FrVu3iqIoiocPHxaXLl0a0f0Vxd6Pf8NJRUWF+Mtf/rLdfZHaV1Hs2/eAcMYZGiFg+/btmD9/PqRSKaZMmYJ9+/YFO6ROLV68GFdddRUAoK6uDklJSSgsLMSMGTMgCAKmTp2K3bt3d9gnl8vVYdtgqqmpwcsvv4xbbrml0/jCpS9utxu/+c1vMHToUHz44YdoaGgI2/4kJCTg6NGjsFgs2L9/PwYPHhyWfVm7di3Gjh0LAH75+QrmZ8XZfVEqlXjuueegVCrhdDrR0tKChISEsOnLuf1ps2HDBsyfP997O1z6c25fvvnmG2zevBk2mw07duwIq75QZIj0n6HefraHk76M98LRqFGjMGfOHBQVFeG5557DtddeG9H97e34N9zs2bMHR44cwS233IKbb74Z+/fvj9i+9uV7QLhjQiMEmEwmpKWlAQAEQYDZbA5yRN2rr6/HP/7xD/ziF79ASkqK9/6YmBhUV1d32CeLxdJh22B68MEH8bvf/Q5arRZWqzWs+/LRRx9BEAQ88MADGDlyJG688caw7c+8efNQWFiI119/HTU1NZg8eXLY9UUmkyE1NdV7u7O4etKHYH1WnNuXs7388suYOXMmkpOTw6IvQMf9aRvkLF682HtfOPSno748/PDDePDBB3HDDTdg06ZN+PDDD8OiLxQ5IvlnqC+f7eGoN+O9cLZr1y4UFxdDo9FEdH97O/4NN0OHDsVLL72Et956C6tXr8Zf/vKXiO1rX74HhDtZsAMgQKfTwWKxeG8bjcYgRtM9h8OB1atXY/Xq1UhNTYXdbvc+ZjKZIIpih31Sq9Udtg2Wd999F9nZ2Zg0aRJ27NgBlUoVtn0BgIMHD3o/vFJSUmAwGFBUVOR9PJz6s2HDBvz2t7/FyJEj0dzcjDvvvDOs/20AdBpXT/oQap8V27Ztw7Zt2/DKK68A6PizLBz6YrVa8eijj2L9+vUQBMF7fzj2p76+HqIoeq+sLliwAP/+97+RlZUVdn2h8BVNP0OR/D7q7XgvnN1666245JJLcN9998HhcHjvj6T+9mX8G26ysrKgUqkAeGbhHDt2DAkJCd7HI6mvffkeEO44QyME5OTkYOfOnQCA4uJixMXFBTmizrlcLqxevRqzZ8/G7NmzIZVKYTAYUFFRAQAoKChAZmZmh33qrG2wfPnll/j++++xZMkSfPDBB3j55Zchl8vDsi8AkJ2d7f3gqq2tRVVVFbKzs8OyP0ajEQUFBQCAnTt3QhCEsP05a+OP90oofVbk5+fjmWeewbPPPguFQgGg48+ycOmL0WjEr3/9ayxZsgQ1NTVYuXJlWPYnPj4eEokE9fX1AIDvv/8eWVlZYdkXCl/R9DMUqe+jvoz3wtG7776Lv/zlLwCAxsZGxMXFRWx/+zL+DTcPPfQQtm/fDgDYsmULLrjggoj9d+3L94BwJ4ihcOkyyrlcLixevBhjx47F3r17ccMNN7Sb9hxK3nnnHaxbtw5jxowBAKSnp2PevHl4/vnnMWHCBGzbtg3vv/8+VCpVh3368ssvz2ur1WqD3Cvg2WefRUZGBmJiYsK2L1arFWvWrEFpaSkaGxtx1113QavVhmV/Dh8+jN///vcoKipCeno61q1bh4aGhrDsywMPPICFCxdi8uTJHcbVkz501jYYfZk2bRo0Gg3i4+MBAPfeey8uvvjisOnLuf0526xZs5CXl9fpZ3Mo9ufsvnzzzTd47rnn4HA4EBsbi2eeeQZarTZs+kLhL5zGNb3V28/2cNHX8V64sdvtuP/++1FZWQmlUok//elPOHnyZMT2t01vxr/hpKysDKtXr4bJZEJKSgoeeughFBYWRmRf+/o9IJwxoREi7HY78vLykJSUhIkTJwY7nB4rKipCQUEBZsyYAYPBAKDzPnXUNpREUl+AyOpPJPSlr30I9c+KSOoLEFn9iaS+UOiLtp+haHkfRUs/20RTf9lX9jVcMaFBRERERERERGGHNTSIiIiIiIiIKOwwoUFEREREREREYYcJDSKKaEuWLMGuXbuCHQYREREREfkZExpERERERER9MGLEiGCHQBSVmNAgIiIiIiIiorDDhAYRder999/H6tWrsXr1akyePBn33HMP3nvvPTzwwAPeNm1LOmbNmoXVq1fj0ksvxZNPPonc3Fx8+OGHnZ77gQcewK9+9SvMmjULV155Jfbt2+d97IUXXsBll12GmTNnIi8vDwDgdrvx2GOPYdq0aViwYAEOHDjgff5f//rXmDFjBq6//nqcPHmy2351dH4iIiIiIgovTGgQUZe++OILXH311cjLy0N+fj5aWlo6bTt9+nRceOGFqK+vx913391t7YrKykps2bIFv/3tb71Jkm+++QY7duzAZ599hpdffhl/+tOf4HA48N5776GwsBBffvklfve73+G+++6D3W4H4NlP+6uvvsLChQuxbt26Lp+zs/MTERFRaAvkhZbOLpwAnuUkBQUFuP766/HMM88AACwWC+69915ceumleOSRR9qdq7MLJ7NmzcKOHTuwZMkS/Pa3v/XPi0IU5ZjQIKIujR07FrNmzYJWq0VWVhZiYmLaPS6KovfvEyZMgEajQU5ODjQaTbvHOnL11VdDoVBg1qxZqKqqQnNzM3bs2IGDBw/i8ssvx5IlS2A2m1FdXY1vv/0WN910E5RKJXJzc6HT6XDkyBEAwLXXXguJRIKrr74a+/fv7/I5Ozs/ERERhb5AXWjp6sIJADzxxBN45JFH8Mtf/hIA8MYbb8DlcuHbb79Famqqt113F06eeOIJ/OpXv8If//jHvrwMRNRKFuwAiCi0DRw40Pt3QRDOe7yqqsr7d4nEkyOVSqU+nfvshIcoipBIJBBFEXfeeSd+8YtfAACam5uh0WjOe35BELy3287Tdo7unrOz8xMREVFoa7vQAsCnCy07duxATk4OpFJplxdaOrtwMm7cOADAqlWrMHLkSG/7H374Addccw0kEgluuOEGPP744wDaXzgBPDM5qqurkZGRAQBYvnw5Jk2a5IdXgogAztAgom6cm8TQ6XSoqKgA4LkKcfr06V6f+5NPPoHNZsOXX36JzMxM6HQ6XHLJJdiyZQuMRiOqqqpw+eWXo7m5GdOnT8emTZtgt9uxe/dutLS0YPjw4QCADz74AG63G5988gkmTJjQ5XN2dn4iIiIKfYG80NLZhRMAyMnJaddWFEXv42dfTGm7cLJ9+3Zs374dX3/9NVJSUryPjx8/3qdYiMg3nKFBRD2iVCpht9uxZMkSDBs2DBMnTuz1uQYNGoSrr74aUqkU//u//wsAmDFjBg4dOoT58+dDIpFgzZo1iI+Px09+8hMUFRVh9uzZiIuLwzPPPAOFQgEAiImJwaxZsxAfH4+nn366y+fs7PxEREQU+gJ1oaXtwsmcOXOwb9++dhdOOnLBBRfgs88+wxVXXIH33nvPe/8ll1yC9evX49Zbb4XJZMKCBQuwefNmjjWIAoQJDSLq1PXXX4/rr7/ee/v1118H4EkKnKut6NVjjz3W7viuXHLJJfjLX/5y3v1333037r777nb3SSQSPPDAA+0Kf7W57rrr8Oijj3b4HG0xd3d+IiIiCj/+utDS1YWTjixZsgT3338/Lr30UsycOdN7Py+cEPUvQeyuah8RUS9VVFTghhtuOO/+MWPGID4+HhdffHG3SY/uLFmyBCtXrsTkyZP7dB4iIiIiIgovTGgQEREREVHE6+pCy8aNG4MQERH1FRMaRERERERERBR2uMsJEREREREREYUdJjSIiIiIiIiIKOwwoUFEREREREREYYcJDSIiIiIiIiIKO0xoEBEREREREVHYYUKDiIiIiIiIiMKOLNgBhIqGBhPcbv/sYJuQoENdndEv5wo17Ft4Yt/CUyT3DYjs/kVC3yQSAXFx2mCHEXX8MR6JhJ+/QOFr0zm+Np3ja9M5vjad42vTuZ68Nt2NR5jQaOV2i35LaLSdL1Kxb+GJfQtPkdw3ILL7F8l9o8Dx13iEP3+d42vTOb42neNr0zm+Np3ja9M5f702XHJCRERERERERGGHCQ0iIiIiIiIiCjtcckJERCHD5XKioaEGTqc92KH0SXW1BG63O9hh+EwmUyAuLglSKYcFRERE/hiPhNtYoD919NpIJFKo1TrodAYIguDzuUJ+5LJx40Zs3rwZ8fHxePzxx5GYmNhhO4fDgRUrVmD58uWYPHlyP0dJRET+0NBQA5VKA602tUe/zEKNTCaB0xkegxhRFGEyNaOhoQaJiWnBDoeIiCjo/DEeCaexQH8797URRREulxMtLY1oaKhBfHyyz+cK6SUn+fn5yMvLw6ZNm7B8+XKsX7++w3ZOpxMrVqxARUVFP0cYeHaHC0aLI9hhEBH1C6fTDq02JqyTGeFGEARotTFhPyuGiLpntjoDMq40WR0wWTs/r1sUIYosjkjhg+OR/iUIAmQyOWJjE2C3W3t0bEjP0Ni+fTvmz58PqVSKKVOm4JFHHum07dq1a/HMM8/0+rkSEnS9PrYjSUl6v5xn9fpvcPR0Iz5+8lrvfQUn6lBYXI+Flw2FVNK3N5mx+BTq/vsd4ON5TvXp2UIb+xae2Lfw1VH/3EOz4W5p6vdY/M0VhOcUBAkUcbG9Pl4ikfjtdxcRhZ76Ziv+9sEhnKxoxv/cMRlpCX3bllkURRw+1YAdBVXYUVAJhVyCZ+6ZBrns/Oul//isEMfLmvHA4gth0Cr69LxE/YXJjP4nCBIAPUt+hnRCw2QyYfTo0QA8P1Bms7nDdjKZDKmpqX16rro6o9+2jrHv+AbNFTU9Okaq1yPu8ivPu//o6UYAQGVVE6QSCRxOFx74238BABK3G9PGp/cpVktlPUwmK2Rx8T611+uVaGmx9ek5QxX7Fp7Yt/DVUf9ECBBDe/KgT6RSCVyu/p1m6nY6+zS11e12o6amxXtbIhH8nuyn/tWw9XO4Wlq6bxhFzBoFzObQm43U2TjQH5wuN97cehTf7Cv33rf3SA3mX9I+oeFwulDbaEFirLrbcxotDvzqr9tw9qQLi82FynozBiTr2rVrbLFh+8HK1uetxqwLM/vYIzpXMN/rofqe6ivX+DFwNNT37RyS6KyhIUilkMUY+u35QjqhodPpYLFYvLeNRmMQo/Gds6kJsoSOa310ekxd7Xn3nT01792vipCdYcAXu0977zt0sr7PCQ0AgCBAkPj2BUKQSHxuG27Yt/DEvoWvjvonCG3/iQD92g9O5abzuVpaejweiXRKvRL2EEwUdzQO9Jf/HqzAN/vKMWpQHACgtMaIwlMNmH/J4HbtnvxXPrbvL8cz91wKu9MFrUoOtbLjrwpHSxq9yYyhmQYMSNLhqx/KUFZr9CY0mk12rP3nHtQ12yCTCnC6RLzxxVFMGZ0KjUoGk9WB46VNSI5T93m2SLQL5ns9VN9TfWWXSiDI5H06h0QiQPTTBfNwIjr7t1xCSI+Uc3JysHPnTgBAcXEx4uLighxR/2oxn/lh+GJPCZ7/8BCKypsBAEMzDKhutHR2KBERBcGLL7+IpmbPkplbb18MADh2/BjefOdf57W12e2w2c4MAm02W5dXcr757zfYvnM7AOA3a+5Hc0vzeW1efvlF2GxW3HbbjTh9+hQ++uh95Od/j+ee+2uf+kVE4etoSSMMWgV+fXMOfnPLBOSOScWx0ibYHWcWxzmcbmzf75nB8cJHh3D/8zvw9Lv7Oz3nsdJGAMBVUwbhgcUX4ubZwyCVCNi6pwTO1tlpz31wEHXNNlw0Mhlrl03GmCzPbOA9h6vgdot47oNDWL/pAP708m7U9nJM22yy49CJul4dSxTJomk8EtIzNHJzc7FhwwasW7cOe/fuxZIlS/D8888jJycHubm5wQ4v4CrqTJ0+NiBZh92FVf0YDRFRdLLb7bjmpgUYM2pMu/tFUURDQz1effFVOBwOlFdWQKvV4r0P38MVs+ZAKpXiVMlpvPjKRlw99yqcKjmNjPQMyKRSAMCmD95FeWUFTp0uBiCgpLQEer0esYZYACIe+sPDSIj3fAFwu934xxuv4s+/exAAMO2SS/HCSy/g/lX3t4vpggtycODAfqhUauTn78Hw4SOxf/8+ZGUNCfCrRET9zS2KOFBUB6fTjUkjO94RwOV240RZM4ZmnNkGcfTgeHyxpwQHT9Rh4gjPcQ0tniJ8CrkEh1uXOx8vbcKz7x1AZb0ZY7LicdPMoZBJJbA5XNh+sBI5QxNxw2XZAACJTMDiy4fjtc+P4Is9Jbh4ZDKOljbhukuzsODSLADALxeMwb3rt6Gu2YrPdp5C4akGZKfHoKi8GV/9UIYbZw7tUf+NFgdW/207XG4RD/78IgxKZQ0gimy9GY/Mnhn545GQTmhIpVK89tpryMvLw7x58zBx4sQu2z/22GP9FFn/qKjz1AwRACgVUljtnkz6tZdmQSmXwtRaqVqnlsNmd0EQAIVcGsSIiYgij0KhgAABEkECt+iGKIpwu91wu92Ia60/VFVdhTUPrcGMaTMAAF/kbcWMaTOwNW8rRo4YiaKTJ/DiKxux4clnkZiQiMamJmzN24q/b/g7TGYz7HY71j6+Fkt/uhQZaRnQaNTQas5MwX570/9h7KgxGDxoMABg/tz5+PzLL/DO++/gputvAgBU11Rj48a/oaamBiaTCV98sQU7d34HAKisrMS///0B3G43/vSntcjI4Bp2onD30sc/YuePnotbrzww67zH65qsWPPSLtgcLlw8+kzCY/TgOKQlaLDp6yKMH5oImVSC+mbP1dmrcwfjg29PeNv+cMyzFKaizoyisiaMHhyPYZkGGC0OzLowo93zXTYhA98fqcZX+aXYUVAJQQAuHJ7kfVynliPRoEJFrRlHShoxPjsBv7pxPJ74Vz4OnazHjTN71v+XP/kRrtbp/B9/V4y7F45lEUeKaL0Zj2wN0fGIKLrxxz/6ZzwS0gkNwPMPN3fu3GCH0e/e/eo4Nu86DYVcguf+3wy4XCLMNqe3MvShk57pdfeu34YN903HPeu/RUaiDg8vuziYYRMR+dWOw7XYXhiYteVTRyUid6Rva471ej3+8sj/dvjY0xuexg3X3YCBAwdCLpMhf/8PEAS0K5Y3a/pMpKelewcfTzz9BFwuN+RyOTZ9uAm1dbWYOmUqjhw9gtffeh2LfrIIkyd5Ps8P/XgIn37+KV545nnv+SQSCf7nT+uw+g+/xqmS07hz2S+RnJSMBx74E5588jE4HHaMGDEKy5f/EsuX/xRvvfU+PvvsY1itVqSnZ5zbBSIKM263iB+On/lsbDHbode03z3kP3tLYWtdVpJkOFPoUyaV4JbZw/DUO/vxzlfHMXF4EupbZ2iMGxLvTWhkpelxsuJMocmTFS04WdGCCcMSIZMKGDYg9ry4po9PxwsfFQCw4aaZQ5GZ3L6wcEKMCnuPegrnz508EIBnxsj7355Ak8kOg1aBoyWNkEgEDM04v6igw+nC23nH4XC4sb+oDgunZUEE8OG2k3joH3vwwG0XQqVo//XGZnfh0Tf24pqpWUiOUyM5Vg2lghcAyXe9HYucOxboSE/GIkDPxyPnCvx45E6fxiN2u81v45GQT2hEq827PMU/43RKSAQBEpkAg+zML6rBqTHev//3QDlE0VPkiYiI/C97SDZWrLobKpWq3f0ulwvjxoxDZkYmHvr9n/H4009g0fU3ISM9DW2bnBw5ehinS07jqUefBOBZe5qYkIiqGs+VValUisNHD6OisgIAUFlVCWnrNNDGxkasfXwdLpt2Ge759T3nFRqdPGkyqqorceTYEWiUSjz9wgY8+uhT+O1vVyEzcwCeeupxVFVVwuVyoa6uDoMGDeYVTKIIsP94LWx2Fy4dl4b/HqzAjoIqxOuVuHBEEiSCAFEUsb/ozBewc3cuGTskAeOzE/Dl96X48vtSJMV6PtvSErS47tIsjBgYixED47D0sTxkpcXAbHWgqsFT5+KHY7WYOi4Vyg5mBU8Y5nl+rVqGOZPOv/KakaTFkZJGpCVoMLw1ITImy5PQKCyux+TRKXjszXwAwP/cMRkAkBqv8X5uffLdKXyVX+Y93+TRKYjVKfHhtpM4XW3Eiqe+xRN35SLxrATOqaoWnK424m8fHAQAXD5pAKaPT8OxsiYYzQ7MmzIQ0g4KcJutTshlAqKwpiOFsJ6OR1JT07xt+m88ouh2PDJkSJbfxiNMaISgs7ePvf2qUR220anlkEoEuNwiNn1T1F+hERH1q9yRPbtyESiPPfQoNn+xGXK5HHNmzgEA3P3/VuJvT23wtpHJZMi9eAp+PFKIw0cL8fGWT3H1lVcDAHIuyPG2mz51OqZcnIsVq1Z477ty9hW4YOx4AMDHmz/23h8bG4uNz74IrVaHXy79BW65/Va8+cqbkEml+GTzJ6itr8Off/9nACIcViueeupv2LLlU/z0p0sxe/blKCk5henTZ6Ko6Biqqiowdeq0wL1IRNRv3t92AumJWtxwWTb2Ha/F2/85BgCYOCIJv7hmDE5VtaCizgydWg6jxYEkg+q8c9w8ZxjKak2obbKiptGK8cMSoZRLvTUvAGDDfdMhkwoorTHhhY8OobbJM5Pj1jnDO4xLLpPgf1dcAq1KBpn0/CTBNVOzUNNoxYKpZ5Krg1L0iNHI8eXeUlhsTm/bjR//iFOVLbjvxvG4IDsBAPD9kWqMGRyH62dk41RlC5LjNACAx+/MxZbdp/FVfhme//AQfr9kIg6eqEfBiXpoVO2/7ny7vxxbvy/x3jboFJh2QftdA/ceqfEmQBINKrz0h8s77C9Fh96ORdq+q/lTT8cjPx4pxKef9+d4BHBYLd2OR2bMmOG314QJjRBU2+z5ZfHzeSO92euOPL96Bn6/caf3l4tEEOAWRUh49Y2IyC++z/8eL/3zZchkMtTU1kAhV+DDTz4CABwrOoaVq++B3W7Dklt+CpvN6n1MEACLxYJ9B/YBAPYd2IfmlmZcPutyCIIApaL91PBTJachCJ7Bf3VNdbvHDK17uVdVVyFGH+Mt4lVXX4fEs7bpO1p0DH9/4584cuQwRo8eixde2IBbbrkNF12Uih07tqOo6DgGta55JaLw1WS0oazGhBsuy0aMVoGlV43C/qJaSCUC8vLL8EXqaVjtLkglAh6/MxdNJvt5MzQAICVOg8fvzIXV7kJDiw0XjExBbW372b5tyYAh6TF44q5L8O3+chgtjk63cwWAOL2y08cMWgVW3TS+3X0SiYBrpw3B658fwYnyZsikEjhdbpyq9Cx3Ka814YLsBDQabaioM2P6+HRkpcUgK+3MbOWkWDVuu3w4vsovw8mKFvx100EcPGv3E61Khkd/mYvPdp7CltZZ0G1e23IEFwxJgEHniXt3YRVe/KjAe1xtkxU/HK3BoERNp/0iCrTejkeA0B2PdLccx1dMaISgilrP7iZpCV1/cMqkEqQlaFHbZIVBq0CTyY4Wkx1atbzDrDgREfXMpAsnYdKFkwAA9/12Fdbc/wfvL+1bly7Ghief9bZ994N3ccN1N+CyaTMglQj4+V3LvI9v3roFjU1NnT7PseNHvQOH8oryDtu89e5bmHfFPO/t2vo6jBw+0nt79IhRWLbsl/jHP/6O3/3uj1i37kHMnn05tFodXnxxA7Kzh3mnjhJRePruUAUKTzUAAEYNigMA5AxLRM4wz+fSqcoW7CmsRoJBheQ4NdRKWZfJB0EQvG18mf49fXx6t216Y8roFLz++REAwNplF6OizowjJQ34fHcJqhs8RfLbiuUPOKcuRxtBEHD/LRPwxFs/4OCJOoweHAe7w43jZU2445rR0KnluHZqFlLi1KhusGDmhAzsKqzCe9+cwBtfHMXd14/DqcoWvPBRAbQqGZ646xLIZRL8vw3b8Z89p7F03sgOn5eoP/R2PAIAy+5eHpLjEaez861he4IJjRDU9oGdlqDtpiUw7YI0HDxRh6nj0vDZzlP4w993QaeR47ppWSitNmH2xMwuM+VERNQ1s9mMN/7vTaSlpLa7AnHuHu0u1zm/mFsvPXz6+afYmvclrl+wsN3DbrcbTpenYN/Pb7sd0y65FADw0j9fbj2fy5uA2PThJhw9fgx33eGZFup0uXC86Dh+suD6duccPnwEbrzxZtx11zKo1Wrs2bMLOTkXQhAksFotcDqdkMn4q58oHJ0ob8ZLnxQC8Ox+Nyjl/G1KLx6dgre+PIbT1UZMGpF03uOhSq2U4fe3TUScXokEgwop8RrkDEtEUXkzSmtNcIsi3vjCk/BIje/8gt/IQXEYmKJDQ4sNd1wzBgqZBHaHyzv7QqmQYkbOmUKEcycPxFc/lKG4shlmqxM/nqoHAPzmlgneRNBFI5Ox/WAFfnbl8A5rbRD1l0gbjwD+eT9xVBOCyutM0Gvk0Knl3badNDIZG+6bjlOVzfhs5ymYbU6YbU5s/PePADyFkFYvyglwxEREkclut2P173+NSRdOwup7V7d7zGq1trs974q5kMvOfG6bzJ7kdHbWUAy7YxiGD22/5txsNuOlV/+OwiOHse/APmz6cJP3sYOHDqCiohzXXHUNHnr0IVisVjz+8GNQKhRobmnGL+75JS6eeLF32zTAM6X0q2+/xrfffo077rgLl18+Fy+++Df83//9Cw8+uBZfffUf3H33HXjssacQFxfnr5eIiAKsos4EtVKG5z88BABQyCWYOjYVEsn5Myqmjk3DW1966mlkpcec93goG5p5/q4mwzIM2LzrND75rth7wS+2mwt1d1wzBgLg3RmwqxkqUokEsy7MxKavi7DymW8BAMlxagw8K1mUnRGDr34oQ2m1CWql1Fu3g6g/Rdp45M47l+HRR/0zHhFE0V+rV8JbXZ2xXTHOvjBv+Tfs6p79EnHW1SLx+huw90g1/vbBIQzLNOB3t030+fgmkx2rnv3vefdnJnW9laul6DiMB/ZDHp/g0/Po9Uq0tNh8jiucsG/hiX0LXx31zzwoDckJgZnS3J/8WQjMaDJCp+14ivUZItwOB3Yc3I/Jky/xVj/fseO/uPDCSVAqPbcPH/4RI0eO7vAMlZWnkJo6yHtbIhGQkNDd85K/+WM8kpSkR01NC2rf3wRZQvCL6oaSUP1cbRsHnquhxYb7n//O+3ly98JxmNjNzItDJ+vw/eFqLL58BOQy36+Atv3chJLCUw3437fObD153aVZ7YqW+sOhk3V46v/2e29PHp2CXy4Y471dWm3En17Z7b39t1XTu0yStHE43SgorseIAbE+te+LYL7XQ/U91Vf+GI8EoihoMPk2HgHcDnu345Fjxw5j2LCOl3H1dDzCeVMh5m8feLLvCR1Uo+5KWxYaAMZnn0lOMF9FRBTefBk8AJ714zNmzGq3lVtu7qXewQOATpMZRBSatu0vb/eFKGdY9xegxmYl4OfzRvUomRGqRg6Mxe1XjUR6ohbTx6f7PZkBAAOT2y/dOXdJS1qiBsln3XeivBlWuxNf7yvD4dZ6Jh3555bD+OumA/i/vOP+DZgoSPw5Hhk1yn/jES45CVHx+p4lNADgyosHwGJz4efzRuKxN/NxtKQRDRGYMSUiIiKKBoWnGjAoRY8rJw9Aarwm6mo4CIKAaRekn7etqj/FaNvv8pAU234MLpVIsH7VDNzyx80AgMOnG/DU/+1DW5rp2fumQatqv0zcaHFgZ0EVAGD7wQrcPHsoVAp+7SIKhOj6VAxxZ8+mkHawLrI7i2YNw89bKzCvXpSDq6YMgtnmhM3h8luMRERERBR4RosDReVNGDU4DlNGp2JwanjVxAgnK68fh9/cMgErrx+HKWNSz3tcp1HgxV9fhuEDYvHpjlM4e/7zveu3obS6/Xa3p6pa4BZFzJs8EC63iBVPfQujxRHgXhBFJyY0QojZ5vT+vadLTs4ll0m82742cpYGERERUVjZc7gaTpeIKaNTgh1KxLtweBJGDYrDhcOTIOlk+1q5TNLu36JtibcoApu+KUJDiw21jRYAQEmVJ8Ex68JMb/tXPi3kUnCiAGBCI4Q0m+wAgNwxKbj0grQ+n69tu1YuOyEiil4OhwM2m/W8bd2IKLSdLG9GjEbebscNCq7csalQyCSYMzETS64cgRk56UiJ1+BAUR1W/2077n9hB4wWB77dX46UODUSDCr89VfTcPOsodh3vBa7fqwKdheIgiZQ4xEu5gohbQmNqePSOs0O94Q3oWFkQoOIwlfTtm/ham7y+3mlMQYYpk336zlffPlF3HzjzYiPjcWtty/Gv/7xJo4dP4bd+Xuw+KZb27W12e2AKEKp9HxW22w2yOVySPqwRv6jj96H0+nET35yk/e+EyeKsHHjc5gy5RIYDLG44oq5vT4/EfWfslojMpK401AoUcql+OuvpkEmlUAiEfCzuSNR12TFu18fx+7CagCeJSgAcM9PxgEAdGo55lw0AHn5Zfh6XzkmjUyGTMpryuGmN2MRQfDM4OlKIMYiwJnxiCHGEJLjkfj4OMyefWWvz382JjRChEsE/pNfBgBI7ONykzbxMSrIZRIUFjcgt4P1gERE4cDV3ARZXLzfz+tsqPepnd1uxzU3LcCYUWPa3S+KIhoa6vHqi6/C4XCgvLICWq0W7334Hq6YNQdSqRSnSk7jxVc24uq5V+FUyWlkpGdAJpUCADZ98C7KKytw6nQxAAElpSXQ6/WINcQCEPHQHx5GQnw8brjtRmSkZ3Qan8vlxGMPPwqtUgWZTAZRdMPpdEIQBEilUhgMBigUClxxxVwcPHgAoihC8EPSnIgCx+lyo7zWjGl+mLFL/qWQS9vdTjCocOe1Y3HntcCrmw/j2/3lMGgVuOCsXQclgoCRg2Lx7f4KvPb5ESy9alR/h0191JuxiEQCdDcZwdexCNC78cjsmf09HnkMWqWy2/HIjz8e9Nt4hAmNELGrSYnvqz2Z3USD2i/nVMqluHRcGrYdKMeSK4dDLpN2fxAREbWjUCggQIBEkMAtuiGKItxuN9xuN+JaBzdV1VVY89AazJg2AwDwRd5WzJg2A1vztmLkiJEoOnkCL76yERuefBaJCYlobGrC1ryt+PuGv8NkNsNut2Pt42ux9KdLkZGWAY1GDa1G633+9U88A6fLBYkgeK+YWKwWlJSWYPjQ4QBEiK2DBgB46aUXsHfvbshkcoiiiOLiE3jggdVwOBzIyhqCjIzM8ztKRCHheGkTiiubYXO4MHqw/5O5FDg/mzsCV+cOggCctyPN7IkD8O3+Cvz3QAUGpegx68IMJpepR3ozHtna7+MRQHQ6uh2POJ0ODByY5ZfxCBMaIcLqPvOBJunFDiedGZMVj69+KMOpSiOGZhr8dl4iomii1+vxl0f+t8PHnt7wNG647gYMHDgQcpkM+ft/OG+a6azpM5Gelu4dfDzx9BNwudyQy+XY9OEm1NbVYuqUqThy9Ahef+t1LPrJIkyedHG75/n626/w788+xu9WP4C01DT86523cLzoONb9aS2kUgn27svHd99tg8vlws9/fgfuvHMlAM+Vm5Urf4GnnnoWooh2+8ITUWg5dLIOT/3ffgCeq/pjhzChEU4EQUBSbMcXJgck6/CXFZfgty/swJtbj0Ihk2Da+MBtR0uRqafjkXMFfjwi9Wk8IpUKkMmUfnlNmNAIEbbWhMbFo5L9et7sDE8So6i8iQkNIqJeyh6SjRWr7j4vGeByuTBuzDhkZmTiod//GY8//QQWXX8TMtLT4GqdZnrk6GGcLjmNpx59EgDwzX+/QWJCIqpqPMXhpFIpDh89jIrKCgBAZVUlpNLzZ9TNmTkHen0M7v/jbzHnstnYsWsH/vbUhta2IuJi45CYmAyn04nS0hLcf/99SEhIQG7upZBKpThwYB8+/vgjPPzwo4F7oYioTz7cdhICgFi9EgunDWGthQgTH6PCn2+/CI+8kY+v95UxoUE91tPxSGrqmWVr/TMegU/jkU8++QgPPeSf8QgTGiGixSlBnF6JO68d69fzGrQKGLQKlNYYu29MREQdeuyhR7H5i82Qy+WYM3MOAODu/7cSf3tqg7eNTCZD7sVT8OORQhw+WoiPt3yKq6+8GgCQc0GOt930qdMx5eJcrFi1wnvflbOvwAVjxwMAPt78cadxTJ50MSTCPfjNmvtx1RXzIJfLvY8NGZyF4RXlsNttGDhwIC6+eAquuGIeDhzYB4fDgWPHjmHy5Fy/vB5E5H9V9WacKG/GzbOH4fJJmVyOEKEyknS4fFImPv6uGCarA1qVvPuDiFr1dDzy45FCfPp56I1HcnMv8cvrATChETJanAIMMYqAnDs9UYvyWlNAzk1EFMm+z/8eL/3zZchkMtTU1kAhV+DDTz4CABwrOoaVq++B3W7Dklt+CpvN6n1MEACLxYJ9B/YBAPYd2IfmlmZcPutyCIIApaL95/2pktMQBM+V2Oqa6k7jOX7iOF58ZSOef+Y5vPH2G/jzIw/hT7/703lXcZuamrB7904UFR3D5MmXICkpGZ999m9s2PB3f700RORnR0sbAXiWCzOZEdkmDEvCv7cX4z97S7Fgalaww6Ew0NvxCNDf45H2Mzo6G4+88MJL/nhZADChETJaXBIkaQOX0PjvgQq43aJf63MQEUW6SRdOwqQLJwEA7vvtKqy5/w9ITEgEANy6dDE2PPmst+27H7yLG667AZdNmwGpRMDP71rmfXzz1i1obOp8u7djx496Bw7lFeXnPe50OvGPN/6BPfnf46E//BkZ6RlY+8e1+PMjD2Hrf77AvCvmwmQ24dixo8jL+wIPPPBHfPTRFhiNRtTV1WL79m9hNBqhVqvgdrv7tBUbEQVGUVkztCoZ0hI0wQ6FAmxQqh4jBsRi37FaLJiaBZfbDVEElxhRp3o7HgGAZXcv78fxyDyfxiMqldpv4xEmNEKEySUgSxOYKWfZ6TH4z95SnKpqQVZaTECeg4goUKQxhh5ta9aT8/rCbDbjjf97E2kpqd7BAwC4z9mLzeU6Z2+21qqgn37+KbbmfYnrFyxs97Db7YbT5QIA/Py22zHtkksBAC/98+XW87m861FlMhkmXDABP73lp9594iUSCf742zWt0zxF7Ni9CzqdDq+99n/YvXsn7r//PgACrrpqPj7/fDMkEgHPPfdXDBgwEDfccLNPfSei/lNWa0Rmkg4Szs6ICoNS9fjqhzKUVhvxl//bh3i9En/82STv7Jz6ZissNicyknRBjpSA3o1Fzi0Q3tl5fRUe4xH4NB7ZsGE9MjMH+GU8woRGiLC4JAFbQzdqUBwA4J+bD6PJZMcTd10CuYwZYCIKD4Zp04P23Ha7Hat//2tMunASVt+7ut1jVqu13e15V8yFXHbmc9xkNgMAsrOGYtgdw7zbmbUxm8146dW/o/DIYew7sA+bPtzkfezgoQOoqCjHNVddA6fTiZWr7+k0RlEUsXjRrZhz2SzIW7dtGzhwMFavfgDx8Qm4555fYuVKT0Gu1177B5Yvv7p3LwYRBYwoAhW1ZkwenRLsUKifZCbp4HC68adXdgMAmk12vP/tCfxkRjaqG8x44MWdkEkFPHPPpdCwzkbQ9WYsIpUIcLm7yWj4KHzGI4t9Go+88caruPLKO3v3YpxDEMXu8kbRoa7OCLeffuDMW/4Nu9r3mRBOt4j7d4lYOC0L1wRoHd2al3Z562jExyjx+9smIj5GBUvRcRgP7Ic8PsGn8+j1SrS02AISY7Cxb+GJfQtfHfXPPCgNyQnhX/Xdn4OY7rjdboiiGxJR9A4gznb2lZWuVFaeQmrqIO9tiURAQgKvDPY3f4xHkpL0qKlpQe37myA76yoehe7nan1VHdadiMOtc4ZhzqQBQYmh7eeGzheI16auyYrfPP8dAODGmdk4croRB4vq8NDSi/Ht/nJ8ubcUAPDLBWO8iS6ny42DJ+qQMzQRblGEIAiQCEJQ3+uh+p7qK3+MR/pzLBAKPOMRERLR3e14RCaTwOl0n9cG6Pl4hJfpQ4DF6fm/Vh247GvbLA0AqG+24YNvTwTsuYiI+oJ59p6RSCRdJix8SWbwNScKrmq7532anqgNciTUXxIMKtwyZxhumjkU8yYPwvL5o6FUSPHOV8fx34MVGDEgFnqNHPuP13qP+eS7Yjz73kH85e19uOvJb7HhvYNB7EHk4+/GnvHPeMQNoGfL7rjkJASYWxMaGlXg/jnm5w5CSVULjpZ6isA0muwBey4iot4SbA5YbGaolRpW+e8noijCZGqGTBaYwtRE1L0qm2egn5bAhEY0ufys2Tg6tRxXXDQA/95eDAAYNiAWibEq7DtWC5fbDalEguNlnnF84akGAMD+47VwdHKVm/qG45H+JYoiXC4nWloaoFCoenQsExohwOypwQJdANfHGXRK3HfTeKx46lsAQKMx8qaGEVH4U1bXwwTAqAzv9cKCIPTrlR0RANxuSG29mxItkykQF5fk15iIyHfVdinUSilidUwsRrMrLhqAovJmxOoUuOKiAThyugHbD1bieGkTsjMMKCpvBgBcNWUQhqTHYMP7B3GyohnnT+6nvvLHeKS/xwKhQnR1Px6RSCTnFTOVSKRQq3XQ6XwvlAowoRESzszQCOwAXqU4889d12TF/uO1GIboe5MRUeiSuN1QV9Z23zDE9feaYlEU4WqoQ+LCG/rtOYnIP0RRxFGzHFkZMbwSHOU0KjlWL8rx3h6TFQ+ZVMDj//oB108fApvdhXuuH4cJw5PQ0Po75nRVCxMaAeCP8Uik1hfpjrOuFonXdz0e8WddGtbQCAFnamgEPr/08NKLMWdiJqx2F9ZvOoBPCjrfh5iIiIg8Nm7ciIULF2LZsmWore18kOtrO6I239cCdQ4pdzih86gUMkwckQwAeP/bExAAjBrsqYsXq1NAp5ajtMYYxAiJgo8JjRDQNkMjUNu2ni0zWYdBqXrv7S2FzSi3dl+ghYiIKFrl5+cjLy8PmzZtwvLly7F+/fo+tSNqY3eJ+LhYxGC1A7ljUoMdDoWgJVeMwNW5g6BRyjDrwkzvjGtBEDAoRYf8o7U4YgrvZZpEfcElJyHA7PQs+9Ao++efY9LIZDicbpisDrz3zQnUOSQY1P1hREREUWn79u2YP38+pFIppkyZgkceeaRP7brir61yk5L0MGsUUOqVfjlfJNGH0Guyu8IJo9OBpYOcSEvt2brxQEhK0nffKEoF87W5c0Ac7rh+PADPVqBtfn7NWPzm2W14u1KHp0YrIAnSkqVQek+Fmmh8bWwWhU/vF3+9p0I+obFx40Zs3rwZ8fHxePzxx5GY2PEey762C0VmJ6CSuCGR9M+HkFIuxWUTMmC0eBIaTU5O1CEiIuqMyWTC6NGjAXiuiprN5j6160pdnRFud9/qW7WtTTab7bBH4frtroTamva9FW7oZEC6xOK39eS95c817ZEmVF+bBK0cy64ehZc/LcTRKhsytP2f0Ai191QoidbXxmm2d/t+6cl7SiIRukz2h/Q32WiZ4mlxAhpp/xfn1KpkkEsENDpC+seAiIgoqHQ6HSwWi/e20djxmnVf2xG1KTECWTFAP13Togg0YkAsAOBU6OVbiPpFSM/QCMcpngBwCj2bXmSHDVqZKyhT2eJ1MphEWY/ijeSpU+xbeGLfwlck968/+yaKIuw2JaeLB0hOTg62bNmC+fPno7i4GHFxcX1qRwQATreIOiuQkxDsSCicxRtUkAsiqq0AwMwYRZ+QTmiE2xTPs/VkelGL1Q2V4A7KVLZYlQQ1zb7HG8lTp9i38MS+ha9I7l9Qtm012/z6e6S7KZ7RJDc3Fxs2bMC6deuwd+9eLFmyBM8//zxycnKQm5vbZTuiztRaATeAZDW/hFLvSQQBSQoXqswh/bWOKGBC+ic/WqZ4mp1AqswdlOdO0smRX8clJ0RERJ2RSqV47bXXkJeXh3nz5mHixIl9akcEAMWt+ccMLQBLl02JupSqcCG/SYZTLSIG6Zkgo+gS0t9kc3JysHPnTgDodoqnL+1CldUFqCT9X0MDAJJ0MphdErx+1O3dbYWIiIjaUygUmDt3brdJCl/bUXQrM4l454QIpRRIUQc7Ggp3cxM9GbED9RzLU/QJ6YRGbm4ujh8/jnXr1mHVqlXeKZ47duzotl04sbkAZZD+JZJ0nkk6P9QBRxqDEwMRERFRNMmv9XzxvDxDgBCkrTYpcsTK3cjUAmWmYEdC1P9CeslJNEzxdIsibG5AGaQZGqNSVJgVb0FevRp11qCEQERERBRVjjYBw2KAWRlMZpB/ZGqBA/WemkpMklE0CemEBnBm6qa/2oUau8vz/2AlNBQyCa5MsmJPixp1NhGsjkxEREQUOKIoosYCTE4OdiQUSTK1AnZWi2i0A3GRu4EY0XlCeslJNLAGOaHRJkGF/9/encdHVd3/H3+dTJbJThICIQQhBJB9KdYFKwiiuIJalSpfakVblapVUaRqFRVb9edWsVitoBXrgt+6l/otqG2xFVDcIOxhh5CEQPZlkpnz+2MgEEkggUlmez8fDx6TmTlz7zmXmXs/93PPPUc9NERERETaWEUduDzQ0amLSOI7XeO9j9uDa24EkeOmhIaf1e6f3MTfCY0O0VDq8msVRERERELenv0zOqc5/VsPCS1d4iDSwOsbLSW1GhxUwocSGn5WGyA9NJKioUwJDREREZE2tXd/j9hU3RYgPhTtMHRL8F4sfXWDEhoSPpTQ8LNAueUkKcpQ64Fat3aAIiIiIm2lvM77mBzt33pI6LmylyEtBjaVo14aEjaU0PCzAz00nP5OaOw/qKqXhoiIiEjbKa+zRBpwOvxdEwk1HZ2GKX29Y7Pk7vNzZUTaiRIafhYwt5xEeR/L6vxaDREREZGQVu7yXkjS1JrSFjJivVO4frzTUu9RLw0JfUpo+FnJ/h4RCZEev9YjUT00RERERNpcWR0kRvm7FhKqjDGMyzKUuGBNib9rI9L2lNDwsz3VlsQocPr5f0I9NERERETaXplLCQ1pW31TINYBa/aph4aEPiU0/GxPDXQMgGm74iLBYaDMpR2fiIiISFvwWEtxraZslbblMIau8bCryt81EWl7Smj4WXFtYCQ0jDEkRXnv6xQRERER39tXC3Ue6BSr8TOkbWXGQ36VN4kmEsqU0PAjj7UNA0MFgsRo3XIiIiIi0lYKq72PnWP9Ww8JfZlxhjoPFNX4uyYibUsJDT+qrgcPkBgVGFn65GjYXQUutzK5IiIiIr5WsD+h0UkJDWljmfHex12V/q2HSFtTQsOPyvf3hkgIkIGhRnQ2lNXBV3v8XRMRERGR0FNYbYmPhIQAuZgloSsjFiIMbK/QhUoJbUpo+NGBhEagjHTdJ9nbS2NdiXZ8IiIiIr5WUK3eGdI+IiMM/TvA0kL1vpbQpoSGH1UEWELDGMOJybC+VAMIiYiIiPiSx1ryq6BLnL9rIuFiSJqhxu0djFYkVCmh4Ud79+9cAiWhAXBiB0O1G7ZX+LsmIiIiIqFjZyXUuKFnkm43kfZxYOIBDfovoUwJDT/KK7N0ioX4ALqPsncyGGBdqb9rIiIiIhI6luRbIgz0TvJ3TSRcJO2/aFrm8m89RNqSzxMaVVVVzb5XU6N5gw61rQKyE/1di8YSogxd42GtxtEQEZEgpnhEAkmt2/JVMYzoDInRgXMhS0LbgR4a5eqhISHMpwkNl8vFxRdfTG5uLmVlZY3eW7FiBb/85S99ubqg5vZYquqhQwAe1IakGbaUe3uQiIiIBBvFIxJIlhdafr3c4rHQS7ebSDtyOiDSQJlLMb2ErkhfLiw6OpqKigrmzZvHzp07qaqq4tRTT2X06NHcd999/Pa3v/Xl6oJaldv7GOfT/wHfOCMDFu2Ab4stOTrwiohIkFE8IoFkS/nBk8luCX6siIQdYwwZcZZviuGcbhanQ3G9hB6fnE5/+eWXZGRkkJWVRWZmJk888QQAZWVl/PKXv2T+/Pncdddd/PCHP/TF6kJC1f6uX/EBNCDoAdEOQ49ES17Z0cuKiIgECsUjEoj21EC6E84/wZASoxNKaV+XZBtmr7IsyYezs/xdGxHf80lC4/3332fZsmVUVVVhreW5554jNzeXoqIixo4dy0MPPcTtt9/OmDFjOOGEE3yxyqBXWe99jA/AHhoA3RNg8U4oqbW8tclyamfDoFQdhEVEJHApHpFAVFjtHXR9SJriKGl/2YmGvh0sf99u6ZcCWfH6Hkpo8cnp9PTp00lISODLL7/k9ddf55NPPsHtdvPGG28QHe0djebGG29k5syZzJs3zxerDHpV+xMagXjLCUCXOIPF8sg3FpcHyuusEhoiIhLQFI9IoFlRZCmrg646iRQ/Gp1pWFtieX615dfDIC5S30cJHT45nX7zzTdZuHAhP/zhD0lLSyM7O5vMzEx+/vOfk52dzYABA9i4cSMXX3yxL1YXEgI9oZER5310ebwjxxZUQ71HAwqJiEjgUjwigeaLIktajHd8MhF/6Z1suHkAzM61rNwLp3Tyd41EfMcns5yMHDmS++67j9TUVMrKyigtLeXss8+mrq6OkSNH8swzz3DiiScyfvx4X6wuJByYDzoQx9AA772eB1yeY6jzwNYK/9VHRETkaBSPSCCp83jHIxuYCo4IXREX/+qeCA4Db+ZZXl7nYWmBLlRKaPBJ/4BZs2YRGRlJaWkpubm5nHTSScycOZPdu3dzxhlnkJ2dzVtvvcWoUaNIS0vzxSqD3tYKS7qTgB1t2BFheOAkKKmFjk5YkAffFVuGdvV3zURERJqmeEQCye4qcFvokRiYsZ6Elwhj+HE2LNhk+W4vfLfX8r+bLTcNMPqOSlDzSQ+NP/3pTwwaNIjx48czcOBAOnTowC233IIxhiuuuILu3btzyy238Kc//ckXqwt6bmvZXA7Zif6uyZElRhm6JRhiIw3D0+Gz3VBWq2yuiIgEJsUjEkh2VnofM+P8Ww+RA07tbDivm6Hn/nMQj4WNpf6tk8jx8kkPjbfeeouUlBTS09MZPHgw3bp14+uvvyYpKYnXXnuNwsJCunfvznPPPeeL1QW99SXeMTT6pwRPNnR4R8OXRZb8Sg+ZAXqbjIiIhDfFIxJItlVYnA5Icx69rEh7OTvLcHaWoaDaO0hoQbUFguecROT7fJLQmDRpEgAul4szzjgDp9PJ7t276d27N7GxsXTv3h2AF154wRerCxpu653z+aR0SIg6uKNYudcS44D+KX6sXCt1ivU+7q60ZHbwa1VERESapHhEAoW1ltX7oE+yt6u/SKDpHGvoHGtZsQfyqzyc183QPwWMvq8SZHxyy8kB0dHRJCQksGPHDqy1DBgwoNH7TmfLU9T5+flMnDiRiRMn8pe//OWo5T///HOuvfbaVte5LW0rh/e3Wh79xuI+ZIaQDaXQKwkig2iAqORoiIqA3VUef1dFRETkiHwZj4gci52VUFYHA4KoN66En9MzDCcmQ3EtzF1nufcLy9d7LMU1lhLdZi5Bok0mDb333nvp2bMnDz744HEtY+rUqYwcOZJrrrmG0aNHk5mZ2WTZRYsW8eqrr+LxBNbJ9t5a72NlPfx+leWEBMtJ6YbiWjgzM7gOcBHG0Mlp2V1p+Wi7h88LoGcS7KqEc7sZhnUMrvaIiEjo80U8InIscvd5O/H3DaLeuBJ+BqYaBqYaat2Wh7+2VNTB/A0HExnX9Q2uW+QlPPk8ofHoo49SXl7OoEGD+PLLL8nIyKBz585ERbV84AW3282aNWsYNWoUAKeffjrLly9vdt74fv368fDDD/PrX//6mOudlpZwzJ/9vq1AYmIMlUV1QD3ZyYbNpZYdlbCuFBKi4MzsGJyRB3cQtdXRpKe3/yihZcVx2LhoYhJjjlo2M8nFF7vdrNr//Nti7+P/brac0SMmJLqoJbZgOwQrtS04hXLbILTb155ts9biqo3xy3EkUPkiHhE5Vqv3WboneAdYFwl0MQ7DA8Ph79st8VGGxTsslfXw73zvrIyLdljSY71jb4gEGp8lNGpra3n44Yf5+uuv+fOf/8yYMWP44Q9/yO7duykqKsLpdHL77bc3Off7zJkzycvLa3heWVnZqDtoUlIShYWFza47KyuLHTt2HFf9i4sr8Hh817WqvLyW3WUeEiJhWCps3j+CcHGN5bq+hrpqF3WHlK+vclFUVO6z9bdUdUkVlVUuXOW1Ry2bEuntAeMwcHUfw7x1lgiguh627akl1RncO7nExBjKW7AdgpHaFpxCuW0Q2u1r77ZZa3FX1fr0OBIRYXya7G8vxxOPiPhCmcuyvRLO7xbccZGEF2MM55/g/c6ekeG9bf7f+fC7bw6cH1mSo+HkTvpeS2DxSUJj6dKl3HfffYwaNYo333yTuLg4kpOTG02L9tVXX3H//fc3m9A4lNvtblSusrISa4PvPq59tZASQ8PUSAA9EqBfB79V6bj0SjJ8Fmk5r5u3e9rDP/TeVvPEd5atFZCqW5JFRMSPjjceEfGF1fu8j8E0+LvIoSKM4aSO3h4aiVEwubfhg62WN/Is/8q33NjfNJrwQMSffJLQ6Nq1K/PmzSMrK6vhte/fftCnTx8mTJjQouU5HA6Sk5PJz8+nS5cu5ObmMmbMGF9UtV0V1kB2ImTGG24f5B1Us2Ns8I4e3CvZ8PsxzoarjrGRhnRjMUBhtX/rJiIi4ut4RORYrN5nSYmGLnH+ronIsctKMNz7A4h1eGP+X/SD1/O8s/es3gcnd/J3DUW8fDLLSbdu3RoFDwDl5eXMnz+f7777DoCEhASuu+66Fi9zypQp3HTTTcyaNYtVq1Zx5plnUlBQwPTp031R5TblsfCvXZZ9tZC+/zaMrARD5ziDI0iTGc2JdhhSYqCwOvh60IiISGhpi3hEpDVcbsv6UjT9pYSE1BhD7P4x/+KjDNecaHAYxf0SWHyS0Ni0aRMXXXQRn376acNrxhh2797NrFmzuOyyy8jNzW3VMseOHctjjz3G4MGDWbBgAfHx8XTu3JnHHnusyfJZWVnMnz//uNrhKxsrHLy31ftDTwuD2zA6xUJ+lb9rISIi4a4t4pFQmEZe2s+S3eDyoNnfJCQ5jKGjUz2zJbD4JKHRs2dPpk2bxpw5c7j22mvZuXMnTqeTO++8kwULFnDDDTcwdepU1qxZ06rl5uTkMH78eJKTk31RzXZT4fY+9k4Oj/snsxMNu6uhok7ZWhER8Z+2iEcOTCP/xhtvsGjRInbt2tVs2UWLFvHHP/4Rl8vli+ZIkKmssyzeaRmQAj2TlNCQ0JQRC7t0IVMCiM9mOTnzzDMZNWoUL774IldeeSW33XZbw3tjx44FYPr06bz77rs4HA5frTYgVbu9B7Gf5BjiIkP/gNY7Gf6+HTaVweA0f9dGRETCmS/jkWCeRj49PZGqFk7LHm7aakrlVbvqqXXXMaFPDImJrbtmWFsdHRDTLgdCHQJVIG+b9vyt9+9Uz7dr66hxRJEe5/2eh/IU7McrHLdNS/dnvvpN+SyhAd5unT//+c8ZOHAg999/PxMmTCAy0ruKsWPHsmzZMmpra4mLC+1Rkg4kNGJDO2/TIH3/bTX7dEFKREQCwLHGI6EyjXx6eiJFReVUtXBa9nDSllMqf53vISEKUo2L8vLWXdCqr3L5dNrlY3HgeyOHC/Rt056/9R5O7/7p31tdnJNlQnoK9uMVrtumJfuz1vymjjaNvE8TGgecdtppvPPOOw3BwwH33HNPW6wu4FS7DQaIDpOERlwkRBrvvOsQ+j1SREQkOLQ2HgnVaeSl7XmsZd3+wUAjNBiohLD0WEO/Dpb/7LaM7erv2oj4aAyNA+rr6xv+jo+Pb/Se2+3m/fff9+XqAla1G5yO8DmgGWNIjoZS9dAQEZEA4Kt45NBp5AFyc3MPm0VFBODTXVBVD/06hEfsJ+FteLqhvA7uWGpZuKkOgI2llkU7rJK+0u58ltBwuVxcdtll1NTUUFRURHFx8WH/Xn/9dV+tLqDVuA2xbdL3JXAlKaEhIiIBwNfxSDBPIy/t56s9lq5xMERjiUkY6J8CJyZD51h4Z2M9f9ngYc5qy9+3W7ZV+Lt2Em58dtodHR2Nw+Hgk08+4cUXX2T79u2kpaXhdDrZuXMnffv2JSLCpx1CAlaV2+AMk9tNDkiORjswERHxO1/HI2PHjiU7O5vc3Fxuvvlm4uPjiY+PD4pp5KV9eKxlTw2M6Bw+vXMlvDkdhuv7GzaXW2avsqzYc/C9b4st3RP1O5D247MMg9vtbvj7/vvvp3fv3lxzzTXcdddd9OnTh/nz54dNF6SaMExodE807K2FvTXh8X8sIiKBqS3ikWCdRl7ax75aqPNAp1idxEl46Z4AIzIdTMwxXN3H0K8D/DMf1pbofEDaj08SGtXV1Zx66qls2rSJOXPmYMI8O13tJuxuOTlxf4y3scy/9RARkfCleET84f+2e0/esuKPUlAkxEQYwzUDozmlk2FImuGUTt597gtrLOuU1JB24pOERmxsLO+88w5du3bl/PPPBwjrIKLabcJmytYD0mPBYaCwWjsvERHxD8Uj0t7qPZbv9sJJHaFbgr5rEt4Gpxlm/dAQEwHPr7H87yYP9cc5DbXI0fisH0FWVhYxMTH06NGDmTNnsm3bNubNm9dwz+pPf/rTsAkqqj0GZ5j10HAYQ5rTUlTj75qIiEg4Uzwi7WlrBbg83hM5EYG4SMMN/eHzAst/C6C63jK5j34f0nZ8dtpdU1NDRkYGI0eOpF+/fjgcjbsoeDweZsyY4avVBSyPtdS4CbseGgDpTiiq9nctREQknCkekfZUUOV97KrbTUQadE80nJAAHixfFsGGLzx02f8bSYyC/+kdgbUWt4XICCU75Pj4JKFRVVXFJZdcwtVXX019fT3p6emHlXG5XJxzzjm+WF1Aq3W5sRickeH34+wcC2tLvN0vtXMSEZH2pnhE2tueGkuk8c72JiIHGWM4JwvWl1giDGzfPxtijRs2lHoor4OUGLh7GLg9EBWhWwTl2PgkoREXF8cDDzzAK6+8wkMPPURCQgIZGRmNylhrqaurY8qUKb5YZcCqrq0HwrOHRtd4g9taCqp1pUJERNqf4hFpb0U10NGp6VpFmtLRabhvuPfvCGOoqbe8tN47pkZ5qXeGoK/3wAdbLd0SYGAK9E6GNKd+T9JyPrvl5NRTT+XUU09lyZIl3HfffYwbN46bbrrJV4sPGlX7ExrhNoYGHExi7KpUQkNERPxD8Yi0pz013ltuRaRphyb7nJGGG/t7n1fXWx5YYXltozfBsXofrN5n6dsBftFPCQ1pOZ+fdp9xxhksWLCAjRs3+nrRQaGqJnx7aHR0QnQE7Ki0/BDtiERExH/CPR6RtuexluIa6NfB3zURCT6xkYZbB0FemfeWrcp6WFZgWVcCW8st3RN1LiEt49OERklJCdZaoqKiOO2003y56KDh2T81UUKUnyviBxHG0CXOsqvK3zUREZFwpnhE2kOpC+otpMfqxEvkWGTEGTLiDj7vkwx/yLX8aa1lxlBIiNJvS47OpwmNO+64g4KCAoYOHcpDDz0EwOLFi6moqCApKYkxY8b4cnUBqU+3DvyyZzWZcXFHLxyCusbDV3u89yhrYB8REfEHxSPSHp5f472I1VG3nIj4REqM4eo+8NRKy8q9cFpnf9dIgkGELxby8ccfs3r1aowxvPTSSwwfPpy//e1vbN68mT/+8Y9s2bKFuXPn8ve//90XqwtoERGGfknusD2Zz4w31Li9g/yIiIi0J8Uj0l7qPJbC/VPVn5Dg37qIhJKseEiN8Y6nIdISPumh4XK5uOuuuygsLMQYwyOPPMLo0aMpLy8H4NZbb+Wvf/0reXl5vlidBLCu+zumbC6HVF2xEBGRdqR4RNrLrkrv48/6GGIc4XkRS6QtGGPISbKs3qce39IyPumhcd555/H+++/Tu3dvrLWkpKRw6aWXNipz4YUXapTxMNAlDuIj4f2tFrdVZlVERNqP4hFpL/8tsDgM9Ej0d01EQk/3BENlPRSrx7e0gE96aLz44otERUWxb9++Rq8vXbqUvXv38sorrwDeKyfXXXedL1YpASraYbioO7yRZ9lVCd3UDVNERNqJ4hFpDzsqLF8UwZhMSIrW1WMRX+uZ5H1cXwIdM/xaFQkCPumhUVdXR11dHfZ7V+Q9Hg/WWurr6xv+Sejr28H7+G2xemiIiEj7UTwibW1XpWXOakt8JJzVVckMkbbQOdY7jsaH2yx7anQ+IUfmkx4aN954IwDLli1r9PqIESPYtWsXU6ZM8cVqJEgkRRuGpln+lQ/nZFmidW+piIi0A8Uj0taWF1lq3N6xM2IjFd+ItAVjDJN6eWcSem2D5fr+aKwaaZZPemisXr2aCRMmUFRUBMC+fft4++23fbFoCVIDUw1uq3vfRESk/Sgekba0qczy73zISYLBaTq5EmlL2UmGK3IMWyrgw632sJ53Igf4JKGxefNm7r77btLT0zHGcNdddzFixAhOOeUUrLX85je/4Te/+Q2rVq3yxeokCKTvn+GkqNq/9RARkfCheETayvYKy4trvSdUQ5TMEGkXP+ho6J4A/ymAL4r8XRsJVD655eSCCy4A4E9/+hM//vGP6d+/P3PmzAHgnnvuoaamBo/HQ+fOnX2xOgkC6bHex6Ia/9ZDRETCh+IRaSvLCi11Hrj3B4bUGCU0RNrLNScanvzO8slOyw/T0TSuchifJDQO+MMf/kBERAQej6fhtbi4OH7wgx/4cjUSBJwOQ1KUpbDaAtrxiIhI+1E8Ir6WXwUnJKBkhkg7S4o2jOsGb22y7KyCrHh/10gCjU9uOTkgJiaGzZs3c9ttt7Fy5UoAbr31Vl+uQoJIeqx6aIiISPtTPCK+5LGW/CrIjPN3TUTC06BUiDDwzR6NoyGH81lC45FHHuGRRx6hc+fOTJo0iaeeegrwXhGR8JTu1BgaIiLSvhSPiK9tLocaN/RIVO8MEX9IiDL0SYYVe6DOo6SGNOazhMann37Kxx9/THJyMqeffjqVlZU8+uij7Nmzh2effZbZs2fz5JNP+mp1EgQy4gyV9VBUrR2PiIi0D8Uj4kv7ai3vbbHEOGBgqr9rIxK+zsw0lLrgv7v9XRMJND5LaKSlpZGaenBPb4yhY8eOOBwOEhMTG/61VH5+PhMnTmTixIn85S9/OWLZhQsXcvnll3PVVVcxa9YsTesTIAanekfP+KbY3zUREZFw4et4RMLbgjzLzkq4MscQ41APDRF/6ZPs7aXxfzssBbpYKofw6aCgh44663A4uPbaa1m4cCFXX311q5d17733MnXqVEaOHMk111zD6NGjyczMPKxcbW0tH374Ia+++ioxMTFceumlrF27ln79+h1XW+T4dYgxpMdadlRqYFAREWk/voxHJHwVVlvWlcK53QyDNVWriN9dkWN4eqXlpbWWO4eCQzOeCD5OaEREHN7h41im1nG73axZs4ZRo0YBcPrpp7N8+XIuvvjiw8rGxMQ0TMlWX19PeXk5aWlprV5nWlpCqz/TnK1AYmJMqz5TWx1Nenr7XzEqK47DxkUT04r6tqZtmYm1FFTaVm8PfwmWeh4LtS04hXLbILTb155ts9biqo3xy3EkEPkqHpHwVe+x/H2bxWHgNM3yKxIQUmMMl2XDy+stdy61/O5k1HNK2i6hYa1l8uTJ7Ny5k3fffZfzzz+f6OjoJj83c+ZM8vLyGp5XVlbidDobniclJVFYWHjU9c+dO5fRo0fTqVOnVte9uLgCjw8HmSkvr21V+foqF0VF5T5bf0tVl1RRWeXC1cL6JibGtKptqZEevqmErXtqAn6qs9a2LZiobcEplNsGod2+9m6btRZ3Va1PjyMREcanyf72dKzxiMgBb2+2fLvX2zsjMSqw4xeRcDIwFfqnwOp98MFWy2U99fsMdz4bQ8Pj8WCtpaKigq+//hqHw8Fdd91FcnIy69ev56qrrqKioqLJz86cOZP58+c3/HvrrbeIjY1teL+ysvKo42IsWbKEJUuWcMcdd/iqSeIDg1K9O5m/bdW9biIi0vaOJx4RAXB7LN8Uw8AUOLurv2sjIoeKMIbr+kYwojP8twCWF1rcGj8xrPksobF9+3by8/MZP34806dPZ/To0QwcOJCEhASmT5/ORRddxOOPP96iZTkcDpKTk8nPzwcgNzeXrKysZst/9dVXPP3008yePVtXXQJM90TD0DT4uhgq6rSzERGRtuXLeETC06Kdlho3nNbZ6FYlkQB1UXdDh2h4I8/ypzUWj5IaYctnt5z85z//afL1mpoaAC677DKuvfbaFi9vypQp3HTTTQwbNoxVq1bx4IMPUlBQwBNPPMFjjz3WqOyvfvUr4uLimDp1KgC33HILp5122jG2RHytZ5Lhm2LL0yst0wZDbKSCAxERaRu+jkckfFTVW/66yds74wcdoV+K4hWRQBXjMNw5BD7ablmyG7aWQ3aSv2sl/uDTMTSaMn36dADi4+N59dVXW/y5sWPHkp2dTW5uLjfffDPx8fHEx8cflswA7+0mErhO6QQ19YaF2y2f7rKcf4ICBBERaV/HGo9I+Fi9z9ujtGciXNxDsYpIoIuNNJzXDT4vsHy715KdpN9tOPLZLSfNGTlyZMPfkZGty5/k5OQwfvx4kpOTfV0taUdREYaxWYZ+HWDFHo46HoqIiIivHU88IuFhU5nF6YCpAwwJGghUJCg4Iw0ndoAVRVDr1jlGOGrzhIbIAYNSDftqYXe1v2siIiIicpC1lnWlkJPkHXRQRILHyZ0MlfXw1EpLdb2SGuFGCQ1pN732d7TZ3P6z04qIiIg0a1sF7KuFwWlKZogEm0GphiknGgqrYd46y7tbPFRqMoKwoYSGtJu0GEiIhK3l2sGIiIhI4Mgr8z727eDXaojIMRqYajilE+ytgc92w7O5luIanXOEAyU0pN0YY+iRCFvUQ0NEREQCgMdaNpZaviyypDshUWNniAStiTkR/GZ4BNecaCh1wcvrLC6NqxHylNCQdtUj0VBUAzsqtXMRERER/1pWCHNWW3ZXw7CO/q6NiPjCgBTD//Q27Kzy9taQ0KaEhrSrfinexye/s2yrUFJDRERE/GNFkeWtTZZYB1zVy3B2lnpniISK/imGnonw4Tadc4Q6JTSkXXWJM1zfzxswbKvwc2VEREQkLFlreXuzJSUGfnai4aR0g0Ozm4iElCt7eX/T60r8Ww9pW5qIXdpdn2RwOqCgygIKHkREJHDl5+dz6623AjB+/HgmTZrUbNmFCxfy0ksvERUVRf/+/bnnnnswOkkOSOV1UO2Gc7sZeifr/0gkFKU5DSnRll2VFrdFScsQpR4a0u6MMWTEwvZKf9dERETkyO69916mTp3KG2+8waJFi9i1a1eT5Wpra/nwww959dVXee211/jqq69Yu3ZtO9dWWqqw2vvYKda/9RCRttUxFr7dC/d9YdlQqltPQpF6aIhfDEw1fLjNsrXc0j1R2VIREQk8brebNWvWMGrUKABOP/10li9fzsUXX3xY2ZiYGObMmQNAfX095eXlpKWltXqdaWkJx1XnA9LTE6mKiyYmMcYnywsle20Uf9/hAqBnejSJTv9f36utjiY9PdHf1QiIOgSqQN42/v6tJwbwfuaiXm5W7vGwosDNc6stNw2NYkgnR7utP5C3TVtp6f7MV78pJTTEL07rDP/OhwWbLLcNgsgIJTVERMS/Zs6cSV5eXsPzyspKnE5nw/OkpCQKCwuPupy5c+cyevRoOnXq1Oo6FBdX4PEc31XE9PREiorKqapy4SqvPa5lhZrI2Gie+KIWlwfOyYKoujrK6/xdK6ivclFU5N957Q98b+Rwgb5t/PlbT0yMoTyA9zNZ0ZCVCcM6wGPfwn+2u+gZ2z5JzEDfNm2lJfuz1vymIiLMEZP9SmiIX8RGGi7vCXPXWb4o8iY4RERE/GnmzJmNnrvdbsaPH9/wvLKyEmuPnGxYsmQJS5YsYd68eW1RRTlOn2yrp9oNvxpo1ENUJIxkxBl+0NGyeh9sKLVkJ+qCaqjwfx87CVv9UyAjFj7dZfmu2FLr1n1tIiISOBwOB8nJyeTn5wOQm5tLVlZWs+W/+uornn76aWbPnk10dHR7VVOa4NofU5S7LNX1FrfHsr3C8kFePYNSUTJDJAyN6mIwwHOrLe9t0XlHqFAPDfEbYwznnwAvrbO8vN4SYSAl2pLqhBOTDSd3goQoBRwiIuI/U6ZM4aabbmLYsGGsWrWKBx98kIKCAp544gkee+yxRmV/9atfERcXx9SpUwG45ZZbOO200/xR7bC2tdzyzCpL51hLQTUYA5EGXB7v42XZii1EwlG3BMPdw2DeOsuyQjinmyVR5xpBTwkN8auBqYb7hsP2CthYZimugd1V8GGpJb8KJvXWTkZERPxn7NixZGdnk5uby80330x8fDzx8fGHJTPAe7uJ+N/nBRYL1FsY1hGSo6GiDnZVwvje0SRG1/u7iiLiJ/FRhok58Og3lrlrLT/rAx1idL4RzJTQEL9LjjYkp3qTGwAea3l5nWXFHthQ6mFAKpzU0ZCdpJ2NiIi0v5ycHHJycvxdDWkBj7Xk7oMfdIT/6X34ndWJiQ7Ky5XQEAlnnWINl/WE97ZYHvnGcvNA6Bqv84xgpTE0JOBEGMOl2YazunqvqiwrhIXbdZ+biIiIHNm6Eqish34ddHIiIs07rbPhtsGGGAe8usE2jLsjwUcJDQlIHWIMF5wQwW2DIxjRGbaWg/soI8uLiIhI+LLW8v5WS7oTBqX6uzYiEug6xxpGZxoKquEvG3WeEax0y4kEvJ5Jhs92W+5caomOsAxNg6EdDV3j0UA+IiIiYc5jLd/thX9s9w4CekVPQ7RD8YGIHN0ZGfBdMazZB7sqLRlx3t7iEjyU0JCANyQVfpJj2FNjKXXB8iJYXuTNovZItNw0wGjHIyIiEoYKqy0vrfMmMlKiYURn70CgIiIt4YgwXNoTnllpefw7S2YcXNlLY2oEEyU0JOAZ453CFbw7lou6W7ZXwBdFlm+K4YEVliFplpPTDVkJ2vmIiIiEA4+1vJFnKamFH2cbhqRpuncRab2seMNvfuC9aPrpLsucXMs1J0JOkvc8RAKbEhoSdBKiDP1S4MQO0C0BlhV655L+vMBydhac3VU7HxERkWBW67Ys2mHxWDgp3ZD5vaulNfWWVzZYtpTDqZ3g9Awd90Xk2CVGeyckGJLm7a0xZ7WlSxykxljGdTNkqcdGwFJCQ4JWhDGMzoTRmYaKOstrGy0fbbfsrYHYyIMD+8Q4vFPCRkdApIFUp3ZIIiIigezbYvhkF0QY+Ge+pZPT0jUeimogMgLKXVBc6x388+IeOq6LiG90dBruGAKf7basL4Ut5TB3reWnvSE7SfuaQKSEhoSEhCjDlBNh9irLt3sPecNCrQf+seNgguOynnBi8uHLqHF4qKyxREd4s7QiIiLiH2tLLIlRMG2wYdEOS3Gt98QiMRrq3BAXCRd1NwxKVa9MEfGtpGjD+ScYzgd2Vlr+tMbybK7lur7QL0X7m0CjhIaEjMgI73zS31dQZdlR6f37452W/93U3LRMtQ1/xToOlol2wMAUiI30ruO0Tkp4iIiItIa1lsp6KK7x3i4aYQxF1ZayuoNlusTBgjxLiQu2VcCoLt4Tix/31DFXRPyja7zh18PgwRWWb4qtEhoBSAkNCXmd4wyd47x/ZydCXnnT5ZzOSGpq6il1QZnrYEJjRyV8Xuj922MtH22HjFhL72Tv7S4O4016xGiKOBERkcMU11ge/9ZS6/E+T42B+EjL9srmP3NiMpzXTcdVEfG/GIehZ5J3zB4JPEpoSFhJdRpSnU2/l5gYSXm5e/+zpoOozWWWFXu8PT6W7IYlu72Jj5gI+PUw75UkEREROWhdiff2z7FdISrCsLHMe+w8pRMMTTNEGKjzwNZyb++MS3oYnJE6nopI4OidbMjdZ8ndZxmgXhoBRQkNkVbITjINAwKtLbEU13iDsPe3Wp74ztI13nJ6htGOTkREwp7bWv5vu2VpISRFeXtcGGM4u5mLBv117BSRADWiM/w7H/6zWwmNQBMyCY3169eTn5/P8OHDSUhI8Hd1JAz07dB4Z7a1wvJtMeRXWUq6QnSEd+qnaN2KIiIiYeiPqy15ZXBCApzSyWjwThEJWpERhiFpln/lQ2WdJT5K+7NAEbAJjfz8fG699VYAxo8fz6RJk5ot++677/LRRx8xaNAgHn30URYsWKCkhrSrMzMNYFizz/KntZa/bvZ2p309D8A71dzlPQ0nJGjnJyIioa+k1pvM6JMMP+9ncCiZISJBbkia4dNdltx9cHInf9dGDgjYhMa9997L1KlTGTlyJNdccw2jR48mMzOzybIFBQU888wzREdHs3btWjZu3MjQoUPbt8IieKdymvVDcHtgeyVsq7BU1MHnBfD0SkuPREtmHPw4W1eqREQktLit5fMC+GSnpbzOOxrVJdlKZohIaOgWDykxsHKv5eRO2q8FioBMaLjdbtasWcOoUaMAOP3001m+fDkXX3xxk+Wvv/56qqurWbhwIUVFRfTv37/V60xL812Pjq1AYmJMqz5TWx1Nenqiz+rQUmXFcdi4aGJaUd/Wti2Y+KJtB/4XM9PglP1/X1Tt4e0N9RRUevhvgWVfneGinEh6pziOe30trpf+34JSKLcNQrt97dk2ay2u2hi/HEckvNV7LPlVUFAN/7fdUlwLWfHQLwUGphg6xyroF5HQYIxhQIrls92weIdlQCqkO723o4j/BERCY+bMmeTl5TU8r6ysxOk8OBVFUlIShYWFR1zGnj17WLx4MampqcdUh+LiCjwee/SCLVReXtuq8vVVLoqK2n8uoOqSKiqrXLhaWN/ExJhWty1YtGXbYoArs709N+ZvgHWlHt5b7+L6/hFtsr7v0/9bcArltkFot6+922atxV1V69PjSESE8WmyX0LT+1u9wT1AJyf8rI9hYCpEqFeGiISgUV0Mm8ssC7dbFm73Dnh8ZiYMTIWOTu33/CFgEhqHcrvdjB8/vuF5ZWUl1h452dCtWzeefPJJpk2bxmeffcaYMWPaoqoix8URYfjZiYa/b/OwaCe8t8XDhScYHMrsiohIANtRYfnDaovLDVERMKwjxEXC0gIYkAIjOht6JkGMBsIWkRCW5jTcOgjWlkJxDSzJt7y/1fL+Vji/G5zSGRI1YGi7CoiExvc5HA6Sk5PJz8+nS5cu5ObmNpugsNYyYcIE5s6dS3p6OqWlpSQnJ7dzjUVaZ3RXw6Zy70jJ/8q3RJjGCbuucdAjESIjvAOOascoIiL+YK1l9T5vT4xIAyO7wpZyWLa/42wnp3ecjNQYHadEJDw4IgwDUrx//ygDNpZ5xw5auN2yrBB+0gscBvrH+673vzQvIBMaAFOmTOGmm25i2LBhrFq1igcffJCCggKeeOIJHnvssYZyxhimTZvG9ddfT0xMDCNGjGD48OF+rLnI0Tkdhl8OMHyzx7KrqvHOrsYNK/fCF0Xev8EytivERipYFBGR9lPvsTy32rK5HCINXN3HMCBVxyIRkQMijKFPMuQkwT93wd+2Wf6Q643tr6p3c1KKnysYBgI2oTF27Fiys7PJzc3l5ptvJj4+nvj4+EbJjANGjRrVMICoSDAZ2tEwlMODw0uzvY9/XO3h013w6S7Lud3gnCwFkiIi0vbc1vK/m7zJjNGZcF43o4HvRESa4TCGs7p6p6qudsM7my1f7FZCoz0EbEIDICcnh5ycHH9XQ8RvLu9pWL0Pvttr+cd2S+8kiIvydvHVtK8iItJWPi+A5UVwRgZc1L19BrAWEQl23RK88fnQNPi/HR5KXYbkaMXsbSmgExoi4S7NaTijC/RPgd9+bZm9vwvbsDQY2vHw8g4DXeIgIQqidCVNRESOQUmt5b0tlnQnXJKtZIaISGsNSoX/2wEPrLBceIK3p5suRrYNJTREgkCa03DTQCh1wfoSy9JC+Lq4+YGGoiIgPvLg+8bUkO60XN3HEPW92NRhtIMVERHwWMvSAvjfzd7jx6mddWwQETkWmfGGawdG8p8ddXy4zZISYxjWxMVIOX5KaIgEiexEb2A5JBVGdgF3E/mMyjooqoGCau/UegdEREawNN/NPV8c/qEfdIT/6a2gVUQknLnclne3eBPmACM6w+hMHRtERI7VqZmR9Euo56mVlg+2WpKjoWeS9qu+poSGSJAxxpAR1/z7fbylGr2WmBjNgOQa8qsal91eYflqD6za62l4LSoCTs+AoWmGjDjtdEVEQoHHWgqqoaAadlVa6vbv9iMMbKuAvDLv89GZcGYXQ6wiRBGR4xZhDJdmwx9WWZ7NtVzRE/p2gA6a6tpndLgSCRMDUg7OmX1AjRsydh4MbAFy98E/dsC/8i0PDIdoh3a4IiLBbF2J5fWNlrK6g6/FRIAFXB6IcUB2ojcVfm43ozGYRER8KDvRMH0oPPWdZcEmi8NARqwFA8PSDGO6ap97PJTQEAljTofhvBMa70QvOMHyVTG8vtHy1EpLlzjL//Q2RGicDRGRoOK2sGibh0U7oVMsnJ1lSI72DhzdY/9tjKUuS2IU2seLiLShTrGGXw+DvbXw9R7L3looc8GH2yzxUXBKJ+2Dj5USGiLSiCPCMLyjZXMZFFbDN8VQ5rIMSfMGxIc6IQFiI7UDFhEJNG6Ph8e3JFNcByd1hEt7GpxN9LjTdIIiIu0jKdqQFH0woVznscxba3kzz1Lrho7Opj9ngB6Jirmbo4SGiBwmwhiuyDF4rOUvGyybyuGdLYcPKJruhDMzW77cWAcMSgOHrgSKiLSp3M17Ka5zMKIzXJqtXnYiIoEmKsIwpS/MXuUdlPlINIh/85TQEJFmRRjD5D4Gt7XsqADPIfvawhr4302WtzYdeQf8fWYDREa07jNNiTQwOA1S4+twuTzNluvbwZCjEaVFJMykd4hlVEo1F2bHKZkhIhKgoiIMNw3gsIH7D/XfAsuKIoiP9BDt8Ma2PfaPe6T9uxIaItICDmPontj4tewkGJzqHVCupTaUQn7V8SczAHZWwpdFQFF9s2XcFj7eaUmNsRxpdx8XCemx0DnW4HQ0Xy4rHrKVHBGRINAlLZ4L0qtxmHh/V0VERI4g2nF4nH2oVKc3fv5vwcHYFsBh4JaB0C0hvGNTJTRE5JjFRhpij16swUnp8P0pZY9XYmIM5eW1Tb5X67b8cxfsqWk+iWKB4hrYVAZf7TlysiXGARN7wtGS4U4H9En2TrErIiIiInKsEqMMtw/2xpTV9ZZlhd4Liot3WD7YaslJ8paLMHBqJ0gMs7GRlNAQkZAV4zCM6wYtSaJYa6l2g20mp1FYDc/mWl7Z0LIeJhf3MJyQ0PreKB2dkBAVXgciERERETm62EjTMH5dSa1laSFsLDsYbxbVwFW9wiuOVEJDRARvb4q4I+wRs6Pg3h9AdfN3uDT48/qjD+50ZAc+W33YO13ivEmPwakGR4T3tfhI6JWkHiEiIiIi4eKKnAgu63kw3vxwq+Wf+dAryXJyGE0Dq4SGiEgLpcQYUmKOXu7G/kce3Kk5FthVBfX7R1+NiY6k1nUwg+Jye99fsw9W7m2cMOmdDHGO1idRoiIgI87QJxmywvweTBEREZFgcuigoKO7wme7LW/kWVbutUQY7wyDZ3U1pMeGboynhIaIiI91iDF0aEHioyn9U+DALTKJiVGUlx8+6mplnaW87uDzzwss60uh7BjWV1EHX+6xREVAZpwlNQYm9DAkhdn9lyIiIiLBLDHK8OBJ8HqeZU+N97WiathQaumRePCi16BUw9COoRPnKaEhIhJk4qMM8VEHn1+SfewHJY+17K2FhdssVfWwci+sKbE4j6G3R2t1jKslwdGKaXKOIt0J47oZTWEmIiIiYckZabjmxINxUF6Z5Z3Nlh2V3uc1bvim2DuYKHgHEr2yl6FnEM/ip4SGiEgYizCGjk74aR/vgWxjqeXLorZPZligoMayq+kJalq/PAvfFMPinZaDY5C0TmIUDEmDyIjGr/dJNpzYIXgP9NK+1q9fT35+PsOHDychIcHf1RERkTCWk2S4Y8jBGKaq3rJoh/ciFsDaEpi71pIQ1XTs1CUOTko3ZB9hWtkYB0RG+C9OUkJDREQa9Eo29Epun4PSkabcbS1rLSv2QFH1sSUzPEDuXlha2Ph1t4VlhZZzu7VuwuGYffXU1h6sS1Y8dE9UUiQY5efnc+uttwIwfvx4Jk2a1GzZd999l48++ohBgwbx6KOPsmDBAiU1REQkYMRFGib0OBiPrCuxLC9sOnaq88CaEvhu75Fjq+gISHN6x+wYk2kY1M7hjhIagqe6GndVZYvK1pt63FU+uqQaYNS24KS2BS9ft29YPBB/7J8/t+Phr22tNPxhYwxvb27t0uoaPXMYS3a8726vaUqXqFiu9lgi/HiVJBTde++9TJ06lZEjR3LNNdcwevRoMjMzmyxbUFDAM888Q3R0NGvXrmXjxo0MHTq0fSssIiLSQid2OHIv1Fq35as93uRGc3ZVent8FFTD/A2Wk5LimdoGdW2OEhptIDI5mar8olZ9xpF4hH48bSgyORln9+4QEXH0wkB0opPIqJo2rpV/qG3BSW0LXsHQvpwO8NvO9ogH8qYkJsRQXuFN1tS64cNN9ZS5WrafPRYeC6uqIymvcpGccIwj0sph3G43a9asYdSoUQCcfvrpLF++nIsvvrjJ8tdffz3V1dUsXLiQoqIi+vfv3+p1pqX5pkdHenoiri7p1JeW+mR5oaK2GqL9XYkmxHVJJz3dP7HgoQKhDoEqkLeNP3/rgfqbCgShsG2igVFJRynUwftQUQ9/2x3N5uoYUtMScBzlAouvflNKaLSBruMvJLqo3N/VaJGojukkd0xvcfn09ERMkLSttdS24KS2Ba9gaV/yMXwmPT2RokPa9qsxvquPtJ2ZM2eSl5fX8LyyshKn09nwPCkpicLCwqY+2mDPnj0sXryY1NTUY6pDcXEFHs/xjWNz4PsXfdqooA+mfe37v81A4u96BfK28bdA3zb+/K0H+rbxp3DbNnHANfv/3ltcccSyrdk2ERHmiMl+JTRERERE8CY0DuV2uxk/fnzD88rKSqw9crKhW7duPPnkk0ybNo3PPvuMMWOUzRIREWkrbdf/VURERCSIORwOkpOTyc/PByA3N5esrKwmy1prGT9+PEVF3ltOS0tLSU4+lv49IiIi0lJKaIiIiIg0Y8qUKdx0003MmjWLVatWceaZZ1JQUMD06dMblTPGMG3aNK6//nquvPJKhgwZwvDhw/1UaxERkfCgW05EREREmjF27Fiys7PJzc3l5ptvJj4+nvj4eB577LHDyo4aNaphAFERERFpe0poiIiIiBxBTk4OOTk5/q6GiIiIfI9uORERERERERGRoKMeGvtFHGWeXH8vL5CobcFJbQtOodw2CO32BXvbgr3+wcpX213/f83Ttmmetk3ztG2ap23TPG2b5rV02xytnLFHm39MRERERERERCTA6JYTEREREREREQk6SmiIiIiIiIiISNBRQkNEREREREREgo4SGiIiIiIiIiISdJTQEBEREREREZGgo4SGiIiIiIiIiAQdJTREREREREREJOgooSEiIiIiIiIiQUcJDREREREREREJOkpoiIiIiIhIWKusrGTJkiWsXr3a31URkVZQQsPHXnjhBS655BKuvfZa9uzZ4+/qtFhFRQU33HADU6ZM4cc//jFr1qwhPz+fiRMnMnHiRP7yl780lG2qjc2VDSS33XYbb7/9dsi1C+Dtt9/mnnvuAZqvc7C1r6CggGuvvZbJkyczefJk8vPzQ6JtdXV1/PznP2fZsmWAb/6/AmW/8/22LVy4kMsvv5yrrrqKWbNmYa1ttr7B1rYD1q1bx7hx4xqeB2PbJLToe+V1PPvaUHW8sV4oc7lcXHfddaxatYrHH3+cl19+WdumCccSS4e6888/vyFWfeaZZ7RtvudYz1FaxYrPrFixwk6cONHW19fb//73v/bee+/1d5Va7NVXX7V/+9vfrLXWfvzxx/bGG2+0U6ZMsf/85z+tx+OxV199td25c2ezbWyqbCD529/+ZgcPHmz/+te/hlS7rLV227Zt9sILL7Tl5eXW2qbrHIzte/TRR+0777xjrbX2gw8+sDNnzgz6ttXV1dnrrrvOXnDBBXbp0qXW2uP//wqU/c7321ZTU2NvvPFGW1NTY6219pJLLrGrV68OibYd4HK57MSJE+3o0aOttc0fAwK5bRJa9L3yOt59bag63lgvlK1evdouWrTIWmvt2rVr7ZQpU7RtvudYY+lQlp+fb6+//vpGr2nbHHQ85yitoR4aPvSf//yHCy+8EIfDwamnnso333zj7yq12KRJkzj//PMBKC4uJj09nTVr1jBq1CiMMZx++uksX768yTa63e4mywaKoqIi5s6dy5VXXtlsXYOxXQAej4c777yTXr168e6777Jv376QaV9aWhrr16+nurqab7/9lh49eoRE2x566CEGDhwI4JPvYyDtdw5tW0xMDHPmzCEmJob6+nrKy8tJS0sLibYd8Oyzz3LhhRc2PA/Wtkno0PfqoGPd14ay44n1Ql2/fv0YO3YseXl5zJkzhwkTJmjbHOJYY+lQ98UXX7Bu3TquvPJKfvKTn/Dtt99q2+x3POcoraWEhg9VVlbSpUsXAIwxVFVV+blGrbd3715eeuklfvGLX9C5c+eG15OSkigsLGyyjdXV1U2WDRT3338/v/71r4mPj6empiZk2gXw3nvvYYxhxowZ9O3bl8svvzxk2nfeeeexZs0a5s+fT1FREaecckrQty0yMpKMjIyG583VszVtCpT9zvfbdqi5c+cyevRoOnXqFDJtOxC0TJo0qeG1YGybhBZ9r7yOZ18bDo4l1gsXy5YtY8uWLcTFxWnbHOJYY+lQ16tXL1588UVef/11pk2bxuOPP65ts9/xnKO0VqTPai0kJCRQXV3d8LyiosKPtWm9uro6pk2bxrRp08jIyMDlcjW8V1lZibW2yTbGxsY2WTYQvPXWW+Tk5HDSSSfx+eef43Q6Q6JdB6xcubJhB9G5c2eSk5PJy8treD+Y2/fss89y11130bdvX8rKyrjhhhtC6v8OaLaerWlToO93lixZwpIlS5g3bx7Q9H4y2NpWU1PD7373O37/+99jjGl4PRTaJsFN36um6Xd40LHGeuHiqquuYsSIEdx6663U1dU1vB7O2+Z4YulQl52djdPpBLy9fDZs2EBaWlrD++G8bY7nHKW11EPDh4YOHcrSpUsB2LJlCykpKX6uUcu53W6mTZvGWWedxVlnnYXD4SA5OZn8/HwAcnNzycrKarKNzZUNBIsXL+bLL79k8uTJvPPOO8ydO5eoqKigb9cBOTk5DTuHPXv2UFBQQE5OTki0r6KigtzcXACWLl2KMSYkvpOH8sXvLJD3O1999RVPP/00s2fPJjo6Gmh6Pxlsbfvqq6+oqKjgjjvuYPLkyRQVFXHTTTeFRNskuOl71TT9Dr2OJ9YLdW+99RaPP/44ACUlJaSkpGjb7Hc8sXSoe+CBB/jPf/4DwEcffcTgwYP1vdnveM5RWsvYQLxsGaTcbjeTJk1i4MCBrFixgssuu6xRd+RAtmDBAmbNmsWAAQMAyMzM5LzzzuO5555j2LBhLFmyhLfffhun09lkGxcvXnxY2fj4eD+3qrHZs2fTtWtXkpKSQqZdNTU13HvvvezYsYOSkhJuvPFG4uPjQ6J9a9eu5e677yYvL4/MzExmzZrFvn37QqJtM2bM4JJLLuGUU05psp6taVNzZQOhbWeccQZxcXGkpqYCcMstt3DyySeHRNsONWbMGD755JNmjwHB0DYJDcEch7SFY93XhqrjjfVCmcvlYvr06ezevZuYmBjuu+8+Nm/erG3zPccSS4eynTt3Mm3aNCorK+ncuTMPPPAAa9as0bbh+M9RWkMJDR9zuVx88sknpKenM3z4cH9X57jl5eWRm5vLqFGjSE5OBppvY1NlA1WotuuAUG5fKLbteNsUbPsdtS042ybBQd+r5ul32DRtl+Zp2zRP26Z52jbNa4tto4SGiIiIiIiIiAQdjaEhIiIiIiIiIkFHCQ0RERERERERCTpKaIhImwjHu9nCsc0iIiLBIpSP06HcNpEjUUJDJITMmzePhx9+uMXlV65cSUlJic/rsXDhQubPn+/z5Qa6xx9/nC+//NLf1RAREfGb4uJi/v3vf7fqM88//zyffPJJw/OnnnqKV155xaf1CvXYZP78+SxcuNDf1RBpdxoUVCRIeTweLrjggkYZ+YqKCsrKysjMzGxU9sUXX+SNN97A6XRy/fXXY60lKiqK1157jVWrVvG73/0O8I4yHBUVhTEGgJ/97GdUVlbidDobLa+mpobExETmzZt3WL127drFjBkzePHFF4mOjvZ1s/1ixowZnHzyyVx66aVHLFdaWsovfvEL5s6dS0JCQjvVTkREJHCsWbOGq6++mt/+9rfU19fz7LPPNsQDe/bsoWPHjtTV1TF+/Hh+/vOfA7Bt2zamT5/OG2+8gcvl4qyzzuKVV14hOzv7sOWHemwyZswYXnnlFbKyslr1OZfLxbXXXssjjzxC165d26h2IoEn0t8VEJFjExERwebNm1m7di3WWm6//XamTJnCoEGDGpWbMGEC1lquvvpqbr/9dpKSkliwYAHx8fHs3LmTbt26ceWVVwJQV1fHnDlz6NSpEwDR0dFUVlY2uf7IyKZ3H8888wx33XVXwAcMbSE5OZmf/exnzJs3j1tuucXf1REREWl3/fr14+mnn+aFF17gpZde4txzz214b+TIkbz99tuNyt9www3k5+fj8XiYMGECNTU1lJeXc+uttxIfH89rr73WqLxik6ZFR0dz5513Mnv2bB555BF/V0ek3SihIRKkPB4P999/PwDPPfccCxcuZMuWLQ29K4wxPPbYY9x+++2kpKQQHR3NK6+8gjGGn/70p7z++uv885//5I9//COffPIJZ5xxxmEH+oEDBxIZGUlMTEyj12tra6mvrz+sTi6Xi507dzJgwIA2anXgO+ecc/jzn/+shIaIiIStESNGMGLEiBaV3bp1K2+++SZJSUnMnj2bjIwMLr/8cgBOOumkw8orNmne4MGDefTRR3G5XCGdvBE5lMbQEAlSERER/OQnP+Gpp55i3rx5XHrppSxYsIC33nqLrKwshg8fTk5ODqNGjWLv3r2ce+65LF68GIBVq1axcOFCnnjiCWpra1m5ciW33XYbbrcbgMWLF3PVVVeRm5vL2rVr+fbbbxv9W7t2LWvWrOGqq65i1apVDXXavn07OTk5Dc+XLVvG5MmTeeSRRzjllFOYNGkSNTU1Da8fMGPGDN5++20mT57MzTffzI9+9COeeOIJfvSjH/Hcc881uw1mz57NDTfcwHnnnceZZ57Z6P7bv/71r5x11ln86Ec/YsGCBQ2vv/jii5x55pmMGzeOf/3rXw3r/9WvfsWYMWMYN24c33zzzVG3f3PLdzgcJCQkUFtbe9RliIiIhJL33nuPc889l3Hjxh3x+H0oh8PBT3/6Uy699FLefPNNnnvuOS699NLDbvMMltgEmo41wHs7yeeff87kyZO56667gIMXqH70ox8xbdo06urqGso3F2tMnjyZjz76iKlTp/LTn/600bp79erF9u3bW7LpRUKCemiIBLGCggJWrVrFP/7xD15//XUuv/xyMjIySExMZMaMGQ3lTjjhBJ5//nkeffRRTj75ZGbMmEF9fT3XXHMNSUlJpKam4vF4ePTRR7n77rsZO3YsY8eO5Z577qFDhw5ERkZSXFwMQFpaGvX19ZSWlh52QC8tLSU5ObnRa19//TXjxo3js88+47LLLmPJkiUkJSU126Z+/fqRlZXFypUreeihh3jppZe48cYbmy2/YcMG3n77bfLz8/nZz37Gp59+yo4dO3j55Zf561//Sn19PZdccgljxoxh/fr1vPvuu7z33nsUFRVx9dVX89577wGwe/duPvroIz777DNmzJjBRx99dMR1NrX8jh07At5bT0pLSxtu3REREQkHEyZMYMKECbz11lvk5+e36DMej4dXXnnlqD00giU2+e9//9tkrHEgRnjssce455576Nu3LwAfffQRq1ev5uOPP+af//wnH374IXD0WOOpp55i+vTpnHzyyY3Wn5ycTFlZ2ZE3ukgIUUJDJIhlZGQwd+5ctm/fTmVlJUVFRRQUFDB06FD+/ve/M2zYsIYBQnv37s0tt9xCdXU1zz//PPPnz2fw4MF4PB48Hg9xcXGHde1cvXo1MTExREVFUVBQAEDnzp2pq6vD5XIdVp8OHTqwb9++Rq917NiRSZMmYYyhb9++lJeXHxY0HDqw6bBhw/jyyy8ZOnQocXFxR52GbOzYsSQnJ5OcnEzHjh3ZsmULX375Jdu3b+eCCy4AvAOFbd68mX//+9+MHz++ofzgwYMbZiW54IILiI6OZsyYMUybNo2ysrJmg5ulS5c2ufwDQUZJSQkdOnQ4Yr1FRERC2YFbYI+mvr6e66+/nsjISHbu3ElUVBTvv/9+s+UDPTZpLtY4MJbIdddd1yjeOpBciYmJYdy4cQ31OFqs8eMf/5izzjrrsPXv27dPMYiEFSU0RILUihUrePPNN1m1ahURERGcf/75fPDBByQkJLBo0SIWLlzIfffdh8vl4u677+bKK6/kt7/9Lddddx0nnHACeXl5ZGRkNNxmkpSUdNgBsL6+nvPPP5+EhASWL18OwMknn0xFRUWTU4N169aNTZs2NXotKyur0bgeTTkQkID3VhrwdkFtiUODCo/HgzEGay0TJkzggQceALyzv0RHR/Pxxx83+qwxpqFOhy7HWttQj+bW2dTywTuwalVVle5dFRGRsFdfX09FRcURT7D/8Y9/NPz9/R4azS0z0GOTQx0aawAMGTKk0fvW2kbvH1jXkWKNppZzwIYNG1o9Q4pIMNMYGiJBKiUlha5du/Lggw+yZcsWFi9ezHXXXcdPfvIT5s6dy8aNGznllFN47bXXOOecc1ixYgV1dXWMHTuW3bt3061btyMu31rLjBkz6NWrFxkZGSQlJZGUlERGRga9evVi2rRph30mKiqKnj17NvR6gKYDhYSEBHbv3o21lnXr1vHFF18c83ZYvHgxpaWlrF69mpKSEnr06MGpp57KkiVLKCoqoqKiggkTJpCXl8fIkSP54IMPKCsrIy8vj++++47hw4cD8OGHH1JbW8vixYvJyso64rSrzS3/wHJGjx59zO0REREJBZWVlVx//fWNEhaHWr9+PWPGjOHcc89t+Pfqq6/y+9//vuH5uHHjGDVqFJ999hkQHLHJkWKNpgwePJhFixbhcrlYvHgxJSUlwJFjjeYsX76cPn36EBUVdUx1FwlG6qEhEqR69uzJr371K8rKyujUqdNh06AtW7aMBQsWMGjQIOrr63n44Yf55S9/CcAbb7zB5ZdfztatWxvKezwePv30U8rKypgwYQLbt2/n6aefbpjn/cCVigNXOerq6hgyZAiJiYmN1nvLLbdwyy238MILLzRb9/79+9OnTx+uvPJKsrKymuwy2VL9+/fnqquuorKykt/+9rc4nU769OnDjTfeyMSJE3G73Vx99dX069cP8N7fO378eGJiYnj44Ycbum52796dCy64AIfDwf/7f//viOtsbvkFBQW8+eabvPzyy8fcHhERkWBXUlLCq6++yh133MEVV1zB7t27KSwspLq6uqFMnz59Gg3mDfD000+TmZnJFVdc0eRygyE2GTFiRLOxRlMuuOACli5dyplnnsmQIUNIT08Hmo81mlNRUcGTTz7Js88+e0z1FglWxh7tBnURCWjFxcWceeaZDBw4sNHrFRUVdO3alT/+8Y/s2rWLOXPm8NBDD3H33XdTW1vLk08+yQsvvIDH46Ffv37cd999OBwO7r//fgYOHMjNN99MQkJCw1WMQ+9TBe9VkoqKCmbPnk1aWlqjdX/++eds27aNiRMntmnbZ8+eDcDNN998XMuZMWMGJ5988mEjqrfWH/7wB8aOHcuJJ554XMsREREJZs8//zw9e/bk7LPPBry9KWfNmsUFF1zAnXfe2eznHnnkEbp168akSZMOe6+4uDgoYhN/eeONN+jevTunnXaav6si0q6U0BAJctZaampqiI2NbVH5zZs306NHjxYP1hUITj/99MNeS01N5ZxzzgECJ6EhIiIi4aG52OSDDz7wQ21EwpcSGiIiIiIiIiISdDQoqIiIiIiIiIgEHSU0RERERERERCToKKEhIiIiIiIiIkFHCQ0RERERERERCTpKaIiIiIiIiIhI0Pn/I6XoyOQhzAwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#定义隔离森林\n", + "IF1 = IsolationForest(n_estimators=100)\n", + "#训练客流量数据\n", + "IF1.fit(df['num_people'].values.reshape(-1, 1))\n", + "#在客流量的最小值和最大值之间分割数据\n", + "x1 = np.linspace(df['num_people'].min(), df['num_people'].max(), len(df)).reshape(-1,1)\n", + "#生成所有数据的异常值分数\n", + "anomaly_score1 = IF1.decision_function(x1)\n", + "#预测异常值\n", + "outlier1 = IF1.predict(x1)\n", + "\n", + "IF2 = IsolationForest(n_estimators=100)\n", + "#训练订单量数据\n", + "IF2.fit(df['num_order'].values.reshape(-1, 1))\n", + "#在订单量的最小值和最大值之间分割数据\n", + "x2 = np.linspace(df['num_order'].min(), df['num_order'].max(), len(df)).reshape(-1,1)\n", + "#生成所有数据的异常值分数\n", + "anomaly_score2 = IF2.decision_function(x2)\n", + "#预测异常值\n", + "outlier2 = IF2.predict(x2)\n", + "\n", + "plt.figure(figsize=(18,8))\n", + "plt.subplot(2,2,1)\n", + "sns.distplot(df['num_people'])\n", + "\n", + "plt.subplot(2,2,2)\n", + "sns.distplot(df['num_order'])\n", + "\n", + "plt.subplot(2,2,3)\n", + "plt.plot(x1, anomaly_score1, label='异常值分数')\n", + "plt.fill_between(x1.T[0], np.min(anomaly_score1), np.max(anomaly_score1), \n", + " where=outlier1==-1, color='r', \n", + " alpha=.4, label='异常值区域')\n", + "plt.legend()\n", + "plt.ylabel('异常值分数')\n", + "plt.xlabel('客流量(num_people)')\n", + "\n", + "plt.subplot(2,2,4)\n", + "plt.plot(x2, anomaly_score2, label='异常值分数')\n", + "plt.fill_between(x2.T[0], np.min(anomaly_score2), np.max(anomaly_score2), \n", + " where=outlier2==-1, color='r', \n", + " alpha=.4, label='异常值区域')\n", + "plt.legend()\n", + "plt.ylabel('异常值分数')\n", + "plt.xlabel('订单量(num_order)')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "在上图中隔离森林算法轻松的探测出来了客流量(num_people)与订单量(num_order)的异常值区域，并生成了评分曲线。当数据落在红色矩形区域内时将会得到较低的分数,而当数据落在红色矩形框的范围之外将会得到较高的分数。下面我们计算每个分布的异常值区域的边界值(上图红圈中的值)：" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "客流量异常值区域中左侧最大异常值为： 459.0\n", + "客流量异常值区域中右侧最小异常值为： 1520.0\n", + "\n", + "订单量异常值区域中左侧最大异常值为： 153.0\n", + "订单量异常值区域中右侧最小异常值为： 348.0\n" + ] + } + ], + "source": [ + "x1_outlier = x1[outlier1==-1]\n", + "right_min=x1_outlier[x1_outlier>1000].min()\n", + "left_max = x1_outlier[x1_outlier<1000].max()\n", + "print('客流量异常值区域中左侧最大异常值为：',df[df.num_people<=left_max].num_people.max())\n", + "print('客流量异常值区域中右侧最小异常值为：',df[df.num_people>=right_min].num_people.min())\n", + "print()\n", + "x2_outlier = x2[outlier2==-1]\n", + "right_min=x2_outlier[x2_outlier>248].min()\n", + "left_max = x2_outlier[x2_outlier<248].max()\n", + "print('订单量异常值区域中左侧最大异常值为：',df[df.num_order<=left_max].num_order.max())\n", + "print('订单量异常值区域中右侧最小异常值为：',df[df.num_order>=right_min].num_order.min())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们分别计算了客流量和订单量的异常值区域(红色区域)的边界值: \n", + "客流量异常值所在区域:x<=459 和 x>=1508 \n", + "订单量异常值所在区域:x<=156 和 x>=357 \n", + "\n", + "\n", + "\n", + "上述两个可视化结果显示了异常值分数并突出显示异常值所在的区域。从图中可见异常分数反映了基础分布的形状，异常区域对应于低概率区域。然而，到目前为止我们只是对客流量和订单量这两个单一变量分别进行了分析。如果我们仔细研究,可能会发现，由我们的模型确定的一些异常值只不过是数学统计上的异常,它可能并非是我们业务场景中的异常值,比如某些时候订单量很高可能是由于客流量很高所导致,它可能在统计分布上是异常值,但它在实际的业务场景中并不应该是异常值。下面我们同时观察客流量(num_people)和订单量(num_order)这两个变量的散点分布,并对客流量和订单量进行线性拟合,那些严重偏离拟合曲线的点,可以被认为是异常值,以这样的方式来判定异常值更符合实际的业务场景。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6), dpi=80)\n", + "sns.regplot(data=df,x=\"num_people\", y=\"num_order\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "当我们的数据不是单变量而是多维度变量时，异常检测的方法使得计算难道更高并且在数学上更复杂。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 关于PyOD\n", + "\n", + "\n", + "PyOD 是一个全面且可扩展的Python 工具包，用于检测多维数据中的异常对象。这个令人兴奋但具有挑战性的领域通常被称为 异常值检测 或异常检测。\n", + "\n", + "PyOD 包括 30 多种检测算法，从经典的 LOF (SIGMOD 2000) 到最新的 COPOD (ICDM 2020)。自 2017 年以来，PyOD [ AZNL19 ]已成功应用于众多学术研究和商业产品[ AGSW19 , ALCJ+19 , AWDL+19 , AZNHL19 ]。它也得到了机器学习社区的广泛认可，有各种专门的帖子/教程，包括 Analytics Vidhya、 Towards Data Science、 KDnuggets、 Computer Vision News和 awesome-machine-learning。\n", + "\n", + "PyOD官方文档:https://pyod.readthedocs.io/en/latest/index.html\n", + "\n", + "\n", + "\n", + "\n", + "## 本例中将会使用以下种类的异常探测模型： \n", + "\n", + "### 1.异常探测的线性模型\n", + "\n", + "PCA：主成分分析使用到特征向量超平面的加权投影距离之和作为异常值异常值） \n", + "MCD：最小协方差行列式（使用马氏距离作为异常值） \n", + "OCSVM：一类支持向量机 \n", + "\n", + "### 2.基于邻近度的异常值检测模型\n", + "\n", + "LOF：局部异常因子 \n", + "CBLOF：基于聚类的局部异常值因子 \n", + "kNN：k Nearest Neighbors（使用到第k个最近邻居的距离作为异常值） \n", + "Median kNN 异常值检测（使用到 k 个最近邻居的中值距离作为异常值分数） \n", + "HBOS：基于直方图的异常值分数 \n", + "\n", + "### 3.异常值检测的概率模型\n", + "\n", + "ABOD：基于角度的异常值检测\n", + "\n", + "### 4.使用集成分类(回归)器的异常检查模型\n", + "\n", + "Isolation Forest：隔离森林 \n", + "Feature Bagging：特征装袋 \n", + "LSCP" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 使用PyOD 进行异常检测步骤\n", + "\n", + "* 数据缩放：将客流量和订单量标准化处理将其缩放到0到1之间。 \n", + "* 设置异常值比例: 根据经验将设置异常值比例设置为1％。\n", + "* 初始化异常检查模型: 初始化12种异常检测模型。\n", + "* 拟合数据：使用异常检测模型拟合数据并预测结果。 \n", + "* 判断异常值：使用阈值来判断数据点是正常值还是异常值。 \n", + "* 计算异常值分数：使用决策函数计算每个点的异常值分数。 \n", + "\n", + "\n", + "下面的代码参考了\"比较所有已实现的离群值检测模型的例子\"(https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb) 和\"使用PyOD库在Python中学习异常检测的一个很棒的教程\"(https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/) 这两篇文章。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 对数据进行缩放\n", + "\n", + "将客流量和订单量标准化处理将其缩放到0到1之间" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " num_people num_order\n", + "0 1046.0 295.0\n", + "1 733.0 191.0\n", + "2 695.0 222.0\n", + "3 580.0 193.0\n", + "4 844.0 285.0\n", + "--------------------------\n", + " num_people num_order\n", + "0 0.068776 0.499145\n", + "1 0.048017 0.321368\n", + "2 0.045497 0.374359\n", + "3 0.037870 0.324786\n", + "4 0.055379 0.482051\n" + ] + } + ], + "source": [ + "#数据缩放\n", + "cols = ['num_people', 'num_order']\n", + "minmax = MinMaxScaler(feature_range=(0, 1))\n", + "print(df[cols].head())\n", + "print('--------------------------')\n", + "df[['num_people','num_order']] = minmax.fit_transform(df[cols])\n", + "print(df[cols].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 初始化异常值检测模型\n", + "\n", + "在这里我们将初始化常见的12种异常检测模型" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model 1 Angle-based Outlier Detector (ABOD)\n", + "Model 2 Cluster-based Local Outlier Factor (CBLOF)\n", + "Model 3 Feature Bagging\n", + "Model 4 Histogram-base Outlier Detection (HBOS)\n", + "Model 5 Isolation Forest\n", + "Model 6 K Nearest Neighbors (KNN)\n", + "Model 7 Average KNN\n", + "Model 8 Local Outlier Factor (LOF)\n", + "Model 9 Minimum Covariance Determinant (MCD)\n", + "Model 10 One-class SVM (OCSVM)\n", + "Model 11 Principal Component Analysis (PCA)\n", + "Model 12 Locally Selective Combination (LSCP)\n" + ] + } + ], + "source": [ + "#设定异常值比例\n", + "outliers_fraction = 0.01\n", + "\n", + "# 初始化 LSCP 探测集\n", + "detector_list = [LOF(n_neighbors=5), LOF(n_neighbors=10), LOF(n_neighbors=15),\n", + " LOF(n_neighbors=20), LOF(n_neighbors=25), LOF(n_neighbors=30),\n", + " LOF(n_neighbors=35), LOF(n_neighbors=40), LOF(n_neighbors=45),\n", + " LOF(n_neighbors=50)]\n", + "classifiers = {\n", + " 'Angle-based Outlier Detector (ABOD)':\n", + " ABOD(contamination=outliers_fraction),\n", + " 'Cluster-based Local Outlier Factor (CBLOF)':\n", + " CBLOF(contamination=outliers_fraction,\n", + " check_estimator=False, random_state=0),\n", + " 'Feature Bagging':\n", + " FeatureBagging(LOF(n_neighbors=35),\n", + " contamination=outliers_fraction,\n", + " random_state=0),\n", + " 'Histogram-base Outlier Detection (HBOS)': HBOS(\n", + " contamination=outliers_fraction),\n", + " 'Isolation Forest': IForest(contamination=outliers_fraction,\n", + " random_state=0),\n", + " 'K Nearest Neighbors (KNN)': KNN(\n", + " contamination=outliers_fraction),\n", + " 'Average KNN': KNN(method='mean',\n", + " contamination=outliers_fraction),\n", + " 'Local Outlier Factor (LOF)':\n", + " LOF(n_neighbors=35, contamination=outliers_fraction),\n", + " 'Minimum Covariance Determinant (MCD)': MCD(\n", + " contamination=outliers_fraction, random_state=0),\n", + " 'One-class SVM (OCSVM)': OCSVM(contamination=outliers_fraction),\n", + " 'Principal Component Analysis (PCA)': PCA(\n", + " contamination=outliers_fraction, random_state=0),\n", + " 'Locally Selective Combination (LSCP)': LSCP(\n", + " detector_list, contamination=outliers_fraction,\n", + " random_state=0)\n", + "}\n", + "\n", + "for i, clf in enumerate(classifiers.keys()):\n", + " print('Model', i + 1, clf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 计算异常值\n", + "\n", + "在这里我们要做的是拟合数据,预测异常和正常数据,计算异常值分数,最后进行可视化。" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#将num_people和num_order合并成一个两列的numpy数组\n", + "X1= df['num_people'].values.reshape(-1,1)\n", + "X2 = df['num_order'].values.reshape(-1,1)\n", + "X = np.concatenate((X1,X2),axis=1)\n", + "\n", + "xx , yy = np.meshgrid(np.linspace(0, 1, 100), np.linspace(0, 1, 100))\n", + "plt.figure(figsize=(20, 15))\n", + "for i, (clf_name, clf) in enumerate(classifiers.items()):\n", + " #训练数据\n", + " clf.fit(X)\n", + " # 预测异常值分数\n", + " scores_pred = clf.decision_function(X) * -1\n", + " # 预测异常值和正常值的数据\n", + " y_pred = clf.predict(X)\n", + " n_inliers = len(y_pred) - np.count_nonzero(y_pred)\n", + " n_outliers = np.count_nonzero(y_pred == 1)\n", + "\n", + " df1 = df\n", + " df1['outlier'] = y_pred.tolist()\n", + " #过滤出num_people和num_order的正常值\n", + " inliers_people = np.array(df1['num_people'][df1['outlier'] == 0]).reshape(-1,1)\n", + " inliers_order = np.array(df1['num_order'][df1['outlier'] == 0]).reshape(-1,1)\n", + "\n", + " #过滤出num_people和num_order的异常值\n", + " outliers_people = df1['num_people'][df1['outlier'] == 1].values.reshape(-1,1)\n", + " outliers_order = df1['num_order'][df1['outlier'] == 1].values.reshape(-1,1)\n", + " \n", + " # 设定一个阈值用以识别正常值和异常值的标准\n", + " threshold = np.percentile(scores_pred, 100 * outliers_fraction)\n", + "\n", + " #决策函数为每一个数据点计算异常值分数\n", + " Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) * -1\n", + " Z = Z.reshape(xx.shape)\n", + " \n", + " plt.subplot(3,4,i+1)\n", + " #在图上对从最小的异常值分数到阈值的范围内进行分层着色\n", + " plt.contourf(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7),cmap=plt.cm.Blues_r)\n", + " #在异常值分数等于阈值处画红色线条\n", + " a = plt.contour(xx, yy, Z, levels=[threshold],linewidths=2, colors='red')\n", + " \n", + " #填充橙色轮廓线，其中异常分数的范围是从阈值到最大异常分数\n", + " plt.contourf(xx, yy, Z, levels=[threshold, Z.max()],colors='orange')\n", + " b = plt.scatter(x=inliers_people, y=inliers_order, c='white',s=20, edgecolor='k') \n", + " c = plt.scatter(x=outliers_people, y=outliers_order, c='black',s=20, edgecolor='k')\n", + " \n", + " plt.axis('tight') \n", + " plt.legend([a.collections[0], b,c], ['决策函数', '正常值','异常值'],\n", + " prop=matplotlib.font_manager.FontProperties(size=12),loc='upper right')\n", + "\n", + " plt.xlim((0, 1))\n", + " plt.ylim((0, 1))\n", + " ss = '异常值数量: '+str(n_outliers)+' 正常值数量: '+str(n_inliers)\n", + " plt.title(clf_name)\n", + " plt.xlabel(ss)\n", + "plt.show();\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 参考资料" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CBLOF(Cluster-based Local Outlier Factor)\n", + "\n", + "CBLOF算法时基于聚类组的本地异常因子计算异常值分数。\n", + "CBLOF将数据集和由聚类算法生成的聚类模型作为输入。它使用参数alpha和beta将群集分为小群集和大群集。然后基于该点所属的聚类的大小以及到最近的大聚类的距离来计算异常分数。我们使用PyOD(https://pyod.readthedocs.io/en/latest/index.html) 库来实现CBLOF算法(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.cblof)\n", + "\n", + "### 基于直方图的离群值检测（HBOS）¶\n", + "\n", + "HBOS(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.hbos) 假设特征独立，并通过构建直方图来计算异常程度。 在多变量异常检测中，可以计算每个单个特征的直方图，单独评分并在最后组合。 使用PyOD库时，代码与CBLOF非常相似。\n", + "\n", + "\n", + "### 隔离森林\n", + "\n", + "隔离森林其原理与随机森林类似，建立在决策树的基础上。 隔离林通过随机选择特征然后根据特征的最大值和最小值之间的分割值来隔离观察。 PyOD Isolation Forest模块(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.iforest) 是Scikit-learn Isolation Forest的wrapper，它具有更多功能。其代码与之前的CBLOF非常相似。\n", + "\n", + "\n", + "### KNN(K - Nearest Neighbors)\n", + "\n", + "用于离群检测的pyod.models.knn.KNN(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.knn)。 对于数据，它与第k个最近邻居的距离可以被视为异常值。其代码与之前的CBLOF非常相似。\n", + "\n", + "\n", + "Example of Comparing All Implemented Outlier Detection Models :https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb\n", + "\n", + "\n", + "An Awesome Tutorial to Learn Outlier Detection in Python using PyOD Library:\n", + "https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/" + ] + }, + { + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/python\345\244\204\347\220\206\345\244\247\346\225\260\346\215\256\344\275\240\351\200\211\344\273\200\344\271\210\345\267\245\345\205\267_ pandas_ or Dask_.ipynb" "b/python\345\244\204\347\220\206\345\244\247\346\225\260\346\215\256\344\275\240\351\200\211\344\273\200\344\271\210\345\267\245\345\205\267_ pandas_ or Dask_.ipynb" new file mode 100644 index 0000000..b66e0cd --- /dev/null +++ "b/python\345\244\204\347\220\206\345\244\247\346\225\260\346\215\256\344\275\240\351\200\211\344\273\200\344\271\210\345\267\245\345\205\267_ pandas_ or Dask_.ipynb" @@ -0,0 +1,456 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "python -m pip install \"dask[complete]\"\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.datasets import make_classification\n", + "import glob\n", + "import dask.dataframe as dd\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "创建 test_1.csv\n", + "创建 test_2.csv\n", + "创建 test_3.csv\n", + "创建 test_4.csv\n", + "创建 test_5.csv\n", + "创建 test_6.csv\n", + "创建 test_7.csv\n", + "创建 test_8.csv\n", + "创建 test_9.csv\n", + "创建 test_10.csv\n" + ] + } + ], + "source": [ + "for i in range(1, 11):\n", + " print('创建 test_%d.csv' % i)\n", + " x, y = make_classification(n_samples=100_000, n_features=100)\n", + " df = pd.DataFrame(data=x)\n", + " df['y'] = y\n", + " df.to_csv('./data/dask_data/test_%d.csv' % i, index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 20.4 s, sys: 3.94 s, total: 24.3 s\n", + "Wall time: 24.3 s\n" + ] + }, + { + "data": { + "text/plain": [ + "(1000000, 101)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%%time\n", + "\n", + "df_list = []\n", + "for file in glob.glob('./data/dask_data/test_*.csv'):\n", + " df_ = pd.read_csv(file)\n", + " df_list.append(df_)\n", + "df = pd.concat(df_list)\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1000000 entries, 0 to 99999\n", + "Columns: 101 entries, 0 to y\n", + "dtypes: float64(100), int64(1)\n", + "memory usage: 778.2 MB\n" + ] + } + ], + "source": [ + "df.info(memory_usage='deep')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1 2 3 4 5 6 \\\n", + "0 1.828721 -2.114304 -0.905244 -0.259237 1.412799 -0.067901 1.286529 \n", + "1 1.383999 0.824542 0.339164 -1.430962 -0.601582 -0.239777 0.385469 \n", + "2 -1.349638 -0.363348 0.127111 -0.442155 0.320757 0.170465 -1.235266 \n", + "3 -1.043174 -0.468837 1.994105 -1.707017 1.663338 -0.060764 1.509859 \n", + "4 1.322279 -0.850668 0.710705 -0.991021 -1.226483 -0.521772 0.249594 \n", + "\n", + " 7 8 9 ... 91 92 93 94 \\\n", + "0 -0.882725 -0.847326 0.400505 ... -2.879399 -0.231125 1.048071 -1.973970 \n", + "1 -0.321220 -0.892520 1.457037 ... 1.316623 -0.593951 0.367487 0.555137 \n", + "2 0.518046 -2.468218 0.639260 ... -0.704430 -0.987114 0.722610 -0.128892 \n", + "3 1.036977 0.694708 -1.354223 ... 0.871424 1.516713 1.866168 -0.690004 \n", + "4 0.164892 -0.682996 1.273771 ... 0.868495 -0.780112 -0.016639 -0.241537 \n", + "\n", + " 95 96 97 98 99 y \n", + "0 0.334500 -1.386493 0.696828 0.092615 0.565590 0 \n", + "1 0.958412 -0.106074 0.268736 0.820467 1.299332 0 \n", + "2 0.271635 -1.149973 0.834952 -0.249592 -0.554042 1 \n", + "3 1.341017 0.104675 -1.133161 0.581784 0.535151 0 \n", + "4 0.616442 0.188719 0.010123 -0.906872 0.007898 0 \n", + "\n", + "[5 rows x 101 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 144 ms, sys: 182 µs, total: 144 ms\n", + "Wall time: 142 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "df = dd.read_csv('./data/dask_data/test_*.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Columns: 101 entries, 0 to y\n", + "dtypes: float64(100), int64(1)\n", + "memory usage: 770.6 MB\n" + ] + } + ], + "source": [ + "df.info(memory_usage='deep')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 35.4 s, sys: 3.52 s, total: 38.9 s\n", + "Wall time: 8.11 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "df = dd.read_csv('./data/dask_data/test_*.csv').compute()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1000000 entries, 0 to 2291\n", + "Columns: 101 entries, 0 to y\n", + "dtypes: float64(100), int64(1)\n", + "memory usage: 778.2 MB\n" + ] + } + ], + "source": [ + "df.info(memory_usage='deep')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#!sudo apt-get install graphviz" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "exec_graph = dd.read_csv('./data/dask_data/test_*.csv')\n", + "exec_graph.visualize(filename='exec_graph.pdf')" + ] + }, + { + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tsp.ipynb b/tsp.ipynb new file mode 100644 index 0000000..574a7d7 --- /dev/null +++ b/tsp.ipynb @@ -0,0 +1,9049 @@ +{ + "cells": [ + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "今天我们来学习利用google的or-tools算法框架来求解路径规划问题，路径规划问题大体上可以分为两类，一类是TSP(Traveling Salesperson Problem),即旅行商问题，另一类是VRP(Vehicle Routing Problem)即车辆路径规划问题。一般来说VRP问题的复杂度要大于TSP, 也可以任务TSP是一个简化版的VRP,今天我们先讨论一下最简单的TSP问题，后续会对VRP问题进行深入研究。\n", + "\n", + "## 什么是TSP\n", + "\n", + "所谓旅行商问题(TSP)是指在地图上有若干个城市,有一个推销员(Salesperson)要去这些城市推销他的商品,推销员从其中一个城市出发，必须走遍规定的所有城市,最后返回出发地。我们的要求是使用最低的成本走遍所有的城市，所谓最低的成本是指走遍所有的城市所花的交通费最省,也可以是所走的路程最短，这里我们将后者作为最低成本，即求解走遍所有城市的最短路径。如下图所示的13个美国城市，推销员需要以最低的成本走遍这13个城市:\n", + "\n", + "![image.png](attachment:image.png)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 定义数据模型\n", + "\n", + "这里我们定义了一个数据模型,数据模型中包含了各城市之间的距离矩阵(distance_matrix),车辆数量(num_vehicles),出发和返回点的索引(depot).其中：\n", + "* 距离矩阵(distance_matrix)是一个13×13的矩阵它表示13个城市两两之间的距离。 \n", + "* 车辆数量(num_vehicles)可以理解为旅行商开着一辆汽车要走遍这13个城市。 \n", + "* 出发和返回点(depot)表示出发和返回的城市索引，这里定义为0表示从第一个城市出发最后返回第一个城市。" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "from ortools.constraint_solver import routing_enums_pb2,pywrapcp\n", + "import plotly.express as px\n", + "\n", + "#定义数据模型\n", + "def create_data_model():\n", + " \"\"\"Stores the data for the problem.\"\"\"\n", + " data = {}\n", + " data['distance_matrix'] = [\n", + " [0, 2451, 713, 1018, 1631, 1374, 2408, 213, 2571, 875, 1420, 2145, 1972], \n", + " [2451, 0, 1745, 1524, 831, 1240, 959, 2596, 403, 1589, 1374, 357, 579],\n", + " [713, 1745, 0, 355, 920, 803, 1737, 851, 1858, 262, 940, 1453, 1260],\n", + " [1018, 1524, 355, 0, 700, 862, 1395, 1123, 1584, 466, 1056, 1280, 987],\n", + " [1631, 831, 920, 700, 0, 663, 1021, 1769, 949, 796, 879, 586, 371],\n", + " [1374, 1240, 803, 862, 663, 0, 1681, 1551, 1765, 547, 225, 887, 999],\n", + " [2408, 959, 1737, 1395, 1021, 1681, 0, 2493, 678, 1724, 1891, 1114, 701],\n", + " [213, 2596, 851, 1123, 1769, 1551, 2493, 0, 2699, 1038, 1605, 2300, 2099],\n", + " [2571, 403, 1858, 1584, 949, 1765, 678, 2699, 0, 1744, 1645, 653, 600],\n", + " [875, 1589, 262, 466, 796, 547, 1724, 1038, 1744, 0, 679, 1272, 1162],\n", + " [1420, 1374, 940, 1056, 879, 225, 1891, 1605, 1645, 679, 0, 1017, 1200],\n", + " [2145, 357, 1453, 1280, 586, 887, 1114, 2300, 653, 1272, 1017, 0, 504],\n", + " [1972, 579, 1260, 987, 371, 999, 701, 2099, 600, 1162, 1200, 504, 0],\n", + " ] \n", + " data['num_vehicles'] = 1 #汽车数量\n", + " data['depot'] = 0 #起始和返回点\n", + " return data\n", + "\n", + "#创建数据模型\n", + "data = create_data_model()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 创建路由模型\n", + "\n", + "以下代码在程序的主要部分创建了索引管理器(manager)和路由模型(routing)。 manager主要根据distance_matrix来管理各个城市的索引，而routing用来计算和存储访问路径。" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "manager = pywrapcp.RoutingIndexManager(len(data['distance_matrix']),\n", + " data['num_vehicles'], data['depot'])\n", + "routing = pywrapcp.RoutingModel(manager)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 创建距离回调函数\n", + "\n", + "这里我们定义了一个距离回调函数用来从返回distance_matrix中返回给定的两个城市之间的距离，接下来我们还要设置旅行成本(routing.SetArcCostEvaluatorOfAllVehicles)它将告诉求解器如何计算任意两个城市之间的旅行成本—这里我们的成本指的是任意两个城市之间的距离。" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def distance_callback(from_index, to_index):\n", + " from_node = manager.IndexToNode(from_index)\n", + " to_node = manager.IndexToNode(to_index)\n", + " return data['distance_matrix'][from_node][to_node]\n", + "\n", + "transit_callback_index = routing.RegisterTransitCallback(distance_callback)\n", + "routing.SetArcCostEvaluatorOfAllVehicles(transit_callback_index)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 设置路径搜索策略\n", + "\n", + "这是本算法最核心的功能,搜索策略指的是搜索最短路径使用的方法，这里将第一个解决方案策略(first_solution_strategy)设置为 PATH_CHEAPEST_ARC，它通过重复添加未访问节点的权重最小的边为求解器创建初始路径。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "search_parameters = pywrapcp.DefaultRoutingSearchParameters()\n", + "search_parameters.first_solution_strategy = (\n", + " routing_enums_pb2.FirstSolutionStrategy.PATH_CHEAPEST_ARC)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们查看来一下 PATH_CHEAPEST_ARC策略在官方文档中的描述：\n", + "\n", + "![image.png](attachment:image.png)\n", + "\n", + "从路由“起始”节点开始，将其连接到产生成本最低的路由段的节点，然后通过迭代添加到路由的最后一个节点来扩展路由。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 定义输出访问路径函数\n", + "\n", + "print_solution函数输出访问路线及其距离。" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def print_solution(manager, routing, solution):\n", + " \"\"\"Prints solution on console.\"\"\"\n", + " print('最短路程: {} 英里'.format(solution.ObjectiveValue()))\n", + " index = routing.Start(0)\n", + " plan_output = '访问路径:\\n'\n", + " route_distance = 0\n", + " while not routing.IsEnd(index):\n", + " plan_output += ' {} ->'.format(manager.IndexToNode(index))\n", + " previous_index = index\n", + " index = solution.Value(routing.NextVar(index))\n", + " route_distance += routing.GetArcCostForVehicle(previous_index, index, 0)\n", + " plan_output += ' {}\\n'.format(manager.IndexToNode(index))\n", + " print(plan_output)\n", + " plan_output += 'Route distance: {}miles\\n'.format(route_distance)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 求解最短路径\n", + "\n", + "我们调用routing.SolveWithParameters方法来快速求解最短路径,所使用的搜索策略是之前定义的 PATH_CHEAPEST_ARC,该策略可以快速得到一个可以接受的可行解,但不一定是最优解。" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "最短路程: 7293 英里\n", + "访问路径:\n", + " 0 -> 7 -> 2 -> 3 -> 4 -> 12 -> 6 -> 8 -> 1 -> 11 -> 10 -> 5 -> 9 -> 0\n", + "\n" + ] + } + ], + "source": [ + "solution = routing.SolveWithParameters(search_parameters)\n", + "if solution:\n", + " print_solution(manager, routing, solution)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 结果分析\n", + "\n", + "我们根据 PATH_CHEAPEST_ARC策略得到的最短路径来简单分析一下这个策略的实现原理,我们在距离矩阵(distance_matrix)上标上不同的颜色,红色表示已访问过的节点,绿色表示当前选中的节点,橙色表示路径最短的节点。我们来观察这个访问路径： \n", + "0 -> 7 -> 2 -> 3 -> 4 -> 12 -> 6 -> 8 -> 1 -> 11 -> 10 -> 5 -> 9 -> 0\n", + "\n", + "我们注意到节点0访问的是节点7(0->7),这里节点0到节点7的距离是213，它是矩阵第一行中的最小值。接下来节点7访问的是节点2(7 -> 2),节点7到节点2的距离是851，它也是节点7这一行中的最小值。再接下来节点2访问的是节点3(2->3),我们注意到节点2到节点3的距离是355，而这并非是节点2这一行中的最小值,最小值是到节点9的距离262才是最小值，以此类推我们发现搜索策略 PATH_CHEAPEST_ARC每次总是在最小值和次最小值之间做出选择，有时候选择最小值，有时候选择次最小值，比如节点3没有选择最短路径的节点9而是选择次最短路径的节点4，节点11也没有选择最短路径的节点5而是选择了次最短路径的节点10，这或许也是PATH_CHEAPEST_ARC为什么能比较快速的找到一个可行解的原因吧，因为它每次都是在最短或次最短的路径中搜索。\n" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 保存路径信息\n", + "\n", + "通过下面的get_routes方法，我们可以把输出的路径信息保存起来，以供以后使用." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Route: [0, 7, 2, 3, 4, 12, 6, 8, 1, 11, 10, 5, 9, 0]\n" + ] + } + ], + "source": [ + "def get_routes(solution, routing, manager):\n", + " routes = []\n", + " for route_nbr in range(routing.vehicles()):\n", + " index = routing.Start(route_nbr)\n", + " route = [manager.IndexToNode(index)]\n", + " while not routing.IsEnd(index):\n", + " index = solution.Value(routing.NextVar(index))\n", + " route.append(manager.IndexToNode(index))\n", + " routes.append(route)\n", + " return routes\n", + "\n", + "routes = get_routes(solution, routing, manager)\n", + "for i, route in enumerate(routes):\n", + " print('Route:', route)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 使用不同的搜索策略\n", + "\n", + "下面将访问的城市数量拓展到280个,同时我们将比较两种不同的搜索策略,以及他们的性能和耗时，为了更加直观的展示路径信息，我们在数据模型中不在存储各个城市之间的距离矩阵,而是存储各个城市的地理坐标数组(可以理解为经纬度坐标)，同时还会定义一个计算距离矩阵的函数(compute_euclidean_distance_matrix),它使用欧式距离的方法根据地理坐标来计算任务两个城市之间的距离。其余方法函数和方法和上述方法一样，将不再一一说明。\n", + "\n", + "下面的代码将首先使用 PATH_CHEAPEST_ARC 策略，并将最终所有的点和路径在一个二位平面中展示出来，这样可以更直观的看出访问的顺序和方向。" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "最短路程: 2790\n", + "访问路径:\n", + " 0 -> 1 -> 279 -> 2 -> 278 -> 277 -> 248 -> 247 -> 243 -> 242 -> 241 -> 240 -> 239 -> 238 -> 245 -> 244 -> 246 -> 249 -> 250 -> 229 -> 228 -> 231 -> 230 -> 237 -> 236 -> 235 -> 234 -> 233 -> 232 -> 227 -> 226 -> 225 -> 224 -> 223 -> 222 -> 218 -> 221 -> 220 -> 219 -> 202 -> 203 -> 204 -> 205 -> 207 -> 206 -> 211 -> 212 -> 215 -> 216 -> 217 -> 214 -> 213 -> 210 -> 209 -> 208 -> 251 -> 254 -> 255 -> 257 -> 256 -> 253 -> 252 -> 139 -> 140 -> 141 -> 142 -> 143 -> 199 -> 201 -> 200 -> 195 -> 194 -> 193 -> 191 -> 190 -> 189 -> 188 -> 187 -> 163 -> 164 -> 165 -> 166 -> 167 -> 168 -> 169 -> 171 -> 170 -> 172 -> 105 -> 106 -> 104 -> 103 -> 107 -> 109 -> 110 -> 113 -> 114 -> 116 -> 117 -> 61 -> 62 -> 63 -> 65 -> 64 -> 84 -> 85 -> 115 -> 112 -> 86 -> 83 -> 82 -> 87 -> 111 -> 108 -> 89 -> 90 -> 91 -> 102 -> 101 -> 100 -> 99 -> 98 -> 97 -> 96 -> 95 -> 94 -> 93 -> 92 -> 79 -> 88 -> 81 -> 80 -> 78 -> 77 -> 76 -> 74 -> 75 -> 73 -> 72 -> 71 -> 70 -> 69 -> 66 -> 68 -> 67 -> 57 -> 56 -> 55 -> 54 -> 53 -> 52 -> 51 -> 50 -> 49 -> 48 -> 47 -> 46 -> 45 -> 44 -> 43 -> 58 -> 60 -> 59 -> 42 -> 41 -> 40 -> 39 -> 38 -> 37 -> 36 -> 35 -> 34 -> 33 -> 32 -> 31 -> 30 -> 29 -> 124 -> 123 -> 122 -> 121 -> 120 -> 119 -> 118 -> 156 -> 157 -> 158 -> 173 -> 162 -> 161 -> 160 -> 174 -> 159 -> 150 -> 151 -> 155 -> 152 -> 154 -> 153 -> 128 -> 129 -> 130 -> 131 -> 18 -> 19 -> 20 -> 127 -> 126 -> 125 -> 28 -> 27 -> 26 -> 25 -> 21 -> 24 -> 22 -> 23 -> 13 -> 12 -> 14 -> 11 -> 10 -> 9 -> 7 -> 8 -> 6 -> 5 -> 275 -> 274 -> 273 -> 272 -> 271 -> 270 -> 15 -> 16 -> 17 -> 132 -> 149 -> 177 -> 176 -> 175 -> 178 -> 179 -> 180 -> 181 -> 182 -> 183 -> 184 -> 186 -> 185 -> 192 -> 196 -> 197 -> 198 -> 144 -> 145 -> 146 -> 147 -> 148 -> 138 -> 137 -> 136 -> 135 -> 134 -> 133 -> 269 -> 268 -> 267 -> 266 -> 265 -> 264 -> 263 -> 262 -> 261 -> 260 -> 258 -> 259 -> 276 -> 3 -> 4 -> 0\n", + "\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "x=%{x}
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to_node[0]),\n", + " (from_node[1] - to_node[1]))))\n", + " return distances\n", + "\n", + "def print_solution(manager, routing, solution):\n", + " \"\"\"数据最终的访问路径\"\"\"\n", + " print('最短路程: {}'.format(solution.ObjectiveValue()))\n", + " index = routing.Start(0)\n", + " plan_output = '访问路径:\\n'\n", + " route_distance = 0\n", + " while not routing.IsEnd(index):\n", + " #indexs.append(index)\n", + " plan_output += ' {} ->'.format(manager.IndexToNode(index))\n", + " previous_index = index\n", + " index = solution.Value(routing.NextVar(index))\n", + " route_distance += routing.GetArcCostForVehicle(previous_index, index, 0)\n", + " plan_output += ' {}\\n'.format(manager.IndexToNode(index))\n", + " print(plan_output)\n", + " plan_output += 'Objective: {}m\\n'.format(route_distance)\n", + "\n", + "# 创建数据模型\n", + "data = create_data_model()\n", + "\n", + "# 创建索引管理器(manager)和路由模型(routing)\n", + "manager = pywrapcp.RoutingIndexManager(len(data['locations']),\n", + " data['num_vehicles'], data['depot'])\n", + "routing = pywrapcp.RoutingModel(manager)\n", + "#计算距离矩阵\n", + "distance_matrix = compute_euclidean_distance_matrix(data['locations'])\n", + "\n", + "#定义回调函数\n", + "def distance_callback(from_index, to_index):\n", + " from_node = manager.IndexToNode(from_index)\n", + " to_node = manager.IndexToNode(to_index)\n", + " return distance_matrix[from_node][to_node]\n", + "\n", + "transit_callback_index = routing.RegisterTransitCallback(distance_callback)\n", + "routing.SetArcCostEvaluatorOfAllVehicles(transit_callback_index)\n", + "\n", + "#定义并设置搜索策略,这里使用：PATH_CHEAPEST_ARC\n", + "search_parameters = pywrapcp.DefaultRoutingSearchParameters()\n", + "search_parameters.first_solution_strategy = (\n", + " routing_enums_pb2.FirstSolutionStrategy.PATH_CHEAPEST_ARC)\n", + "\n", + "#引导式局部搜索策略\n", + "# search_parameters.local_search_metaheuristic = (\n", + "# routing_enums_pb2.LocalSearchMetaheuristic.GUIDED_LOCAL_SEARCH)\n", + "# search_parameters.time_limit.seconds = 30\n", + "# search_parameters.log_search = True\n", + "\n", + "# 求解\n", + "solution = routing.SolveWithParameters(search_parameters)\n", + "\n", + "# 输出访问路径\n", + "if solution:\n", + " routes = get_routes(solution, routing, manager) \n", + " print_solution(manager, routing, solution)\n", + " x = [data['locations'][i][0] for i in routes[0]]\n", + " y = [data['locations'][i][1] for i in routes[0]]\n", + " x.append(x[0])\n", + " y.append(y[0])\n", + " fig = px.line(x=x, y=y,markers=True)\n", + " fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这里我们使用的搜索策略任然是PATH_CHEAPEST_ARC，我们得到的最短路程是2790，访问的起始点位于上图的右上角坐标是(288,149)并沿箭头方法依次访问所有节点,最后回到起始点。\n", + "\n", + "\n", + "# 改变搜索策略\n", + "\n", + "路由求解器并不总是将最优解返回给 TSP，因为路由问题在计算上是相当复杂并难以计算。 例如，上一个示例中返回的解决方案不是最佳路线。 要找到更好的解决方案，可以使用更高级的搜索策略，称为引导式局部搜索，它使求解器能够避开局部最小值-一种比所有附近路线都短的解决方案，但不是全局最小值。 远离局部最小值后，求解器继续搜索。" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "time_limit=%{x}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 111 ms, sys: 3 ms, total: 114 ms\n", + "Wall time: 110 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "ObjectiveValues={}\n", + "X={}\n", + "Y={}\n", + "for i in range(50):\n", + " i+=1\n", + " t=i*15\n", + " #print(i,t,datetime.datetime.now())\n", + " data = create_data_model()\n", + " manager = pywrapcp.RoutingIndexManager(len(data['locations']),data['num_vehicles'], data['depot'])\n", + " routing = pywrapcp.RoutingModel(manager)\n", + " \n", + " distance_matrix = compute_euclidean_distance_matrix(data['locations'])\n", + " transit_callback_index = routing.RegisterTransitCallback(distance_callback)\n", + " routing.SetArcCostEvaluatorOfAllVehicles(transit_callback_index)\n", + " \n", + " search_parameters = pywrapcp.DefaultRoutingSearchParameters()\n", + " search_parameters.local_search_metaheuristic = (\n", + " routing_enums_pb2.LocalSearchMetaheuristic.GUIDED_LOCAL_SEARCH)\n", + " \n", + " search_parameters.time_limit.seconds = t\n", + " search_parameters.log_search = True\n", + " solution = routing.SolveWithParameters(search_parameters)\n", + " \n", + " if solution:\n", + " routes = get_routes(solution, routing, manager)\n", + " v = solution.ObjectiveValue()\n", + " ObjectiveValues[t]=v\n", + " x = [data['locations'][i][0] for i in routes[0]] \n", + " y = [data['locations'][i][1] for i in routes[0]]\n", + " x.append(x[0])\n", + " y.append(y[0])\n", + " X[t]=x\n", + " Y[t]=y\n", + "\n", + "\n", + "fig = px.line(x=ObjectiveValues.keys(), \n", + " y=ObjectiveValues.values(),\n", + " labels={'y':'最短路程', 'x':'time_limit'},\n", + " markers=True)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们发现随着搜索时间的逐步延长，最短路程由原来的2672逐步减少到最后的2565，并且当搜索时间延长到435秒以后,最短路程稳定在2565不再变化,算法趋于收敛。\n", + "\n", + "下面我们观察一下在time_limit分别等于15,135,240,480时的访问路径的情况：" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "x=%{x}
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13586眉目传神热情自信\\r\\r\\n　　一般说来，眼睛会表现出自卑和自信、诚实和伪装。在你进门之...C000022人力资源
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" + ], + "text/plain": [ + " text label cat\n", + "16631 \\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　中新网2月14日... C000024 军事\n", + "2658 \\r\\r\\n　　视频上传网站YouTube.COM酝酿卖广告，瞄准规模125亿美元的广告市场... C000010 科技\n", + "15608 　　这些年，总有一些事让我很矛盾：期待，又担心。\\r\\r\\n　　今年的春晚《千手观音》，就是... C000023 历史\n", + "14076 　　母语地位上升需求回暖 \\r\\r\\n　　本报北京3月17日电（记者袁晓露）北京师范大学出版... C000023 历史\n", + "15992 \\r\\r\\n\\r\\r\\n\\r\\r\\n美空军作战型CV-22“鱼鹰”倾转旋翼机\\r\\r\\n　　... C000024 军事\n", + "10611 \\r\\r\\n　　１８０３年英国化学家道尔顿（１７６６－１８４４）提出原子论后，受到科学界的普... C000020 教育\n", + "1479 河北宣工(行情,论坛)（000923）：外资合作 涨停专家\\r\\r\\n第一证券\\r\\r\\n... C000008 财经\n", + "3386 　　【eNet特约评论】昔日在电信领域红极一时的朗讯，在市场的残酷冲击下，锐气不及当年。朗讯... C000010 科技\n", + "6320 新华社照片，东京，2006年5月7日 （体育）（5）羽毛球――中国男队勇夺汤姆斯杯 ... C000014 体育\n", + "13586 　　眉目传神热情自信\\r\\r\\n　　一般说来，眼睛会表现出自卑和自信、诚实和伪装。在你进门之... C000022 人力资源" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv( './data/sogou2006_clean.csv')\n", + "len(df)\n", + "df.sample(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "旅游 1990\n", + "军事 1990\n", + "财经 1990\n", + "科技 1990\n", + "人力资源 1990\n", + "教育 1990\n", + "体育 1990\n", + "健康 1990\n", + "历史 1989\n", + "Name: cat, dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.cat.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "' 证券通：计划向外资定向增发 G苏阳光(行情,论坛)将继续高增长\\r\\r\\n\\r\\r\\n 深度报告 权威内参 来自“证券通”www.KL178.com\\r\\r\\n\\r\\r\\n G苏阳光（600220）主要从事精纺呢绒和西服的生产和销售，目前具有年产2000万米呢绒，150万套服装的生产能力，是国内最大的精纺呢绒生产企业，毛纺行业的龙头企业。\\r\\r\\n\\r\\r\\n 查阅《证券通－第一内参》可知，公司计划向2-3家外资企业定向增发1亿股－2亿股，5月后进入实质谈判阶段。公司05年EPS为0.018元，预计06年EPS达到0.114元，同比增长525.5%。假设引入外资成功，07年后业绩继续稳步增长，07年、08年净利润分别同比增长28.3%和27.3%。受此影响，G苏阳光5月8日开盘后没多久便被大单封涨停。\\r\\r\\n\\r\\r\\n 更多详情免费咨询021*64690729或登录WWW.KL178.COM（证券通），资深行业研究员为您提供客观、深度、超前的投资信息。\\r\\r\\n\\r\\r\\n 本文版权为“证券通”独家拥有，任何单位和个人不得复制、转发以及用于业务经营，违者将追究其法律责任。作者声明：在本机构、本人所知情的范围内,本机构、本人以及财产上的利害关系人与所述文章内容没有利害关系。本版文章纯属个人观点,仅供参考,文责自负。读者据此入市,风险自担。'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='财经'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\r\\r\\n \\r\\r\\n\\u3000\\u3000主要聚居在地处黄河沿岸的青海[图库]省循化地区。撒拉族有自已的语言，但无文字，通用汉文。撒拉语属阿尔泰语系突厥语族，吸收了不少汉语和藏语词汇，青壮年多通汉语。 \\u3000\\u3000撒拉族男儿，多以上山伐木、下河板筏为生。此外，养蜂是撒拉人最喜爱的副业生产，园艺也是他们的特长。\\r\\r\\n    习俗\\r\\r\\n\\u3000\\u3000撒拉族的禁忌有：忌食猪肉、狗肉、驴肉、骡肉和死的畜禽肉及动物的血；严禁在清真寺内及其附近地吐痰或携带污浊之物进入清真寺；作礼拜时，他人不得从面前走过；忌在水井、水塘附近洗涤衣物；与人谈话时忌咳嗽和擤鼻涕；在老人面前不能有失礼的行为。\\r\\r\\n    婚俗\\r\\r\\n\\u3000\\u3000在新娘上路之前，女方的家长要用做好的比利买海和上好的茶水招待迎送新娘的客人。看望妇女坐月子，都要带上比利买海，请产妇滋补身体。孩子出满月，主人要拿出核桃、大枣和把薄面片切成正方形或菱形小块油炸成一种名为“古古麻麻”的食品，散发给来祝贺的客人。\\r\\r\\n    食俗\\r\\r\\n\\u3000\\u3000撒拉族习惯于日食三餐（农忙时根据情况适当加餐），主食以面粉为主。家常品种有花卷、馍馍、馒头、烙饼、面片、拉面、擀面、散饭、搅团等。在一年一度的斋月里，一般都只食早、晚两餐，饭菜比平时丰盛一些。\\u3000\\u3000按照伊斯兰教义，撒拉族严禁饮酒，一般在撒拉族的筵席上不备酒。平时更无饮酒的习惯。 日常饮料除清茶、奶茶和盖碗茶以外，还常饮麦茶和果叶茶。制作麦茶时，将麦粒炒焙半焦捣碎后，加盐和其他配料，以陶罐熬成，味道酷似咖啡，香甜可口；果叶茶是用晒干后炒成半焦的果树叶子制成，饮用别具风味。\\u3000\\u3000典型食品：比利买海，又称“油搅团”，撒拉族传统风味食品，用植物油、面粉制成。\\r\\r\\n    节庆\\r\\r\\n\\u3000\\u3000撒拉人信奉伊斯兰教。主要节日有开斋节、古尔邦节等。最大的传统节日为古尔邦节，每当节日来临，撒拉族都要宴请宾客，煮手抓羊肉，炖鸡肉，做糖包、油炸蛋糕、炸馓子，做“比利买海”（油搅团）、“木丝日”（一种以油、熟面等为馅的包子）和各种烩菜。\\u3000\\u3000在民间，婚丧嫁娶都要炸油香、煮麦仁饭，其间凡参与炸油香、煮麦仁饭的妇女必须要“乎斯里”（即沐浴过），未经沐浴或经期妇女，不允许参与这项工作，也不允许到油锅附近去。'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='旅游'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\u3000\\u3000在河南灵宝市，全市有百分之八十八点五的农民参加合作医疗，不到一年时间，补助农民医疗金额达一百二十九万元，新型农村合作医疗为农民带来的实惠早已有目共睹。\\r\\r\\n\\u3000\\u3000四月二十六日，记者在河南省灵宝市阳平镇卫生院看到，四十岁的申花伴从灵宝市委宣传部张成宝部长和卫生局局长马宽荣手里接过了七千六百元钱。原来，两个月前，她的丈夫杨明祥被烧伤，在卫生院住院用了两万多元，因为参加了灵宝市新型农村合作医疗，象这种情况，能报销百分之四十的医药费。因此，申花伴领到了这七千多元钱。\\r\\r\\n\\u3000\\u3000据介绍，二OO五年年底，灵宝市被确定为河南省新型农村合作医疗第二批试点县(市)，截止到四月十五日，全市参加合作医疗的农民已达到了五十二万多人，占全市农业总人口五十九点二万人的百分之八十八点五，全市共补助参合农民四万两千多人，补助金额一百二十九万元。灵宝市的农村合作医疗的初见成效，明显缓解了农民看病难、看病贵问题。'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='健康'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\u3000\\u3000作者简介:于汝波，军事科学院战争理论和战略研究部少将研究员，博士生导师，中国孙子兵法研究会副会长。出版《大思维——解读中国古典战略》等著作数十种，发表论文百余篇。作品曾获国家图书奖、“五个一工程”奖等多项奖励。\\r\\r\\n\\u3000\\u3000编者按\\u3000胡锦涛主席在全国科学技术大会上号召走中国特色自主创新道路，建设创新型国家；大力推进理论创新、制度创新、科技创新。要求在关系国计民生和国家安全的关键领域，集中力量、重点突破，实现跨越式发展。这是从当前世界情势、我国目前实际和长远目\\r\\r\\n\\u3000\\u3000标出发，做出的重大战略决策。使命召唤我们必须要在自主创新上当尖兵，尽快把我军建设成一支创新型军队。历史是一面镜子，前事不忘，后事之师，我国历史上在军事创新方面有着丰富而深刻的经验教训，总结这些经验教训，对我们今天少走弯路，实现创新型国家的宏伟目标，无疑具有积极意义。\\r\\r\\n\\u3000\\u3000我国从春秋到明代前期2000多年的时间里，军事科技一直在世界上处于领先地位。但在16世纪之后，我们却逐步落后于西方，军队的战斗力也因此大为下降。从军事科技的角度认真剖析其中的原由，对于我们今天仍有深刻的启迪。\\r\\r\\n\\u3000\\u3000近代中国封闭的环境窒息了国人的创新思维\\r\\r\\n\\u3000\\u3000导致国人创新思维萎缩的环境因素主要指落后的社会制度、闭关锁国的国策等。\\r\\r\\n\\u3000\\u3000首先，近代中国落后的社会制度压制了国人的创新思维。西方在16世纪发生了资产阶级革命，快速兴起的资本主义工商业对科学技术不断提出新的需求，从而激活了人们的创新思维，促进了科学技术的创新。而当时的中国却仍然停留在更加完善的封建主义社会，它不但严重限制工商业的发展，而且在思想领域压制新生事物，扼杀创新思维。为了维护其既得利益，统治阶级内部的保守势力往往留恋过去，反对变革，这是阻碍国人创新思维发展的一块大绊脚石。\\r\\r\\n\\u3000\\u3000其次，国家实行封闭政策不利于国人创新思维的发展。中外历史证明，国家只有开放，才能使国人获得多方面的新信息，产生认识上的飞跃，创造出新的科技成果。西方的军事科技正是在这样的背景和基础上迅猛发展起来的。而当时中国的统治者，实行严密封闭的愚民政策。行政封闭和思想禁锢使中国与国外缺乏信息交流，国人信息不灵，落后而又盲目骄傲，思维方式处于长期、多代近亲繁衍状态，到了近代已明显带有“呆傻”的特征，军事科技落后就不可避免了。\\r\\r\\n\\u3000\\u3000国人创新意识逐渐钝化使军事失去了创新主体\\r\\r\\n\\u3000\\u3000军事创新的主体是人。人一旦失去了对创新的追求，军事创新就会成为一句空话。\\r\\r\\n\\u3000\\u3000中国历史上国人重道轻器的观念非常严重，这种观念在军事上表现为重谋略，轻技术。古语所谓“半部《论语》治天下”，“《文选》烂，秀才半”；国家科举取士只考《四书五经》，不考科学技术，这种全民性的教育内容和国家性的政策导向，使古人重道轻器的观念根深蒂固。中国古代“兵技巧”类兵书之所以大都被历史淘汰，与国人的这种价值取向有极大关系。西方将仿生学多继续用于自然科学技术创新，而中国的古人则将观察和研究自然现象得出的哲理多用于军事谋略、政治权术、社会管理和处世之道，从而形成了中西价值追求的重要分野。于是，中国的权谋理论在古代相当发达，而科学技术却逐步走起了下坡路。西方的军事科技则从16世纪开始迅猛发展，很快就走到了我们的前面。可见，这一局面的出现，与中西方不同的价值取向有着重要关系。\\r\\r\\n\\u3000\\u3000科技创新、制度创新、理论创新是一个密切关联的整体，三者之中，通常科技创新先行，而后引发并引领制度创新和理论创新。军事科技对军事制度、军事理论的影响也是如此。\\r\\r\\n\\u3000\\u3000传统思维方式的缺陷限制了军事创新\\r\\r\\n\\u3000\\u3000我国传统的思维方式具有哲理性强、模糊性大，长于统体思维、短于精确分析，象类推理多、逻辑论证少等特征。中国传统思维蕴含着丰富的独具特色的辩证法思想，可鉴性广，启示性久；但正因为如此，所以，其模糊性也大，界限性也弱。这无疑会影响军事科技的发展。中国传统思维强调把握事物整体，着眼上下统系，总揽发展全程，表现出思维的全面性、系统性和循环性三个基本特征。这种思维模式与西方比起来，有自己的长处，但又往往表现出对事物缺乏精确分析、严格论证的弱点，对有些问题只知其然，不知其所以然。\\r\\r\\n\\u3000\\u3000我国先人长于象类推理，在战略理论和战略决策研究上也多运用这种思维方式，由天道直接推及人道，其间往往缺少严密的逻辑论证。我国先秦时期虽有了自己的逻辑学论述，但后来由于种种原因而受到了冷落，未形成系统的理论。这对中国科技的发展产生了消极影响。象类思维、直觉顿悟是一种创新性思维，但属“粗放型”的，缺乏精确的实验证明和严密的逻辑推理，到了一定阶段，就很难再向新的高度发展。我国古代直觉顿悟思维、象类思维比较发达，古代很多创新的军事科技、军事制度、军事理论都来自于这种思维方式；但历史证明，它必须与逻辑思维、科学实验结合起来，才可能成为助推军事腾飞的翅膀，才能形成巨大的创造力。'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='军事'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\r\\r\\n\\u3000\\u3000可见出检察机关的问题来了吗？这个问题就是检察机关对整个案件侦查的无控制，这是不符合大陆法系基本精神的。公安局（警察局）是国家的治安机构，隶属于国家的行政系统，由于治安案件与刑事案件通常只是量（程度）的差异，因此，公安局（警察局）就自然转化为了刑事案件的侦查机构。但是，这两者有着很重要的区别，当其作为治安机构时，可以独立行使行政处罚权；当其作为刑事案件的侦查机构时，必须由刑事法庭进行判决，公安局（警察局）不具有处罚权。因此，在大陆法系，刑事案件的侦查就要由检察官进行控制、指挥、策划、监督，从立案到起诉保持连贯性、统一性，既是保证起诉质量的必要，也是对全社会刑事犯罪进行统一、有效打击的需要。也就是说，检察官是刑事案件侦查的核心，而不是质量检验员。在以大陆法系为形式的国家，由于法官本不控制刑事侦查，当检察官又不能控制刑事侦查时，整个国家的刑事侦查体系就成为了无控制的独立王国，轻则走向独立专横，重则导致国家警察化。在中国，至今仍然在制度上保证着公安局刑事侦查的独立专横，比如，人们越来越意识到具有违宪倾向的劳动教养制度，从刑事侦查角度说，就是赋予了公安局以独立于两院的“判决权”：公安局可以借此对可能只要判三两年甚至更高刑期的嫌犯绕开两院进行实际的刑罚处理。\\r\\r\\n\\u3000\\u3000检察机关权力的弱化，既导致了公安局刑事侦查人员业务能力的低下，也导致了检察机关自身业务能力的低下。随着中国律师队伍业务能力的提高，这一矛盾将越来越显示出来。田文昌在刘涌一案里的“自由”发挥，其根源即在于此。但是，这一情况并不是中国律师的喜讯，因为，为了最大可能保证案犯得到“应有的”惩罚，中国的律师也将受到越来越多的行政、法律打压。我可以下一个不受各方欢迎的结论：中国律师业务水平的提高一定与律师的被关押、判刑数量成正比。十多年前我侦破上海（也可能是中国）第一例律师受贿罪案，情况是该律师掌握某发电厂的合同最终审批签字权（从法律上认可合同的有效性并决定合同的可实施），他凭该权力向客户索取贿赂。可现在被拘捕的律师都是什么罪名呢？就不能细讨论了。因此，不仅律师业务水平的提高将受到抑制，而且将诱致律师队伍趋向腐败。律师队伍腐败的一个重要项目，就是跟一些不自重的法官瓜分收益，从而又导致法官队伍出现腐败。“我们跟这个法院的关系很好，搞得定”，这是现在不少律师事务所最喜欢、最有效的广告词。不管是真是假，总是反映了一种很不良的问题。\\r\\r\\n\\u3000\\u3000可见，中国司法实践最急迫的问题是完善大陆法系制度的形式和内容，这也是中国法制进步可行的现实道路。不用大刀阔斧地改变中国的法律制度，但几乎可以从每一个细节上立即进行改革。把精力集中到对大陆法系的研究上，不要张口闭口英美，这才是中国的法制进步可操作的正道。比如，检察院批捕和起诉是分开的两个部门，其实完全可以合并，使批捕的检察官和公诉的检察官同一为一人，使他能更完整地了解案件的来龙去脉，最大可能地跟踪案件的进展，在法庭上更熟练、更胸有成竹。\\r\\r\\n\\u3000\\u3000改革的重要内容之一，应该是人才战略。在法院，科班出身的人应该成为法官的主体。法官越是书生气、越是单纯越好，只认法理不认人，不懂权利、利益平衡，一切按条文办事，条文变才变。说一个例子：有一个委托人和律师我都认识的案子，根据起诉情况委托人应该判四年实刑，但这是个错案，他其实并不构成犯罪。公诉人是律师的学生。律师问我怎么辩护妥当。我问法官是科班出身的还不是科班出身的。律师说不是科班出身的，但是个老资格法官，水平很不错。我说就作无罪辩护有罪结论。在法庭上，当律师最后说仍然要对委托人处以刑罚时，公诉人嘲笑律师，认为他无罪辩护结论却仍然有罪，连最基本的逻辑也弄不清楚。结果是判了缓刑。法官事后说公诉人太嫩，还有很多东西要跟律师（老师）学习。这个结果委托人也满意。律师问我道理。我说，如果法官是科班出身的，就是无罪辩护无罪结论，因为科班出身的毕竟更注重法理的严密性；法官不是科班出身，虽然水平不差，但已经养成了平衡利益的习惯，一般不会太愿意使公诉人难堪，无罪辩护无罪结论就会使他觉得为难，反而有可能使判决无法马上作出，让被告人遥遥无期地关押在看守所，作有罪结论他就可以趁势按最低程度量刑，他既然老资格自然会明白律师这样辩护的意思，这样，在实际上，就最现实地维护了委托人的利益。这是根据中国现状的无奈选择。\\r\\r\\n\\u3000\\u3000现在法学院毕业的学生直接进入检察院，这对检察院业务水平的提高不会有太大的直接效果。检察官除了要有好的法律理论修养，非常重要的是要懂侦查。一般来说，不懂侦查的检察官是不会成为优秀检察官的。检察官不懂侦查，就没有能力对整个案件进行控制，就不能准确地把握证据，一当遇到象田文昌这样的强手，在法庭上就会处在被动地位。刘涌一案中，刘涌在法庭上说检察官看到他浮肿的大腿，检察官竟然会说“不是好多了吗”，从而让田文昌抓住这一“漏洞”，这位检察官犯下这一错误的原因就是不懂侦查。不是是否承认大腿浮肿的问题，而是大腿的浮肿并不一定是刑讯逼供所造成，其原因可以有很多，医院里到处有大腿浮肿的人。因此，检察官人才的基本来源，不应该是幼稚的法学院学生，而应该是具有相当经验并通过相应考试的警官。法学院毕业生要做检察官就必须先去做警官，到第一线去直接接触各种暴露的和不暴露的嫌犯。嫌犯和律师，是检察官最好的老师。从警官当中培养检察官，是大陆法系国家的常例，其中是深有道理的。\\r\\r\\n\\u3000\\u3000刘涌一案，可以从其结果议论其正义和非正义、公正和非公正，但是，不管怎样，都应该实事求是地承认田文昌的成功。田文昌们在中国取得成就，是一件非常不容易的事，他们对中国法制的进步，将起到实在的推动力。刘涌一案对中国的检察、公安是一个警钟，如果承认这是警钟，就应该将此作为强化自己业务能力提高的动力。检察、公安业务能力不提高，将来会出现更多的类似刘涌案的荒唐判决，会经常刺激人民的神经，不想这样，就会回到依靠法外权力定案的老路上去，就会走向进一步封闭舆论的专制道路上去。如果认识到这一点，田文昌在刘涌一案中的成功，就会实实在在推动中国司法的进步。否则，就会有越来越多的“刘涌案”引起人们的愤怒。\\r\\r\\n\\u3000\\u3000\\r\\r\\n来源：[世纪中国]上一页 [1] [2] [3] '" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.cat=='历史'].sample(1).text.values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#定义删除除字母,数字，汉字以外的所有符号的函数\n", + "def remove_punctuation(line):\n", + " line = str(line)\n", + " if line.strip()=='':\n", + " return ''\n", + " rule = re.compile(u\"[^a-zA-Z0-9\\u4E00-\\u9FA5]\")\n", + " line = rule.sub('',line)\n", + " return line\n", + " \n", + "def stopwordslist(filepath): \n", + " stopwords = [line.strip() for line in open(filepath, 'r', encoding='utf-8').readlines()] \n", + " return stopwords \n", + " \n", + "#加载停用词\n", + "stopwords = stopwordslist(\"./data/chineseStopWords.txt\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6031\\r\\r\\n　　夺冠呼声消失殆尽后，申花队似乎陷入了难以自拔的沉默期。客场挑战西安国际0比0...C000014体育夺冠呼声消失殆尽后申花队似乎陷入了难以自拔的沉默期客场挑战西安国际0比0互交白卷主场又与北京...
2057神州奥美向其子公司索赔1.2亿元，盛大首次申明没有侵权\\r\\r\\n　　本报讯 昨天，针对...C000010科技神州奥美向其子公司索赔12亿元盛大首次申明没有侵权本报讯昨天针对神州奥美12亿元的天价索赔案...
5219\\r\\r\\n　　减肥不减腿部脂肪，因为它可以减少患心脏病的危险，这是日本筑波大学人类综合科学...C000013健康减肥不减腿部脂肪因为它可以减少患心脏病的危险这是日本筑波大学人类综合科学研究专业讲师大藏伦博...
9637“人们在这里寻找到一种爱的精神，对爱的向往、对爱的恪守，这就足够了。因为爱是人类最本质的...C000016旅游人们在这里寻找到一种爱的精神对爱的向往对爱的恪守这就足够了因为爱是人类最本质的东西有了它幸福...
17289\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　美国《航空周刊》2006年3月27日刊报...C000024军事美国航空周刊2006年3月27日刊报道JUCAS联合无人空战系统项目下马后美国军方企业界和有...
9435还没踏出火车站，就看到李奥纳多·迪卡普里奥的大型海报，原来当地正举办摄影展，展出许多电影拍摄...C000016旅游还没踏出火车站就看到李奥纳多迪卡普里奥的大型海报原来当地正举办摄影展展出许多电影拍摄之余所抓...
14491\\r\\r\\n　　沈奕斐：在上海医药仓库里所存的那些盘尼西林，原来是准备给抗美援朝的志愿军的。...C000023历史沈奕斐在上海医药仓库里所存的那些盘尼西林原来是准备给抗美援朝的志愿军的但是治疗性病如果没有这...
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14812\\r\\r\\n　　叶剑英在粉碎“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。华...C000023历史叶剑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华国锋认为叶剑英德高望重建...叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶...
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13814因为跳槽到同行业其他公司，杨女士被原单位告上法庭，日前，一中院以杨女士违反竞业禁止约定为...C000022人力资源因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决...跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ...
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10149本报讯（记者 石果 实习生 罗智渊）昨日，记者从西南政法大学获悉，5月2日我市将首次举行...C000020教育本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试...本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行...
5702今年3月1日，可以说是我国药品生产企业试点参数放行的“起跑线”。这一天，国家食品药品监督...C000013健康今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA...今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监...
8516新华网成都４月２９日专电（记者肖林）记者２９日从成都铁路局获悉，成渝城际旅客双层新型空调...C000016旅游新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行...新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层...
1556370年代，家里有辆自行车是件很有面子的事情，记得那时最好的牌子叫凤凰，当然更考究的要骑蓝...C000023历史70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国...70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ...
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C000023 历史 \n", + "\n", + " text_clean \\\n", + "3813 一家美国上市公司的中国概念与纸上并购本报记者柯志雄北京报道在高个白人中佛罗里达狼是少数常来中... \n", + "7700 五大前锋轮番上阵申花仍旧没有摆脱锋线零进球的尴尬昨天晚上济南的体育场申花在场面明显占优的情况... \n", + "14812 叶剑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华国锋认为叶剑英德高望重建... \n", + "16103 目前对于信息化战争的研究多数是从战争形态的角度从宏观上以信息化战争的基本概念基本特征作战方式... \n", + "13814 因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决... \n", + "9937 红色旅游正在全国如火如荼地展开井冈山韶山遵义延安西柏坡等几大革命圣地迎来了源源不断的客流成为... \n", + "10149 本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试... \n", + "5702 今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA... \n", + "8516 新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行... \n", + "15563 70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国... \n", + "\n", + " text_cut \n", + "3813 一家 美国 上市公司 中国 概念 纸 并购 本报记者 柯志雄 北京 报道 高个 白人 中 佛... \n", + "7700 五大 前锋 轮番上阵 申花 没有 摆脱 锋线 零 进球 尴尬 昨天晚上 济南 体育场 申花 ... \n", + "14812 叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶... \n", + "16103 目前 信息化 战争 研究 多数 是从 战争 形态 角度 宏观 上以 信息化 战争 基本概念 ... \n", + "13814 跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ... \n", + "9937 红色旅游 正在 全国 如火如荼 展开 井冈山 韶山 遵义 延安 西柏坡 几大 革命圣地 迎来... \n", + "10149 本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行... \n", + "5702 今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监... \n", + "8516 新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层... \n", + "15563 70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ... " + ] + }, + "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", + " ('持股', 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", + " ('过敏', 0.8337826728820801),\n", + " ('出血', 0.8206079602241516),\n", + " ('发作', 0.8174974322319031),\n", + " ('不适', 0.7918287515640259),\n", + " ('疼痛', 0.7878854274749756),\n", + " ('头痛', 0.7779319286346436),\n", + " ('服用', 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", + " ('负担', 0.5551137328147888),\n", + " ('人口', 0.5382763743400574),\n", + " ('贫困', 0.5218415260314941),\n", + " ('子女', 0.5126364827156067),\n", + " ('就业', 0.5091021656990051),\n", + " ('困扰', 0.4945515990257263),\n", + " ('农民工', 0.49445784091949463),\n", + " ('绝大多数', 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", + " ('地铁', 0.7440853118896484),\n", + " ('店', 0.7361814379692078),\n", + " ('餐厅', 0.7339795231819153),\n", + " ('豪华', 0.7255125641822815),\n", + " ('码头', 0.7242347002029419),\n", + " ('酒店', 0.7172418832778931),\n", + " ('住宿', 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", + " ('隐形', 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", + " ('周恩来', 0.7420367002487183),\n", + " ('长官', 0.7394211292266846),\n", + " ('遂', 0.7065316438674927),\n", + " ('孙中山', 0.7047836184501648),\n", + " ('中共', 0.6950869560241699),\n", + " ('邓小平', 0.6865406036376953),\n", + " ('司令', 0.6803985834121704),\n", + " ('共产党', 0.6637289524078369),\n", + " ('台当局', 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', '校长')" + ] + }, + { + "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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= 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/\344\275\277\347\224\250tensorflow2_0\345\222\214LSTM\347\232\204\346\226\207\346\234\254\345\244\232\345\210\206\347\261\2732.ipynb" "b/\344\275\277\347\224\250tensorflow2_0\345\222\214LSTM\347\232\204\346\226\207\346\234\254\345\244\232\345\210\206\347\261\2732.ipynb" new file mode 100644 index 0000000..c24c85f --- /dev/null +++ "b/\344\275\277\347\224\250tensorflow2_0\345\222\214LSTM\347\232\204\346\226\207\346\234\254\345\244\232\345\210\206\347\261\2732.ipynb" @@ -0,0 +1,1556 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "使用tensorflow2.0和LSTM的文本多分类2.ipynb", + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "h1RDtYkDS6xf", + "colab_type": "text" + }, + "source": [ + "之前我给大家介绍过一篇使用keras和LSTM来进行文本多分类的博客 ,今天我将在google提供的Colab notebook上使用tensorflow2.0来是实现以下中文文本多分类的实战应用。选择Colab notebook是因为在Colab notebook中google提供了免费的GPU资源供你使用，这样可以大大节省模型的训练时间。\n", + "\n", + "Google Colab，全名Colaboratory，是由谷歌提供的免费的云平台，可以使用keras、tensorflow等框架进行深度学习。最近Colab平台已经将K80 GPU更换成Tesla T4 GPU，提供了更强的算力。对于刚入门机器学习或深度学习的用户，这个平台是不二之选。\n", + "\n", + "要使用Google Colab必须要在科学上网的环境下，同时必须要有一个gmail账号，还没有gmail账号的同学请赶快注册一个吧。\n", + "\n", + "如何使用colab请看这篇博客（https://www.cnblogs.com/lfri/p/10471852.html）\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FPUUPF3jtmJ4", + "colab_type": "code", + "colab": {} + }, + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import matplotlib\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "import jieba as jb\n", + "import re" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8rrMjRf4tsaM", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#如果还没有安装tensorflow2.0,请使用下面的命令安装tensorflow\n", + "#!pip install tensorflow==2.0.0" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2DUMMJaxY87-", + "colab_type": "text" + }, + "source": [ + "# 数据" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nylC15sMtwsD", + "colab_type": "code", + "outputId": "1f0e0292-be50-4950-f480-055b905cd501", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "print(tf.__version__)" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "2.0.0\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cOFAjwEGtyG0", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# #加载google的云端硬盘\n", + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "mcN17j6OtyMK", + "colab_type": "code", + "outputId": "f6a5919d-2ed4-4fc8-f422-dda7c96394ed", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + } + }, + "source": [ + "df = pd.read_csv('./drive/My Drive/data/online_shopping_10_cats.csv')\n", + "print(\"数据总量: %d .\" % len(df))\n", + "df.sample(10)" + ], + "execution_count": 79, + "outputs": [ + { + "output_type": "stream", + "text": [ + "数据总量: 62774 .\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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catlabelreview
20435水果1这次购物不满意，有焉了的，感觉不怎么有水分，早知道不如直接去市场买，你们可以看看，物流给5星...
47539衣服0一般般，不咋的这衣服
43047衣服1宝贝收到，衣服和描述的一样，服务很好，物流很快，大小合适。
44821衣服0不满意，与图片相差不多，太丑了。我都要求退货了，但是这么多天理都没人理。建议各位网友慎买这家货。
17004水果1还可以啊，只是这阵价格比前面贵
60250酒店0房间隔音出奇的差，从来没有住过隔音这么差的酒店，左右隔壁房间的电视、说话声音，过道里的声音在...
46321衣服0衣服真垃圾。。。。。
36090洗发水0特别不好用，用完头发头皮发油发尾枯
8515平板1清晰度高，声音好听，速度快，支持国产
48332衣服0衣服还可以，不过选的这家物流我真无语，货不给我送到地方不说，弄个存放点，第二天去取还跟我收费...
\n", + "
" + ], + "text/plain": [ + " cat label review\n", + "20435 水果 1 这次购物不满意，有焉了的，感觉不怎么有水分，早知道不如直接去市场买，你们可以看看，物流给5星...\n", + "47539 衣服 0 一般般，不咋的这衣服\n", + "43047 衣服 1 宝贝收到，衣服和描述的一样，服务很好，物流很快，大小合适。\n", + "44821 衣服 0 不满意，与图片相差不多，太丑了。我都要求退货了，但是这么多天理都没人理。建议各位网友慎买这家货。\n", + "17004 水果 1 还可以啊，只是这阵价格比前面贵\n", + "60250 酒店 0 房间隔音出奇的差，从来没有住过隔音这么差的酒店，左右隔壁房间的电视、说话声音，过道里的声音在...\n", + "46321 衣服 0 衣服真垃圾。。。。。\n", + "36090 洗发水 0 特别不好用，用完头发头皮发油发尾枯\n", + "8515 平板 1 清晰度高，声音好听，速度快，支持国产\n", + "48332 衣服 0 衣服还可以，不过选的这家物流我真无语，货不给我送到地方不说，弄个存放点，第二天去取还跟我收费..." + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 79 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "g6B5Pc0gtyVg", + "colab_type": "code", + "outputId": "b2dbe183-d5bf-43a5-de1b-5d2266226817", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + } + }, + "source": [ + "df[[\"cat\"]].drop_duplicates().reset_index(drop=True)" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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cat
0书籍
1平板
2手机
3水果
4洗发水
5热水器
6蒙牛
7衣服
8计算机
9酒店
\n", + "
" + ], + "text/plain": [ + " cat\n", + "0 书籍\n", + "1 平板\n", + "2 手机\n", + "3 水果\n", + "4 洗发水\n", + "5 热水器\n", + "6 蒙牛\n", + "7 衣服\n", + "8 计算机\n", + "9 酒店" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "x6W-Tq9utyfS", + "colab_type": "code", + "outputId": "a12d4df7-5950-4703-c9e8-c476d17c3974", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 431 + } + }, + "source": [ + "print(df.cat.value_counts())\n", + "print()\n", + "print(df.cat.value_counts()/len(df));\n" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "text": [ + "酒店 10000\n", + "水果 10000\n", + "平板 10000\n", + "洗发水 10000\n", + "衣服 10000\n", + "计算机 3992\n", + "书籍 3851\n", + "手机 2323\n", + "蒙牛 2033\n", + "热水器 575\n", + "Name: cat, dtype: int64\n", + "\n", + "酒店 0.159302\n", + "水果 0.159302\n", + "平板 0.159302\n", + "洗发水 0.159302\n", + "衣服 0.159302\n", + "计算机 0.063593\n", + "书籍 0.061347\n", + "手机 0.037006\n", + "蒙牛 0.032386\n", + "热水器 0.009160\n", + "Name: cat, dtype: float64\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7t8RNhVctylV", + "colab_type": "code", + "outputId": "73e54477-b7c6-410e-fb70-4d6d0b4c488c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 127 + } + }, + "source": [ + "df[df.cat=='平板'][[\"review\"]].sample(5).values" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([['东西是给78岁爷爷买的，他用的特别方便，京东配送也特别快，总之，特别满意。老人主要以看电视剧，新闻为主，标准配置已经足够了，请大家参考。'],\n", + " ['从此再也不在京东买东西，呵呵14号下单，15号活动减300，问客服不理，好歹也给个理由回复把！申请保价说有赠品就不给保价。下单之后还给我说地址有问题不给送，要我取消订单。我以前买的东西你让鬼送过来的？虽然最后解决了，但是服务又慢又差。手机还行，但是劝大家别在这里买。本想到315投诉，但忙的都没时间。'],\n", + " ['第一次从京东买东西，真的好坑，客服都是些大夜。最重要的是差评怎么就提交不出去呢？'],\n", + " ['性能很不错。显示跟运行速度给力。支持国产芯！！！就是背后的弧形有点失望'],\n", + " ['前摄像头的像素不够清晰，拍了照片会有各种黑点，问了客服人员说不是质量问题。']], dtype=object)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 48 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yqHg5N_jtyrh", + "colab_type": "code", + "outputId": "bcfde1d2-6f39-4629-8e51-8be437917e06", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 145 + } + }, + "source": [ + "df[df.cat=='手机'][[\"review\"]].sample(5).values" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([['1、来电显示只显示对方的姓名而不显示号码，对方可能有几个号，这样就不知道是对方的哪一个电话号码打来的？应该显示姓名+电话号码！2、我每天都要从名片夹中查找很多联系人的号码，而且他们的号码大多是长途的，所以我都是从手机中找到了再用办公室的座机拨打，因为使用次数频繁，所以使用名片夹中的查找功能很麻烦，如果通过语音拨号呼叫并且能停留在该联系人的名片资料上不直接拨打就好了，摩托A780这一点就做得比较好。'],\n", + " ['排线容易坏我已经换了几次了啊！而且售后服务特别差'],\n", + " ['我用了两个月，除了时间不太准之外没什么性能上的毛病。我满意的是屏幕的大小和颜色以及自动开关机的功能。'],\n", + " ['色彩明亮，对比度好，通话质量高'],\n", + " ['不错，功能很全，D盘下有7兆呢，可是短信满了，也只能望卡兴叹！其他都不错，有三个闹钟，阴历，等等！']],\n", + " dtype=object)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sPOH8zjAtyx2", + "colab_type": "code", + "outputId": "96525168-7605-4b63-a12f-a0b1c8ff5986", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 145 + } + }, + "source": [ + "df[df.cat=='酒店'][[\"review\"]].sample(5).values" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([['预定酒店很顺利。离西街较远，房间很有特色，古色古香，下次去阳朔再住这里'],\n", + " ['环境较差，马路噪音非常大，而且房间之间的隔音处理得不好，睡在床上能听到楼道里的讲话声。房间偏小。另外，离机场非常远。出租司机走外环线，说是速度快，但走了40多公里。饭店周围的环境很乱。'],\n", + " ['我是在全国雪灾时来到了仁安悦榕庄的，整个酒店就我们一个住户，酒店座落在藏民的村落中，与自然环境融为一体，我看到的是一个白色的童话世界，酒店工作人员及总经理何满先生都相当的亲切，怕大雪封山，酒店派了最好的藏族司机：扎西，第二天一早送我们回了丽江，而他自己连着就回香格里拉，等于要开一天的路（早上８点３０出发，他到晚上９点才到）而'],\n", + " ['订的是双人房,感觉房间有点小,放了两张床之后就没什么空间了,沙发也只有一个单人的.觉得最不好的是洗手间太太太小了 - 好挤,门拉直打开就到浴缸的边了.除了小的问题之外,房间还是很舒服的.自助早餐不错,很丰富,可惜吃不了多少...会所在酒店外面,觉得有点不方便. 有室内游泳池,去游泳还一定要求带游泳帽,最终没下水, 有点郁闷.'],\n", + " ['在这个酒店住过至少有四次，进行一下简单的评价：房间的面积比较大，够得上四星的标准，只是有些房间稍旧了点；房间的设施中规中矩，还行，电脑的上网速度还可以；卫生间的花瓣很欣赏，这一点相当不错；客房服务员的态度非常好，很欣赏；总体感觉较好，推荐！！！']],\n", + " dtype=object)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 50 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Qof3E4K5ty7Z", + "colab_type": "code", + "outputId": "f88f49f7-d4b8-4143-ebce-b283e6f9355d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 125 + } + }, + "source": [ + "df[df.cat=='衣服'][[\"review\"]].sample(5).values" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([['什么鬼东西，质量差，东西又发错，垃圾'],\n", + " ['白色打底衫，质量不错，便宜！！！！！！！！穿着舒服！！！'],\n", + " ['快递非常给力哦，昨天下单今天上午就到了，款式不错，大小正好，质量很好，非常满意'],\n", + " ['纯棉的，很不错。这个价格能买到纯棉很不错了'],\n", + " ['你*的就给我这样的裤子？特么的这是我在京东唯一一次买到烂东西，就你这家店，你老母的，老子准备过年穿的，滚你*，给你一星都奢侈']],\n", + " dtype=object)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 51 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZiwexnALYtRX", + "colab_type": "text" + }, + "source": [ + "## 数据预处理\n", + "\n", + "下面我们要对评语进行一些预处理工作,这包括删除文本中的标点符号,特殊符号,还要删除一些无意义的常用词(stopword),因为这些词和符号对系统分析预测文本的内容没有任何帮助,反而会增加计算的复杂度和增加系统开销,所有在使用这些文本数据之前必须要将它们清理干净。" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "f0GCA1OFty_U", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#定义删除除字母,数字，汉字以外的所有符号的函数\n", + "def remove_punctuation(line):\n", + " line = str(line)\n", + " if line.strip()=='':\n", + " return ''\n", + " rule = re.compile(u\"[^a-zA-Z0-9\\u4E00-\\u9FA5]\")\n", + " line = rule.sub('',line)\n", + " return line\n", + " \n", + "def stopwordslist(filepath): \n", + " stopwords = [line.strip() for line in open(filepath, 'r', encoding='utf-8').readlines()] \n", + " return stopwords \n", + "\n", + "#加载停用词\n", + "stopwords = stopwordslist(\"./drive/My Drive/data/chineseStopWords.txt\")" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "j-lQ-HZ5ZYXf", + "colab_type": "text" + }, + "source": [ + "中文停用词包含了很多日常使用频率很高的常用词,如 吧，吗，呢，啥等一些感叹词等,这些高频常用词无法反应出文本的主要意思,所以要被过滤掉。\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "f7zcm7w1tzFH", + "colab_type": "code", + "outputId": "f765fafe-bf81-4318-e97c-316576801a5d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + } + }, + "source": [ + "df['clean_review'] = df['review'].apply(remove_punctuation)\n", + "df.sample(10)" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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catlabelreviewclean_review
49320计算机1外观有够炫，很漂亮，看着用着都舒心，爱不释手……悬浮键手感不错，性价比很高，跟其他牌子的本本...外观有够炫很漂亮看着用着都舒心爱不释手悬浮键手感不错性价比很高跟其他牌子的本本放那一比啥都不...
17530水果1没有，前几次买的好总是，能遇到，里面是烂的没有前几次买的好总是能遇到里面是烂的
11575平板0要的是通话版，发过的不能通话。问了几天客服，也不给解决。太气人了要的是通话版发过的不能通话问了几天客服也不给解决太气人了
6509平板1好！非常满意！这速度点赞好非常满意这速度点赞
44745衣服0差劲，没法说了，压根没法穿差劲没法说了压根没法穿
53023酒店1本人于2008年6月5日入住该酒店标准间。装修很别致，设施也不错，前台服务很好。早餐品种不多...本人于2008年6月5日入住该酒店标准间装修很别致设施也不错前台服务很好早餐品种不多但味道不...
1687书籍1读南先生的书,就如同在迷雾中行走时突然看到前方有一个光亮在远远地牵引着你,让你心中为一之一振...读南先生的书就如同在迷雾中行走时突然看到前方有一个光亮在远远地牵引着你让你心中为一之一振对于...
30660洗发水1清扬男士，夏天用特别好，去油腻，清爽清扬男士夏天用特别好去油腻清爽
43144衣服1宝贝已收到 质量不错 款式漂亮 做工精美 很满意的一次购物宝贝已收到质量不错款式漂亮做工精美很满意的一次购物
16009手机01.通话时有些回音。2.外觀設計并无新意。3.反应速度太慢。4.摄像功能像个花花枕头，不实用...1通话时有些回音2外觀設計并无新意3反应速度太慢4摄像功能像个花花枕头不实用拍的时候有水波纹...
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" + ], + "text/plain": [ + " cat ... clean_review\n", + "49320 计算机 ... 外观有够炫很漂亮看着用着都舒心爱不释手悬浮键手感不错性价比很高跟其他牌子的本本放那一比啥都不...\n", + "17530 水果 ... 没有前几次买的好总是能遇到里面是烂的\n", + "11575 平板 ... 要的是通话版发过的不能通话问了几天客服也不给解决太气人了\n", + "6509 平板 ... 好非常满意这速度点赞\n", + "44745 衣服 ... 差劲没法说了压根没法穿\n", + "53023 酒店 ... 本人于2008年6月5日入住该酒店标准间装修很别致设施也不错前台服务很好早餐品种不多但味道不...\n", + "1687 书籍 ... 读南先生的书就如同在迷雾中行走时突然看到前方有一个光亮在远远地牵引着你让你心中为一之一振对于...\n", + "30660 洗发水 ... 清扬男士夏天用特别好去油腻清爽\n", + "43144 衣服 ... 宝贝已收到质量不错款式漂亮做工精美很满意的一次购物\n", + "16009 手机 ... 1通话时有些回音2外觀設計并无新意3反应速度太慢4摄像功能像个花花枕头不实用拍的时候有水波纹...\n", + "\n", + "[10 rows x 4 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 9 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-p7sqWxKadqn", + "colab_type": "text" + }, + "source": [ + "我们过滤掉了review中的标点符号和一些特殊符号，并生成了一个新的字段 clean_review。接下来我们要在clean_review的基础上进行分词,把每个评论内容分成由空格隔开的一个一个单独的词语。" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Gy0f4q63tzL1", + "colab_type": "code", + "outputId": "3ea76f1c-87ee-46c4-93a1-5cc013b8de1c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 361 + } + }, + "source": [ + "#分词，并过滤停用词\n", + "df['cut_review'] = df['clean_review'].apply(lambda x: \" \".join([w for w in list(jb.cut(x)) if w not in stopwords]))\n", + "df.head()" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Building prefix dict from the default dictionary ...\n", + "Dumping model to file cache /tmp/jieba.cache\n", + "Loading model cost 0.776 seconds.\n", + "Prefix dict has been built successfully.\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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catlabelreviewclean_reviewcut_review
0书籍1做父母一定要有刘墉这样的心态，不断地学习，不断地进步，不断地给自己补充新鲜血液，让自己保持...做父母一定要有刘墉这样的心态不断地学习不断地进步不断地给自己补充新鲜血液让自己保持一颗年轻的...做 父母 一定 刘墉 心态 不断 学习 不断 进步 不断 补充 新鲜血液 保持 一颗 年轻 ...
1书籍1作者真有英国人严谨的风格，提出观点、进行论述论证，尽管本人对物理学了解不深，但是仍然能感受到...作者真有英国人严谨的风格提出观点进行论述论证尽管本人对物理学了解不深但是仍然能感受到真理的火...作者 真有 英国人 严谨 风格 提出 观点 进行 论述 论证 物理学 了解 不深 仍然 感受...
2书籍1作者长篇大论借用详细报告数据处理工作和计算结果支持其新观点。为什么荷兰曾经县有欧洲最高的生产...作者长篇大论借用详细报告数据处理工作和计算结果支持其新观点为什么荷兰曾经县有欧洲最高的生产率...作者 长篇大论 借用 详细 报告 数据处理 工作 计算结果 支持 其新 观点 荷兰 曾经 县...
3书籍1作者在战几时之前用了＂拥抱＂令人叫绝．日本如果没有战败，就有会有美军的占领，没胡官僚主义的延...作者在战几时之前用了拥抱令人叫绝日本如果没有战败就有会有美军的占领没胡官僚主义的延续没有战后...作者 战 之前 拥抱 令人 叫绝 日本 没有 战败 会 美军 占领 没胡 官僚主义 延续 没...
4书籍1作者在少年时即喜阅读，能看出他精读了无数经典，因而他有一个庞大的内心世界。他的作品最难能可贵...作者在少年时即喜阅读能看出他精读了无数经典因而他有一个庞大的内心世界他的作品最难能可贵的有两...作者 少年 时即 喜 阅读 看出 精读 无数 经典 一个 庞大 内心世界 作品 难能可贵 两...
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" + ], + "text/plain": [ + " cat ... cut_review\n", + "0 书籍 ... 做 父母 一定 刘墉 心态 不断 学习 不断 进步 不断 补充 新鲜血液 保持 一颗 年轻 ...\n", + "1 书籍 ... 作者 真有 英国人 严谨 风格 提出 观点 进行 论述 论证 物理学 了解 不深 仍然 感受...\n", + "2 书籍 ... 作者 长篇大论 借用 详细 报告 数据处理 工作 计算结果 支持 其新 观点 荷兰 曾经 县...\n", + "3 书籍 ... 作者 战 之前 拥抱 令人 叫绝 日本 没有 战败 会 美军 占领 没胡 官僚主义 延续 没...\n", + "4 书籍 ... 作者 少年 时即 喜 阅读 看出 精读 无数 经典 一个 庞大 内心世界 作品 难能可贵 两...\n", + "\n", + "[5 rows x 5 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jh5CMc8DdNPx", + "colab_type": "text" + }, + "source": [ + "# 建模\n", + "\n", + " 首先我们要数据集中拆分出训练集和验证集,我们将80%的数据作为训练集,20%的数据作为验证集，我们通过分层抽样的方式来随机抽样，注意在这里我们使用了sklearn的train_test_split的方法来抽样,并使用了stratify参数来保证抽样后,训练集和验证集中的各个类目的占比与原数据集保持一致。" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1X_6PoqUtzQr", + "colab_type": "code", + "outputId": "94732fd8-5ca7-43e1-a530-00319f1acb17", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 53 + } + }, + "source": [ + "#拆分训练集和测试集\n", + "X_train, X_validation, Y_train, Y_validation = train_test_split(df[['cut_review']],df[[\"cat\"]], test_size = 0.2,stratify=df.cat)\n", + "print(len(X_train))\n", + "print(len(X_validation))" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "text": [ + "50219\n", + "12555\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "acL0ARkztzJv", + "colab_type": "code", + "outputId": "ba40081b-222b-41b2-905a-c80748000633", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 215 + } + }, + "source": [ + "Y_train.cat.value_counts()/len(Y_train)" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "酒店 0.159302\n", + "水果 0.159302\n", + "平板 0.159302\n", + "洗发水 0.159302\n", + "衣服 0.159302\n", + "计算机 0.063601\n", + "书籍 0.061351\n", + "手机 0.036998\n", + "蒙牛 0.032378\n", + "热水器 0.009160\n", + "Name: cat, dtype: float64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 22 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AxRMq888hBY2", + "colab_type": "code", + "outputId": "7b21bfc1-831a-46e7-ce8e-c6a36feee4b1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 215 + } + }, + "source": [ + "Y_validation.cat.value_counts()/len(Y_validation)" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "酒店 0.159299\n", + "水果 0.159299\n", + "平板 0.159299\n", + "洗发水 0.159299\n", + "衣服 0.159299\n", + "计算机 0.063560\n", + "书籍 0.061330\n", + "手机 0.037037\n", + "蒙牛 0.032417\n", + "热水器 0.009160\n", + "Name: cat, dtype: float64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3dADGUfptzDB", + "colab_type": "code", + "colab": {} + }, + "source": [ + "\n", + "vocab_size = 5000\n", + "embedding_dim = 64\n", + "max_length = 150\n", + "trunc_type = 'post'\n", + "padding_type = 'post'\n", + "oov_tok = ''" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "IeTTZ3SSty4S", + "colab_type": "code", + "colab": {} + }, + "source": [ + "tokenizer = Tokenizer(num_words = vocab_size, oov_token=oov_tok)\n", + "tokenizer.fit_on_texts(X_train.cut_review.values)\n", + "word_index = tokenizer.word_index\n", + "reverse_word_index = dict([(value, key) for (key, value) in word_index.items()])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "RZeoOr-Sty12", + "colab_type": "code", + "outputId": "69fa2f96-3293-49e9-fe4c-8dd5a3e6e426", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 233 + } + }, + "source": [ + "print(len(list(word_index.items())))\n", + "print()\n", + "list(word_index.items())[:10]" + ], + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "text": [ + "62476\n", + "\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[('', 1),\n", + " ('买', 2),\n", + " ('不错', 3),\n", + " ('没有', 4),\n", + " ('酒店', 5),\n", + " ('京东', 6),\n", + " ('说', 7),\n", + " ('房间', 8),\n", + " ('一个', 9),\n", + " ('感觉', 10)]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 26 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "S0nOSGtknai-", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vRDmrC4mtyvS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "X_train_sequences = tokenizer.texts_to_sequences(X_train.cut_review.values)\n", + "X_train_padded = pad_sequences(X_train_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n", + "\n", + "X_validation_sequences = tokenizer.texts_to_sequences(X_validation.cut_review.values)\n", + "X_validation_padded = pad_sequences(X_validation_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n", + "\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "WtWvvR0-nx35", + "colab_type": "code", + "outputId": "55dc433d-6d49-4f94-d3f4-ab08859f6336", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 305 + } + }, + "source": [ + "index = 10 \n", + "print(X_train.cut_review.values[index])\n", + "print()\n", + "print(X_train_sequences[index])\n", + "print()\n", + "X_train_padded[index]\n" + ], + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "text": [ + "发货 慢 到货 长成 京东 应该 佳农 更 应该\n", + "\n", + "[162, 246, 356, 1, 6, 76, 1, 109, 76]\n", + "\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([162, 246, 356, 1, 6, 76, 1, 109, 76, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0], dtype=int32)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 30 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_FXrRWfC03aP", + "colab_type": "code", + "outputId": "f8fbce21-665d-46b1-b325-9b16430541c5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 125 + } + }, + "source": [ + "print(\"104 ->\",reverse_word_index[104])\n", + "print(\"3 ->\",reverse_word_index[3])\n", + "print(\"120 ->\",reverse_word_index[120])\n", + "print()\n", + "print(\"贴身 ->\",dict(list(word_index.items()))[\"贴身\"])\n", + "print(\"1 ->\",reverse_word_index[1])\n" + ], + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "text": [ + "104 -> 超市\n", + "3 -> 不错\n", + "120 -> 送货\n", + "\n", + "贴身 -> 7472\n", + "1 -> \n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SlB4ZWettypJ", + "colab_type": "code", + "outputId": "9b2f7a4c-e3b7-484f-91ea-8b17d91f87fe", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 125 + } + }, + "source": [ + "label_tokenizer = Tokenizer()\n", + "label_tokenizer.fit_on_texts(df.cat.values)\n", + "\n", + "Y_training_cat_seq = np.array(label_tokenizer.texts_to_sequences(Y_train.cat.values))\n", + "Y_validation_cat_seq = np.array(label_tokenizer.texts_to_sequences(Y_validation.cat.values))\n", + "\n", + "label_word_index = label_tokenizer.word_index\n", + "\n", + "print(dict(list(label_word_index.items())))\n", + "print(Y_training_cat_seq.shape)\n", + "print()\n", + "print(Y_training_cat_seq[0])\n", + "print(Y_training_cat_seq[1])\n", + "print(Y_training_cat_seq[2])\n" + ], + "execution_count": 32, + "outputs": [ + { + "output_type": "stream", + "text": [ + "{'平板': 1, '水果': 2, '洗发水': 3, '衣服': 4, '酒店': 5, '计算机': 6, '书籍': 7, '手机': 8, '蒙牛': 9, '热水器': 10}\n", + "(50219, 1)\n", + "\n", + "[9]\n", + "[2]\n", + "[1]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0wIz-Yt5tyjS", + "colab_type": "code", + "outputId": "10c1f419-4320-475d-8888-f867d9f1a04b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 91 + } + }, + "source": [ + "reverse_word_index = dict([(value, key) for (key, value) in word_index.items()])\n", + "\n", + "def decode_article(text):\n", + " return ' '.join([reverse_word_index.get(i, '?') for i in text])\n", + "print(decode_article(X_train_padded[0]))\n", + "print('------------------------------------------------')\n", + "print(X_train.cut_review.values[0])" + ], + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "text": [ + "喜欢 蒙牛 你好 ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?\n", + "------------------------------------------------\n", + "喜欢 蒙牛 雀巢 你好 那口儿\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "q0gFILf3tycD", + "colab_type": "code", + "outputId": "9a76b112-dca1-4e51-9c94-7f74c77c0b7d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 305 + } + }, + "source": [ + "model = tf.keras.Sequential([\n", + " \n", + " tf.keras.layers.Embedding(vocab_size, embedding_dim),\n", + " tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(embedding_dim)),\n", + " tf.keras.layers.Dense(embedding_dim, activation='relu'),\n", + " tf.keras.layers.Dense(11, activation='softmax')\n", + "])\n", + "model.summary()" + ], + "execution_count": 34, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "embedding (Embedding) (None, None, 64) 320000 \n", + "_________________________________________________________________\n", + "bidirectional (Bidirectional (None, 128) 66048 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 64) 8256 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 11) 715 \n", + "=================================================================\n", + "Total params: 395,019\n", + "Trainable params: 395,019\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "p3NBM_CptyY7", + "colab_type": "code", + "colab": {} + }, + "source": [ + "model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4xf9ROmaxJS9", + "colab_type": "code", + "outputId": "33d242c2-c40f-4d1f-a41d-345b387aecbd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 395 + } + }, + "source": [ + "num_epochs = 10\n", + "history = model.fit(X_train_padded, \n", + " Y_training_cat_seq, \n", + " epochs=num_epochs, \n", + " validation_data=(X_validation_padded, Y_validation_cat_seq), \n", + " verbose=2)" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Train on 50219 samples, validate on 12555 samples\n", + "Epoch 1/10\n", + "50219/50219 - 216s - loss: 0.7027 - accuracy: 0.7567 - val_loss: 0.4106 - val_accuracy: 0.8660\n", + "Epoch 2/10\n", + "50219/50219 - 213s - loss: 0.3249 - accuracy: 0.8889 - val_loss: 0.3653 - val_accuracy: 0.8764\n", + "Epoch 3/10\n", + "50219/50219 - 213s - loss: 0.2682 - accuracy: 0.9081 - val_loss: 0.3600 - val_accuracy: 0.8794\n", + "Epoch 4/10\n", + "50219/50219 - 214s - loss: 0.2290 - accuracy: 0.9199 - val_loss: 0.3561 - val_accuracy: 0.8793\n", + "Epoch 5/10\n", + "50219/50219 - 215s - loss: 0.2042 - accuracy: 0.9279 - val_loss: 0.3692 - val_accuracy: 0.8790\n", + "Epoch 6/10\n", + "50219/50219 - 222s - loss: 0.1827 - accuracy: 0.9349 - val_loss: 0.3941 - val_accuracy: 0.8775\n", + "Epoch 7/10\n", + "50219/50219 - 218s - loss: 0.1624 - accuracy: 0.9401 - val_loss: 0.4188 - val_accuracy: 0.8768\n", + "Epoch 8/10\n", + "50219/50219 - 211s - loss: 0.1502 - accuracy: 0.9451 - val_loss: 0.4217 - val_accuracy: 0.8726\n", + "Epoch 9/10\n", + "50219/50219 - 212s - loss: 0.1337 - accuracy: 0.9509 - val_loss: 0.4475 - val_accuracy: 0.8740\n", + "Epoch 10/10\n", + "50219/50219 - 212s - loss: 0.1225 - accuracy: 0.9547 - val_loss: 0.4839 - val_accuracy: 0.8745\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Czd41c1WxJWN", + "colab_type": "code", + "outputId": "f3cb2b8a-5c6b-4608-ff72-b5c65f3a121a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + } + }, + "source": [ + "def plot_graphs(history, string): \n", + " plt.plot(history.history[string])\n", + " plt.plot(history.history['val_'+string])\n", + " plt.xlabel(\"Epochs\")\n", + " plt.ylabel(string)\n", + " plt.legend([string, 'val_'+string])\n", + " plt.show()\n", + "\n", + "plot_graphs(history, \"accuracy\")\n", + "plot_graphs(history, \"loss\")" + ], + "execution_count": 38, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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TrRty7rnnUlxczN///nc2bdp0Ol9Zv6GqlFQddoNENRtLqvms9CC1R5x7IaLDPUxMj+eW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\n/EpEPH6WGRT7axoorKiz8Q1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GFrUfiEgP8zMIcoEdYa8rQ8s6MLOvmNlm4EfA/Z3tyMzuNrMyMyurrq72pdi+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\nmNlIYAqwNNhKAvdvwP8GNBw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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zAKL_F-wxJYy", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import seaborn as sns\n", + "from sklearn.metrics import accuracy_score, confusion_matrix\n", + " \n", + "y_pred = model.predict(X_validation_padded)\n", + "y_pred = y_pred.argmax(axis = 1)\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Tt3MPkFXxJhu", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 523 + }, + "outputId": "3c971497-4554-470d-88af-9731e859e815" + }, + "source": [ + "labels=[1,2,3,4,5,6,7,8,9,10] \n", + "conf_mat = confusion_matrix(Y_validation_cat_seq, y_pred)\n", + "fig, ax = plt.subplots(figsize=(10,8))\n", + "sns.heatmap(conf_mat, annot=True, fmt='d',xticklabels=labels, yticklabels=labels)\n", + "plt.ylabel('actual results',fontsize=18);\n", + "plt.xlabel('predict result',fontsize=18);\n", + "print(dict(list(label_word_index.items())))\n", + "\n" + ], + "execution_count": 83, + "outputs": [ + { + "output_type": "stream", + "text": [ + "{'平板': 1, '水果': 2, '洗发水': 3, '衣服': 4, '酒店': 5, '计算机': 6, '书籍': 7, '手机': 8, '蒙牛': 9, '热水器': 10}\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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YpwNkFTdgTlF8AZTeIiiBMcYb6AxUS/RcF4GL8bf/MsbsAG4FIoCSiR5eMr4tVZpTJCIi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\nkbrPRERERBKQWopEREQkIvf4u5zMgVBLkYiIiAhqKRIREZFcZCXYmCI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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Oh2m0x1exJku", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + }, + "outputId": "413572d6-0981-46e3-83c7-a1a9d122fa63" + }, + "source": [ + "from sklearn.metrics import classification_report \n", + "print('accuracy %s' % accuracy_score(y_pred, Y_validation_cat_seq))\n", + "print(classification_report(Y_validation_cat_seq, y_pred,target_names=[str(w) for w in labels]))\n", + "print(dict(list(label_word_index.items())))" + ], + "execution_count": 81, + "outputs": [ + { + "output_type": "stream", + "text": [ + "accuracy 0.8744723217841497\n", + " precision recall f1-score support\n", + "\n", + " 1 0.80 0.78 0.79 2000\n", + " 2 0.89 0.89 0.89 2000\n", + " 3 0.80 0.81 0.81 2000\n", + " 4 0.86 0.90 0.88 2000\n", + " 5 0.99 0.97 0.98 2000\n", + " 6 0.87 0.91 0.89 798\n", + " 7 0.93 0.93 0.93 770\n", + " 8 0.87 0.81 0.84 465\n", + " 9 1.00 1.00 1.00 407\n", + " 10 0.67 0.51 0.58 115\n", + "\n", + " accuracy 0.87 12555\n", + " macro avg 0.87 0.85 0.86 12555\n", + "weighted avg 0.87 0.87 0.87 12555\n", + "\n", + "{'平板': 1, '水果': 2, '洗发水': 3, '衣服': 4, '酒店': 5, '计算机': 6, '书籍': 7, '手机': 8, '蒙牛': 9, '热水器': 10}\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1n8CqEMMBY4p", + "colab_type": "text" + }, + "source": [ + "" + ] + } + ] +} \ No newline at end of file diff --git "a/\345\270\270\347\224\250\344\273\243\347\240\201.txt" "b/\345\270\270\347\224\250\344\273\243\347\240\201.txt" new file mode 100644 index 0000000..4c692d2 --- /dev/null +++ "b/\345\270\270\347\224\250\344\273\243\347\240\201.txt" @@ -0,0 +1,244 @@ +去重 +df = df.drop_duplicates().reset_index(drop=True) +删除某一列 +df2=df2.drop(cols,axis=1) +删除两行 +df.drop(index=[0, 1]) + +date转字符串 + +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') + + + +修改类型 +train['tf_status'] = t1['tf_status'].astype(np.int64) + +修改日期类型 +df['ds'] = pd.to_datetime(df['ds']) + +修改字段名 +df.rename(columns={'#studentid':'studentid'}, inplace = True) + +#加年月 +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) + +删除字段 +df.drop(['#id'], axis=1, inplace=True) + +查看数据中顶部10%的数据 +print(df.weeks.quantile(np.arange(.9,1,.01))) + +设置索引 +df = df.set_index(['hetongdetailid']) + +判断空值 + +print("在 cat 列中总共有 %d 个空值." % df['cat'].isnull().sum()) + +print("在 review 列中总共有 %d 个空值." % df['review'].isnull().sum()) + +df[df.isnull().values==True] + +df = df[pd.notnull(df['review'])] + +排序 +df.sort_values(by="x1",ascending= False) + +模糊查询 +df_remark_tf[df_remark_tf["content_method"].str.contains(keystring)] + +修改字段类型 +df_appraise['deptid'] = df_appraise['deptid'].astype(np.int64) + +修改数据(https://blog.csdn.net/zhangchuang601/article/details/79583551) +df.loc[1,['name','age']] = ['bb',11] +df.iloc[1,2] = 19#修改某一无 +df.loc[df[df.htid.isin(ids)].index,"y"]=1 + +保存数据库 +df.to_sql(name='predict',con=mysql_engine,if_exists = 'replace') + +生成日期 +dt = datetime.datetime(year, month, 1) + +查看顶部10%数据分布 +print(movie_rating_count['totalRatingCount'].quantile(np.arange(.9,1,.01))) + +#-------plotly.express------------------------- +#折线图 +import plotly.express as px + +fig = px.line(df, x='date', y='y_true', + labels={'date':'日期', 'y_true':'话务量'}, + markers=True) +fig.update_xaxes(tickformat = "%Y-%m-%d", hoverformat = "%Y-%m-%d") +fig.update_layout(title_text="热线部门日业务量趋势图", title_x=0.5) +fig.update_traces(marker=dict(size=3)) #控制点的大小 +fig.show() + +#散点图 +fig = px.scatter(df, x="真实订单量", y="真实金额",hover_data=['did','日期']) +fig.update_traces(marker=dict(size=4)) #点的大小 +fig.show() + +---------------------------------- +1、nohup command & +例如 nohup jupyter notebook & + +2、找到进程PID(关闭在前面后台执行的进程的步骤，首先找到其进程PID) +ps -ef | grep xxxx +ps -ef 查看本机所有的进程；grep xxxx代表过滤找到条件xxxx的项目 + +3、kill掉进程 +kill -9 具体的PID + +-------------打开指定端口------------------------------------- +firewall-cmd --zone=public --add-port=8504/tcp --permanent +firewall-cmd --reload + +netstat -ntlp //查看当前所有tcp端口· +netstat -ntulp |grep 8888 //查看所有1935端口使用情况 + +------------------更新pip命令---------------------------------------- +python -m pip install --upgrade pip + +-------------搭建虚拟环境----------------------------- +# 创建虚拟环境 +conda create --name yourenvname python=3.8 + +# 进入虚拟环境 +conda activate yourenvname + +#退出虚拟环境 +conda deactivate + +#删除虚拟环境 +conda remove -n py39 --all + +# 在jupyter notebook中添加虚拟环境 +python -m ipykernel install --user --name yourenvname --display-name "display-name" + + +------------------在jupyter notebook里面添加虚拟环境---------------------------------------- +1.cmd进入虚拟环境（torch_env） +activate torch_env + +2.pip install ipykernel ipython +回车 + +3.ipython kernel install --user --name torch_env +回车 + +4.再次进入jupyter notebook +右上角，new，即可选择需要的虚拟环境。 + +5.另外，如果需要在指定文件夹中打开jupyter notebook,只需要打开文件夹所在位置，点击搜索框左边的位置框，输入cmd,再输入jupyter notebook,即可将路径设为自己需要的。 + +在jupyter 中删除虚拟环境 +6.jupyter kernelspec uninstall myenv + +---------pip install 镜像安装----------------------------------------- +pip install package_name -i https://pypi.tuna.tsinghua.edu.cn/simple + +--------------------图个格式转换--------------------------------------------------- +from PIL import Image + +#base64转PIL +def base64_to_pil(img_base64): + base64_decoded = base64.b64decode(img_base64) + byte_stream = io.BytesIO(base64_decoded) + pil_image = Image.open(byte_stream) + return pil_image + +#PIL转base64 +def image_to_base64_str(pil_image): + byte_arr = io.BytesIO() + pil_image.save(byte_arr, format='PNG') + byte_arr = byte_arr.getvalue() + return str(base64.b64encode(byte_arr).decode('utf-8')) + +#数组转base64(方法一) +pil_image = Image.fromarray(cv2.cvtColor(image_array, cv2.COLOR_BGR2RGB)) +image_base64 = image_to_base64_str(pil_image) + +#数组转base64(方法二) +retval, buffer = cv2.imencode('.png', img_mask_face_array) +image_mask_face_base64 = base64.b64encode(buffer).decode('utf-8') + +# 将PIL转换为NumPy数组 +array_image = np.array(pil_image) +array_image = np.asarray(pil_image) + +#array to pil +from PIL import Image +pil_image = Image.fromarray(image_array) + + +音量调节 +alsamixer + +常用开机自启管理命令总结 +拷贝.service文件: sudo cp mcp_pipe.service /etc/systemd/system/mcp_pipe.service +赋权限:sudo chmod 644 /etc/systemd/system/mcp_pipe.service +重新加载 systemd 配置:sudo systemctl daemon-reload + +启用开机自启: sudo systemctl enable mcp_pipe.service +禁止开机自启: sudo systemctl disable mcp_pipe.service +立即启动: sudo systemctl start mcp_pipe.service +立即停止: sudo systemctl stop mcp_pipe.service +重启服务: sudo systemctl restart mcp_pipe.service +查看状态: sudo systemctl status mcp_pipe.service +查看实时日志：journalctl -u mcp_pipe.service -f + +第一步：在 GitLab 上创建一个新的空项目 +在您的浏览器中打开 GitLab，并导航到 xiaozhi 组。 +点击页面右上角的蓝色按钮 "New project"。 +选择 "Create blank project"。 +在 "Project name" 字段中，为您的项目命名，例如 simple-py-xiaozhi。 +确保 "Project slug" 和 "Project URL" 是正确的。 +您可以选择将 "Visibility Level" 设置为 "Private" 或 "Internal"。 +不要 勾选 "Initialize repository with a README"。因为您本地已经有项目了，所以要创建一个空的项目。 +点击 "Create project"。 + +1. cd D:\work\py-xiaozhi\simple-py-xiaozhi +2. git init +3. git remote add origin [您在GitLab上创建的项目的URL] +4. git add . +5. git commit -m "Initial commit" +6. git push -u origin main + +---------esp32编译---------------------- +cd ~/work/esp-idf +source ./export.sh + +1. idf.py set-target esp32s3 +2. idf.py menuconfig +3. idf.py build +------生成单个固件文件----- +4. cd build , +5. python3 -m esptool --chip esp32s3 merge_bin -o ../xiaozhi_ok.bin @flash_args +6. 烧录固件: +python -m esptool --chip esp32s3 -p /dev/tty.usbmodemXXXX -b 460800 --before default_reset --after hard_reset write_flash -z 0x0 xiaozhi.bin + + + + + + + + + diff --git "a/\346\225\231\347\250\213-pycaret-\346\227\266\351\227\264\345\272\217\345\210\227\351\242\204\346\265\213.ipynb" "b/\346\225\231\347\250\213-pycaret-\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..35b16ff --- /dev/null +++ "b/\346\225\231\347\250\213-pycaret-\346\227\266\351\227\264\345\272\217\345\210\227\351\242\204\346\265\213.ipynb" @@ -0,0 +1,14058 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "81e0620e", + "metadata": {}, + "source": [ + "Last updated: 16 Feb 2023\n", + "\n", + "# 👋 PyCaret 时间序列预测教程\n", + "\n", + "* 本教程来自于PyCaret官网，小红书作者:`派神`，对官方教程进行了整理和翻译。\n", + "\n", + "PyCaret 是 Python 中的开源低代码机器学习库，可自动执行机器学习工作流程。它是一种端到端的机器学习和模型管理工具，可以成倍地加快实验周期并提高您的工作效率。\n", + "\n", + "与其他开源机器学习库相比，PyCaret 是一个备用的低代码库，可以用几行代码代替数百行代码。这使得实验呈指数级快速和高效。PyCaret 本质上是围绕多个机器学习库和框架的 Python 包装器，例如 scikit-learn、XGBoost、LightGBM、CatBoost、spaCy、Optuna、Hyperopt、Ray 等。\n", + "\n", + "PyCaret 的设计和简洁性受到“公民数据科学家”的新兴角色的启发，这是 Gartner 首次使用的术语。“公民数据科学家”是高级用户，他们可以执行简单和适度复杂的分析任务，而这些任务以前需要更多的技术专长。\n" + ] + }, + { + "cell_type": "markdown", + "id": "8116e19d", + "metadata": {}, + "source": [ + "# 💻 Installation\n", + "\n", + "PyCaret 在以下 64 位系统上经过测试和支持：\n", + "- Python 3.7 – 3.10\n", + "- Python 3.9 for Ubuntu only\n", + "- Ubuntu 16.04 or later\n", + "- Windows 7 or later\n", + "\n", + "为了避免与其他包的潜在冲突，强烈建议使用虚拟环境，例如 python3 virtualenv（参见 python3 virtualenv 文档）或 conda 环境。 使用隔离环境可以独立于任何先前安装的 Python 包安装特定版本的 pycaret 及其依赖项。\n", + "\n", + "1. 创建conda 虚拟环境\n", + "- conda create --name yourenvname python=3.8\n", + "\n", + "2. 激活conda虚拟环境\n", + "- conda activate yourenvname\n", + "\n", + "3. 安装pycaret\n", + "- pip install pycaret\n", + "\n", + "4. 创建 notebook kernel,以便在jupyter notebook中加载虚拟环境\n", + "- python -m ipykernel install --user --name yourenvname --display-name \"display-name\"\n", + "\n", + "\n", + "\n", + "PyCaret 的默认安装不会自动安装所有额外的依赖项。如果您想安装所有依赖包，您必须安装完整版本：\n", + "\n", + "`pip install pycaret[full]`\n", + "\n", + "或者根据您的用例，您可以安装以下变体之一：\n", + "\n", + "- `pip install pycaret[analysis]`\n", + "- `pip install pycaret[models]`\n", + "- `pip install pycaret[tuner]`\n", + "- `pip install pycaret[mlops]`\n", + "- `pip install pycaret[parallel]`\n", + "- `pip install pycaret[test]`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d7142a33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'3.0.0'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 版本检查\n", + "import pycaret\n", + "pycaret.__version__" + ] + }, + { + "cell_type": "markdown", + "id": "fb66e98d", + "metadata": {}, + "source": [ + "# 🚀 快速入门" + ] + }, + { + "cell_type": "markdown", + "id": "00347d44", + "metadata": {}, + "source": [ + "PyCaret 的时间序列预测模块现已可用。该模块目前适用于单变量/多变量时间序列预测任务。时序模块的API与PyCaret的其他模块一致。\n", + "\n", + "它内置了预处理功能和 30 多种算法，包括统计/时间序列方法以及基于机器学习的模型。除了模型训练，该模块还有很多其他能力，例如自动超参数调优、集成、模型分析、模型打包和部署能力。\n", + "\n", + "PyCaret 中的典型工作流程按以下顺序包含以下 5 个步骤：\n", + "\n", + "### **Setup** ➡️ **Compare Models** ➡️ **Analyze Model** ➡️ **Prediction** ➡️ **Save Model**
" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1b09f8df", + "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", + "Freq: M, Name: Number of airline passengers, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "### 从pycaret dataset 模块中加载样本数据集\n", + "from pycaret.datasets import get_data\n", + "data = get_data('airline')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2530c17c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 对数据集绘图\n", + "data.plot();" + ] + }, + { + "cell_type": "markdown", + "id": "c00f6a4a", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "此函数初始化训练环境并创建转换管道。在 PyCaret 中执行任何其他函数之前必须调用setup函数。Setup只有一个必填参数，即data参数. 所有其他参数都是可选的。" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "97f2c6c6", + "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
35USI6b18
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 导入 pycaret 时间序列和初始化设置\n", + "from pycaret.time_series import *\n", + "s = setup(data, fh = 3, session_id = 123)" + ] + }, + { + "cell_type": "markdown", + "id": "3c583864", + "metadata": {}, + "source": [ + "成功执行setup后，它会显示包含实验级别信息的信息表格。\n", + "\n", + "- **Session id:** 一个伪随机数，作为种子分布在所有函数中，以供以后再现。如果没有session_id传递，则自动生成一个随机数，分发给所有函数。
\n", + "
\n", + "- **Approach:** 单变量或多变量。
\n", + "
\n", + "- **Exogenous Variables:** 模型中使用的外生变量。
\n", + "
\n", + "- **Original data shape:** 原始数据在变换之前的形状。
\n", + "
\n", + "- **Transformed train set shape :** 变换后的训练集形状。
\n", + "
\n", + "- **Transformed test set shape :** 变换后的测试集的形状。
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "ada19398", + "metadata": {}, + "source": [ + "PyCaret 有两组 API 供您使用。(1)函数式（如上所示）和 (2)OOP(面向对象)的 API。\n", + "\n", + "如果使用面向对象的 API 而不是直接执行函数，您将导入一个类并执行类的方法。" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "32ee91c9", + "metadata": {}, + "outputs": [], + "source": [ + "# 导入 TSForecastingExperiment 并初始化类\n", + "from pycaret.time_series import TSForecastingExperiment\n", + "exp = TSForecastingExperiment()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3ead9fb5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pycaret.time_series.forecasting.oop.TSForecastingExperiment" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 检查exp的类型\n", + "type(exp)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f05b8590", + "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
35USIa9da
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 在 exp 上初始化设置\n", + "exp.setup(data, fh = 3, session_id = 123)" + ] + }, + { + "cell_type": "markdown", + "id": "77213120", + "metadata": {}, + "source": [ + "您可以使用这两种方法中的任何一种，即函数式或 OOP(面向对象)，甚至可以在两组 API 之间来回切换。 方法的选择不会影响结果，并且已经过一致性测试。" + ] + }, + { + "cell_type": "markdown", + "id": "b86fdf15", + "metadata": {}, + "source": [ + "## Check Stats\n", + " `check_stats` 函数用于获取汇总统计信息并对原始数据或模型残差运行统计测试。" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f449e9eb", + "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
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" + ], + "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": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 对原始数据进行统计测试\n", + "check_stats()" + ] + }, + { + "cell_type": "markdown", + "id": "f98dd435", + "metadata": {}, + "source": [ + "## Compare Models\n", + "\n", + "此函数使用交叉验证训练和评估模型库中所有可用模型的性能。此函数的输出是经过交叉验证后的平均分数的评分表格。可以使用该函数访问在 CV(交叉验证)期间评估的指标`get_metrics`。`add_metric`可以使用和函数添加或删除自定义指标`remove_metric`。" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "65a19df4", + "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", 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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.5433
exp_smoothExponential Smoothing0.49290.556115.147719.37920.03200.0317-0.46040.6000
arimaARIMA0.69640.711021.375724.77740.04470.0456-0.54950.5467
auto_arimaAuto ARIMA0.71360.694521.938924.21370.04590.0464-0.545411.7333
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & Detrending0.72120.669622.179423.36730.04530.04680.02610.1200
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize & Detrending0.85020.826426.264628.99230.05130.05340.03650.1100
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.86580.836226.782629.39470.05160.05360.15010.1233
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.89040.872227.526630.62430.05340.0555-0.00920.5633
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.89050.872227.527030.62460.05340.0555-0.00920.1200
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 & Detrending0.89660.875827.722430.75800.05360.0558-0.00420.1233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending0.89660.875927.723130.75940.05360.0558-0.00400.1333
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.91560.887828.318831.18210.05470.0569-0.02090.1267
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrending1.06950.992433.150034.92770.06310.0656-0.16820.1333
thetaTheta Forecaster1.08391.039333.322336.25550.06860.0710-1.79260.5200
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.16941.088436.216038.27290.06940.0727-0.43520.1633
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.19301.134636.910639.85180.07330.0769-0.81350.0800
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 & Detrending1.21711.147537.645740.30700.07240.0757-0.70570.1233
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.24151.174538.487341.34660.07280.0765-0.57110.1267
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.25741.183738.873641.54800.07530.0789-0.94580.1767
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.27021.182039.300441.53550.07600.0797-0.83440.0967
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.31981.204540.834242.30450.07920.0831-0.91920.1100
naiveNaive Forecaster1.56541.495148.444452.52320.09200.0981-1.83440.7000
snaiveSeasonal Naive Forecaster1.67411.534351.666753.73500.10520.1117-4.53880.4767
polytrendPolynomial Trend Forecaster2.15532.109666.981774.40480.12410.1350-4.25250.5067
crostonCroston2.45652.351376.395382.97940.13940.1562-4.58950.5100
grand_meansGrand Means Forecaster7.30656.5029226.0502228.38800.44690.5821-72.11830.4767
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
etsETS0.49120.554115.094319.31050.03180.0316-0.44640.0933
exp_smoothExponential Smoothing0.49290.556115.147719.37920.03200.0317-0.46040.1033
arimaARIMA0.69640.711021.375724.77740.04470.0456-0.54950.0800
auto_arimaAuto ARIMA0.71360.694521.938924.21370.04590.0464-0.545411.5600
par_cds_dtPassive Aggressive w/ Cond. Deseasonalize & Detrending0.72120.669622.179423.36730.04530.04680.02610.0933
lar_cds_dtLeast Angular Regressor w/ Cond. Deseasonalize & Detrending0.85020.826426.264628.99230.05130.05340.03650.0900
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.86580.836226.782629.39470.05160.05360.15010.0800
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.89040.872227.526630.62430.05340.0555-0.00920.0800
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.89050.872227.527030.62460.05340.0555-0.00920.0867
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending0.89440.874627.653530.71270.05350.0557-0.00630.0967
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.89660.875827.722430.75800.05360.0558-0.00420.0933
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending0.89660.875927.723130.75940.05360.0558-0.00400.0767
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.91560.887828.318831.18210.05470.0569-0.02090.0900
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrending1.06950.992433.150034.92770.06310.0656-0.16820.1000
thetaTheta Forecaster1.08391.039333.322336.25550.06860.0710-1.79260.0300
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.16941.088436.216038.27290.06940.0727-0.43520.1633
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.19301.134636.910639.85180.07330.0769-0.81350.0933
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.20191.136237.235939.98270.07130.0746-0.60510.0767
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.21711.147537.645740.30700.07240.0757-0.70570.0900
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.24151.174538.487341.34660.07280.0765-0.57110.1167
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.25741.183738.873641.54800.07530.0789-0.94580.1700
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.27021.182039.300441.53550.07600.0797-0.83440.1167
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.31981.204540.834242.30450.07920.0831-0.91920.1100
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 Forecaster2.15532.109666.981774.40480.12410.1350-4.25250.0233
crostonCroston2.45652.351376.395382.97940.13940.1562-4.58950.0200
grand_meansGrand Means Forecaster7.30656.5029226.0502228.38800.44690.5821-72.11830.0167
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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": 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": [ + "请注意，函数式 API 和 OOP API 之间的输出是一致的。 此notebook中的其余功能将仅使用函数式 API 来展示。\n", + "\n", + "___" + ] + }, + { + "cell_type": "markdown", + "id": "6a77ec0c", + "metadata": {}, + "source": [ + "## Analyze Model" + ] + }, + { + "cell_type": "markdown", + "id": "595ea108", + "metadata": {}, + "source": [ + "您可以使用 `plot_model` 函数来分析经过训练的模型在测试集上的性能。 在某些情况下可能需要重新训练模型。" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0ec7fad6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": 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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": [ + "#查看所有可以绘制的图\n", + "#help(plot_model)" + ] + }, + { + "cell_type": "markdown", + "id": "6bd66179", + "metadata": {}, + "source": [ + "`plot_model` 函数的替代方法是 `evaluate_model`。 它只能在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data参数为“None”（默认）时，它使用“setup”函数中定义的“fh”。" + ] + }, + { + "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
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\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", + "
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ForecastingPipeline(steps=[('forecaster',\n",
+       "                            TransformedTargetForecaster(steps=[('model',\n",
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+       "                                                                        trend='add'))]))])
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" + ], + "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": [ + "# 👇 逐个函数的详细概述" + ] + }, + { + "cell_type": "markdown", + "id": "e05937f5", + "metadata": {}, + "source": [ + "## ✅ Setup\n", + "此函数初始化训练环境并创建转换管道。在 PyCaret 中执行任何其他函数之前必须调用setup函数。`Setup`只有一个必需参数，即`data`. 所有其他参数都是可选的。" + ] + }, + { + "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": [ + "要访问setup函数创建的所有内置变量，例如变换后的数据集、random_state 等，您可以使用`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": [ + "# 查看所有可访问的内置变量\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 内置变量\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": [ + "# 另一个例子: 访问 seed\n", + "print(\"The current seed is: {}\".format(get_config('seed')))\n", + "\n", + "# 我们使用 set_config 来改变 seed变量的值\n", + "set_config('seed', 786)\n", + "print(\"The new seed is: {}\".format(get_config('seed')))" + ] + }, + { + "cell_type": "markdown", + "id": "7afbe41d", + "metadata": {}, + "source": [ + "所有预处理配置和实验设置/参数都传递到`setup`函数中。要查看所有可用参数，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", + " \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": [ + "# 初始化 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", + "此函数使用交叉验证训练和评估模型库中所有可用模型的性能。 此函数的输出是具有平均交叉验证分数的评分表格。 可以使用`get_metrics`函数访问在 CV 期间评估的指标。 可以使用 `add_metric` 和 `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": [ + "# 查看所有可用模型\n", + "models()" + ] + }, + { + "cell_type": "markdown", + "id": "f588f54b", + "metadata": {}, + "source": [ + "您可以使用 `compare_models` 中的 `include` 和 `exclude` 参数仅训练特定模型或通过在 `exclude` 参数中传递模型 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": [ + "上面的函数返回经过训练的模型对象作为输出。 评分表格只显示不返回。 如果您需要访问评分表格，您可以使用`pull`函数来访问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`根据`sort`参数中定义的指标返回性能最佳的单个模型。 让我们更改代码以返回 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": [ + "# 列出前3个MAE指标最优的模型\n", + "best_mae_models_top3" + ] + }, + { + "cell_type": "markdown", + "id": "1d91d27e", + "metadata": {}, + "source": [ + "您可能会发现在`compare_models`中非常有用的其他一些参数是：\n", + "\n", + "- fold\n", + "- cross_validation\n", + "- budget_time\n", + "- errors\n", + "- parallel\n", + "- engine\n", + "\n", + "您可以查看函数的文档字符串以获取更多信息。" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f0c49e0b", + "metadata": {}, + "outputs": [], + "source": [ + "# help(compare_models)" + ] + }, + { + "cell_type": "markdown", + "id": "f8b75e77", + "metadata": {}, + "source": [ + "## ✅ 检查统计数据\n", + "`check_stats`函数用于获取汇总统计数据并对原始数据或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": [ + "# 对原始数据进行统计检测\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 集成了许多不同类型的实验日志记录器（默认 = 'mlflow'）。要在 PyCaret 中打开实验跟踪，您可以设置`log_experiment`和`experiment_name`参数。它将根据定义的记录器自动跟踪所有指标、超参数等。" + ] + }, + { + "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，可以使用 `log_experiment` 参数进行更改。 以下记录器可用：\n", + " \n", + " - mlflow\n", + " - wandb\n", + " - comet_ml\n", + " - dagshub\n", + " \n", + "您可能会发现有用的其他日志记录相关参数是：\n", + "\n", + "- experiment_custom_tags\n", + "- log_plots\n", + "- log_data\n", + "- log_profile\n", + "\n", + "有关更多信息，请查看 `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", + "此函数使用交叉验证训练和评估给定估计器的性能。 此函数的输出是一个评分表格，其中包含按fold计算的 CV 分数。 可以使用`get_metrics`函数访问在 CV 期间评估的指标。 可以使用 `add_metric` 和 `remove_metric` 函数添加或删除自定义指标。 可以使用模型函数访问所有可用模型。" + ] + }, + { + "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": [ + "# 查看所有可用的模型\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 默认参数 fold=3\n", + "ets = create_model('ets')" + ] + }, + { + "cell_type": "markdown", + "id": "074b4572", + "metadata": {}, + "source": [ + "上面的函数返回经过训练的模型对象作为输出。评分网格只显示不返回。如果您需要访问评分网格，您可以使用`pull`函数来访问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": [ + "# 使用参数 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)
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": [ + "ThetaForecaster(deseasonalize=False, sp=12)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 训练 theta 模型指定模型参数\n", + "create_model('theta', deseasonalize = False, fold=5)" + ] + }, + { + "cell_type": "markdown", + "id": "08634e9e", + "metadata": {}, + "source": [ + "您可能会发现非常有用的其他一些参数`create_model`是：\n", + "\n", + "- cross_validation\n", + "- engine\n", + "- fit_kwargs\n", + "\n", + "您可以查看函数的文档字符串以获取更多信息。" + ] + }, + { + "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`函数调整模型的超参数。此函数的输出是一个评分表格，其中包含按fold交叉验证的分数。根据优化参数中定义的指标选择最佳模型。可以使用该函数访问在交叉验证期间评估的指标`get_metrics`。`add_metric`可以使用和函数添加或删除自定义指标`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": [ + "# 使用默认参数训练 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 的超参数\n", + "tuned_dt = tune_model(dt)" + ] + }, + { + "cell_type": "markdown", + "id": "805b66b9", + "metadata": {}, + "source": [ + "可以在参数中定义要优化的指标`optimize`（默认值 = 'MASE'）。此外，可以使用`custom_grid`参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": [ + "# 定义超参数调试 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 来调整模型 \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 参数\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": [ + "# 要访问调试器对象，您可以设置 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": [ + "有关所有可用的更多详细信息`search_library` ，`search_algorithm`请查看文档字符串。您可能会发现非常有用的`tune_model`中的其他一些参数是：\n", + "\n", + "- choose_better\n", + "- custom_scorer\n", + "- n_iter\n", + "- search_algorithm\n", + "- optimize\n", + "\n", + "您可以查看函数的文档字符串以获取更多信息。" + ] + }, + { + "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是一种集成模型的方法，此方法训练一个`EnsembleForecaster`为在 estimator_list 参数中传递的多个特定模型。此函数的输出是一个评分表格，其中包含按fold计算的 CV 分数。可以使用该函数访问在 CV 期间评估的指标`get_metrics`。`add_metric`可以使用和函数添加或删除自定义指标`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 的前 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
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
_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)
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": [ + "_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": [ + "# 混合(blend) 前3个模型\n", + "blend_models(best_mae_models_top3)" + ] + }, + { + "cell_type": "markdown", + "id": "9e788c9c", + "metadata": {}, + "source": [ + "您可能会发现`blend_models`非常有用的其他一些参数是：\n", + "\n", + "\n", + "- choose_better\n", + "- method\n", + "- weights\n", + "- fit_kwargs\n", + "- optimize\n", + "\n", + "您可以查看函数的文档字符串以获取更多信息。" + ] + }, + { + "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": [ + "此函数分析训练模型在保留集上的性能。在某些情况下可能需要重新训练模型。" + ] + }, + { + "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": "#68BBE3" + }, + "mode": "lines", + "name": "Lower Interval", + "showlegend": false, + "type": "scatter", + "x": [ + "1960-10-01T00:00:00", + "1960-11-01T00:00:00", + "1960-12-01T00:00:00" + ], + "y": [ + 424.9511, + 371.5726, + 409.45 + ] + }, + { + "fill": "tonexty", + "fillcolor": "rgba(104,187,227,0.5)", + "line": { + "width": 0 + }, + "marker": { + "color": "#68BBE3" + }, + "mode": "lines", + "name": "Prediction Interval | ETS", + "showlegend": true, + "type": "scatter", + "x": [ + "1960-10-01T00:00:00", + "1960-11-01T00:00:00", + "1960-12-01T00:00:00" + ], + "y": [ + 461.5179, + 406.9327, + 448.098 + ] + }, + { + "marker": { + "color": "#3f3f3f", + "size": 5 + }, + "mode": "lines+markers", + "name": "Original", + "showlegend": true, + "type": "scatter", + "x": [ + "1949-01-01T00:00:00", + "1949-02-01T00:00:00", + "1949-03-01T00:00:00", + "1949-04-01T00:00:00", + "1949-05-01T00:00:00", + "1949-06-01T00:00:00", + "1949-07-01T00:00:00", + "1949-08-01T00:00:00", + "1949-09-01T00:00:00", + "1949-10-01T00:00:00", + "1949-11-01T00:00:00", + "1949-12-01T00:00:00", 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"rgb(51,51,51)", + "ticks": "outside" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(237,237,237)", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "rgb(237,237,237)", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "rgb(237,237,237)", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "fillcolor": "black", + "line": { + "width": 0 + }, + "opacity": 0.3 + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside" + }, + "bgcolor": "rgb(237,237,237)", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside" + } + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white" + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "showgrid": true, + "tickcolor": "rgb(51,51,51)", + "ticks": "outside", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white" + } + } + }, + "title": { + "text": "Autocorrelation (ACF) | Number of airline passengers" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "range": [ + -1, + 42 + ], + "title": { + "text": "Lags" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "range": [ + -1.1, + 1.1 + ], + "title": { + "text": "ACF" + }, + "zerolinecolor": "#000000" + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 画 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": [ + "您可能会发现`plot_model`非常有用的其他一些参数是：\n", + "\n", + "- fig_kwargs\n", + "- data_kwargs\n", + "- display_format\n", + "- return_fig\n", + "- return_data\n", + "- save\n", + "\n", + "您可以查看函数的文档字符串以获取更多信息。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54b09b8e", + "metadata": {}, + "outputs": [], + "source": [ + "# help(plot_model)" + ] + }, + { + "cell_type": "markdown", + "id": "e27c212b", + "metadata": {}, + "source": [ + "## ✅ Finalize Model\n", + "此函数在包括保留集在内的整个数据集上训练最终模型。" + ] + }, + { + "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 管道部署在云端。\n", + "\n", + "**AWS:** 在 AWS S3 上部署模型时，必须使用命令行界面配置环境变量。要配置 AWS 环境变量，请输入`aws configure` 终端。需要以下信息，这些信息可以使用您的亚马逊控制台帐户的身份和访问管理 (IAM) 门户生成：\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:** 要在 Google Cloud Platform ('gcp') 上部署模型，必须使用命令行或 GCP 控制台创建项目。创建项目后，您必须创建一个服务帐户并将服务帐户密钥下载为 JSON 文件，以便在您的本地环境中设置环境变量。了解更多信息：: https://cloud.google.com/docs/authentication/production\n", + "\n", + "**Azure:** 要在 Microsoft Azure（“azure”）上部署模型，必须在本地环境中设置连接字符串的环境变量。转到 Azure 门户上的存储帐户设置以访问所需的连接字符串。AZURE_STORAGE_CONNECTION_STRING（需要作为环境变量）了解更多信息: 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", + "此函数将转换管道(pipeline)和经过训练的模型对象作为 pickle 文件保存到当前工作目录中，供以后使用。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc5cf24a", + "metadata": {}, + "outputs": [], + "source": [ + "# 保存模型\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", + "此函数将所有实验变量保存在磁盘上，允许稍后在不重新运行设置函数的情况下恢复。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a3c61b6", + "metadata": {}, + "outputs": [], + "source": [ + "# 保存实验\n", + "save_experiment('my_experiment')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83252c09", + "metadata": {}, + "outputs": [], + "source": [ + "# 从磁盘加载实验\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 +}