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covid-19-Wako.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Untitled0.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPQ7YaS7CgypbEfLzejlOSY",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/pn11/6857f36160cda662b80bf0a7a4e01e25/untitled0.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "v7qIt-w0ftu1"
},
"source": [
"from bs4 import BeautifulSoup\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import requests"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5l2J5fbutP39",
"outputId": "f348caf2-b57e-49b6-f23d-6ea27579faa0"
},
"source": [
"!pip install japanize-matplotlib\n",
"import japanize_matplotlib"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: japanize-matplotlib in /usr/local/lib/python3.7/dist-packages (1.1.3)\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from japanize-matplotlib) (3.2.2)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->japanize-matplotlib) (0.10.0)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->japanize-matplotlib) (2.8.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->japanize-matplotlib) (1.3.1)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->japanize-matplotlib) (2.4.7)\n",
"Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib->japanize-matplotlib) (1.19.5)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib->japanize-matplotlib) (1.15.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HNTKmSk6fyf1"
},
"source": [
"res = requests.get('http://www.city.wako.lg.jp/home/fukushi/kenkozukuri/kansensho/coronavirus/_19310.html')"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HzhxQ8F6f62Y"
},
"source": [
"soup = BeautifulSoup(res.text, 'html.parser')"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HiDPoW_1gXH3",
"outputId": "f3891013-3ade-442f-9a6e-0204655333d2"
},
"source": [
"tables = soup.find_all('table')\n",
"# 2個目が COVID-19 の表という前提\n",
"table = tables[1]\n",
"\n",
"rows = table.findAll('tr')\n",
"with open('data.csv', 'w') as csv:\n",
" for row in rows:\n",
" txts = [c.get_text().strip().replace('\\n', '') for c in row.findAll(['td', 'th'])]\n",
" if len(txts) != 7:\n",
" print('Error: skip this data: ', txts)\n",
" continue\n",
" csv.write(','.join(txts) + '\\n')"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"Error: skip this data: ['発生届 取り下げ', '県の報道発表(7571例目)', '県の7431例目と重複していたため']\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "d7BemyooijeE"
},
"source": [
"df = pd.read_csv('data.csv', index_col='番号')\n",
"#df"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EcRp_l-wloco"
},
"source": [
"# 年の追加\n",
"# case #1-269,271,274-275,305-306 -> 2020\n",
"# case # 270,272,273,276-304,307- -> 2021\n",
"def add_year(df, low=1, high=99999, year=2020):\n",
" cond = (df.index>=low) & (df.index<=high)\n",
" df.loc[cond,'陽性判明日'] = df.loc[cond, '陽性判明日'].apply(lambda x: f\"{year}年\"+x)\n",
" return df\n",
"\n",
"df = add_year(df, high=269, year=2020)\n",
"df = add_year(df, low=271, high=271, year=2020)\n",
"df = add_year(df, low=274, high=275, year=2020)\n",
"df = add_year(df, low=305, high=306, year=2020)\n",
"\n",
"df = add_year(df, low=270, high=270, year=2021)\n",
"df = add_year(df, low=272, high=273, year=2021)\n",
"df = add_year(df, low=276, high=304, year=2021)\n",
"df = add_year(df, low=307, year=2021)\n",
"#df"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 450
},
"id": "L7rCAbgFruUt",
"outputId": "7c5375d9-9382-4a78-dc59-6184873c24bc"
},
"source": [
"df['陽性判明日'] = pd.to_datetime(df['陽性判明日'], format='%Y年%m月%d日')\n",
"df"
],
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>年代</th>\n",
" <th>性別</th>\n",
" <th>職業</th>\n",
" <th>陽性判明日</th>\n",
" <th>リンク先</th>\n",
" <th>その他</th>\n",
" </tr>\n",
" <tr>\n",
" <th>番号</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>572</th>\n",
" <td>10代</td>\n",
" <td>女</td>\n",
" <td>学生</td>\n",
" <td>2021-04-28</td>\n",
" <td>県の報道発表(37372例目)</td>\n",
" <td>同居家族に陽性者あり(567例目・571例目)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>571</th>\n",
" <td>40代</td>\n",
" <td>女</td>\n",
" <td>アルバイト</td>\n",
" <td>2021-04-28</td>\n",
" <td>県の報道発表(37371例目)</td>\n",
" <td>同居家族に陽性者あり(567例目・572例目)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>570</th>\n",
" <td>20代</td>\n",
" <td>男</td>\n",
" <td>会社員</td>\n",
" <td>2021-04-27</td>\n",
" <td>県の報道発表(37319例目)</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>569</th>\n",
" <td>20代</td>\n",
" <td>男</td>\n",
" <td>会社員</td>\n",
" <td>2021-04-27</td>\n",
" <td>県の報道発表(37318例目)</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>568</th>\n",
" <td>50代</td>\n",
" <td>女</td>\n",
" <td>アルバイト</td>\n",
" <td>2021-04-27</td>\n",
" <td>県の報道発表(37317例目)</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>40代</td>\n",
" <td>男</td>\n",
" <td>会社員</td>\n",
" <td>2020-04-06</td>\n",
" <td>県の発表資料( 191例目)</td>\n",
" <td>同居家族に陽性者あり(4例目)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>50代</td>\n",
" <td>女</td>\n",
" <td>医療事務</td>\n",
" <td>2020-04-04</td>\n",
" <td>県の発表資料( 169例目)</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>50代</td>\n",
" <td>男</td>\n",
" <td>自営業</td>\n",
" <td>2020-03-31</td>\n",
" <td>県の発表資料( 106例目)</td>\n",
" <td>令和2年3月12日~16日に海外渡航歴あり</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>40代</td>\n",
" <td>男</td>\n",
" <td>会社員</td>\n",
" <td>2020-03-31</td>\n",
" <td>県の発表資料( 98例目)</td>\n",
" <td>他県の陽性患者の濃厚接触者</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>30代</td>\n",
" <td>男</td>\n",
" <td>会社員</td>\n",
" <td>2020-03-26</td>\n",
" <td>県の発表資料( 68例目)</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>572 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" 年代 性別 職業 陽性判明日 リンク先 その他\n",
"番号 \n",
"572 10代 女 学生 2021-04-28 県の報道発表(37372例目) 同居家族に陽性者あり(567例目・571例目)\n",
"571 40代 女 アルバイト 2021-04-28 県の報道発表(37371例目) 同居家族に陽性者あり(567例目・572例目)\n",
"570 20代 男 会社員 2021-04-27 県の報道発表(37319例目) NaN\n",
"569 20代 男 会社員 2021-04-27 県の報道発表(37318例目) NaN\n",
"568 50代 女 アルバイト 2021-04-27 県の報道発表(37317例目) NaN\n",
".. ... .. ... ... ... ...\n",
"5 40代 男 会社員 2020-04-06 県の発表資料( 191例目) 同居家族に陽性者あり(4例目)\n",
"4 50代 女 医療事務 2020-04-04 県の発表資料( 169例目) NaN\n",
"3 50代 男 自営業 2020-03-31 県の発表資料( 106例目) 令和2年3月12日~16日に海外渡航歴あり\n",
"2 40代 男 会社員 2020-03-31 県の発表資料( 98例目) 他県の陽性患者の濃厚接触者\n",
"1 30代 男 会社員 2020-03-26 県の発表資料( 68例目) NaN\n",
"\n",
"[572 rows x 6 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 489
},
"id": "4gBmvYsoss2P",
"outputId": "e8c72488-5b2b-47c9-d9d9-4dabab3719f5"
},
"source": [
"daily_cases = df.groupby('陽性判明日').size()\n",
"plt.figure(figsize=(15, 8))\n",
"daily_cases.plot()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f11c4177510>"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 508
},
"id": "qxozCODPr77X",
"outputId": "5cc8cbe9-b494-461b-eb25-df47164f76dd"
},
"source": [
"print('累積')\n",
"plt.figure(figsize=(15, 8))\n",
"daily_cases.cumsum().plot()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"累積\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f11c4093dd0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"id": "inqXbi3dy75X",
"outputId": "ba3a759e-32fc-462e-efe9-c96cb2da963e"
},
"source": [
"plt.figure(figsize=(15, 8))\n",
"daily_cases = df.groupby('年代').size().plot.pie()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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3EYA8m1EooKfO6EnJP6m6DiGGMB/A0zKtY3STsI1i1nzHd6muI+ERUV3lmn2qyxDiAtYB+KnqIsTQJGyjlLPa9X7IUnlRo75kcbbqGoQYxh1uu0P+cx6lJGyjkLPaNQHA7yELRUQNX1LmbG9SRovqOoQYxo/ddsc1qosQ55OwjTLOalcygD8AyFVdixiAyHa8fOUe1WUIMQwNwFNuu2OB6kLE2SRso88PACxWXYQ434myi5JV1yBEEDIAPOu2O3JUFyLOkLCNIs5q13WQDlFRqy8lb05AS+5SXYcQQaiCuVCJiBIStlHCWe2aCODXqusQF0CUerJs2XuqyxAiSB9x2x23qC5CmCRso8CA57Ry2yfK1ZWvNFTXIMQIPOS2OyapLkJI2EaLjQAWqS5CDK87vXSWQbpXdR1CBCkLwO/cdoeMbFBMwlYxZ7XrBgB3qK5DBIko51TRfLmVLGLJMgD/obqIRCdhq5Cz2jUZwGOq6xAjc6xyTY/qGoQYoa+67Y4VqotIZBK2ijirXUkwn9PKzEQxpiOrys4geXYrYokO4EkZDqSOhK069wOQgeexiLSilnzHLtVlCDFC4wE8rLqIRCVhq4Cz2jUDwNdU1yFGr7ZybavqGoQYhY+67Y6bVReRiCRsI8xZ7dJgPqeV2YhimCd3qgynELHqIbfdMVF1EYlGwjby7oLZO1DEMNb0cW3ZE/eqrkOIUciGDAeKOAnbCHJWuyYB+LbqOkRo1I5bKwvKi1i1HMDXVReRSCRsI+tXANJVFyFCozl/ZoXqGoQYg/vddsdU1UUkCgnbCHFWuz4F4FLVdYjQMfTkqV3pJUdV1yHEKCUD+InqIhKFhG0EOKtd5QB+pLoOEXq149YeVl2DEGOwzm13XKW6iEQgYRsZD0MWGYhLjUXzC1TXIMQY/cRtd8joiDCTsA0zZ7XrQwCuUV2HCA+/njarNzm3QXUdQozBNABfUF1EvJOwDSNntSsFwA9V1yHCiIjqKlfLECAR677utjvKVBcRzyRsw+sumFOkiThWX7o0Q3UNQoxRFoDvqy4inknYhomz2lUI4Kuq6xDh503KmuOzpXtU1yHEGN3ktjuWqy4iXknYhs83IZ2iEgNR0vHyFbtVlyHEGBGAB912h+RCGMhvahg4q13TAFSrrkNEzomyi3XVNQgRAosAfFJ1EfFIwjY8fgBA5h1NIL2pBXMCWnK36jqECIH/lHVvQ0/CNsSc1a5VAK5VXYeIMKL0+pIl76kuQ4gQKALwgOoi4o2EbQg5q10EYKPqOoQadRWrAqprECJEPue2O2aoLqIfEdmI6Dnr9UtE9Jz1NeTCLkS0aYjty4jo5gHf95/3ISKaENLCB5BbnaH1MQALVRch1OjKKJtpkObT2EhSXYsQY2SDOUfAunCcnIhuAPBhAMuYucraVgXglzCXAPQCuJWZB5t73MfMHxjivH/BmY6p884J3GuZuY2Z3yKiy4hoNYB5ACYT0RcAzAXwSSLawcx/HvtPeU5tzBzqcyYkZ7UrFcBeAFWqaxHqzNz92LaSxu3yHy4RLxY7atxbQ31SIloFYDeAXcxcam37fwAeZObniegqAJ9l5quJ6D4AV5xzigkA2gGkAXiTmW8Z5BqbmHn1INu/D3MFthus884CsAvAVADHAPQCeD8ze0Pxs/aTlm3o3AYJ2oR3rHJNV0njdtVlCBEqXwcwaCtyLJj5ZQAgIli/pgOwM/Pz1vt/JyInESUDeAhA3TmnuAZAPcyW9wvWOb4LYPGAfeYS0YsDvq9n5psAPA7gvwBc138sgO9Y5wwAaAp10AIStiHhrHYlAbhbdR1CvfbsCdMZYDLHLAoR665x2x1zHDXucHf+ywXQeM62UwAKAGQAWA/gpwPe2w6AAdwJoAMAmPn+/jeJ6H4A8wEcZeZ/H3hSZq4homthto5/AOCvAPIALLeuNRFhGLopHaRC498grVoBAKSVtObZd6kuQ4gQIQDfiMB1mmAG60BF1nYCkAngewCehfksuRhAKsxbwccHHkREiwE4AOwEsIOIvj7I9X5oXW87zOe2ewB4ABwMzY9zPgnbMbJ6IN+rug4RPWrHrW1WXYMQIXR9uHsmW7dtdxLRFQBARJcB2M3MPpit3rcAvA3gbwD+DOBnAC4CkAzgdCcqIppjvfdF67w/A1BBRD8hIpu1TxLMzlD9/06nwpzM42MAjHD9jBK2Y3cNgKjpIi/Ua82dNlF1DUKEEAH4WgSu8zkAXyGi12HOK3+HtX0uAB1msALA/wNwKYAymCH8X0SUTES3AngSwMeYeeB/eG8H4APwOhHpAG7CmWe1APBrZp7HzFcCeDU8P5qEbSjcp7oAEV1Ys41vz6rar7oOIUKBAf/hYlTOf2zW5JCf2+qJbL0+ysxrmPliZr50wLCfq2B2anoNwBSzJHwI5uRBFQBmWi3jJgCrmfngOddgZr4XwL8xcwDmbeNfDXj/CQCwbjf/E+Yt5ZCToT9j4Kx2rQbwL9V1iOhTfGrbpll7fr1adR1CjBYD3XvGYcvD6/Upp3KpAsAjO2/dGfE534kolZl7z9mmW8E5lvNqAFKZOSLTrErLdmykVSsG1VQwq1x1DUKMBgOezdPp5ds+r/c8cJNtlRW0AHDr7CdmF0e8nnOC1to25tnamNmIVNACMvRn1JzVrnkALlddh4hOhp4yrTut6Fh6T+M41bUIEYwA4aRrLu377VptYW8yrRpkl1SYzz83RLay+CAt29GTVq24oNrKtYdU1yDEcHw6Dj9zMb168z16wa+u1Ff1JlPmBXa/ffYTs1MiVlwckZbtKDirXZNhju8SYkinihfm2/c/rboMIQbVkwT3U2u0tv9bQEuYKNge9EUwh8j8OoylxSUJ29H5DMyu6EIMyW9Lm9mXnN2Y4m0vUl2LEP3a0vHOY+/X+C2HtmCUp7gDErYjJreRR8iamvG8Sa+FOA+RVlexukZ1GUIwwA052PzAv2m7b7vLNn/UQcvcO63P23XwOwVLQ1xi3JOW7citB1CiuggRG06WLk2bfPivqssQCYoB35ESbHau18tri2nUAakz113T2XXgiy2eOXmGsQLmBBSbQ1dp/JOwHblPqS5AxA5vcs4cn57WlhToyRl+byFCg4Gu3eNp68/XadOacmjF6E7CXBQIbPt8a5txTWfXIg2oHPDuh7Ah54vY0CZTkwZJwnYEnNWuCshwHzESRMknyi/eMv7YixerLkXEPwNo2WynnY9ers3uSB90+M6wiNmzrLf33fubWydM9PkXDbFbKoCPA9g42loTjYTtyHwC0jFKjNCJ8hXa+GMvDr+jEKMUIJz8f/Np3+/WaIv6Bh8jO6w0w3Df2tbR9O9t7YtSmYM5x22QsA2aTNcYJGt1n4Mw1zoUInjMXate/YKuG/5U1aWI+OLTcejZi7QTzy6npQGdkkZ8Aua+KT7f1q80t+Ys6+2bNYoSlmBD25ZRHJdwpGUbvEshQStGgyijoXjx2+X1by5RXYqIDz3J2PPkGq3jxfm0mIkmjfR4nbluXWfXgS+1eGYVGMZYHnHcBEDCNggStsGTjlFi1OoqV3vL699UXYaIcZ50bH/0Co3enq7NH/HBzFwYMLbf2eoJfOD8Dk+j9VFsyPkyNrT5Q3CuuCZhGwRntSsfwAdV1yFiV2dGxQyDNL/GhvybEyPCgNGQi80/X6/n1oyjkY+PZW5b0tu346vNLeMn+/wLQ1xeEcxOo38L8XnjjvzDD85NAGQ+UDF6RPlNBbPfKW56d+QtEpGQGPAeKsXbzvV6RV0RLR/p8amGsfeWto5Tn2prX5gWXIen0boZErbDkrANzkdUFyBi37HKS9uLm95VXYaIcgx0vjeBtv1inTa9OXuEY2SZvZN8/i33trRmX9zTOxvA9PBUeZZrsCEnGxva2iNwrZglYTsMZ7WrFIBMTSbGrC1n4jQGmABSXYuIPgbQ/MYM2vnr92vzOtNGNnxHZz5xRVf3vrtbWmcWBsbU4Wk00gBcD+DxCF83pkjYDu8ayBzSIhRIL/PkTt2d59k/U3UpInoECMf/uZAOPrVaW+RNotVBH8jM+Ybxzh2tHt91HV2LdKA8fFUO60ZI2F6QhO3wrlVdgIgftePWNuZ59qsuQ0QBr46Df7pYO/mX5bTM0Kgi6AOZ2xb19u24v7m1aprPN9qVe0JtjdxKvjAJ2wtwVrsyAaxVXYeIHy15jvGqaxBqdaVg128v1bpdc2kxiCYHe1yKYez/WHvHyc942hemh7fD02gkA7gCwB9UFxKtJGwv7EpIL2QRQqzZJnZkVh7M6qwL+kNWxIfWDGz71RWabes0bW7QBzH7JpgdnjIv6emdA2Bq+Cocs2shYTskCdsL+4DqAkT8qR239thM9xMStgmAAeNkPjb/fJ2et6+Sgh7jqjGfvLyre+/dLZ4ZxYHAReGsMYSuwoYcm0xwMTgJ2yFYi8RfpboOEX+aCuaUqq5BhBcDfQfL8LZzvV51vDD4MbJ5gcA7t7e29d3Q0bnIBpSFs8YwyAWwCsBLqguJRhK2Q1sN8y+PECEVsKXae1IL69J6m0IxXZ6IIgx07JhE2x+5UrO3ZNMlwR3EHQv6+rbf39xaaff6Yn3Sk2shYTsoCduhyS1kETa1lWsOTj/wRwnbOGEATa/NpN2Pv0+b1xXkGNkUwzjw0fbOE9WetgUZ0dfhabSuBfB51UVEI1libxDWcnq1CM1E3UKcx+brfHfl618JvqOMiEp+DXUvLKRDT6/SFnuTKG3YA5j94/3+LXc3e9JX9/TE65//LGxo2626iGgjLdvBzYEErQgjvy1jtjcpqynZ11GouhYxcn027H9mhdb4/FJaYmg07GeFxlz/vq7umntaPI6SQGDE8xzHmEsBSNieQ8J2cCtVFyDiHJFWV7HSPenI34J7rieiQlcKdj6xVuvdNIcWgWjYYTg5gcCOz3raem5s71xsM/uBJII1AH6muohoI2E7OPkAFGF3smx56qQjslhKLGjJxNZHrtSS3pkSxBhZ5s65fd7t9ze3ls30eudFoLxoswobcjRsaDNUFkFExFH0nFTCdnAjW2lDiFHoS86d49dTOmyBvizVtYjzMRA4UYDND63XCw+W06Lh9k82+OBHOjqOf7a1bX4mcyLfHcsHMA/AdlUFEFE+gKcBvJ+I7rdqSQbgZuYDKmqSsD2Hs9o1GbE3vk3EIqKUE2UXbauq+1esTFqQEBjo3V+OLc71+viTBXThPxtmf6Xfv/XuFk/K2u6e+QBkshLTGoQwbInoBgAfBrCMmausbVUAfgkgG4AXwK3MfNQ65BoAL1qv2619dgN4kohWMHPEJ96QsD2f3EIWEXO8/BJU1f1LdRkCAAPt70ymdx65UnO0Zl14jKzGfOrS7h73vc2t08oCgWWRqjGGXApgYwjP1wjgdgC7Bmx7DMCDzPw8EV0F4CEAV1vv3QjgTuu1B8AsAHUAnoI5rPOZENYWFAnb80nYiojpSSuebZCtT2O/zMGtiEFofGUW7f7NZdr87tQLj5HNDgTerfa0d32kvWNxkjlbkhjcJaGcupGZXwYAInMpaCJKB2Bn5uet9/9ORE4iSgawHOaiCNcT0aUwc67I+rUJgJJnyRK255OwFZFDlNVQvHBLWcPmxapLSTR+DbV/W0xH/7BSW+yzXWAdWeau2X3ebfc3t5bO9nrjdWxsqGXBfG67NUznz4XZ2h3oFIACAPcA+AeA3zHz94koE8DTzPy1MNUSFAnbAZzVrhJE96oaIg7VVa7uLWvYrLqMhNFnw74/XKI1/W0JLTU0qhpqvyTmwx9q76z9nMczL9tI6A5Po7UU4QvbJpjBOlCRtf1TAL7Xv5GZO4kog4hSmLkvTPUMS8L2bNKqFRHXkVnpYFCAwLrqWuJZZyre+81lWt8rs7XFAKYNuhNzoMIf2PKlltaU93X3zCNgYmSrjCtLATjDcWJm9hLRTiK6gplfIKLLAOxmZh+A+v7bzQM8B+AmAI8R0XUAno30sCAJ27NJ2IrII62wqWDWjqLmnYk4JjOsGODmLGx55Eot9d3J2pyh9iPmxtXdPbu/0tI6rcIvHZ5CZGmYz/85AL8hom8A6APwiQvs+wgAFxG9CeAeZv5zmGs7j4Tt2erP1rAAACAASURBVGR8rVDiWOWlbUXNO1WXETcY8NcV4u2fr9eLDpbRkqH2ywoYO29ra2v/WFvH4uTEmeEpUqZiQ04uNrR5QnVCZi4d8PoozCFGwRzXS0QfA/AnKOiJDEjYnuasdiXDnBNZiIhry5k8RXUN8YCBnr2V2OJcp09qyB9ijCxz90yvd9v9za3Fc/u8syNcYiIhAPMBRHxsGzN/fJBthwEsiHQt/SRsz5gB+f0QirCmV3hyJrtz2w46VNcSixho2zqVdvzyCm1GWyYN2pkpifnI9R2dR+9o9czLMVgeGUXGQigI22gk4XKG/A9XKFU7bm2DhO3IGISGTbOp5om12vyewcbIMgfKAoFtX2zx6Fd0dS8gYELkq0xoC1UXEC0kbM+QW8hCqZb8GeNU1xAr/BqOPr+Uav+4Qlvit50fssTctLKnZ9dXmj1Txvn9Qz6zFWEnnf4sErZnSNgKpQwtaXJnRvnhzK4TMtxkCL1J2Pv0Sq3lhUW0xNBo/LnvZxrGrk952ttubmtfJB2eosIUbMhJwoY2n+pCVJOwtbDRUUaaLL4i1Kodt/bojJrfStieoz0N7z7+Ps3/+kzt/NuSzD0Or2/rfc0thQv6vLMUlCeGZoO5OEON6kJUk7AFsPHG9Tkwn9m2glLqSMvzaLZSQ7NVZmu2snLSskpU1ygSQ2PhvGLgt6rLiAoMcFM2tvziKi1958Tz15G1MR/9YEfnkbta2+bmGIZ0eIpeDkjYSthaplu/5oH78jhQj0CgHoG+Hf3ve0AptaTltmm2MkOzVWZptrIKCWERagE9xdGTkn8yra8lYZd5ZMBfW4S3nOv1siOl54yRZTZKAoGtX2zxaFd1dS8k4LxbySLq2FUXEA0kbE3Th3k/F9yXy4EGBAIN54bwMdJyPZqtlDVbZYZmK68gLav0QicTYkhEVFe5Zt/Ug39KuLBloNs9Dlt/vl6ffCqXzppghpibV/T07ryvuXVKlXR4ijUStpCw7Tf4PKnDOyeE3+3f3ma1hPtvR2dptrIy0rIT7gNUjFx9yeKcqQf/pLqMiGHA8/Y0evdXV2iz2jPOHiObYRi7P+lpb721vX1RCkuHpxglYQsJ237DtWxHKgfcN3vwEE6uPfNMuCJT08srSM+WlrA4zZeUOdublNGS7OvKV11LOAUI9a65tPe3a7WFvckDhu8w9073+rbe19Kav6i3b6bCEkVohPrzNSZRhBc+iEobb1z/LtQO/WkDJR8jLbfVfCZckanp5eWkS0s4UU08/L+vTTz6j7icq9un4chfl1Hdn1ZoS/w6JfdvtzHXXtvRdfgLrZ45uYaRp7JGEXJl2NBWr7oIlRK+ZbvxxvUE9WvY5oC9ORw4hUDg1MCWcLvZEs71aHppQEuqyCS9vEzTc8pVFivC70TZRckTj/5DdRkh1ZsE91OrtbZ/LqQlTDQBAMBsFAcC2+5q9WB9Z/dCDRhyfVkR06oASNgmuFIAaaqLGEI22DvrdAh73+vf3g4kHyM9t0XTSwzNVplBtvJyCeH40ZeSN8evp3TaAn2ZqmsZq/Y07Hjsci3wpuPMGFlibl3e0/ve/c2tEyf4/YtV1iciokJ1AapJ2ALFqgsYhWzAO/NMCJ9emq0DSK4lPadV00sDVgiXaXpOwv9FjzlEqfWlS9+sPP7KctWljAYDfCoHm3+xTsvaPV47PWVfumHs+Xhbe8sn2joWpjKfP5exiFcJ/xkkYQsUqi4ghLLMEG5EINA4TAiXlZGWU05EpLJgMbS68lVcefwV1WWMCAO+o8XY/NDVenltMZmLsDP3TfX5ttzX3Jq3RDo8JapK1QWoJmEbX2E7lKFCuNMK4RZNLwlotsp0spWXkZZTISGsXnd6ySyDdK/GgeTh91aLga7dVbTt4XXalEZrjKzOXHd1Z9eBL7Z4ZucbRlx29hJBk5at6gKiQCKE7VAyAe+MMyG8q397J5DU3xL2abaKDDOEcyWEI4ko+1TR/K2lp7YuUl3KUBhofctO7z56uTanI51WgpmL/P6td7a28bWdXQs1adEIU8L/PZCwTeywHUom4JvBgSYEAk2DhXCLeTu6Il1COLyOVa7pKT21VXUZ5wkQTr44n/Y9uUZb1JdMq4nZs6yn9+X7m1smTPL5o/Y/B0IZadmqLiAKSNgGb6gQ7rJCuFnTS/xkTltZSlpupYTw2HRkVdkZZBBYU10LAPh0HH5uOR1/9iJtiV+nVWmGUfOZ1vbGT7W1L5IOT+ICJGxVFxAFJGzHLgPwOfpDGN7d/du7gaSjpOW0aLYSH9kq081pK/MkhINFWlFLvuO9gpY9Stdb7knGnifXaO0vzqclDFRM9vm23nvKk3VRb+9syHR8Ynjp2JCTjg1t3aoLUUXCVsI2nNIBn4ONJgS854VwLWnZzZqtxE+2yjSzJZw3TkL4fLWVa1sLWvYoubYnHdsfu1yjzXZtvs58fH1n1ytfbvHMKjCMi5QUJGJZDgAJ2wRWpLqABJQO+OxsNCPgbQa8p4PEaglnt5CtxKfZKtI1W0WJFcJRcRtVBU/u1EmRvB4DRkMu3n54nZ7tHof5BQFj+zcbmzd/sLNrkS63A8Xo5QA4qboIVUYUtkRkY2Z/uIpRRFq20cNqCTeDvc0wzoRwjxXCzWQr8Wu2CqslnF+ZCCHMmj6uLXvi3pz2w2Gd0J0B7+FSbH5ovV5ZVwjH4t6+d5893npkis+3cPijhRhWruoCVAoqbIloPoCHAOQT0acBLGLmn4S1ssgpUF2AGFZaf0v4/BC21ZKW3US2UqslXF5CWn7ctYRrx609OXv3o2EJWwY6d06gbQ9fpU3ryuLim9vb62472l6Sxrxy+KOFCFqO6gJUCrZl+xMANwB4iplfJaL/tLbFtI03rs8EkKq6DjFqaYB/Ohst09nbMjCEewFbf0vYa92OLiYtvypWQ7g5f2bIb98aQPObDtr16/eRvTApkPTtlubGFS29cyBLoonwkLANgs7MJ4mofz2+eOnEIreQ41OqFcIwQ9jdv73Xagk3WrejU61nwlVEWlSHsKEnT+1KLzma0d0wfqznChBO/N8C2v+HVTRuta+H/9LcqhUFpMOTCDsJ2yC8R0SPAiggov8PwPYw1hRJEraJJRXwT2OjZdogIWy1hIu95jPh/pawpqsseKDacWsPO/Y+Neqw9eo4+OeLtZOvLTJSP9PRlvL6ic7xOhDRzlcioUVl2BIRcQQWdg82bO8A8EkAPQBqATwWtooiK0t1ASIqnNMSrunf3gfYDprPhIt9mq0ixWwJqwnhU0ULCh17nxrxcd3J2P37VdTSOMMXuK+lteqBEz4JWKFCtH7evkxEVwCYC+AamPnmYObnQ3mRoMLWSv14CVghgpVydkv4rBA+RFpWI+klXi2pIk2zlReTVhDWEA7oqTN7U3LrU/s8pcHs35qBbc9ditayyq7kDZ72hekNnBGu2oQIQlKoTkRENwD4MIBlzFxlbasC8EsA2QC8AG5l5qNElAzgYQAOmH107mXmF61jJgDoYOZuImq3jj0B4HdEtJuZD4Wq5mB7I98H4E4AAZjPa7n/B4xxhuoCRExKAfxT2WidykYrDN/pEPZaIdxEenGf9Uy4mPSCKiJt7GPaiaiuYvW+KYeeGzJsGTAa8vDWm6v9nhW57RU/6Om9DK1jvrIQoRCysAXQCOB2ALsGbHsMwIPM/DwRXQVzBM3VAO4B4GHmi4ioAsAmIprFzH0AbgTwrHV8G4CJAGYAeBTAaiJqYOauUBQc7AfAjQAmWcXFEwlbEUrJZ4fw3v7tXsC232wJ99+OLi8mvXDEIXyydGnmlEPPnbedAW99Mb9Re0lv35Wp7fPWBAIl6AnBTyRE6IQsbJn5ZQDon3COiNIB2Ptv/TLz34nIabVq1wO41dp+nIjeBLCCiLbDDOJHieifMFvD82G2mJtgBnrIBPsP/RiAeJvMAjBb6kKE2zAhnGm1hCtTNVt5EemF44cKYV9S1hyfLd2T5O/OBQAGOjzl/rcCF3Wmr7R1r7ABNvlbHX+YEQBOfxkAAgwYAFm/wmCQtZ0M8wt85rX5ZQzYbkBj83tiA8T93xvQ2GCNDRAMaEbAfA8BaByANvA1AtA5wBoCZ2+DHzoC0MjcpsPPGpqQ03JH+H6LcnF+OJ6COY9CAYD6AdtPAigGcDeAFwDsYub7AICIXADuY+aQN8SCDdsmAG8Q0Uv9G5j5q6EuRgFp2QqVrBD2TGXDA8O3r3+7D9APWC1hr2arSD5zO1pPOl6+Yvf42n9O5/He7bmL2ybNsPnfp6L4cwIgAMA4JwACDGKcHQAGg/j8ACCDQTDOfM8GNMM4vc0MgP4PfmtbMAGA0x/4ZgBYIaCznzX4oVPACgb/maAgP+tk7a+Z2zTyQydzf40C5vvWl6ad2U/XAtA063jNMN+j09uhawZID0CnAGtaAJp+ZpumBcxj9AA0vX8bQ9MA6NZXLHOHMWybcP4ERUXW9gaY4dpubS+1tv0LwBXnHLMdwDIAb4S6wGDD9mXrK95I2IpolAQEprDhmXJuCCdrWe96llYdfuP69fULm93ajN7De3u48ZgNfhtAZAYZwKABX+D+18aZbTh/G9Hp7/n0ezRwP2PAflA73p4IDBsCNGhTPpjKRlY9W19ilBo5txFYF5ZzM7OXiHYS0RXM/AIRXQZgNzP7iOgvAD4F4D4iKoEZpp9m5r5B1j15EsCXYDYuV1nnaApFjcH2Rn6CiPJg9ubay8zNobh4FJCwFbHCmJ13yVv2nKXT/5z9bE/51P25n5367QLuY0M/2X1gSuPh7nlde22zjYP6HO0QT6T6rDx0lOkwSolGEYrxMm2NiBrTcDzc8zN8DsBviOgbAPoAfMLa/iCAx4hoM8y/2Z8bqv8RM+8gIoOIPgTgAwA2wGwdj1mwvZHXAdgI4D0As4noHmb+31AUoJiErYh6pWmT3ruo+NqkJC35khr9+GZPV87iFbzX90O669RXUn7CgYlZF++dOAd7MQd/6PLX6Se7j2j1Pb3U5dcy0NvtoKPHFmr7W+ZpB7x2qk0po5aCVHjHESFN9c8mEkrIexMwc+mA10cBrBlkHy+Am0dw2moA/w0gm5n3j7lIS7C3ke+HOZ7JQ0Q5AP4OQMJWiDBKt2WfXFXy4cPZyQWnp1LcYjuQCmi6Ydj2leknHA/iM41f4ofcfZTmAADOsFX6p2RXYko2AMDb7ju0+UThqS2nZqRQT2AuAXnmmZjHU8PxuXSwfqG2v3O2dkibQA1ZOegs14mLFfy4Iv5FXdc9Zv7NINt6YfZIDqlgwzbAzB6rkDYi8oa6EEUkbEXU0UjvXVJ41VtVGY7FRHQ6aOvJ4+4j/1wA6OnJbM7M9CAXniInbkv9Eju3t1POgnPPxdlJk/zZOZNgzwGYDfJ4a/QT3Q16Y2/Gkb5S+1EurfircfFZx2Siu32WdrhuIe1vnacd8E2jutQSai1KgW8cEZLD/hsg4lXUhW0kBRu2R4joazBbtJcBqAtfSRElYSuiyuSseW8tKLisQiN99bnvvZZUc3p6io6OokBmpgcAkIaerJ/h07O+wj9+o54qhl5QgEjjvBS7Py/F7gcAg/1aS98u/UR3s9bUlwOfYScgtRPp2W8ZM2e8hZlnfTxqMAIT6WTtfO1AwwLa3z1LO6xV0amcbHSXa8Qyz7gYTjwOHw1asGH7GZi3kr8FYIf1fTxI6P9pieiRl1yyf2XphztT9fRlg73fid56D3Ut7v/e01qaWVZ25nGSDf7kH+Hzy7/N33q5hmauCuqiGtmMwtRZRqG1ymSAe7Wm3h36iW6P1tJXCD/bacBnhAFNP8gVVQcDFVXP4OxL5KKjdbZ2+PgC2u+Zpx0ITNWOpxXBU5QM/ziioD9nRHxL6M/bYHsj9wL4ZphrUUFatkKpZC3Vs6LkuncLUypXENGQ4yhfT6rZCzqTcO3txedNl0oAfQP/sern/PlNr9Oq1SMuRqdUoyRtnlFi9ZvyGx1aQ2+NfrK7W/N4SxHgaTREP2UPsvJeNebkvYo5Z32k2uD3TaETh+dpB04toP29M7Uj+jhqzMlE9ziNkDviGkUsS+g5zS4Ytta0VoOOLWPmeFj/UsJWKEGgwJy8Va9Pz1kyyxrPNyQfAt3HtOa5A7d5velFzGgiOn+ZyNvx4Opibnj1WXzoIlwgwIdl07KMivTFRkW6ddFAi17fs08/2eOldm8lGcMvz+eHLamGqybWBKomPo1Lz3qvEJ6mOdqhEwu0/W1z6aAxRTueXoj2YhsClUQxP4GDOF9Cz9I9XMv2I+d8vxjAAzBXUIgHvaoLEImnPH3KjuVF16TZtKSVwey/3XZoKwjn7evzpRxLTu4b9FnpDfj9JYVofPtXfPtsEIVmiE+ynh+oylwWqMo0v+/11+sneg7p9T0GdfomEKNyJKdrQm6hy1hQ6DLO7teVDF/fNDp2eL52oGmBtr9vBh21VVBTXgZ6K4mQHZKfRajgUV3AUIjIxsx+Iirsn8Ri4OtQuGDYWuOWQESpAL4HYCaA9cx8OFQFKHZKdQEicWTYco6vKv1wbVZS/vJgj2Ew79aPDbrCVnd3bntycsOQx66Ga0keWt77AX+9CkShv2WbaisNTMoqDUwylymlLt8x/UTPUa2hR6Mu/xQyp8gbMS+SUnbxpCm7ApOm/Dbw/rPeK0Nzw2zt0ImF2v7OudpBnkQn0/PRXqbDKB/V5B0iksLSsiWiuwHUDDb3AxFVAzjCzC9Y338bwBYAxMwDV/T4FxFdC+AZIvo4zKX2foAB0zkS0U0wM/NJmMvw7bHeygXwJDP/6IJ1DrdAPRGtBPBfAH7JzPHSoj1t443rW3B67KEQoaeTrWdJ4VWbx2XYl9IIW5l79RNvv5rkXjLYe1Xj331t/Pj3Vgx3jsOYeOA/8P0Mg/SykVx7rKjde1A/0X1cO9WbTD0BOyF8z2hT0ddjp2O1C7T9LQu0/V471SaVUXN+OvrGEUHW8Y0Oy7Gh7a1QnIiIPgtzNToAGAegG0D/zIYPw5z7eDWANJi9CLwANlnH/BXmqJpvAegC8HGYoXoEZhZ4AFwCc5GCWgD/bU0HOTBsn2Tmj1i1rAawaExhS0QPAhgP4E5mrg3i9yDmbLxx/R6Y01AKEXJTsxe8OS9/bZVGWsVojv9tyis7+sg3b7D3snMa9syd+38zgjlPI4pO3I0He/2UPOxz1rAwx/ju0493N+hNvRnoM+wEZEbiwuOo8eQcOnRyobava452CBOoPjMPneU6GUOuCyzCwo4NbXuH321khmrZEtHTMBcdAMxRNNthziS1CWYwb4I5jPV5AN8Y4vQbANxgTeg0ppbtcM9sb4e5bNFbAyZs7l88vnyYY2PFSUjYihDLTy7bt7L0hu4UPT3oW8bnaqC2vUMFLQB0dhRMZIZBBG24cxWhsfxn+HTLl9i5q4cyZo22plE7f4yvT2vp26kf727Rmvty4DMcBKSE48LHuLj8GBeX/804e1RVBno6Z9DRYwu0/a3ztf2+6XQsuZRaC62pLFNDX0vCC8kzW6sl+fUBm6oAdBPRFwZs+zIAPzOvto55mpn/m4jWAniGmfda29NhLkB/BcwFCvqVA3jGem+wIUuuc1u2w9U93DPbRBgfVz/8LkIEJ1lLa7mk5PpdBSnlF19oKE8wXktyNwGYPtT7hmFLY9YOExkTgzlfNjrynbgt9W5+cEsLFS4e/ogw0ijJKEydfdYY38bed/QT3e1aa18B/OygMC8p14W0zC1sd2wJ2M/6OCUYxnhqODaPDjYs1PZ1zdIO03hqyMlBV7lOXBTOmuKYgRBN6M/Mm2C2SkFEkwFstt66lZmP9+9HRLOJaJP1bf+sh3kA/hPA9da5ugHcOeCYGTDXuf0fAI+fs65tD8zMZADjBpxbA/CL4eoe9pltvNt44/qNMJdUEmLUCBSYm7/mtWnZi+ZSCDojdaG34X9SXs8HIelC+y1a/OxbaWmdg06EMZQANP/X8cO3amnCsM97lfEZ7fqpnr3aiZ5uzeMtg8FThxrjG0lZ6GqbpR2pW0j7PPO1A/6pVJdSQp6iZPiqaJg/qwTXiA1tIZ1zm4iSAfwFwG4AhwB8EOYt3zbr/csAFMK8zfs2gJ0wbxl3MvMN1j63ALhlwGlLYYbniQHb/puZ/3vAdWfCbKSVw2w9u4OpNxFarsM5qboAEdsq0qe9s6xofaZNSwpu5qYgvJ60t2bgJBZD6ewo6E1L6xzRuXUYtu/iyyt+wF97+V1aELKaQypJyw5UZCwOVFh9mwaO8W3zjiNGUK35UOtARs6bxsycN8+ZylJHwD+JTh6Zpx1oXEj7u2dqh7UqaszNQneFRpyvotYoM3S3+VEgohQATwH4Ncx+RbUAvgPg/4joozCfxX7e2qcL5m3nx2EuCj+HiKYDSLVCdGCQfgDABGb+6QUufzuAHwJYCHP4qJuIiIdpuUrYym1kMUqZtty6VaU31mUm5Y6oZTkcPwI9tVrT7GD29bSVphYVHx3Vde7Fd1Y9zp96+UVcsRKDrKIdVQYf43tQr+9h6vRNJMaoOqCFSgC6bT9XTtgfqJzwR6w+6708tLfM1g4fX6jta5tHB/1TtOPpRWgrToK/MoGmsgxZ2BLRVAC/hXmb949WBykw8yYiugfASwB+CXMufwDwwex5/CMAHwPgBGAHkA/g3XNPP8y1S2A+2un/R9e//9eIyMXMbwx1bKL8QV+IhK0YEZ1s3cuKrt5SkT51KRGNaCKHYGy3Hd4KwiXB7NvmKRlTR8VP4NFVRWh8/X/45iUgip3boOeO8e301eone45qDT06dfmnEhA1z1ZbkZ3/ijE3/xXjrEnAYIPfN5WOH5qv7W9coB3omUFHksZRY24meiqJkKOo3HAJZcu2F8B91rPbszDzK0R0CcyOvetgtnbvgDlHxP8wc4MV1g/AHPIDALD+Hf8vgCSYi9CfhYgmwVwfoArm6BwmoloAD1vDkDIAPHShouWZ7Y3rZ8G8ly/EsKZlL3pjbv6aCRppYemNz2B+POVfRwziIG+TMq+45MnusY4lfRMXb3sIX5wOoggMxwk/avce1I93H9cae1OoJzA9nGN8w6EYrY3W5B3tc+mgMVk7kVGA9hIbAhXB9D6PQj/BhjZlfWP6Z4gaw/HJACrGMqGTtGzlma0IQkFKRc3Kkuu9yXpaWOcEP6DVbzWIR9BTmCgQSDpis/lmjuW6y/H6wly07vkOP1DMpMX8cnmcnTzZn508GQ6cWcf3eHe93tSbZY3xjeqJLk4hr+glY2HRS8bCs7anwNs7nY4dm68daF6g7e910NHkcmrOy0DvOKJIjFseNaWfs2MJWut4L4AxzZwoYQu0wOwWLotii/OkaOnNl5TesCc/ufRiIgp7i2Jz0v4RD3fp6clqycpqGfO1Hdgz43v44pH7eWOvQbaQ3x5XZrAxvs19O/UT3S1ac1+utY5vGMb4hl4fklPf48lT3wtMnvpE4PKz3itHU/0c7dDJBdq+jrnaIUyik5l56CiJkqksDyq+vnIJfxsZADbeuP4YMLJJ1EV8I5B/fsHa16dkLZhHRBF5fnaK2vb9NWXrtJEeN2nyllcqKmqCWtQgGC3Ib/gyfubxUuqQY3zjSoB7tMbeGmuMb/86vnGz6lAa+roddLS/NeyzU21yGbXkp5lTWaZHqIw52NCW0I/rJGwBbLxx/dswVzQSAuMy7NuWFq7L1TXb5Ehe98/Jm19r0TpHPPY1v+DYjpkzNw0509RodCG97UtwHu6k7JCeNyb4jHa9oWevdrK7W/P4omaMb+gxV9GpE3PpYP0CbX/nHO0QTaD67Fx0lurEoZzKkgFkYkNbdwjPGXMkbAFsvHH9M7BmFBGJK8uWV7uq9MaTGUk5SyN97S70nfqflNdyQSN/nGGz9bYsv+iPIR/L6YOt71781zunqDSkQ5tiTl+gWa/v2a+f7PZRu69S1RjfSMpAT8csOnxsvnagdb6232+nYykl1FqQYk7eMdJb7sexoS3h7xzKM1vTHkjYJiydkrqWF1+zpTxt8nIiGnQ5u3B7M2nvHtA5AzSD5Pen5jNTPYW2NYIk+FM24o4lD/B3XjlA00N2mzrmpOgFgfGZBYHxVv+jHv9J/WTPoWgZ4xsOXUjL2swzZmwOzDhvKsuJVF8715zKsnu2dlirolPZOeiq0IiH6lh3ICJFRzkJW9Nu1QUIJdies/SN2XkrJ2ukrVZVhB+B3iNaY1CTWAzF6009npLSE/JVbDSw9gC+uvJB/tKmzXTx6lCfPyal2coCk7LKzhrje6L7qNbQa6Nu/5RoGuMbagxNO8TlVYe4vOpZ4+yh4Dno9MzWDtctoP2eedqBwDStLq0InkIdRo0EjYRtPwnbBFOUWrlnRfH1gWQ99WLVtbxjO7wl2EkshtLVldeRktITqpLO83n8ePXT3PDK8/jgCkSgV3Ys4cykKv+0nCpMM/vRUZv3gH6i+4R+qjcVvYHphLiboGJQbcjMfc2YnfsaZp+7Ts7BI2pKiioStqZ9APyQ34+4l6pnNK4suaEmN7lkBUXBFIUM5l36sTFPkNHWVpyUn39i+B3H4CP43cpCNL31ON82H+bctGIQnJM8xZ+TPMXfP8a31evWT3Q36I29WfAaDkLEegBHiz3D7xL/YqKDVDCTPI+VLCIf3wiab2HB+96YlDV3PhFlq66n3wGtfuum5N3DroU5nKysxn3z5r8w4mFDo7ENi3b8GPdNRISGRMUVc4yvWz/R3WqN8XVQ/I/xn3Tke+vGNCFEPIj6lhwRzYa5BN4niOgRAD8GsBTA35i5OYSX2g0J27g0PmPG1sVFVxboZIu6FW42J+0PSeu6szN/AjP8kZjYfiG2zvsW7tv3Tf5uL5NWEu7rxRWNkoyi1DlG0el1fHu0xp7t+omeDq2lrxCB+BrjC6AbwBHVRUQDZWFLRN8AsJaZVxPRl9VTSgAAIABJREFUXAAPwpzFpRHALczcau16PYB/WK/bAWTDXD7pCQDrQ1jSLgA3hPB8QrGspIKjq0s/fCrdlh2VY6gbqX1/D3kXDr/n8Jj1ZMPQD+p6ICJjgyfjwLQf4c66r/BPD/spKe6HwoSNTmlGafoCo9S6s3z2GN9yGDwlxsf47jnyvXXRf/s0ApR0dCCiRYA5Vs16bvY0gLuYeRnMYP3WgPeuB/CcdagHwAKY0yu+SERXhrCsd0J4LqGQjZI7VpbcsOnKin8vi9agBYDXkmpCuuJUX19GSNcMHU4p6it/hk9np3K3PJMLlSQtO1CZsdi3uGhV3/vKp/atLm322XPeNHKSXmWKyRbiNtUFRIuIt2yJKA3AT2CG6B8ATAPQysw7rF0eBVAD4E4At8Bcd/AOIrocZqs2AMAFoAlmp6ZQ2R7Ccwk1eEbu8tdn5a6YRgqH8gSjG32NzdSxJJTn7Ogo8KWnt4fylMPKRnvBQ7gt5cv80LY2ygtJK10MkKIXBsZnFp4/xrcb1OmfSIywrD4VQko/VyPR3ydYEe8gRUQPAdjEzM8Q0SYAXwVwNzNfN2CfWgATYC4CnMTMK6ztMwDcwcy3h6O2jTeubwBQHI5zi/AqTq3avaLkOiRpKWNa/SZSXkrauemwfmp1KM9ZXHLg7enT3wxpgAfLD933VWx8+ziNUz6UKpFQp++ofqK71hrjO5WAaFuxadGR761T0rolonwATzPz+4nofpjBnwzAzcwRn2gjoreRrdZpHjM/M2DzWQFH5pACLzMbAD4Kc6HgfjUA5oSxRLnlEWNS9cxTl5d/4rXVpR+ZEStB60eg97B2KuS1treVKJvJyIZA0vfxhYtm8nsvq6ohEXFm0nj/tJxLvJeULO97f3lB37Ki/f6qjFc4VX+bgTbF5XkRwrXCieizRPQ2EW0lov+wtlUR0QtE9AYRbSKi8QMOuQbAi9br/v4+BwE8SUQRv6sb6We26wEUEdFzRPQcgFkAvgkgk4hmWfvcDKtDFDOf9UzLCuAtRLQWAIgo1B2aJGxjhAbNu7jwyk3XjLs9LTelOCrGzAbrXduRLaDQzzLU25tVwazuA5YA+ioeWLWKX3oZUXLrLqEQEeckT/U7clf2rSpd0vf+8sy+xYV7/BXpL3Oyto3NnsGRtOPI99Z5Q3EiIpoO4JMALoE5GmUJEV0K4DEATma+CMAPADw04LAbAfzZeu2BmTc5AJ4C8IFQ1DUSEU13Zr5z4PdEtImZb6H/v707j4+qvvc//vrMkhD2NQkwAu4b0iiKCgwhiXVp3bWLrUttXarVaqVae7ulvfU6t7e21Wpbr/3dtrfali7WVrq4FgQUwQURFJCRRZawZ98zn98fZ+hNkSUhM/M9M/N5Ph55GIbJOW9ayDvnnO8iUgY8IiIJYCdwzQEOcy/wJxF5D7gJ+P0B3ttb9tw2C0wYOHHxqSPPLQ5KcKbrLIdiWXDD6HQdu7OzYEM43N6npR/76gZ+VF7M1gW/0yvOwMEVhEkSCerwwhM6hxeS3Me3PbCjdVlwc8vuwK7WYXTocWme4/tyCo81CVioqm0AIvI4cB5wnKo+CaCqfxWRh0SkADgTOBe4LFnKIbxlNEN4430SKczWI07/IajqzOR/l+L9j9OTr9kmIrcAfwG+meJIdmXrY0PCI9eWl350Z1FokJPnkqkQD2x9tUsSaRtI1NIyeHc4vCNdh++xi/nD9BHsWPITvfVERPJtxSR/CkhBorhoUqK4yPt1V6I5sK11eXBzc0Ngd/souvTYFM/xTWXZLgP+Lbm3dCveANuteFNFu9sGjADuxLtD+piq/qeIDMR7fvuVFGbqFd//1KmqZ+3jtVeBo1N9rlmz52y472Pnb8Q2kveVsBTUTy255PWSfuOnikhWz+lcFF6d1uPX1xXL4MHuyxYgyrzThrFreUy/PkYlkPItAE0fBQP9E6P7n5IY/c85vnXJOb6tyX18+zrHN2Vlq6qrROQ+vALdBSzBuzqt2uuto/CuXK8DYt2+vlFEBohI4Z6r40yzBcXf7xnXAcw/6cSh0xdcMv62ttKiCeUiEnYdqC92SEM8VYtY7E9tbamvllCcyJsT/4Mv1ga0a5PrLOYgwoEhXZEBUzpOGzUjOcd3R8ex/5zju76XR9uyLvbhlI34FZF+wGvJZ7MXAWXAY8CbInJu8j1nAStUtWPv8T5JTwBXJt97aabHefj+ytaBp4BrXYfIdyX9Jrw5reSSYDhQMN11llRZEH57M5DWFZ7q60eNP/i7Mmsc64/4Pjdv+aL+cE2HFBzlOo/pocLgqK4JA0d1TfDm+EpL5+bA5ua1wZoWpLHzCIEDjT1I9aj0IPBVEZmAdxv5x6oaF5HPAT9PrkjYxoG/dz8MPC8iLwF3qurjB3hvylnZvt+zeLcn7KrfgaLgoJry0o++Ozg84sxsGmF8MC2079ghDWlfzaqrq2BIIiGbAgH11YbmI9kx+kGur71DH1rWJAPTOX3PpIkWhcZ0HTl4TNeR3j4eyTm+6wNbW8LS3LX3HN+5KT23ahPwiX28vh6o6OExWkXkk8AfSO3A2h7Jil1/Mu2+j52/BOjzTiym5wIE204dee5LEwaeeGpyMENOeT68fN67wa0Z2QhhypQ/LC7s1+zLQWRtFLTcyQNv7pRRvsxnDpGqSn3HmuCm5i3B7a396Ehctf6eD6V3gEKWsSvbfXsaK9uMOWLgpJcnjzy7NJClU3kOpotE27uBrSdk6nyNTcNbCvtlekplzxTSXvQDbp78NY3NXydHRl3nMSmyZ47vkIKjO2FTTUWZFe1e7Fbpvj3tOkA+GFpQHL/wsFtePW3UeacHJOi7Z42p8kYwPYtY7E9dbYmvB5IFSATv4a7oZF0813UWkxY2yHQfrGz37UWgwXWIXBUOFNZVlH583tljPjW+KDQg5xevfyO0PqN7vtbWlWTFHrN38J8zz9Un5+GtDGdyh5XtPljZ7sOs2XM6SPEDfgNA4qRhM+ZfMu62juKi8eUu1ifNtHcDW1/rkkTK54QfSFPjsPGqpGSZvHS7ip+XX8XPXkY1K/Kag1L+bz1i003Of7Prg6eBC1yHyBWlRUcsm1Z8UUEoUJBXz+kWhd9xcNUWCCUSwdXBYNcxmT93753LX84czs7X7tcvHo3IINd5TJ8sq6ko2+Y6hB/Zle3+2XPbFOgfGrzlvLHXvVhe+pFJoUDBca7zZNJOaXi3mTYnt8lbWwftvYydr01h0Snf4CubRBNZldu8z5OuA/iVle1+zJo9ZzWwznWObBWQYOsZoy6Yd37ks0MGF4yY6jqPCwvCKzchfVru7pA11I/sdHHevjiGVcd9h9uag9rZ29WKjH/8wXUAv7KyPTC7uj0ERw06edFl47+wY/zAE8olTxehb6F913apdzZ9rLa2dICrc/fFGDaPv58b+xdq60rXWUyvvVtTUbbUdQi/srI9MCvbXhhWUPLOReNufX3yyLPPCEgwrzdzWBRe/SZCkavz19UVH+bq3H01jNpRD3Hd2MFaZ1teZpeMLn+YbaxsD+w5oMN1CL8rCPSrrRz9iRc+OOaaI/oF+5/sOo9rXSTa3w1sPd5lhvb2ASWq7HKZoS+KaBn0Q26YWKqbX3KdxfSY3UI+ACvbA5g1e04t3pZOZh8E6frAsJkvXDzu84lR/Q6bISKp3Aszay0Lrl+iQrHrHJ2dhRtcZ+iLEJ0F/8XnTz9W30r1ovYm9TaR2v1rc46V7cH9wnUAPxrT/6ill47/Qvy4oafPEBHbq7SbN0LrRh78XenX3DSk3nWGvgqgga/ztfJpOs8K198er6kos4X2D8Dm2R7cHLzNiq1QgAGhIZvKSz+6YVB4+Jmus/jRusC2pZ2SKHOdA6CurkSGDM2NKY8380B5sW6d/0c+MhW7g+JHdgv5IOzK9iBmzZ7TDvzadQ7XghJqmVp80dwPR24cbkW7fy+FV/tmJaTaupKc+gHxcmZHr+PHr6La4jqL+RfbgPmuQ/idlW3P/K/rAC4dPXjyS5eO/8KuwwYcN1NEnI2w9btd0ri2iba071nbUw31IyeoklO39ip4bsqd3PMOqrWus5h/+lNNRZmtb30QVrY9MGv2nMVA3s37G144etXF425desqIs84MSMBXm5H70YLwyvdcLWKxL4lEeIBq4D3XOVKtjNcnfZs7dwS0a4vrLAaAX7oOkA2sbHsubwZKFQSKdlWNvvKFs0ZfdVRhsL8vnj/6XSvtu7dJne/2QG5v67/ZdYZ0OJy1R93HLYmQtr/rOkueW1VTUWa3kHvAyrbnfgnk9K0SQTpPHl417+JxtwZG9htrU3l6YVH4nWUIvlstq6FxeJvrDOlSzLaxP+SGoUXatNx1ljz2U9cBsoWVbQ/Nmj1nE/C86xzpEul/zGuXjf/CumOGnFouIkNd58kmCRId8UDNsa5z7EtdbWmh6wzpNJiG4Q9x/RHDdOcS11nyUAd5dMevr6xseyfn/mINDA3d+OHIjYumlVxySjAQPsp1nmy0LLhhsQqlrnPsS11diS9zpVIhbf3v57Mnj9N1C1xnyTN/rqkos12aesjKtnceBxpch0iFoISbphVfMu9DkRtGDgwPPcN1nmy2NLR2hOsM+9PcPGScKs2uc6RbkEToXmZN/4C+Ntd1ljxit5B7wcq2F2bNntNMDkzePnbwaS9eOv72+siAY8pFpJ/rPNlsfWD7G52S8PE+vRLo6gqtc50iU+7inpln6d/noZpTU558aD22UUuv2ApSvfcL4FOuQxyKEYVjV84ouay9IFiUl/vLpsOL4dW+H4DU2jpo18CBu13HyJhreaR8JNsX/kavnIJI2HWeHPUzm1vbO1a2vTcPWAsc7jpITxUG+u+Ill7+9vCC0mkiYnczUmS3NK5rotV30332Vl8/qiufyhbgAp6YNoIdrzyktx+HyEDXeXJMAvgf1yGyjX3j7aVZs+co8APXOXpCkM5TRnxw3kXjbgmPKBwdtaJNrQXhlRsQ//8bqq0tHew6gwtTWXDqV/jGBtHEDtdZcsxTNRVlObdYSrr5/huFT/0U8PU/4MMGHPfqZePvWH/04FPKRWSI6zy5ppWO2q1SN9l1jp6oz+KN5PvqBFaccC93NAS0c6PrLDnkPtcBspGV7SFIDpR6wHWOfRkUHr7+/MM+u3hq8UWTg4HQka7z5KqXQ+8sRRjgOkdPdHQUjVQlb6doHMZ7h9/PTeECbVvtOksOeLWmouw51yGykZXtoXsQH00DCkm4MVpy2dzzxl5XOiA0ZIrrPLksQaJjTXCLLxex2J+Ojn5ZvZF8Xw1nV8mDXFcyUOuXus6S5b7jOkC2srI9RLNmz9kNPOw6B6DHDzlj4SXjb28c0/+omSKS0ysG+cHy4HuLVRjtOkdvNDUNbXSdwbUBNA95kOuPH6U1i1xnyVJxcmDqoytWtn3zPcDZ1I9R/SJvXTLutuWThpdPC0gg51cK8ovXQmuzbp/YuroSW+caCNNZ+D1umXKkrn7BdZYs9N2airIu1yGylZVtH8yaPWcLDva67RccsP3sMZ9aUFH6ieMLgv1OyvT589mGwI43OqXreNc5equutnSk6wx+EUAD3+LLM07XF+e5zpJFtgE/dx0im1nZ9t13gIz8tCcEOk4dcc68Cw/7XOGwwpLpIuKbvVPzxYuhVa2uMxyKhsbhE1Qz8/c0W3ye+8rP1z++gKotznBwD9RUlGXl332/sLLto1mz56wBfp/u84wfcMIrl034wsYjB5eVi0hezpt0rVaa1jdK62mucxwKTYT6qQbWu87hN1fw6IxP8dPFqPp+JTCHGoEfuQ6R7axsUyOWrgMPDo9Yd8FhNy05o/iCU4MSyppVq3LRgvDK9dmwiMX+tLUO2Oo6gx99kL+fcQext1Gtc53Fpx6pqSjLryXI0iBrv3H4yazZc5YCf0/lMUNS0DCj5CNzzx37mTH9Q4Oz8moql7TRUVcjtae4ztEXDY0j7OptPybzStm3uHuraMJ+IPlXrdgiFilhZZs696boOHrC0KkLLh1/W8vo/kfMFJGCFB3X9MHi0JrXEbJ6jd3a2tL+rjP42ZGsOea73NoR0o51rrP4yEM1FWWbXIfIBVa2KTJr9pwXgBf7cozifuNWXDr+9rdOGhadLhIoTlE000cJEp2rg5uPcZ2jr+rqSrJqbrALpdREHuDGgf20+S3XWXyggdRdROQ9K9vU+tahfFFRcODWc8Zeu2Bm6cdPCAcKT0x1KNM3K4IbF6swxnWOvmptGRRR9c+qZ341hLqRD3L9uCG6+1XXWRy7r6aibKfrELnCyjaFZs2e8xTwVE/fHyDQftrI8+ZecNjN/YcWFNtUHp96LfTuUNcZUkOkqyu8znWKbFBE68AHuHHSGH1voessjuzAW7THpIiVbep9kR7Muz184EmLL51wx5YjBk2aKSKDMpDLHIL3AjuXdUjXCa5zpEpz8+Ba1xmyRYiu8He4feqJuiwfF7/4Vk1Fmd0FSSEr2xSbNXvOcuD/7e/3h4RHvXvhYZ97ZcqoD00JSnB8BqOZQ/BiaFWz6wypVF9frK4zZBMB+Te+WV6uz811nSWD3gF+4jpErrGyTY+vAfXdXwgHCuvKSz8275yx1x5WFBp4qqNcphfqpPm9BmnJqR2U6mpLc+SWeGbdwI9mXq6/XoBqp+ssGfDlmoqyDlcnz9XHaVa2aTBr9pxt/N8ovsTEodEFl4z7fHtp0YRyEQm7zGZ6bkFo5dpsXsRiX+rrR9ndlEN0Cb+ffiMPvo5qTt3t2MvCmooyZzv7iMhJwP8kP39YRI4VkatFZISrTKkSch0gh31/dNERVWcWXzQ2HCiY7jqM6Z12Ouu3BHaf7DpHqnV2Fg5RlS0iatOADsEM5p42nJ3L79VvjEVkmOs8KaZ4Y05SRkT+DbgY6AA2A58GjgAeAAqB7cDVqrpnharLgL8lP68HBgMbgV8A56cyW6bl1E/tfjJr9py2GaUf+XE4UJB1O8SYfy5ikZMD19rb+210nSGbTeTNif/BF3cFtGuz6ywp9khNRVnK9vpNXqVeBJypqtPwSvOzwG+A21T1DLxi/Vby/YJXtk8kD1ELnAK0A8+KyHmpyuaClW0aRWLRx+nFVCDjDwm0a1Vw85Guc6RLU+PwXL4NmhHjWXfk9/ichLV9jessKbINuDvFx9yBt9/3njuoQbyr1d2qujT52k+BDyc/vxo4DrhFRJ7Cu5K9CjgbSABZ/bzcyjb9bsX7ycxkibeCGxeraMR1jnSprSuxx0cpMIrtox/k+pH9tXGZ6ywpMCvVmw2o6hbgQeBHIvJlYDewHKjp9p52ICQiAeBTwMuq+j1VPQf4DLBMVb+uqg+o6jOpzJdpVrZpFolF3wG+6zqH6blXQ/GcvH28R11tiS0FmiIDaRz6INcfPUK3L3adpQ+eq6koezTVBxWRCmCGqn5GVe8FVuDdRi7u9p5CoF29PYWvwNv4YI+VwKRU53LFyjYz7gE2uA5hDm5TYOfyDuma6DpHOjU1DZ+girOpHbmmkPaiH3Dz5Akan+86yyFoA25O07GPwxsEtUcB3i3lgSKy59/YVSQHRKlqTfcvThbwEhGpAhCRy9OUMyOsbDMgEos2A7e7zmEObmFoVc6vmqMaCCcSwXWuc+SSAIngPdwVPUWXzHWdpZdiNRVlq9N07P8FCkRksYgsxLtN/OXkfx9JvnYh8PUDHONe4NsicgxwU5pyZoSVbYZEYtE/Ar92ncPsX700b6zPsUUs9qetdeB21xly0SxiM8/ROfPwrsr8bjVp3NVHVZtU9RpVnaKq01T1LFVdp6pLVfXM5GsXdpv2s69jbANuAf4C/CxdWTPByjazPgfY3pA+tSC0Mo4QdJ0jE+obRtqgvTS5mp+VX8nPF+EN/vGzm2sqytpch+hOVc/ax2uvqurRqpry58qZZGWbQZFYdDdwLd7kceMj7XQ2bM7BRSz2p662dKDrDLnsPOZMvY3vLkfVr48lflFTUfac6xD5xMo2wyKx6DPAQ65zmH+1JLTmNYTBrnNkSl1d8VjXGXLdFBad8nW+ulE04bdb9uuAz7sOkW+sbN24C1jlOoTxJNCulTm8iMW+tLUNHK2KbbeXZsey8vjvcFtzUDv9MhuhC7iypqKs/qDvNCllZetAJBZtAa4ky1dEyRVvBzcuyeVFLPans7NgvesM+WAMm8ffz41Fhdq60nUWvNHHC12HyEdWto5EYtFXgG+7zmHg1dC7A1xncKG5eUid6wz5Yhi1ox7iurGDtO51hzGWANUOz5/XrGzdugfvH4BxZHNg14p26TzJdQ4X6utKcnLfUL8qomXQg9xwYoluecnB6ZuAT9ZUlNndNEesbB2KxKKdeCuotLjOkq8Whlbl7dVdbW2JbSSfYSE6C77Lracfq2/Ny/Cpv1BTUfZOhs9purGydSwSi67CGzBlMqxeWjbVSXNeLGKxLw0Noyao2jS0TAugga/ztfJp+sLcDJ3yiZqKskcydC6zH1a2/vAQ8LTrEPlmYWjlGoS83QGnqys8SFVsb1tHbub+mRfr7+aj2pXG09QA16fx+KaHrGx9IBKLKt7oZL9MD8h5HXQ2bgrsKnOdw7X29v5bXGfIZx/hN9Hr+MkrqKbjUVIn8PGairIdaTi26SUrW5+IxKLbgYsB29g7A5aE4q8iDHGdw7VG20jeuQqePf1O7nkH1VSPH7ijpqIs08+GzX5Y2fpIJBZ9HW85R5NGiiZWBjcd7jqHH9TVlhQe/F0m3cp4fdK/c9e2gHal6k7DL2oqyn6YomOZFLCy9ZlILPpb4D9c58hlK4ObFidEx7nO4Qd1daUlrjMYzxG8e/R93JIIafu7fTzUK3ibtBsfsbL1p68CT7oOkauWhOL9XWfwi6amIeNVaXWdw3iK2Tb2h9wwtEibVxziIbYBl9RUlNn/pz5jZetD3QZMve06S67ZIrvfapfOSa5z+EcgmEiE1rpOYf7PYBqGP8R1hw/TXa/08ks7gI/UVJTZCHMfsrL1qUgsWg9cCOx3Y2XTewvDK23x/b20tAza5TqD+VeFtPW/nxvLDtP1C3rxZXfUVJS9kLZQpk+sbH0sEouuAT6Ot1OH6aMGWrbU5vEiFvvTUD/SlvDzoSCJ0L3cMW2Svj63B2//WU1F2YPpzmQOnZWtz0Vi0aexFaZSYmF41ap8XsRif2prSwe5zmD2TUC+xLdnVulT81Dd32pfC4CbMpnL9J6VbRaIxKLfA/7XdY5s1kFn08bAzpNd5/Cjuvriw1xnMAf2af67/OM8+iKqHXv91tvAhTUVZW0ucpmes7LNHjfg/QRrDsGroXdfsUUs9q2jvf8oVWyVIZ+7gCemfY4fvIFqU/KlzcC5NRVlNq4jC1jZZolILNoGfBh41XWWbKNo4q3gxgmuc/hZR0fhe64zmIObyoJTv8I31gW0ax3woZqKMlviNUtY2WaR5Ajlc4DlrrNkk1XBzUsSouNd5/Cz5uah9a4zmJ45gRVH/YRPXVtTUfaG6yym56xss0wkFt0JfBCwvSl7aEloTT/XGfyurq4k6DqD6ZEu4GMXVr4513UQ0ztWtlkoEovWAFXAetdZ/K5Gat9uk84PuM7hd7W1pcNdZzAHpcCnqyrjf3IdxPSelW2WisSi7+EVrm2RdgALwitt8EgPNDaMOFyVhOsc5oBur6qM26yELGVlm8UisWgcOAtsJOm+NNJaUytNp7nOkQ0SiVCRasDulPjXt6oq4w+4DmEOnZVtlovEom8BZwO2DOFeFoZXrkIIu86RLdra+m91ncHs03erKuPfcB3C9I2VbQ5I7oP7IaDRdRa/6KCr+b3ATntW2wuNDSNspxj/+VpVZfxO1yFM31nZ5ohILPoS3sYF9g0TeM1bxGKo6xzZpLautMh1BvNPCtxaVRn/tusgJjWsbHNIJBb9B3Ax0Ow6i0uK6orge7YEYS/V1ZaUus5gAOgErqmqjNvGAjnEyjbHRGLRp/AGTeXtKNzVwS2vJEQPd50j27S0DB6nStPB32nSqA24vKoy/kvXQUxqWdnmoOQt5Rl4a6fmncWhNTYo6pCIdHWF17lOkccagQ/bPNrcZGWboyKx6HJgGnm20tRWqVvVJh1lrnNkK9tI3pndwFlVlfHnXAcx6WFlm8Miseg6YDrwmuMoGbMg/LbNOe6D+vri/e2ZatKnBiivqoy/7DqISR8r2xwXiUW3ATOBpxxHSbsmWrfulqYprnNks9ra0sGuM+SZdcD0qsr4m66DmPSyss0DkVi0ATgf+KnrLOm0MLxqpS1i0Tf1daPGuc6QR97GK9q46yAm/axs80QkFu2MxKLXA191nSUdOulq2RDYcZLrHNmus7PfcFWpcZ0jDzwHRKsq45tcBzGZYWWbZyKx6D3AlUC76yyp9Fpo7SsItnNNCrS397MCSK//As6pqozvdB3EZI6VbR6KxKKP4a2nvM11llRQVJcHN0Rc58gVTU3DGlxnyFGNwEerKuN3VVXGu1yHMZllZZunIrHoPOBkYL7rLH21JlBji1ikUF1diT33Tr13gDOqKuO/cx3EuGFlm8cisehmoBLvtlbWTvl4OfxO0HWGXFJXWzLSdYYcMwc4raoyvsJ1EOOOla1PiYhk4jzJgVN34a2pnHXb9G2TutWt0nGK6xy5pLFx+OGqdLrOkQMUqAYurKqM1znOYhyzsvUhERlOcl6siHxZRM4RkQtE5Kh0nTMSi/4ZOIUsWwBjQXhlTjx39hPVYEEiEVznOkeWq8Mr2W9WVcaz9q6RSR0r2wwQkZ+LyCIRmZv8uFBExonI30XkxeRr47t9yYXAs8nP64HBQBx4VERC6coZiUXXAlOBn6TrHKnURNu2XdJoi1ikQVvbAPsh5tCtwLttPMd1EOMfVraZMQ6Yqap7Pv4M/D/gIVWdCnwH6L6d1seAx5Of1wITgSHAr/Bu96ZNJBb/iIKOAAALlElEQVRti8SiN+FND/L1DjAvhVe9hVDgOkcuamgY0eE6Q5b6Hd5AqLxak9wcnJVtZgwFfiIiL4jIgyLSHzhOVZ8EUNW/AhNFpEBEyoFzgctE5Cng08AleCtABYFEJgInpwdNwVvlxnc66WpdF9hui1ikSW2tbSTfSw3AZ6sq4x+tqow3ug5j/MfKNjNeAb6mqjOA7cBDyf92tw0YAdwJ/A14TFXPAS4CNqjqV1T1+6r6OBkSiUXfAk4DfLe35tLQuiUII1znyFX1dSVjXWfIIs8AE6sq4w+7DmL8y8o2A1T1BlV9L/nL3wET4H1FMQrYAVxHt8UmVLURGCAihRmI+j6RWLQpEoteDVwAbHSRYW+K6pvBDWNc58hlra2DxqpiI2gPrAG4saoyfnZVZXyD6zDG36xs00xEikTk30Vkz7PF8/CudN8UkXOT7zkLWKGqHaq6r3Vpn8B7hoqIXJqpaUHdRWLROcCJeIOnnI6ujAe2vtoliSNdZsgHnZ0FViD7t+dq9r9dBzHZIW0jW41HVVtEZAewWETqgE3AjcBw4Oci8jWgDbj2AId5GHheRF4C7szkreTuIrFoPXDTxrvn/xpvB6GjXeR4OfxOxn/YyEctLYN3h8O2PfBeGoBZVZXxR1wHMdnFrmwzQFXvV9UyVS1X1U+oaoOqrlfVClWdpqqVqrr+AF/fCnwSeBR4MmPB9yMSi74ATAL+EzK7+MF2qX+nRdonZ/Kc+aq+rth+qPlXe65mrWhNr4mqzbc2h27j3fNPxpvGdHImzvfHgsXzdwYaopk4V74bNmzTsoknPT/JdQ4fqAe+aCVr+sKubE2fRGLR1/GmCP0b0JrOczXTtn2nNNgiFhlSXz9qgusMPvA0djVrUsCubE3KbLx7/jF4z3LTcuX5XPjNuWuD22am49hm36ZNf3RjIKD5uH3heuBLVZXx2a6DmNxgV7YmZSKx6GqgHO/58tpUHruTrta1gW0npvKY5uA62ou2uM6QYU3AV4HjrGhNKlnZmpSKxKIaiUV/BRwH3I43d7jP3vAWsRiVimOZnmtsGu7rJTtTSIFfAEdXVcbvqaqMp/WRiMk/VrYmLSKxaHskFr0fOBK4B2juy/GWBTeMTkkw0yt1tSX5sPb0C8CUqsr4p6oq4/l2JW8yxJ7ZmozYePf80Xh7e36aXs7vjge2vvqPguU23ceBAQN3xk855a+5uoDIMuDLVZXxv7oOYnKfXdmajIjEolsiseiNeDsY9WpRjkXh1ekJZQ6qqXHYeFXaXedIsXXAVcDJVrQmU+zK1jix8e75Z+BtLXjAkcs7pCH+ROHiXL2yygpTp/1qdTDYdYzrHCmwHfg28JOqyniu/QBhfM6ubI0TkVh0USQWnQFciLdW9D4tCL+9OXOpzL60tg7ae4eqbLMG+Bwwoaoy/oAVrXHBrmyNL2y8e/5M4C68jRoAaKF9x2OF8wci9HMWzHD00S/NKx29ptx1jkOwALgP+HNVZTwj+0Absz9WtsZXNt49fyLenr5XPB9e/uK7wa3Z+E0+p4watfaV445fcKrrHD3UhTcm4LtVlfHFrsMYs4eVrfGljXfPj/yy8IXPtEnH5/F2SDKOFBQ0bT39jMdLXOc4iEa8Nbp/UFUZX+c4izHvY2VrfK26uroIby/fW4GTHMfJW9Ojv9wl4ssfejYBDwD/XVUZr3Udxpj9sbI1WaO6uroCr3QvBIKO4+SVM8787dJwuK3MdY5uXge+D/ymqjLe4TqMMQdjZWuyTnV1dSnwcbw1mLPlWWJWO2nS0/OGDnX+/Hw98GvgsarK+HLHWXpMRETtG23es7I1Wa26uvpYvNL9JHCE4zg5a/z4pQvGjX9zuoNT7wR+BzwGLKyqjGfVNywROQm4Q1WvFZGHge8BpwN/UdWdbtOZTLKyNTmjurr6TLzS/Rgw0nGcnDJkSM2KSR94JlO7LjUDf8Yr2Kf8cptYRMqBb3Z76TDgSeBneM+NC/EWzrhaVXcnv6YaeEtVfysi/wX8FhiEV8DnZzC+cczK1uSc6urqEHAO3sCqi4Ait4myXyDQ0TR12m/6iyBpOkUX8AzwK+CPVZXxxjSdJyVEJADMw3uc8SxwhaouFZGbgeNV9VYREbz1lyeraruIfAVvF6wVeI8/Vqnq3xz9EUyGWdmanFZdXT0Q+DBe+Z4NjHWbKHtNm/7YhkAgMS6Fh2wDFgJPALOrKuPbUnjstBKRa4FxwG+An6nq1OTrBcBKVT1CRK4Bfgp8Ce/v32C8Hyqexyvdt1X1GRf5TeZZ2Zq8Ul1dfSLeN75zgBlgq1P11Gmn/XFRv6LGM/pwiATeKOJnkx8LqyrjLSkJl0EiEsJbYnQmcALwRVW9tNvvbwAmAM8BYVWdnnz9BOAWVb0505mNe73a6syYbFddXb0C7zbe96qrq/vhFe7ZeOU70WU2v2toHN7Wr6jXd3ffwSudZ4F/VFXGd6U8WOZdDixU1VoR2QoU7/kNESkE2lU1ISJXAI92+7qVwKTMRjV+YVe2xiRVV1ePwSveD+KNGD0C0vaMMuuMHr1q0VFHLz7Yle1WvHJ9Dni2qjK+If3JMktE/gF8SVUXJ3+9FLhSVZeLyHXAB1T11uTvPauqZ3X72u8Dc1T1ORG5XFV/7+LPYDLPytaY/aiurh4KnAxMBk5J/vdo8rSA+/evXTf51CcndHupGW8A0OvJj5eyaf7roRCRYuANYMyeubMiUgb8GO82+U7gmm6jkfcu22LgT8A1wI9VtSrDfwTjiJWtMb1QXV09iPcX8LHk/naVGyHx5vToY2+K8AZeua6uqox3uQ7mZ3uXbfK1yXgDq76pqo/u+ytNrrGyNaaPqqurBwAnAkcmP47o9jGW7CjiBLAN2Iy33vBq4C2859tvV1dX1zvMZkzWs7I1Jo2qq6sLgAhe6Ub2+hgFDNzrYwCpLWcFduGVaPePTXv9uqa6utquUo1JEytbY3ymurq6P+8v4T0fgjc/tUcf1dXV7ZnOb4x5PytbY4wxJs2y4VmSMcYYk9WsbI0xxpg0s7I1xhhj0szK1hhjjEkzK1tjjDEmzaxsjTHGmDSzsjXGGGPSzMrWGGOMSTMrW2MOkYjk5e4/xpjes7I15hCIyEnA/yQ/f1hEjhWRq0VkhONoxhgfsrI1BhCRcSLyhIg8LyLPiMgkEfmAiMwTkUUi8qSIDOv2JZcBf0t+Xg8MBjYCv8h0dmOM/9nayMYAIvIX4AuqulpERuFtObcAuEJVl4rIzcDxqnpr8vbxMmCyqraLyFeAHXjb0Z0KrFLVv+3nVMaYPBRyHcAY10SkFOgP3CAipwNvAg8Du1V1afJtPwVWArcCVwPHAbeIyDl4V7VdwPN4pduZ2T+BMcbv7MrW5D0RmQI8DcxQ1WUi8m1gCtCoqpd2e98GYALwHBBW1enJ108AblHVmzMe3hiTFeyZrTFQCyxT1WXJX8/Gu1It3vMGESkE2lU1AVwBtHb7+pXApAxlNcZkIStbY2AN0F9Ejkz++hzgNWCgiExMvnYVyQFRqlrT/YuTBbxERKoAROTyjKQ2xmQNe2Zr8p6qJkTk08AjIhIGaoDPAL9LvpYAdgLXHOAw9wJ/EpH3gJuA36c5tjEmi9gzW2MOgYg8q6pn7fXaZOA3wDdV9VE3yYwxfmRla4wxxqSZPbM1xhhj0szK1hhjjEkzK1tjjDEmzaxsjTHGmDSzsjXGGGPSzMrWGGOMSTMrW2OMMSbNrGyNMcaYNLOyNcYYY9LMytYYY4xJMytbY4wxJs2sbI0xxpg0s7I1xhhj0szK1hhjjEkzK1tjjDEmzaxsjTHGmDSzsjXGGGPSzMrWGGOMSTMrW2OMMSbNrGyNMcaYNLOyNcYYY9LMytYYY4xJMytbY4wxJs2sbI0xxpg0s7I1xhhj0szK1hhjjEkzK1tjjDEmzaxsjTHGmDSzsjXGGGPSzMrWGGOMSbP/D3dc1lXke/htAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"id": "aG4hpquAyxB-",
"outputId": "ef94de3f-e47b-42f0-807e-028c2f97beae"
},
"source": [
"plt.figure(figsize=(15, 8))\n",
"daily_cases = df.groupby('性別').size().plot.pie()"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 466
},
"id": "sZ3qR-YNyfnt",
"outputId": "5cee7b4e-1e9d-4bfe-bedd-34ad4f067309"
},
"source": [
"plt.figure(figsize=(15, 8))\n",
"daily_cases = df.groupby('職業').size().plot.pie()"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 483
},
"id": "_SJOnechyueD",
"outputId": "01462e3c-8c33-4cef-c666-752daef3f322"
},
"source": [
"# 無職の人の年代\n",
"plt.figure(figsize=(15, 8))\n",
"df[df['職業']=='無職'].groupby('年代').size().plot.pie()"
],
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f11c3b433d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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