From 535fb8a04fae05a98651c53f9b2b420503264523 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E6=9C=B1=E9=9D=99=E6=80=A1?= <1525330168@qq.com> Date: Sun, 17 Dec 2023 09:47:10 +0000 Subject: [PATCH] =?UTF-8?q?2023-=E5=AD=90=E5=A5=B3=E6=95=99=E8=82=B2?= =?UTF-8?q?=E6=94=AF=E5=87=BA-=E6=9C=B1=E9=9D=99=E6=80=A1=E3=80=81?= =?UTF-8?q?=E9=AD=8F=E6=97=AD=E9=A2=96=E3=80=81=E9=92=9F=E8=96=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: 朱静怡 <1525330168@qq.com> --- ...51\242\226 \351\222\237\350\226\207.ipynb" | 1208 +++++++++++++++++ 1 file changed, 1208 insertions(+) create mode 100644 "2023-\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272-\346\234\261\351\235\231\346\200\241 \351\255\217\346\227\255\351\242\226 \351\222\237\350\226\207.ipynb" diff --git "a/2023-\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272-\346\234\261\351\235\231\346\200\241 \351\255\217\346\227\255\351\242\226 \351\222\237\350\226\207.ipynb" "b/2023-\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272-\346\234\261\351\235\231\346\200\241 \351\255\217\346\227\255\351\242\226 \351\222\237\350\226\207.ipynb" new file mode 100644 index 0000000..c27e7d2 --- /dev/null +++ "b/2023-\345\255\220\345\245\263\346\225\231\350\202\262\346\224\257\345\207\272-\346\234\261\351\235\231\346\200\241 \351\255\217\346\227\255\351\242\226 \351\222\237\350\226\207.ipynb" @@ -0,0 +1,1208 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 子女教育支出数据处理" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 数据预处理" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# 导包\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# 将dta格式转为excel格式\n", + "dta = pd.read_stata('C:/Users/Galaxy_ZJY/Desktop/CFPS2020/少儿家长代答-cfps2020childproxy_202112.dta') #文件路径\n", + "dta.to_excel('问卷.xlsx', sheet_name='Sheet1')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# 数据量大的样本建议转为csv形式\n", + "df = pd.read_stata('C:/Users/Galaxy_ZJY/Desktop/CFPS2020/少儿家长代答-cfps2020childproxy_202112.dta')\n", + "df.to_csv('问卷.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# 读取工作表数据\n", + "df1 = pd.read_excel('问卷.xlsx', sheet_name='Sheet1')" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 数值变量相关关系\n", + "# sns.heatmap(df1.corr(), annot=True)\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['wd5total', 'age', 'piinterv', 'wb401', 'wf701', 'wr0s1', 'wb402',\n", + " 'wc5ncode', 'wr0s2', 'wb801'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "# 和'wd5total'前10相关的变量\n", + "# correlations = df1.corr()\n", + "# most_correlated = correlations['wd5total'].sort_values(ascending=False).index[0:10]\n", + "# print(most_correlated)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# 存在重名sheet则覆盖\n", + "writer = pd.ExcelWriter('C:/Users/Galaxy_ZJY/Desktop/问卷.xlsx', mode='a',engine=\"openpyxl\",if_sheet_exists=\"replace\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# 对数据进行处理(示例:筛选出特定列)\n", + "df_filtered = df1[['school', 'age','wd503r','wd501a','wd503a','wd504a','wd501b','wd577rn','wd5total','wd5ckp','wd5total_mn','wd6','wd7rn']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# 写入新的Sheet2\n", + "df_filtered.to_excel(writer, sheet_name='Sheet2', index=False)\n", + "writer.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# 读取工作表数据\n", + "df2 = pd.read_excel('问卷.xlsx', sheet_name='Sheet2')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " school age wd503r wd501a wd503a wd504a wd501b wd577rn wd5total wd5ckp \\\n", + "0 没有上学 0 不适用 不适用 不适用 不适用 不适用 0 0.0 不适用 \n", + "1 放假中 4 不适用 是 否 是 2574 0 2574.0 差不多 \n", + "2 放假中 5 不适用 否 是 否 7500 100 7600.0 差不多 \n", + "3 没有上学 1 不适用 不适用 不适用 不适用 不适用 0 0.0 不适用 \n", + "4 没有上学 3 不适用 不适用 不适用 不适用 不适用 500 500.0 差不多 \n", + "\n", + " wd5total_mn wd6 wd7rn \n", + "0 0 0 不适用 \n", + "1 不适用 0 否 \n", + "2 不适用 0 否 \n", + "3 0 0 不适用 \n", + "4 不适用 0 不适用 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 显示前几行数据\n", + "df2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(6906, 13)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 数据维度\n", + "df2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "school object\n", + "age int64\n", + "wd503r object\n", + "wd501a object\n", + "wd503a object\n", + "wd504a object\n", + "wd501b object\n", + "wd577rn object\n", + "wd5total float64\n", + "wd5ckp object\n", + "wd5total_mn object\n", + "wd6 object\n", + "wd7rn object\n", + "dtype: object" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 数据类型\n", + "df2.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# 剔除缺失值\n", + "df_processed = df2.dropna(axis=0)\n", + "# 可以用均值补充缺失值" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# 存在重名sheet则覆盖\n", + "writer = pd.ExcelWriter('问卷.xlsx', mode='a',engine=\"openpyxl\",if_sheet_exists=\"replace\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# 写入新的Sheet3\n", + "df_processed.to_excel(writer, sheet_name='Sheet3', index=False)\n", + "writer.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 根据年龄进行分类" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# 问卷提示:若age<=7,题干中加载“上托儿所、幼儿园或学前班,也视为在上学。”;否则,不加载。\n", + "# 因此,本代码以7岁为分界线" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# 读取工作表数据\n", + "df3 = pd.read_excel('问卷.xlsx', sheet_name='Sheet3')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# 存在重名sheet则覆盖\n", + "writer = pd.ExcelWriter('问卷.xlsx', mode='a',engine=\"openpyxl\",if_sheet_exists=\"replace\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# 根据年龄分类\n", + "result1 = df3[df3['age'] <= 7].dropna(how='all').dropna(how='all', axis=1)\n", + "result2 = df3[df3['age'] > 7].dropna(how='all').dropna(how='all', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# 写入新的Sheet3\n", + "result1.to_excel(writer, sheet_name='年龄小于等于7岁', index=False)\n", + "result2.to_excel(writer, sheet_name='年龄大于7岁', index=False)\n", + "writer.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "# 也可以创建新的excel表格,并将数据写入表格\n", + "\n", + "from openpyxl import Workbook\n", + "from openpyxl.utils.dataframe import dataframe_to_rows\n", + "\n", + "# 使用条件筛选,选择数值\n", + "result = df3[df3['age'] <= 7].dropna(how='all').dropna(how='all', axis=1)\n", + "\n", + "# 创建新Excel文件,并将筛选后的数据写入工作表\n", + "wb = Workbook()\n", + "ws = wb.active\n", + "\n", + "for row in dataframe_to_rows(result, index=False, header=False):\n", + " ws.append(row)\n", + "\n", + "# 保存修改后的Excel文件\n", + "wb.save('年龄小于等于7岁.xlsx')\n", + "\n", + "# 使用条件筛选,选择数值\n", + "result = df3[df3['age'] > 7].dropna(how='all').dropna(how='all', axis=1)\n", + "\n", + "# 创建新Excel文件,并将筛选后的数据写入工作表\n", + "wb = Workbook()\n", + "ws = wb.active\n", + "\n", + "for row in dataframe_to_rows(result, index=False, header=False):\n", + " ws.append(row)\n", + "\n", + "# 保存修改后的Excel文件\n", + "wb.save('年龄大于7岁.xlsx')\n", + "\n", + "# 但是有待优化:表头没有写进新的表格\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# 读取工作表数据\n", + "df4 = pd.read_excel('问卷.xlsx', sheet_name='年龄小于等于7岁')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agewd5total
count3380.0000003380.000000
mean3.9301783790.850000
std2.0932347679.199676
min0.0000000.000000
25%2.0000000.000000
50%4.000000800.000000
75%6.0000004500.000000
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" + ], + "text/plain": [ + " age wd5total\n", + "count 3380.000000 3380.000000\n", + "mean 3.930178 3790.850000\n", + "std 2.093234 7679.199676\n", + "min 0.000000 0.000000\n", + "25% 2.000000 0.000000\n", + "50% 4.000000 800.000000\n", + "75% 6.000000 4500.000000\n", + "max 7.000000 115000.000000" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 描述性统计分析\n", + "df4.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "school\n", + "没有上学 1513\n", + "放假中 1223\n", + "学期中 644\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df4['school'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "wd5total\n", + "0 1069\n", + "500 97\n", + "1000 90\n", + "200 90\n", + "300 81\n", + " ... \n", + "20600 1\n", + "9359 1\n", + "3350 1\n", + "345 1\n", + "4820 1\n", + "Name: count, Length: 441, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df4['wd5total'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 教育总支出确认情况统计\n", + "sns.set(font='SimHei')\n", + "sns.countplot(y='wd5ckp', data=df4)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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xAEDE59TV1XXYOeIhy/F3VlqtlpD/m4lZYzNrXABjE5XZYnMqtpjHE/H5m0xGu2ai/z6NwNBJmaIorZPtW7QkQU6nE4qiAGieF9by55bnOByODjtHe1ksEtLTU9v989/ncjkSdi6jMWtsZo0LYGyiMktscpMfRblubNsTPoRZlOtGRmcFnZzm6CkzwjVL9P3sTGXopKxbt26orq4Oeazl71lZWQgGg62P9ezZM+Q5eXl5HXaO9tI0HfX1Te3++RZWqwUulwP19R6oqhb3+YzErLGZNS6AsYnKjLFNKS1A+erKkMSsKNeNKWMLEPQFUOsLJLF18Uv0NYsnqUrU/czM2vL7NXRSVlxcjOXLl0NVVVitVgDApk2b0KtXL2RmZqJTp05IS0vD5s2bWxOq+vp67Ny5E2VlZR12jngEg4n78FNVLaHnMxKzxmbWuADGJiozxWYFMK20AJ6ABq8/CMUuw2GzQNJ0BDU92c1LGKNcMyO0QXSGHgAeO3YsGhoa8OCDD+Lzzz/H6tWr8corr2Dy5MkAmueBlZWVYd68eXj//fexe/du3HXXXejWrRtGjhzZYecgIiJjknQdLsWK3OwMuBQrJN08yRiZj6F7yjIzM7F06VI8/vjjGDNmDNxuN2bOnIkxY8a0PmfGjBkIBoOYNWsWvF4viouLUVFR0Toxv6POQURERBQPSdf5tSFZVFVDTU1j3OeRZQvS01NRW9touu5js8Zm1rgAxiYqxiaeRMfldndq988m6n5mZm35/Rp6+JKIiIjoTMGkjIiIiMgAmJQRERERGQCTMiIiIiIDYFJGREREZABMyoiIiIgMgEkZERERkQEwKSMiIiIyACZlRERERAbApIyIiIjIAJiUERERERkAkzIiIiIiA2BSRkRERGQATMqIiIiIDIBJGREREZEBMCkjIiIiMgAmZUREREQGwKSMiIiIyACYlBEREREZAJMyIiIiIgOQk90AIiIiOjW6JKHeq6K6qgaOFBmKbIGk68luFsWJSRkREZFAVElC+apKbNt7pPWxolw3ppQWwMrETGgcviQiIhKEHiEhA4Bte46gfHUldElKUssoEZiUERERCcITUMMSshbb9hyBJ6B2cIsokZiUERERCaLJG4zrOBkbkzIiIiJBOJXoU8FjHSdjY1JGREQkCIfNiqJcd8RjRbluOGzWDm4RJRKTMiIiIkFIuo4ppQVhiVnL6kuWxRAb+zmJiIgEYtV1TCstgCegwesPQrHLcNhYp8wM2FNGREQkGEnX4VKsyM3OgEuxMiEzCSZlRERERAbApIyIiIjIAJiUERERERkAkzIiIiIiA2BSRkRERGQATMqIiIiIDIBJGREREZEBMCkjIiIiMgAmZUREREQGwKSMiIiIyACYlBEREREZAJMyIiIiIgNgUkZERERkAEzKiIiIiAyASRkRERGRATApIyIiIjIAJmVEREREBsCkjIiIiMgAmJQRERERGQCTMiIiIiIDYFJGREREZABMyoiIiIgMgEkZERERkQEwKSMiIiIyACZlRERERAbApIyIiIjIAIRIygKBAObPn49hw4ahqKgIP/vZz/CPf/yj9fiuXbtQVlaGAQMGYNiwYaioqAj5eU3TsHDhQpSUlKCwsBB33HEHqqqqQp6TiHMQERERtZcQSdnixYuxatUqzJkzB2vWrEHv3r0xceJEHD58GLW1tbj99ttxzjnnYNWqVZg+fToWLFiAVatWtf58eXk5li9fjjlz5mDFihWQJAkTJ06E3+8HgIScg4iIiCgeQiRl77//Pq666ipccsklyM7Oxv3334+GhgZ8+umnWLlyJex2Ox599FH06dMHY8eOxW233YYlS5YAAPx+P1566SVMnz4dQ4cORV5eHubPn4/Dhw9j/fr1AJCQcxARERHFQ4ikrEuXLvjrX/+Kr776CqqqYsWKFbDb7TjvvPOwdetWFBcXQ5bl1ucPHjwY+/fvx7Fjx7B79240NjZi8ODBrcddLhfy8/OxZcsWAEjIOYiIiIjiIcd+SvI9+OCDuOuuu3DppZfCarXCYrFgwYIF6NmzJw4dOoScnJyQ53ft2hUAcPDgQRw6dAgA0L1797DnfP311wCQkHO0lyzHnxdbrZaQ/5uJWWMza1wAYxMVYxOP0eJKxP3sTCdEUvbFF1/A5XJh0aJFyMrKwhtvvIH77rsPr776KrxeL+x2e8jzU1JSAAA+nw8ejwcAIj6nrq4OABJyjvawWCSkp6e2++e/z+VyJOxcRmPW2MwaF8DYRMXYxGOEuBJ9PztTGT4pO3DgAO69914sW7YMAwcOBAD0798fn3/+OZ577jkoihI22d7n8wEAnE4nFEUB0DwvrOXPLc9xOJpfyIk4R3tomo76+qZ2/3wLq9UCl8uB+noPVFWL+3xGYtbYzBoXwNhExdjEk+i44kmqEnU/M7O2/H4Nn5RVVlYiEAigf//+IY8XFhbigw8+wNlnn43q6uqQYy1/z8rKQjAYbH2sZ8+eIc/Jy8sDAHTr1i3uc7RXMJi4DwhV1RJ6PiMxa2xmjQtgbKJibOIxSlxGaIPoDD8A3DKPa8+ePSGP7927F9nZ2SguLsbf//53qKraemzTpk3o1asXMjMzkZeXh7S0NGzevLn1eH19PXbu3Nna85aIcxARERHFw/BJWUFBAQYOHIj77rsPH3/8Mb788ks8++yz2LRpEyZNmoSxY8eioaEBDz74ID7//HOsXr0ar7zyCiZPngygeR5YWVkZ5s2bh/fffx+7d+/GXXfdhW7dumHkyJEAkJBzEBEREcXD8MOXFosF5eXlePbZZ/E///M/qKurQ05ODpYtW4YBAwYAAJYuXYrHH38cY8aMgdvtxsyZMzFmzJjWc8yYMQPBYBCzZs2C1+tFcXExKioqWifuZ2Zmxn0OIiIionhIuq7ryW7EmUpVNdTUNMZ9Hlm2ID09FbW1jaYb0zdrbGaNC2BsomJs4kl0XG53p3b/bKLuZ2bWlt+v4YcviYiIiM4ETMqIiIiIDIBJGREREZEBMCkjIiIiMgAmZUREREQGwKSMiIiIyAAMX6eMiMgIdElCvVdFdVUNHCkyFNkCiRWFiCiBmJQREcWgShLKV1Vi294jrY8V5boxpbQAViZmRJQgHL4kIopCj5CQAcC2PUdQvroSuiQlqWVEZDZMyoiIovAE1LCErMW2PUfgCagd3CIiMismZUREUTR5g3EdJyJqKyZlRERROJXoU29jHSciaismZUREUThsVhTluiMeK8p1w2GzdnCLiMismJQREUUh6TqmlBaEJWYtqy9ZFoOIEoX97kREMVh1HdNKC+AJaPD6g1DsMhw21ikjosRiTxkRURtIug6XYkVudgZcipUJGRElHJMyIiIiIgNgUkZERERkAEzKiIiIiAyASRkRERGRATApIyIiIjIAJmVEREREBsCkjIiIiMgAmJQRERERGQCTMiIiIiIDYFJGREREZABMyoiIiIgMgEkZERERkQEwKSMiIiIyACZlRERERAbApIyIiIjIAJiUERERERkAkzIiIiIiA5CT3QAiIhHokoR6r4rqqho4UmQosgWSrie7WURkIkzKiIhiUCUJ5asqsW3vkdbHinLdmFJaACsTMyJKEA5fEhFFoUdIyABg254jKF9dCV2SktQyIjIbJmVERFF4AmpYQtZi254j8ATUDm4REZkVkzIioiiavMG4jhMRtRWTMiKiKJxK9Km3sY4TEbUVkzIioigUu4zCvu6Ixwr7uqHYmZQRUWIwKSMiisIXCGJ0Se+wxKywrxujS3rDF+DwpZG1lDLZU1WDEz6VCzPI0Nr0FS8vLw9SG1/IkiRh586dcTWKiMgoGj1BzH11K0YP6YNrhvSGP6DBbrNgd1Ut5r66Fb+adBEcafZkN5MiYCkTEk2bkrKpU6e2OSkjIjITpyLD61ex8r29Jz1OxhOrlMm00gIW/yXDadOnyfTp0093O4iIDMlhs6Io141te8LLYhTluuGwWQHe3A2nLaVMnDJn8JCxtOsrntfrxZ49exAIBKB/82GkaRo8Hg+2bt2Ke+65J6GNJCJKFknXMaW0AOWrK0MSs5ZhMPa2GFNbSpk4OexMBnPKSdnHH3+M//7v/0Z9fX3E46mpqUzKiMhUrLqOaaUF8AQ0eP1BKHYZDhv3vjQyljIhEZ1y3+2zzz6LLl26YOHChRgxYgQuu+wyvPDCC/jZz34GSZKwZMmS09FOIqKkknQdLsWK3OwMuBQrEzKDaxl2jqR12JnIYE45KduzZw+mT5+OkSNHYvjw4Th48CCGDh2Khx56CNdddx0WL158OtpJRETUZi3Dzt9PzDjsTEZ2yv23mqahW7duAIBevXrh888/bz12+eWX47777ktc64iIiNqJw84kmlPuKevZsyf27NkDAMjOzobH48EXX3wBAAgGg2hsbExsC4mIiNqJw84kklNOyq6++mrMmzcP//u//4v09HT069cPc+bMwV/+8hcsWrQI55577uloJxEREZGpnfLw5YQJE1BbW4vKykoAwCOPPIKJEydiypQpSEtL45wyIiIionY45aTMYrGEzBvr378/3nvvPezbtw+9e/dGWlpaQhtIREREdCY45eHLW2+9tXUOWYu0tDQUFBTgq6++wtVXX52wxhERERGdKdrUU7Z169bWyv2ffPIJtmzZgpqamrDn/fWvf8V//vOfxLaQiIionXRJQr1XRXVVDRwpMhSZqy/JuNqUlL355ptYs2YNJEmCJEmYPXt22HNakrarrroqsS38xpo1a/Diiy/iP//5D3r27Ilp06bhpz/9KQBg165dePzxx7Fjxw506dIFt9xyC8aPH9/6s5qm4fnnn8cbb7yB+vp6/OhHP8IjjzyC7Ozs1uck4hxERGQcaoRNyVvqlFmZmJEBtSkpe/DBB1FaWgpd1zFu3Dg8/PDDYassLRYLXC4X+vbtm/BGvvXWW3jggQdw3333YdiwYVi3bh3uvvtudOvWDeeccw5uv/12jBgxArNnz8ann36K2bNno0uXLhg7diwAoLy8HMuXL8eTTz6JrKwszJ07FxMnTsS6detgt9tRW1sb9zmIiMg49AgJGdC8GXn56kpMYwFZMqA2JWWdOnXChRdeCAD43e9+h/z8/A6b0K/rOhYsWIBx48Zh3LhxAICpU6fiH//4Bz755BN88sknsNvtePTRRyHLMvr06YOqqiosWbIEY8eOhd/vx0svvYR7770XQ4cOBQDMnz8fJSUlWL9+PUaNGoWVK1fGfQ4iIjIOT0ANS8habNtzBJ6ACqd8ytOqiU6rU35FXnjhhfD7/Xj66adxww034IorrsBNN92Ep59+GseOHUt4A/ft24cDBw6ELSCoqKjA5MmTsXXrVhQXF0OWv80vBw8ejP379+PYsWPYvXs3GhsbMXjw4NbjLpcL+fn52LJlCwAk5BxERGQcTd5gXMeJkuGUk7JDhw6htLQUy5YtQ0pKCvLz8yHLMl5++WVce+21OHz4cEIb+OWXXwIAmpqaMH78eFx00UW4/vrr8Ze//KW1PS3bPrXo2rUrAODgwYM4dOgQAKB79+5hz/n6668Tdg4iIjIOpxJ9ICjWcaJkOOVX5dy5c2G1WvHOO+/ghz/8Yevj//nPf3DHHXdg/vz5+PWvf52wBjY0NAAA7rvvPkybNg333HMP3n33XUyZMgUvv/wyvF5v2JyulJQUAIDP54PH4wGAiM+pq6sDgISco73kBHSfW62WkP+biVljM2tcAGMTldliS7VaUJTrxrY94UOYRblupKbIsEpJaFgCGe2aJeJ+dqY75aTsww8/xAMPPBCSkAHAD3/4Q0ydOhW/+c1vEtY4ALDZbACA8ePHY8yYMQCA8847Dzt37sTLL78MRVHg9/tDfsbn8wEAnE4nFEUBAPj9/tY/tzzH4XAAQELO0R4Wi4T09NR2//z3uVztb4vRmTU2s8YFMDZRmSm26TcU4bmV20ISs6JcN2bcUISzupgnTiNcs0Tfz85Up5yUqaqK9PT0iMcyMjJae7YSpWVYMScnJ+Txc889F3/729/Qo0cPVFdXhxxr+XtWVhaCwWDrYz179gx5Tl5eXuu/Ee852kPTdNTXN7X751tYrRa4XA7U13ugqlrc5zMSs8Zm1rgAxiYqM8YmA5hxXSGa/Co8viAcKTKcdiusuoba2sZkNy9uib5m8SRVibqfmVlbfr+nnJTl5ubirbfewpAhQ8KOrVmzJix5ild+fj5SU1Oxfft2DBw4sPXxvXv3omfPnrjggguwfPlyqKoKq9UKANi0aRN69eqFzMxMdOrUCWlpadi8eXNrQlVfX4+dO3eirKwMAFBcXBz3OdorGEzch5+qagk9n5GYNTazxgUwNlGZMbZOKVb07OZCbW0jgkENZpvib5RrZoQ2iO6Uk7IpU6Zg/PjxOH78OK6++mqcddZZOHr0KN5++2189NFHWLhwYUIbqCgKJkyYgEWLFiErKwsFBQX44x//iI0bN2LZsmU499xzsXTpUjz44IOYMGECKisr8corr7QWuLXb7SgrK8O8efOQkZGBHj16YO7cuejWrRtGjhwJABg7dmzc5yAiIiKKxyknZRdffDGeeuopzJ07Fxs3bmx9/KyzzsITTzxxWpKUKVOmwOFwYP78+Th8+DD69OmD5557DoMGDQIALF26FI8//jjGjBkDt9uNmTNnts4/A4AZM2YgGAxi1qxZ8Hq9KC4uRkVFRevE/czMzLjPQURERBQPSdfbV9JY13Xs27cPdXV16Ny5M3r37g1JkhAMBkPqfdHJqaqGmpr45zXIsgXp6amtXfNmYtbYzBoXwNhExdjEk+i43O5O7f7ZRN3PzKwtv99TXr966aWXYvfu3ZAkCX369MEFF1yAPn36QJIkVFZW4uKLL25XY4mIiIjOZG3q0lq3bl3rCsQDBw5g/fr12L17d9jzNm3ahEAgkNgWEhEREZ0B2pSU7dixA8uWLQMASJKERYsWnfS5t99+e0IaRkRERHQmaVNSdvfdd+OWW26BrusYMWIEnn/+eZx33nkhz7FarUhLS+uwjcqJiIiIzKRNSZndbkePHj0AAO+//z7cbjdXHRIRERElUJuSsnfeeQcXX3wxOnfu3Jqc7d27Fy+88AJ2796N9PR0DBo0CHfccQd7yoiIiIjaoU2rL3/5y1+iqqqq9e+VlZW44YYbWqveK4qCl19+GaNHj8ahQ4dOW2OJiIiIzKpNPWXfL2X21FNPoW/fvnjppZfQqVNz3Y3Dhw/j1ltvxdy5c/H0008nvqVEREREJnbKdcoAYPv27Zg0aVJrQgY0b9w9bdo0fPjhhwlrHBEREdGZol1JWZcuXdClS5eIj2uaeaolExEREXWUNidlr732Gt566y3s2bMHI0aMwOrVq0OOB4NBvPbaa8jNzU14I4mIiIjMrk1zyn7605+isrISb7/9NnRdh67rkCQJ11xzDQYPHoyPPvoIs2fPxldffYWlS5ee7jYTERERmU6bkrL58+cDALxeL/bs2YOdO3di9+7d6NatGwDg+PHjcLvdePTRR3HRRRedvtYSERERmVSbkrIWiqKgsLAQhYWFIY9feeWVuPLKKxPaMCIiIqIzSZuSsoMHD57SSc8+++x2NYaIiDqeLkmo96qorqqBI0WGIlsgfa8UEhGdfm1KyoYPHw5Jktp80l27drW7QURE1HFUSUL5qkps23uk9bGiXDemlBbAysSMqEO1KSl74oknWpOyuro6zJs3DxdddBF++tOfwu124/jx4/jLX/6Cv/3tb7j//vtPa4OJiCgx9AgJGQBs23ME5asrMa20gD1mRB2oTUlZaWlp65+nTp2KMWPG4LHHHgt5ztVXX43HH38cf/rTn3DjjTcmtpVERJRwnoAalpC12LbnCDwBFU65XeUsiagdTvndtnHjRlxxxRURjw0bNgzbtm2Lu1FERHT6NXmDcR0nosQ65aQsPT0dn376acRjH3/8MbKysuJtExERdQCnEn2wJNZxIkqsU37HXX/99SgvL4fH48Hw4cORkZGBo0eP4s9//jN+//vf44EHHjgd7SQiogRz2KwoynVj257wIcyiXDccNivAOWVEHeaUk7I777wTJ06cwLJly7B06VJIkgRd16EoCv77v/8bN9988+loJxERJZik65hSWoDy1ZUhiVnL6ktO8ifqWKeclN16660YPnw4Xn/9ddTV1aGurg7p6ekoKiqC0+k8HW0kIqLTxKrrmFZaAE9Ag9cfhGKX4bCZp04Za7CRSE45KcvMzMQLL7yA+vp6ZGdn4yc/+QmGDx8ORVFOR/uIiOg0k3QdLsWK7O4u1NY2IhjUkt2khGANNhLNKSdlzz77LDRNw7Zt2/DBBx9gw4YNWLZsGVwuF0pKSjB8+HBuuUREREnFGmwkonYVoLFYLPjRj36Eu+66C6tXr8arr76KPn36YN26dfjlL3+Z6DYSERGdkrbUYCMymnatd66qqsInn3yCTz75BFu2bMHhw4eRlpaGn/zkJxg0aFCi20hERHRK2lKDzZlm76DWELXNKSdlQ4YMwZEjR+ByuTBgwACUlZVh0KBBOP/882GxsPIzERElH2uwkYhOOYtyOBzQdR0ulwtZWVno3r07unXrxoSMiIgMo6UGWyStNdiIDOaUvyq8++67OHz4MDZt2oRNmzbhN7/5Daqrq3HOOedg0KBBGDRoEH7605+ejrYSERG1iQTg+uE50DRg+7++nVtW2NeN64fnQEpe04hOStL1+Jef7Ny5E4sXL8b69eshSRJ27dqViLaZnqpqqKlpjPs8smxBenqqqZaytzBrbGaNC2BsojJbbE1BDfcs3IDRQ/ogLzsd/oAGu82C3VW1WPvBF5g3o0T4zdYTfc3c7k7t/tlE3c/MrC2/33YNquu6jsrKSnz00Uf46KOPsH37dmiahuLiYgwdOrQ9pyQiIkqYJm8QXr+Kle/tPelxTvQnoznlpGzq1Kn45JNP0NDQgC5dumDIkCG46aabUFJSgk6d2p9lExERJQon+pOITvlVefDgQZSVlWHYsGEoKCiAJHFknoiIjIWbrZOITjkp+8Mf/nA62kFERJQwkq5jamkBPv38KDJcSuucspp6Lwace5bw1fy5p6c5sf+WiIhMSQewcfvBsL0vC889K3mNSgDu6WleYi89ISIiiiDW3pe6oFNvzBoXNWNSRkREpmPWvS/NGhc1Y1JGRESm05a9L0Vk1rioGZMyIiIyHSUl+pTpWMeNiqU+zI1JGRERmY5FklDYN/Lel4V93bAIOveKe3qaG5MyIqI20CwWHPcE8dm+Y6jzBqFZzPPx2VJeYU9VDU74VFNMFpckHaNLeoclZoV93Rhd0huSJOYqRUnXMaW0ICwxa1l9ybIYYmM/JxFRDEFJwqI3todtbD31ugLIgt8EzVpeQZGt+L/NXyI3Ox3XDOkdsvfl/23+EpNG9xO2eKxV1zGttACegAavPwjFLsNhY50yM0jIhuTUPtyQPDazxmbWuADzxaZZLHjuewlZi8K+bky/vhAWTcw4dUnC8xHKKwDNidk0wXteVElC+erKkKr+Zkg4W3BDcrGctg3JiYjOFE2+YMSEDAC2/+sImnxBpNnEHMpsS3kFpyxmbAB7lEg84r7biIg6QJM3EOO4uCUIzoTyCpKuw6VYkZudAZdiZUJGhsakjIgoilSHPcZxWwe1JPFYXoHIWJiUERFFYbNGL61gs4q7UpHlFcRlxhWzxDllRERR1TX4MLqkNwCErb4cXdIb9Q1+nNUpem+aUUm6jjtLC7Dozcqw2O4UfJK/mZl1xSwxKSMiisqh2PDIko8xekifsNIKc1/dit9ML0l2E9tNlyRUvLUjYtmIirU7MGl0PyZmBhNrQ3LRV8ye6ZiUERFF4UyRkZudgZXv7Q07VtjXDWeKDAhaEsMTULH986PIPrtz2LHt/zoq/OpLM/IEVOz6sgY3jMhBXnZ6SCK99oMveM0ExzplScQ6ZbGZNTazxgWYM7agJEUc4hO9eOyxRj9ONAWwdsM+fPqdnpcBOc1Ds52cNmSmijk020KXpNaSGI4UGYosdkmM03nNWKfs9GKdMiKiBJB1HdOvL0STL4gmbxBORYYzRRa2aGwLV6odr727J+TmDgCf7j0CCcDPS/snp2EJYsa5V2a/Zmc69nESEbWBRdPQxSHj/N6Z6OIQPyEDAH9QD7u5t9i29wj8QTETFyD23CtRVyua+ZoRkzIiojNWkydGYdwYx42sLbsViMjM14yYlBERnbGUlOh1yGIdNzKz7lZg5mtGgiVl+/fvR1FREVavXt362K5du1BWVoYBAwZg2LBhqKioCPkZTdOwcOFClJSUoLCwEHfccQeqqqpCnpOIcxARiSbFZo1aGDdF4OKxZt2twMzXjARKygKBAO655x40NTW1PlZbW4vbb78d55xzDlatWoXp06djwYIFWLVqVetzysvLsXz5csyZMwcrVqyAJEmYOHEi/H5/ws5BRCQiu0XC5DH9w27yhX3dmDymP+wWMeddAc27FQw6Pws3jMjBw+MH4f5bi/Hw+EG4YUQOBp2fJexuBXaLhBtH5ES8ZjeOyBH6mpFAqy+fe+45pKamhjy2cuVK2O12PProo5BlGX369EFVVRWWLFmCsWPHwu/346WXXsK9996LoUOHAgDmz5+PkpISrF+/HqNGjUrIOYjI/Fq2tamuqjFFaQUA0AG8/udduLqkN267Kh8ebxAORcaxOi9ef3cXbr8yH6Le4iVdx/jR/bDozcqQGnMtpUyEvXa6jq5dFJQMODuk4G9NvRdduyiAqHERAEGSsi1btmDFihVYs2YNhg0b1vr41q1bUVxcDFn+NozBgwfjt7/9LY4dO4YDBw6gsbERgwcPbj3ucrmQn5+PLVu2YNSoUQk5BxGZmxlLKwCAN6jiJwN7Yu2GfRG3kPIGVTiswgyohNAlCYtXhdaWA5q3yloseOV7i66j6NyzWuuvKXYZ2V3ThI2HvmX4d1t9fT1mzpyJWbNmoXv37iHHDh06hG7duoU81rVrVwDAwYMHcejQIQAI+7muXbvi66+/Ttg5iMi8zFpaAQB0XQpLyIDmxGXthn3QdXFjM+vqyxaSrsOlWJGbnQGXYmVCZhKG7yl79NFHMWDAAFx99dVhx7xeL+z20MrFKSkpAACfzwePxwMAEZ9TV1eXsHPEQ07AdhjWb77JWgX9RhuNWWMza1yA+WKr98a6uWtwKWLOT9ICwbCErMX2fx2BpuuQZTFja2qIPue3yRuEq4vSQa05PYz2XkvE/exMZ+ikbM2aNdi6dSvefvvtiMcVRQmbbO/z+QAATqcTitL8hvP7/a1/bnmOw+FI2Dnay2KRkJ6eGvuJbeRyxdceIzNrbGaNCzBPbNVVNVGPe/1BZHd3dVBrEutwXfTYfH4V6RH2xRRBYyB6cd9OqfaEfv4mkxHea4m+n52pDJ2UrVq1CseOHQuZRwYAjzzyCCoqKnD22Wejuro65FjL37OyshAMBlsf69mzZ8hz8vLyAADdunWL+xztpWk66uubYj8xBqvVApfLgfp6D1RV/Crj32XW2MwaF2C+2BR79I9JxS6jtlbMPf8cKdFjc6SIG5siW1CU68a2PeE9gUW5biiyRdjYWiT6vRZPUpWo+5mZteX3a+ikbN68efB6vSGPXXbZZZgxYwauvPJK/PGPf8Ty5cuhqiqs1uYu9k2bNqFXr17IzMxEp06dkJaWhs2bN7cmVPX19di5cyfKysoAAMXFxXGfIx6J3LBZVTXTbAD9fWaNzaxxAeaJzWGLfnN32CzCxmnm2ABgSmkByldXhsTXskBDVzWIWT42nFHea0Zog+gMnZRlZWVFfDwzMxM9evTA2LFjsXTpUjz44IOYMGECKisr8corr2D27NkAmueBlZWVYd68ecjIyECPHj0wd+5cdOvWDSNHjgSAhJyDiMxL0vWoN3eRJ1ibOTYAsOo6ppUWhKxSdNjEL2VC5mXopCyWzMxMLF26FI8//jjGjBkDt9uNmTNnYsyYMa3PmTFjBoLBIGbNmgWv14vi4mJUVFS0TtxPxDmIyNzMfHM3c2zAt6sUs7u7UFvbyN4cMjRJ103yzhOQqmqoqYl/ToMsW5CenmrKDxyzxmbWuADGJirGJp5Ex+V2d2r3zybqfmZmbfn9cv0qERERkQEIPXxJRER0JjLjtl/EpIyIiEgoZt32izh8SUREJAwzb/tFTMqIiMjEWob59lTV4IRPFT5pMfuenmc6Dl8SEZEpmXGYr8kbveRtkzcIZxrLNYmKSRkREZmOLklY+tYO9O2ZjqtLesMf0GC3WbC7qhZL1+7ApNH9hJwY71Si37ZjHSdj49UjIiLT8QZVXDb4HKzdsA8r39vb+nhhXzdGl/SGN6jCYRVvBo9il1HY143t/wofwizs627eq1UzTy22M414r0giIqIYdF3C2g37wpKX7f86grUb9kHXxZxb5guoGF3SG4V93SGPtySbPs4pExp7yoiIyHQ0XY/YmwQ0J2aargMQLzFraApg7qtbMXpIH1wzJHRYdu6rWzF74kVwdOKcMlExKSMiItPx+qJPiPf6gkiziZe8KClWeP1qyJDs94+TuDh8SUREpmPWCfGK3YqiHHfEY0U5bih2JmUiE/NVSUREFIXDZsWg87OQ3b0z8rLTQ4b5qr6ug8NmBQRcfSlbLLj+0hxoOkKGZwv7unH9pTmQLRZO9BcYkzIiojbQLBYc9wRxsPYYUh0yHHYZFt78DEvSdYwf3Q+L3qwMW3059boCIcthAIDHH8SvKj6OOKfsVxUfY96MEjhlDoKJikkZEVEMQUnCoje2h/VMTL2uALKgN3ez0yUJi1dVRlx9uXh1JaaVipmYNXmDUeeUsXis2JhOExFFoVksWPRm5Jv7ojcroVn4MWpEZt2OyKxz5agZP02IiKJo8gWjllZoirHKj5KjLdsRichhs6Io9yQT/XPdzXPlSFhMqYmIomj0BKDYrRg9pE/YhPG1H3yBJo+YpRXMzqw9SpKuY0ppAcpXV2LbnvA9PUUckqVvifmqJCLqIGlOG+4tGxhxu557ywYi1cmPUSMy83ZEVl3HtNICeAIavP4gFLsMh83ChMwEOHxJRBSFwy5H3a7HYRc/KdMlCfVeFXuqanDCp0KXxKt0/31m345I0nW4FCtyszPgUqxMyExC/E8TIqLTyOuPPqfM6w8KXYJAkyR8+vlRZLiU1qHZmnovBpx7FiwC3+jNvh1RSyJdXVUDR4oMRWZPmRkwKSMiiqItE8aFLUEgSag+7sWGTw+Glfs4+6w0dOuiCFlgFTD3dkSqJKF8VWXI6tKWOWVWQa8XNRP36x0RUQdwKra4jhuZXwNWvLc34tDsivf2wi/mlCsAQIrNGjZ02aKwrxspgq5S1CMkZEBzmY/y1ZWmGHo+k7GnTHDswiYjMePrUbZKUSeMy1Zxb4K+QPShWV8gCLugeynaLRJuuiwHFgmhPUo5btw4Mgd2iyRkL6AnoGL/wTrMumMQMjsraPIGkarIOFrnxfMrt8ETUIUeTj/TMSkTGLuwyUjM+no80eTH6JLeAML3Ghxd0hsnmvzITBVz+NLjiz7Z3eNT0UnQpAy6jkyXgh8XnI2rS76dU3aszotMl7jDsl5/EHPuvBhL1uwIez3OufNieH0BOGUxX4/EpExYsbqwRd1ChMRk5tejkmLDQ7/ddNIJ43NnDEl2E9st1RF96DXWcSPTLBY8/72tsVoU9nVj+vWFQu5d6kpNOekOE0vW7MDU6wqETTiJSZmw2rKFCLuwqaOY+fVos0rIzc6IOGG8sK8bNoGHL22yhKIcd8RrV5Tjhk0WN7a27MSQZhPvNen1qzFWA6tCxkXNeOUEZdYtREhMZn491jX4ota7qm/wJ6ll8as/4cPVJb0xICc0tgE5blwteGyNnkDU400eMV+TZo2LmrGnTFBm3UKExGTm16NDseGRJR+fdPjyN9NLkt3EdlMUGx7+JrbRJaGx/eZ/xY4t1tCr0yHma9KscVEzXj1BtWxK+929z1q0bkrLeQXUQcz8elTsctThS8UuA7p4c5MAQLFbkXeS2Ab0dUOxi3vdnCnRt1lypoi5zZJZ46Jmkq4L+o4zAVXVUFPT2P6fl6STbkor8mq375JlC9LTU1Fb24hg0DwfNGaMy6yvx2ONfqQ6bNi5vyas6n1+rww0egLCrr6s9fiR6kjB4lWVYSv5powtQIPHh3SHmLEBQFCSsPj7K4Jz3LhzbAFkgV+TQUkKm+xf2NeNqdfFF5fb3andPxvv/exM0JbfL5OyJErEi1iXJFNvSmvG5AUwb1xmfD02BlVYJAuWvLUDn37v5j7hmn7QdA2psphlI/w6ULH2M/Tq0Rl52ekhw5f7D9Rh/OjzYRd3rr9pt5ACmleXNvmCzTtKKDKcKXLcq0mZlJ1ebfn9cvhScC2b0mZ3d5nuBk/iMePrUbHbIpZW2Lb3CF5cswPTri8UdrgoqOrYsuswtuw6HPH4uFH5sAu6AlOXJCyKUKYFaO7BFblMCwBYNA1dHDJ6nd3ZNO814upLIqKoPDFKK3h84q52a/LGWMkX47iRtaVMC5HRMCkjIoqiKVYJAoHLfZh51ayZy7QA325ptqeqBid8Kve8NAlx33FERB0g1Rmr6r24H6OmXjWbIkOxWzF6SJ+w+XJrP/gCSoq4182sW5oRkzIioqhsVmvUEgQ2qxWAmDdCSdcxtbTgpJPhRZ5zZbVIeHj8YKx4b29IyY/Cvm48PH4wrBYxe5bMvKUZMSkjIoqqvtEXdUPy+iYfzhK0JAbQnE5u3H4wrNel8NyzkteoBJCtEla+vzfiHpEWCfh5af8ktSw+Zt7SjDinjIgoKiVFxtxXtyI3Ox0Pjx+E+28txsPjByE3Ox1zX93aXDxWULF6XUSepxQI6iElTL5r294jCATF7E0y+1y5M524nyZERB3ALluiVvS3C9wr4QloMXpdNDgFLYnRlpWlzjTxejjNvDiDmJQREUXV4PFj0ph+2LmvBpmdv513dazOi/zeGWjw+JHhFO/mDjRvbh1tMnyjJwBnJzFjizWRX9SJ/mZenEFMyoiIourktKOm3oeNlQdDhsMG5Ljxg65pyHClJLF18XEoVtxbNhBrN+wLmwx/b9lAOBQxdyoAAKskoSjHHbl4bI4bVkGHZiVdx5TSgpNuacZJ/mJjUkZEFIWuA8vXh08Y/3TvEeg6cGdpf0DM+zsUuw1rN+yMOBkeAKZeVyjsZuuybMENI3KgA2HJ9A0jciDLFoi6ataq65hWWmC6Lc2ISRkRUVS+gBq1or8voMJuF7NHyReIvluBLxD8JnkRT0BV4fWruLjgbIwu6R0y7Oz1qwioKmxWMWMDzLmlGXH1JRFRVF5f9O14Yh03ssam6JPhGz3iruTTNWD95iqkuxSkuxR0SrUj45s/r99cBV0XtHuTTI09ZUREUaQ6YlX0j37cyJwx2i7ySj7JAvzsijwsWbMjrL7cxGv7oXnoUtzErGWbpeqqGjhSZCgyhy/NQNx3HBFRB3DYLDFWu1mEXe3mTJGj7lbgTJEBTcxhMdlixeLVlRHnyy1ZswN3lhZA1Dll3GbJvDh8SUQURctqt6Jcd8jjZljtZtE0TL2uAIV9Q2Mr7OvG1OsKYBE0IQMAfzD6XEB/UMxhZzMX/CX2lBFRApl1SMXMq91kXcf06wvR5AuiyRuEU5HhTJGFTsiA5hps0TR5gkiziVeDjdssmRuTMiJKCLMPqZh5tZtF09DFIaPX2Z1NE1usuX5Oh5i3v7ZssyTiTgXUTMxXJREZii5JWPrWDvTtmY6rv1N+YHdVLZau3YFJo/sJ36tk1l5AwJyxKXZr1Plyil3MyvdORUaXNDum3VCEzM4KmrxBpCoyjtZ58fzKbUIvziBA0nUBX5Umoaoaamoa4z6PLFuQnp5qmm+432XW2MwWl0fVcOiYB2s37Atb6Ta6pDe6ZTrgELgmlJl7Ac0a29EGH5wO+0lXX3o8AWSK2KMkSfBpOnZ8cSxs269+fTKRYpHanWy63Z3a3axE3c/MrC2/X6bURBQ3XZfCEjLg28rwE6/pl4xmJUSsidXTBJ7sb+bYHIoNsxZvxLQbinDbVfnweINwKDKO1Xkxa/FGPPbzHye7ie2iSxJq6734cPvBsGSzhzsNWekOYa8ZMSkjogTQdD3qSjdNF7cmlJknVps5NpvViuzunTHnpc1hxwr7umGzWiFiSYyAqmHFe+HbfrX8/c7S/rCL+VYjMCkjogTwxJh87PGKudINaJ44rditGD2kD/Ky00Pmy6394AuhJ1abedJ4g8eHSWP6Yee+mrBhvvzeGWjw+JDhFC82b4xtv7wCb/tFTMqIKAFiTS4WefJxqkPGvWUDsXbDPqx8b2/r44V93bi3bCBSBV3FB5j7unVy2lFT78PGyoNhG5L/oGsaMlwpSWxd+8Xa1svnUwEmZcIyfL/08ePH8fDDD2PIkCG44IILcNNNN2Hr1q2tx3ft2oWysjIMGDAAw4YNQ0VFRcjPa5qGhQsXoqSkBIWFhbjjjjtQVVUV8pxEnIPoTOZIkTHgewVIWwzo64YjRdybe4pNPul8ubUb9iHFJm5sDpsVg87Pwg0jcvDw+EG4/9ZiPDx+EG4YkYNB52fBYRP35q7rEpav3xuSkAHAp3uPYPn6vcLufRm71Ie4236RAEnZ3Xffje3bt+OZZ57Bm2++ifPPPx/jx4/HF198gdraWtx+++0455xzsGrVKkyfPh0LFizAqlWrWn++vLwcy5cvx5w5c7BixQpIkoSJEyfC7/cDQELOQXSm0zQNk8b0R1HO96re57gxaUx/aAIXIvX4glGHizw+cTftlnQdk0b3wyWFZ+OsLg50TrPjrC4OXFJ4tvBlTHyB6NfNFxDzutmsFhSfFzmRLj4vCzaBVzmTwYcvq6qqsHHjRvz+97/HBRdcAAB48MEH8cEHH2DdunVQFAV2ux2PPvooZFlGnz59UFVVhSVLlmDs2LHw+/146aWXcO+992Lo0KEAgPnz56OkpATr16/HqFGjsHLlyrjPQXSm8wZU1NT58OPCs0PqlB2r96K6pgkZnVOQJmivS8x5V74gUgWdLwdJQlAHKtZ+FraSb8rYAtik9pdXSDZPjGE+j09FJwGH+U40+TDuqnwsWbMjbDh94rX9cKLJh8xUQV+PZOyesvT0dLz44ovo1+/b5fSSJEHXddTV1WHr1q0oLi6GLH+bWw4ePBj79+/HsWPHsHv3bjQ2NmLw4MGtx10uF/Lz87FlyxYASMg5iM50FsmCP/y/L7Doje34VcVm/Pp3W/Cris1Y9MZ2/OH/fQGLZOiPmqhiDQc5FXGHi1pqlEUami1fVQlV4H0UYw3zxTpuVGnO8NprwLcbracJuHiBvmXonjKXy9XaO9XiT3/6E/7973/jkksuwfz585GTkxNyvGvXrgCAgwcP4tChQwCA7t27hz3n66+/BgAcOnQo7nPEQ07AcnPrN93VVhN2W5s1NrPFpcUYKtJ0HbIsXq8EANh0LWpleJtVSsj7OBkaPLGHZrsIupDBBh1FOe6IJT+KctywyRbIsnhJZ6M3+urLoKojVen491qjNwibzQrWo4+PUO+2v//973jggQdw6aWXYvjw4XjyySdht4d+K0hJaV5R4/P54PF4ACDic+rq6gAAXq837nO0l8UiIT09Na5zfJfL5UjYuYzGrLGZJa7DdTVRj/v8KtLP7txBrUmsr/cdxeiS3gAQcbeC+kY/evTKTFbz4nKg5mjU442eIHoJet0O7z+KCdf0w9K3doTuVpDjxoRr+uFEow89zhHvuh3+Mvp7zesL4pzurg5qzbckAF26ODv83zUbYZKy9957D/fccw8KCwvxzDPPAAAURQmbbO/z+QAATqcTiqIAAPx+f+ufW57jcDgSdo720jQd9fVNcZ0DaO5tcbkcqK/3QFXFnVAdiVljM1tcsVZXOlJk1NaKuQWL02HHk69siVgZ/rmV2/DYzy8WNrbYQ3ziXjdXWgpq6334ccH35jnWeXGi0Y90V4qQsZ3O91o8nQRORdzXSkdpy+9XiKTs1VdfxeOPP46RI0di3rx5rb1W3bp1Q3V1dchzW/6elZWFYDDY+ljPnj1DnpOXl5ewc8Qjkfseqqpmin0UIzFrbGaJy2GzoCjXjW17IgwV5brhsFmEjdMuWzDzluKwKuqFfd2YeUsx7LK4sTlT5KhDs84UWdjYdF3C79eHV74HmmO7s7RAyNgUuxUD+rrxaYS4Bnyz0Xqy4hLx92k0hp8I8frrr+Oxxx7DzTffjGeffTZkGLG4uBh///vfoarfrrLZtGkTevXqhczMTOTl5SEtLQ2bN3+7zUZ9fT127tyJgQMHJuwcRGc6SdcxpbQARbnfK4nxzcbWIpdWCAY1rHw/8rY2b7y/V+gbkTcQxOiS3ij8Xo25lqFZr6BlIwDzlsTwBVRcO7RPxPIz1w7tA18g+qpTMjZD95Tt378fTzzxBEaOHInJkyfj2LFjrccURcHYsWOxdOlSPPjgg5gwYQIqKyvxyiuvYPbs2QCa54GVlZVh3rx5yMjIQI8ePTB37lx069YNI0eOBICEnIOIAKuuY1ppATwBDV5/EIpdhsNmETohAwBV18MKkLbYtvcIVIH39WxoCmLuq1sxekgfXDOkd8gWUnNf3YrZEy+Cs5OYq/lilcTwCloSo8kbgDvDEXFY1p3hQJMnAAdLYgjL0EnZu+++i0AggPXr12P9+vUhx8aMGYNf//rXWLp0KR5//HGMGTMGbrcbM2fOxJgxY1qfN2PGDASDQcyaNQterxfFxcWoqKho7XHLzMyM+xxE1EzSdbgUK7K7u1Bb2yh0L1ILb4zisF6fuPt6OhUZXr8aUu/quxwCb7Nk1sr3ndNSsOjN8DImQHMP59TrCpJSW67RG4TFIkHTxP4SlmySzvWrSaOqGmpq4p8YKcsWpKenmuYm+F1mjc2scemS1NpT5kiRocji95Q1BjXcu3DDSTcknzujBKmClsTw68Di1f+MMu+qP+xidgLCrwO//cM/T1oSY/IYMWNrCGiY8fTfTnp84S+HIc3Wvtej292pna0C6hv9CHj9TMqiaMvvV9yvQURkKC2FSEPKD3wzp8wqcGJmly14ZMJgrHhvb0iP0oAcNx6ZMBh2QRMyAKhv8kcv99Hkx1mCDoWdaPJHL4nR5Bey8n2jJxD1eJMnOT23qYqMmiZfh/+7ZsOkjAxLlyTUe1VUV9WYptfFrPQICRkAbNtzBOWrKzFN6Mn+Ela+F3lja0kCfj6mAICYsSl2GQ//dtNJ55T9ZnpJspvYbp2cKfjdOzsx6pLeuHVUaCmT1/68G7demQ8Rr1taG8qYkLh49ciQzNrrYlaegBpxmAhoTsw8ARVOQXuU/MHosfmDKmyCxmaRJORmZ0ScU1bY1w2LwNssBTUNlw3KxpE6DywS4P9mWL32hBeXDcpGUNNgt4oXnxKjjImSIgNax0+J4JyyxGBSRoZj7l4Xc2ryBqHYrSedd9XkDcKZJt5QEdC22FIFjU3TNVw7tA8uKTwbmZ2VkJV8Z3VxQNM1AOKtUAQACTrsNis+/PRg2NDsjSNyBF0vC3h8gahDzh5fAGk2Ma8ZMSkjAzJzr4tZpTpk3HdrMY4e94Q87u7iwH23Fgs9pOJUZNxbNhBrN+wL6VEq7OvGvWUD4RR4haJis0KxW7Gx8mDI8OyAnObERRH45m61WMIK/gLfJjJ3lvZPRrPi5vGq0cuYTLooKUkZ55QlhrifJmRaTd7oJQhE7nUxK8Umw3GSmk8OuxWKLTlDKolgs1qxdsO+KDd3ceeUWSyWqPPlpo4tFPa6+QLRN+72BVTYBaxT5nTYopYxcSpilvqgZkzKyHBi9TyI3DMBmHMBQ1DToOnAh9sjDxUFNQ2i3ir8weg3d39Qhb2dJQiSrckXxMGjDXj6F0Ngs1rQ6Akg1WFDQNXwm99tQZMv2O7yCsnm8alRh51FLR6bYrOg+Lws9OrROSyu/QfqkGKzsE6ZwMS+u5EpOWzWGPsoWpPyoZMIZl3AoOmIOlT089L+oha9hydG8ViPwMVjff4AZk/6MRavqgxLpmdP+jEaGn2AoLGlOaMPO6c6xbz9eQNBjLsqH0vW7AiLa+K1/eALBCHL4iWb1EzMr0BkambdRzHWAgZd4JVu/hhDRX6B9+NTYvSmxDpuZF06OcISMqD5mi1eVYnOnZQktSx+0Yad127YB5tVzOsmwYJX1u1EbnY6Hh4/CPffWoyHxw9CbnY6Xlm3E1KSbusWcT++DEXMrwpkembcR9HMCxjMOlQEACk2a9QSBCkCT4b3+KJv2u0RePiyLcPOYpYy0XHFRedE7AEcXdIbOpKzFytHLRODSRkZltn2UTTzAgazDhUBQFDTceOIHADhJQhuHJEDVdMBAetdAbGrwzcmqTp8Ipi1lIkEKerCk4nX9EtGs7j6MkHE/aQkEkysVVEir5qSLeZdoahpGnwBFZcUnh1SguBYnRe+gApV0wBBh8JibdotcimTVIct+hcFQTck13Q9ag+gpienp4wSQ8S+WyIhyVYJhX3dEY8V9nVDFrS3BWjbUJGobLIV72zcjyPfq8F25LgH72zcD5vAk6qdKXLY3M0WRbluOFPETcrssiXqnDJR9yyNtfDEG+P46dKy+pLiI+47jkgwJ2Js/izqBskA4IkxNOvxijsMZpGA64efi6Cuw5Fiax72UmQMyDkLA3PdQk9wVjUd1w/PgaaFvyavH948NCtm6gL4/DHqlPlVyALOl3MqctRhWYfgJYPOdLx6RB3EkSLjoSibP8+bIe7mz7FuBCLfKGwWCzp3UlAeoWzElLEFsFkkYQusev1B/Kri44ivyV9VfIynpl0Cm6ALNBrbMIczVcAvCg67jIfHD8aK9/aGDcs+PH4wHPbkFGoW+cuJkYj7SUkkGIfNivN6Rd78WfT6a84UGQP6uvFphJ6JAX2/GQYTNHFRgbCEDGjubSlfVYlp1xcKujsk4PWrUavDe/3irpqNVWRa1C8KQVXDyvcj1wS0SMDkMf1hT0KCxNWXiSHmq5JIQC3118pXV4YUxhW9/hoAWDQNU64rwOKTxGYRNCEDzF02wpESYyhM8Dll0UqZiDqnzBtQ8eXBOsy6YxAyOyutw+lH67x4fuU2eJO0fRR7yhJD3HcckYDMWH+thQTgx/3PxtWXhK5QFF2sshFNApeNsFqkqENhVoHvtPWN0edw1jf6cZaAJTECARVz7rwYS9bsCItrzp0Xw+MLAElIyjQdkCQJoq6yNgomZUQdzGz11wBAs1jw/BvbT9orMf36QmF7y2KVTnAKXDbCapWiD4WV9k9Sy+LnUGx4+MWTz+GcO2NIspvYLp3TFCxZ80/kZqeHxfXKup2YeG1/QE/Ge03H7/68G7dcnsv9L+Mg7qcJERlGU4whPpE3tlbs0Sv6K3Zx5wIGgho+PdkuE3uPIBDUhB3ms8kSzjvnJHM4c9ywyWL2AvoCwagV/Zv3vuz4ayboW8BwmJQRdTBdklDvVVFdVdM8p0cWf/jSzJXh6xp8mHhtv4jDRROv7Ye6Bp+wpUwammJft9ROYsamqhpuHJGDHxecjczOSsiQ+g+7pkFVBd2JQUfUQs0TRienon+aw8ZesgRgUkbUgdQIm5K3TIa3CpyYmbkyvJIiY9bijZh2QxFuuyofHm8QDkXGsTovZi3eiMd+/uNkN7HdYg7NCrpCEWie2dTkC2Jj5cGQ3sABOc09SmmpNohY+V4HovZKJ2vvSwBMyBJA3HcckWD0CAkZ0LwZefnqSkwTeAWmI0WOOsTnELgkhsMuI7t7Z8x5aXPYscK+7qTVhUoEM1836BLe+iC8R+nTvUeg68nbIzJesSr2e33J6ZVuqejPxCw+TMrIsMw2zOcJaGEJWYtte47AE9DgFHSeS1ALYsp1BSh/M7zA6tTrChDUgrAKWhve4w/i2qF9cElh+DDYWV0c8PiDSBV03pUvoEZdoegLqHCKOMQH8+4RaeY9dIlJGRmUGYf5Ys+7CsAp6PydYBB48/3duHXUebBZz0ejJ4BUhw0BVcNrf96N6y7Ngaglr5o8Aei6ftJhMI/A864amgKY++rWk65QnD3xImFfk00m3forxW6NWqg5xW5lRX+BCfoxSWZm1mE+JSV67aBYx41M14H/t+0A/t+2AxGPjx3eFyL2SgDNJQhe/7/wiv4tw2B3lhZA1NpMTkWOWtFf1Kr3gHkr+vsCQVxd0jtsbllhXzeu/mb1pdPa8T23rFOWGGK+KsnUPAE1xjCfCqeAw0UptuilFVJs4iZlHl8wamV4T5LmuSRCQFWxp6oGN4zIiRhbQFWFLRth1qr3AKDYZVx4XhbO6dE57Lp9eaAOil1OUj2v+DQ0BfHcym2tC0++W9H/uZXbcP+4C5PUu8k6ZYnApIwMJ9awQ5M3CKeAlbhVTceNI3IAhH/DvXFEDlRN0CX6ABwpVtxbNjBi7aR7ywbCIXAvYJMnEDU2jzeIVAFfj4B5q94DQH2TF+Ov6YfyVZVh123K2AKcaPIi3SFebE7Fiuk3FIWVxSjs68b0G4rgVJLzXhNw8MKQmJSR4cQadhB3mb4OX0DFJYVnh8zfOVbnhS+gAklcyh4vxS5HrZ009boCYT+1O6el4PX/i1z1HgDuFLjqvZIiR616/5vpJcluYrulKfaoG8mLet0Uuw1rN+yM8l4rTEoPoNUi4dYr8qCq4vU+GomodzcyMYfNiqJcd8jG1i2Kct1w2MSsoK7IVvx5035kd++MzM5K6+NHjnuwddchTBrdT8i4gOZVfNGG+HwBNSlVxhMhoEZfxRdQddgFXTXrSJGRlx256v0AwUtiBFQtxnUTc7cCXyD67hnN77WOfz1qOqAL+vllJEzKyHAkXceU0gKUr64MScxaVl+KOMkfaI5r0uh+qK7zQEmxtc4FKco5C5cX/1DYuIDm2kgzbwkf4huQ48bMWwbC6wsiVRZvqAgAmrwxNiT3BoQdvlQ1FVOuK8CiCKVMplxXAFVTYRW097bJE2MahKCrZmOvKk3O65GrLxODSRkZklXXMa20AJ6ABq8/CMUuw2ETu04ZAKgAlq//V8RaXiK/GV2pdrz27p6wfRQ/3XsEEoCfCzpUBDT3JsVz3NB0CRVrd0Tc3LrirR24/erzRR1Rj7m6UtTVl7Feb0qSXo+c258YYr4q6Ywg6TpcihXZ3V2orW1EMCjmMEoLzWLBoje2R5wLsujNSky/vhAWQYeK/EE96sbW/qAu7AbQZq56Hwhq2LzzMDbvPBzxeNlPz4Nd0I3kLZIU9bpZJDFfj3Y5ep0yu2xFMspSsKcsMZiUEXWQJl8w6ryrJl8QaYLeAJtiFMZt8gSEHCoCAK8/GHWFolfgiv6N3uilTJq8QaQKWsoEko5rhvSGJCFi0V9IYi6sCWoqJlzbD0vW7Ah7PU64th+Cmgo765QJS9I5My9pVFVDTU1j3OeRZQvS01NN0Zv0fWaK7cgJHxo8wYhL2UeX9EYnhw1nCZq4nPCruO/5D096c39q2iXoZBezLMbheh9mL/34pLE9OuEidHWJed0aAiqOHvdi7YZ9EROXs7ooSBO0fl4AwPETPvy7ugGZru9sj1XvRc+uaejSKQUibkjUFNTxyh93oleE+mv7D9Rh3Kj8dm/X5nZ3ane76ht9eOmtHaxTFkVbfr/sKSPqIKYurWCX8eiEwfhPdUPI4+4uDjw6YXBzoU5Bv0GnOW1Rq96nOsX9GHXYZbz9vYQM+GYuoARMKRW3lIlFsmD5+r0RC1E3LxpKTumIeGm6ji27DmPLrshDzrdceR6S0QOoqjpONPk7/N81G3E/TYgEE4xRWiEocGkFq9Q8fPHh9oMRC+NaBR7VsFmj78RgsyZnDk8ieANa1N0zvAENqYK+Jr2BYIzYxBx29vhirL5M0u4ZFouETk47hzDjxKSMqIM0eQMx5u8EhNypAACCmo4V70XvBbSLeW9HXYMXpcPOxY0j+8LxnVImTb4AAgEd9Y0+YaveN3kD6JJmx7QbipDZWQnZsuf5lduELvfRaNKSGEqMaQCxjp8ukgTo3GopbkzKiDqIQ5Gjb0Uk6BJ9oLl4bKyClnZB55SlOm1Ic0p4McLE6knX9oMucK9AqkPG43deHDG2x++8WOjYnIoc9UuQqDuDGHUPXV0HGpoC7C2LEyf6JxEn+sdmptj8uoTFq8O3fQGaP0zvLC2AXRLz7Vh9wo9Hl2w6+WT4iRehq4C9EgCgWix4PkIpE6D5uk27vhBWQUtiBCULFr0ZJbbrCmEVcN4VAKiShCPHvWE9uC1D6u4uCqwC3v50SYJf1fHiW/8MK6496Zr+sFuldtdzjHeif8Vb/wQASJDYWxYBJ/qT0HRJQr1XRXVVDRwpMhRZ7OKx/mD03iR/UBW2JlSaU8Z9txbj6HFPyOPuLg7cd2sx0gSeDO/xRd/WxiNwKROvP0ZsfnFjUzUdK9+PPKRukYDJY/o3z3UUjgTJouP6S/vi1ivz4fEG4VBkeHwBSJbm48nopWrpKQOATk4xv4AZgbiflGRqqiShfFVlyETdlm2WRPx2CwCeWNujJGmCbiIoNhkpNutJJ/orNnELrDZ6YswF9Ih73Rpj1pcTNzZfQI1a0FjUIXUNOmrqfFjxXvjOIK09gElolyQB3TJTMXZoH+i6zl6ydmJSRoajR0jIgOYVU+WrKzFN0P0vnY7oVZGciohVk5oF1VgT/QuEneif5rRFnQsockmM1FivSYe4sXl8atTjXp8qZO08VdPxh799HnFrrD/87XOMH31+UnoAdT12kk+xifuOI9PyBNSoS9k9ARVOAZey26zRt32xiTmWAgDwBaIPg/kCQSF7JYDmGmzfL/gLfJtwTru+UNheQMUefdK4YrcKW6csNUZCKWrC6Q+q+OmPzwn7ktBS8Ld5GkTHv9daVl8uWl2JTk4755S1k3h3NjK9phjDfLGOG1Vdgw+jS3qjsK875PGWiv51DeIWXvT6Y/RKxDhuZE3eQNSEs8krbu+ApDfPrYr0mpw8pj8EXXcCoHnvy6Jcd8RjRbni7n1pkSxhOzAAzQV/396wDxYpObf1784po/YT86sCmVqspeqiLmV3KDY8sqR5u57vDzvMfXUrfjO9JNlNbDdHSvRrEuu4kZl1GAwAvEEVD73wEabdUITbrvp20vixOi8eKP8Qj/38x0IWWAUA2Srh+uE50LTwPUuvH54DWdCeaR06dn958j10m8uYdHxsktQ81J/msGPs0D5QVTF7j5NN3E9KMi2HzYqiXHfIcu8WRbluOGxiDqkodityszMibtcj+lCRRYo+NCtqrwTQlnlX4s4FbPQEcbzBjzkvbY54XNQCqwDgC2j4VUXkL0G/qvgYv5leApuAK0s93iBm3hI+x3FAjhszbxkIjzeYlIK/LT1lkoCbvBsJkzLBma1sBABIuo4ppQUoX10ZVodniqCT/AHg+AkvJl7bD0siFOqceG0/1J3wIVPQ6uk6dIwu6Q0gvFdidEnvpH17T4QUmyVGsU6LsMl0rF5nkQsae7zBqHuWirra2ZVqx+v/tyfyfqVoHo5OhpaeMlb1j4+47zgyZdmIFhLQWofnu9vaiHlbb6ak2PCb323BfeOKoao6Gj0BpDlssFglPPXKFtxTNjDZTYyDhD9v+jLiirA/b/oS40blJ7uB7eYLqFETTl9AhSzoEJ9djp5w2gWNC4jdw5kq6GrngKpHLfURSNIeut+vUyZJEizfvHyYnLUdkzJBmbVsBADoFguqaz0nrcOTle6AJOBqN8Vmxf3jLsRv//DPsLjuH3chZIu4W5NIko5xV+VjyZodYWUjJl7bD5LAPWWNniDmvrr1pHMBZ0+8SNghvvpGf9SEs77RL+y+nnabBQP6uvFphIRzQF93c6FmAT8jY9eWCyTl9djSUwZ8uwoTAFdiniImZYIya9kIAAiomik3t5YkCcve3hGxN2nZus8w8Zr+Qt4kAMAuW7FkTeTYXlm3ExOv7SdsbI4Ua9RhMCVFzEn+AKCkyHj4xU2mXHziD6qYOKYfdu6rQWZnpTW2Y3Ve5PfOgD+oQraK9xnpiPF6S9brkasvE4NJmaDaUjbCKeg3XLNubu0LBnH5ReH1hVqHwYJBOAW8SQDN83O27DqMLbsORzxe9tM8YVco2mNsAJ2MmlCJotityDvJ4pMBgi8+kSChodEf3kErAQ2NfqQJuhWQUTck/25PWcsKzJattdlL1nZi3gEoZvV3kavDm7bmlS6dtAjp2g37AF3A7r9vxCobEeu4kckWCTeOyIlYy+vGETnfDDuLqa7BhwnX9osY24Rr+6GuwZeklsVPtjavA+zhTkW6S0GnVDsyXAp6uFMhfXNcREFNj/p6VJOUALX0lDU0BVjZPw7sKROUHKM6vKgfOIB5a15puh61B1DTxZ13leqQo+4PGau6upH5ghp8ARWXFJ4dMsR3rM4LX0CFL6jBKej7TUmRMWvxxoh1ymYt3ojHfv7jZDcxLmmpKRHncCZrhWIiaFr016OqaYA1ORX9OacsfuJ+Up7hGjx+TLq2H5a+tSN09WWOGxOu6YcGjx8ZgnbPWy1S1DplVkF7JmJuSO4Vc4k+AKTaZTw8fjBWvLc3bGj24fGDkWoXe0Pyp363BaOH9EFmZ6X18SPHPahYuwO/mnSRsFMFHHYZvXp0jlinrCjXDYfA102SJPz2D5URe6Z/+4d/Yup1BUIOzdplK97ZuB+9enQOez1+8tkhjB99flLaxTllicGk7BRomobnn38eb7zxBurr6/GjH/0IjzzyCLKzszu8LS6nHccbfPhx4dm4uuTbb0s19V40evzokpbS4W1KlBSbFf81MhcAwuqU3TQyt3nOhIA3CmeM3iRR9+IDAA3AOxv34eqS3rjtqm/LmByt8+Kdj/bhtlHnCztXwsy1vLzBAO4sLcDiCDUB7ywtgDcYgNMi5pw5rz/63FSvX0WagMVjJQkYM+zciF+AbhyRg2TVaf5uT1kLVvc/dZKuC/hVIUmef/55vP7663jyySeRlZWFuXPn4j//+Q/WrVsHu/3UvymrqoaamsZ2tSUACcv/bzeuGtIHNqsFjZ4AUh02BFQN6zZ8gf8amQeboOUVfLoG2WLFp/86GrZqakDfsxDUVKQkaX+3eKiShNp6L4K6DkeKLaT+mixJSHcpwtaXa1I1ANJJC+MCurCLGFRJQk29D8vX7wmrCfhfI3KR4UoR+LrpaPIE8O/DJ5DhUkK+3PXM6oRUhw0OQYdmD9f7MHvpxyf9EvTohIvQ1SVeD+fRRj8aPUEcPe4J+3w8q4sDaQ4Zmanti8vt7tTudtU1+LBw+T9CHuvktOPWK/Lw/TTjTB3KbMvvl0lZG/n9fgwePBj33nsvbrrpJgBAfX09SkpK8MQTT2DUqFGnfM54kjKvrkOxWKBKEjy+YGshUiVFhlXX4dU0KIJubaNaLFiy5p845+zOYR+mXx6sw8Rr+8MqYE8ZLBZ4g9pJ57goskXIHkAA8OvA4tX/POkcxztLC2AXdHfroAQsXvXPiCVomnuU+kMWMzT4deB//7QLPxnYE5mdlZAezr9t/TfKfnqekOVnAKAxqOHoce9Jk5ezuihC7uvZENAw87kNJ002fzO9pN09gPEkZfWNPlS89c/w9n5vSPNMnmPWlt+vuP3uHWz37t1obGzE4MGDWx9zuVzIz8/Hli1b2pWUxUOxWhHUdSx6Y3vYDX7qdQVQrGIO8QGALxDE5YOjlI4IiFk6IqjrYQkZEDrHRdQ3pD+oRR0q8gfV5mKdAvIF9Kg1AX0BHXISKqgnQlDTcNPleSft4QxqGuwCvteA5vlyKTYrPtx+MGIRalHny0lA1D10k7X35KnMKftutX8za0/iKeo9oMMdOnQIANC9e/eQx7t27Yqvv/66w9ujAlj0ZuRJrIverMS06wsh5kwQRC0dAQATr+mXjFbFzaxzXIC2VBkXdxGDUSuoJ4JssWLx6sifI0vW7MCdpQUQdZeJoEmLUENC1F0YICVnFXekOWWRfHdlppm1t0eQSVkbeTweAAibO5aSkoK6urp2n7e9e+Y1eIJRb/AeXxBdBJ04rgWix6bpOmRZvJSzsT56zacmTxBdHErU5xhVrH0GnQ5Z2P0h21JBXdTYYn2O+IOqsAtQ6psCMYtQO9uQRBiNYrFE3Wd20pj+SMbLUdebtyRrC0nQqTWnQpIkWK0WWCxMyk4LRWm+Wfr9/tY/A4DP54PD4WjXOS0WCenpqe362QM1R6Meb/QE0evszu06d7IdrD0W9bjHK2Zsx2N8YDkdcrtfD8nWFDgRY2Nrq7CxNcaKzSZubLE+R5pM/Dni9alI79GlYxqTQIeOnMCEa/qhfFVl2PSOKdcVAJqG9Mz2zw1rL1eqHbPGD479RIqKSVkbtQxbVldXo2fPnq2PV1dXIy8vr13n1DQd9fVN7frZWD0TqQ4ZtbXtW0SQbG0pQSBibIo9+vYoit0qZFxA89ykidf2izI3SRU2NosE3DgiB0D4cNGNI3JgkSBsbG3p4TRvbDYhY7NYLDhe72mtR9ay8h4A6k94keFytDuueL5cxHM/O1O05ffLpKyN8vLykJaWhs2bN7cmZfX19di5cyfKysrafd5gsH0TTZ0pctQbvDNFbve5k82ZImNAXzc+jRDbAIFjky0WTB7T/6SrL2VJEjIuAFBsMl56+7PWOmXfrQz/+p93446rzxc2NtligUVCxArqFqn5uKixmfpzxG6NWoTaabcKGZtksaBLJyWkZJDHF2wtGSSh/feVeIn4+zQalsQ4BfPnz8fy5cvxxBNPoEePHpg7dy6++uorvP322x1epwwAgpIUNtm/ZfWlLPhlNWtsmiShus4DR4qtNXHx+ALo2tkBi8BxAea9ZkBzrbKT1c0TtUZZC7Nft/IIhXGnlBaIfd0kKaQcUqrDBsc35ZDi2aUgnpIY8d7PzgSsU5ZgqqrimWeewerVq+H1elFcXIyHH34YP/jBD9p5vvhfxJrFgiZfEI2eIFIdMpwpMiwCLvOOxKyxmTUugLGJirGJ53TExaTs9GJSZnCJehHLsgXp6amorW00XfexWWMza1wAYxMVYxNPouNiUnZ6teX3K+Y6biIiIiKTYVJGREREZABMyoiIiIgMgEkZERERkQEwKSMiIiIyACZlRERERAbApIyIiIjIAJiUERERERkAkzIiIiIiA2BSRkRERGQATMqIiIiIDIBJGREREZEBcEPyJNJ1HZqWmF+/1WqBqppno93vMmtsZo0LYGyiYmziSWRcVmv7+2m4IXlsbdmQnEkZERERkQFw+JKIiIjIAJiUERERERkAkzIiIiIiA2BSRkRERGQATMqIiIiIDIBJGREREZEBMCkjIiIiMgAmZUREREQGwKSMiIiIyACYlBEREREZAJMyIiIiIgNgUkZERERkAEzKBKZpGhYuXIiSkhIUFhbijjvuQFVVVbKblXDl5eW45ZZbkt2MhDl+/DgefvhhDBkyBBdccAFuuukmbN26NdnNSohjx47h3nvvxeDBg1FUVIRJkybh888/T3azEmr//v0oKirC6tWrk92UhDhw4AByc3PD/nvjjTeS3bSEWLNmDa688kr0798fo0aNwp/+9KdkNylumzdvjnjNcnNzcemllya7eRQHOdkNoPYrLy/H8uXL8eSTTyIrKwtz587FxIkTsW7dOtjt9mQ3LyGWLVuGhQsXori4ONlNSZi7774bx44dwzPPPIOMjAy8/vrrGD9+PFavXo0+ffoku3lxufPOO2GxWLBkyRI4nU4sWLAAt912G9avXw+Hw5Hs5sUtEAjgnnvuQVNTU7KbkjB79uxBSkoK3nvvPUiS1Pp4p06dktiqxHjrrbfwwAMP4L777sOwYcOwbt063H333ejWrRuKioqS3bx2Kyoqwocffhjy2N69ezFp0iT8/Oc/T1KrKBHYUyYov9+Pl156CdOnT8fQoUORl5eH+fPn4/Dhw1i/fn2ymxe3w4cPY8KECViwYAF69eqV7OYkTFVVFTZu3IhHHnkEAwcORO/evfHggw8iKysL69atS3bz4lJbW4sf/OAHeOyxx9C/f3/06dMHU6ZMwZEjR/Cvf/0r2c1LiOeeew6pqanJbkZC7d27F7169ULXrl3hdrtb/1MUJdlNi4uu61iwYAHGjRuHcePGITs7G1OnTsWPf/xjfPLJJ8luXlzsdnvIterSpQuefPJJXHbZZbj++uuT3TyKA5MyQe3evRuNjY0YPHhw62Mulwv5+fnYsmVLEluWGJ999hk6d+6MtWvXorCwMNnNSZj09HS8+OKL6NevX+tjkiRB13XU1dUlsWXxS09PxzPPPIO+ffsCAI4ePYqKigp069YN5557bpJbF78tW7ZgxYoVeOqpp5LdlITas2ePKa7P9+3btw8HDhzA1VdfHfJ4RUUFJk+enKRWnR6vvfYavv76a/zP//xPsptCceLwpaAOHToEAOjevXvI4127dsXXX3+djCYl1PDhwzF8+PBkNyPhXC4Xhg4dGvLYn/70J/z73//GJZdckqRWJd5DDz2ElStXwm63Y/HixXA6ncluUlzq6+sxc+ZMzJo1K+w9J7q9e/fC7XbjZz/7Gb788ktkZ2djypQpKCkpSXbT4vLll18CAJqamjB+/Hjs3LkTP/jBD3DnnXea6rPF5/PhhRdewLhx49C1a9dkN4fixJ4yQXk8HgAImzuWkpICn8+XjCZRO/z973/HAw88gEsvvdRUN4px48Zh1apVGD16NKZOnYrPPvss2U2Ky6OPPooBAwaE9bqIzu/348svv0RDQwN+8Ytf4MUXX0T//v0xceJEbNq0KdnNi0tDQwMA4L777sNVV12Fl156CRdffDGmTJkifGzf9dZbb8Hn85lqMdSZjD1lgmqZ7+H3+0Pmfvh8PlNMqD4TvPfee7jnnntQWFiIZ555JtnNSaiW4bDHHnsMn376KV599VU8+eSTSW5V+6xZswZbt27F22+/neymJJzdbseWLVsgy3LrF7x+/frhiy++QEVFBS666KIkt7D9bDYbAGD8+PEYM2YMAOC8887Dzp078fLLLwsd23etWbMGl112GdLT05PdFEoA9pQJqmUIpbq6OuTx6upqdOvWLRlNolPw6quvYvr06RgyZAiWLFki/KRqoLkcxrp166CqautjFosFffr0CXudimTVqlU4duwYhg0bhqKiotZVe4888ghGjRqV5NbFz+l0hvW45+Tk4PDhw0lqUWK0fA7m5OSEPH7uuefiq6++SkaTEq6mpgbbtm3DlVdemeymUIIwKRNUXl4e0tLSsHnz5tbH6uvrsXPnTgwcODCJLaNYXn/9dTz22GO4+eab8eyzz5qmfEl1dTV++ctfhqxsCwQC2Llzp9ClPubNm4d33nkHa9asaf0PAGbMmIEXX3wxuY2L0+7du1FUVBRWJ2/Hjh3CT/7Pz89Hamoqtm/fHvL43r170bNnzyS1KrH+8Y9/QJIkXHjhhcluCiUIhy8FZbfbUVZWhnnz5iEjIwM9evTA3Llz0a1bN4wcOTLZzaOT2L9/P5544gmMHDkSkydPxrFjx1qPKYoidG2ovLw8XHLJJZg9ezbmzJkDl8uFF154AfX19bjtttuS3bx2y8rKivh4ZmYmevTo0cGtSaycnBz07dsXs2fPxiOPPIL09HSsXLkSn376Kd58881kNy8uiqJgwoQJWLRoEbKyslBQUIA//vGP2LhxI5YtW5bs5iXE7t278cMf/pBTVkyESZnAZsyYgWAwiFmzZsHr9aK4uBgVFRWm6Xkxo3fffReBQADr168Pqyc3ZswY/PrXv05Sy+InSRKeffZZPP300/jFL36BEydOYODAgXjttddw9tlnJ7t5FIHFYsELL7yAefPm4Re/+AXq6+uRn5+Pl19+Gbm5ucluXtymTJkCh8PRWsOxT58+eO655zBo0KBkNy0hjh49ii5duiS7GZRAkq7rerIbQURERHSm45wyIiIiIgNgUkZERERkAEzKiIiIiAyASRkRERGRATApIyIiIjIAJmVEREREBsCkjIiIiMgAmJQRERERGQCTMiIiIiIDYFJGREREZABMyoiIiIgMgEkZERmK1+vF008/jcsuuwz9+vXDBRdcgNtvvx27du1qfc4f/vAHXHnllejfvz9Gjx6NTZs2IT8/H6tXr259zsGDB3H33XfjwgsvRGFhIcaNG4edO3cmIyQiojZhUkZEhjJz5ky8+eabmDRpEl566SXcf//92Lt3L+666y7ouo41a9bg/vvvxwUXXIDy8nJcfvnlmDJlClRVbT1HTU0N/uu//gufffYZHnroITz99NPQNA0333wzvvjiiyRGR0R0cnKyG0BE1MLv96OxsREPPfQQrrzySgDAhRdeiMbGRvz617/GkSNHsGDBAvzkJz/BnDlzAAAlJSWw2Wx4+umnW8/zyiuv4Pjx4/j973+PHj16AACGDBmCK6+8EgsWLMDChQs7PjgiohjYU0ZEhmG321FRUYErr7wS1dXV2LJlC1asWIG//vWvAIAvv/wSBw8exBVXXBHyc6NGjQr5+6ZNm3DeeechKysLwWAQwWAQFosFQ4YMwUcffdRh8RARnQr2lBGRoWzYsAFPPPEE9u3bh9TUVOTm5iI1NRUAYLPZAACZmZkhP+N2u0P+fvz4cVRVVeH888+P+G94PB44HI7T0HoiovZjUkZEhvHvf/8bU6dOxaWXXorf/va36NmzJwDgtddew4YNG1rnjR07dizk577/906dOuHCCy/EzJkzI/47drv9NLSeiCg+HL4kIsPYsWMHfD4fJk+e3JqQAc29ZwDQtWtX9OzZE+vXrw/5uXfffTfk7xdeeCH279+PXr16oX///q3/rV27Fm+88QasVuvpD4aI6BQxKSMiwzj//PMhyzLmzp2LjRs34q9//SumT5+Ov/3tbwCahx1nzJiB9957D4888gg+/PBDLF26FAsWLAAAWCzNH2m33XYbNE3DbbfdhnfeeQebNm3CQw89hN/97nfo3bt3ssIjIopK0nVdT3YjiIha/PnPf8bzzz+Pf//73+jcuTMGDBiAW2+9Fbfccgseeugh3HzzzVixYgUqKipw8OBB9O3bFzfffDMefPBBPPfcc7jssssANA+FPv3009i0aRN8Ph/OOecc3HLLLbjuuuuSHCERUWRMyohIKOvWrUN+fn5Ij9ff/vY3TJ48GW+99Rby8vKS2DoiovZjUkZEQpk0aRK++OIL/OIXv0D37t3x5ZdfYuHChcjOzsb//u//Jrt5RETtxqSMiIRSW1uLp59+Gh988AFqampw1lln4fLLL8eMGTNaS2cQEYmISRkRERGRAXD1JREREZEBMCkjIiIiMgAmZUREREQGwKSMiIiIyACYlBEREREZAJMyIiIiIgNgUkZERERkAEzKiIiIiAyASRkRERGRAfx/P9NJWuhJ72EAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制年龄和教育总支出的关系图\n", + "plt.figure(figsize=(10,8))\n", + "sns.set_style('darkgrid')\n", + "sns.jointplot(y='wd5total', x='age', data = df4)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# 读取工作表数据\n", + "df5 = pd.read_excel('问卷.xlsx', sheet_name='年龄大于7岁')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agewd5total
count3413.0000003413.000000
mean11.2663355139.011720
std2.2916659972.165407
min8.0000000.000000
25%9.000000600.000000
50%11.0000002000.000000
75%13.0000005500.000000
max16.000000213000.000000
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" + ], + "text/plain": [ + " age wd5total\n", + "count 3413.000000 3413.000000\n", + "mean 11.266335 5139.011720\n", + "std 2.291665 9972.165407\n", + "min 8.000000 0.000000\n", + "25% 9.000000 600.000000\n", + "50% 11.000000 2000.000000\n", + "75% 13.000000 5500.000000\n", + "max 16.000000 213000.000000" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 描述性统计分析\n", + "df5.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "school\n", + "放假中 2682\n", + "学期中 709\n", + "没有上学 22\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df5['school'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "wd5total\n", + "0 131\n", + "500 105\n", + "300 101\n", + "200 92\n", + "1000 89\n", + " ... \n", + "1740 1\n", + "10600 1\n", + "590 1\n", + "2160 1\n", + "518 1\n", + "Name: count, Length: 618, dtype: int64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 统计分类变量每种分类出现次数\n", + "df5['wd5total'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 教育总支出确认情况统计\n", + "sns.set(font='SimHei')\n", + "sns.countplot(y='wd5ckp', data=df5)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 绘制年龄和教育总支出的关系图\n", + "plt.figure(figsize=(10,8))\n", + "sns.set_style('darkgrid')\n", + "sns.jointplot(y='wd5total', x='age', data = df5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 根据特征的属性(数值或分类),使用不同的方法来研究其分布,进而检测异常值。\n", + "### 当特征是数值变量时,使用直方图和箱形图来检测异常值。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 分年龄查看异常值" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# histogram of wd5total.直方图\n", + "df4['wd5total'].hist(bins=100)\n", + "# 由于数据中可能存在异常值,因此下图中数据高度偏斜。" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# box plot.箱形图\n", + "df4.boxplot(column=['wd5total'])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# histogram of wd5total.直方图\n", + "df5['wd5total'].hist(bins=100)\n", + "# 由于数据中可能存在异常值,因此下图中数据高度偏斜。" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# box plot.箱形图\n", + "df5.boxplot(column=['wd5total'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 线性回归预测" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 采用机器学习中的线性回归预测'wd5total:过去12个月教育总支出(元)'\n", + "# 自变量采用 'age', 'piinterv', 'wb401', 'wf701', 'wr0s1', 'wb402','wc5ncode', 'wr0s2', 'wb801'\n", + "# 仅仅作为方法展示,由于变量间相关性没有很强,问卷里面的文字型变量需要进行编码,因此不分析结果的准确性" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import metrics\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "from sklearn.preprocessing import MinMaxScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# 数据准备\n", + "df3 = pd.read_excel('问卷.xlsx', sheet_name='Sheet1')\n", + "num_vars = ['wd5total', 'age', 'piinterv', 'wb401', 'wf701', 'wr0s1', 'wb402','wc5ncode', 'wr0s2', 'wb801']\n", + "new_df = df3.loc[:,num_vars]\n", + "# 丢弃缺失值\n", + "new_df.dropna(inplace=True)\n", + "new_df.describe()\n", + "# 取出自变量x和预测支出y\n", + "x=new_df.iloc[:,1:]\n", + "y=new_df.iloc[:,0].values.reshape(-1,1)\n", + "# 归一化变量\n", + "scaler=MinMaxScaler()\n", + "x=scaler.fit_transform(x)\n", + "y=scaler.fit_transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# 模型训练\n", + "# 将训练集和测试集按照4:1切分进行拟合训练\n", + "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.2,random_state=42)\n", + "l_reg=LinearRegression()\n", + "l_reg.fit(x_train,y_train)\n", + "l_reg_pre=l_reg.predict(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 指标评估\n", + "# 计算均方误差回归损失\n", + "lr_mse = mean_squared_error(y_test, l_reg_pre)\n", + "\n", + "# 计算决定系数:决定系数反映了因变量y的波动,有多少百分比能被自变量x的波动所描述\n", + "lr_r2 = r2_score(y_test, l_reg_pre)\n", + "\n", + "print(lr_mse)\n", + "print(lr_r2)\n", + "# print(y_test[0:100])\n", + "# print(l_reg_pre[0:100])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 可视化(待补充...)" + ] + } + ], + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- Gitee