yamakk/2020 東京都都知事選得票投票結果.ipynb

## 2020 東京都都知事選得票投票結果.ipynb

      
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## 2020都知事選地域別候補者得票率.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2020 Tokyo 参議院選挙 東京都得票投票結果\n",
    "\n",
    "\n",
    "東京都知事選\n",
    "\n",
    "立候補者数 22有権者数 11,290,229投票率 55.00％\n",
    "\n",
    "https://www.nhk.or.jp/senkyo2/shutoken/16407/skh48032.html\n",
    "\n",
    "\n",
    "市町村別得票数xmlデータ\n",
    "\n",
    "https://www.nhk.or.jp/senkyo2/shutoken/16407/xml/ka/skh48032.xml\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```xml\n",
    "<plc plcNm=\"千代田区\" vtCntRate=\"100\" elctorSu=\"52207\" vtRate=\"59.53\">\n",
    "<plcDispOdr>1</plcDispOdr>\n",
    "<plcKh khId=\"1029\" khDispOdr=\"1\" hyo=\"16727\" hyoRate=\"54.8\">小池　百合子</plcKh>\n",
    "<plcKh khId=\"51817\" khDispOdr=\"2\" hyo=\"4775\" hyoRate=\"15.6\">小野　泰輔</plcKh>\n",
    "<plcKh khId=\"36945\" khDispOdr=\"3\" hyo=\"3950\" hyoRate=\"12.9\">宇都宮　健児</plcKh>\n",
    "<plcKh khId=\"37310\" khDispOdr=\"4\" hyo=\"3013\" hyoRate=\"9.9\">山本　太郎</plcKh>\n",
    "<plcKh khId=\"47507\" khDispOdr=\"5\" hyo=\"1065\" hyoRate=\"3.5\">桜井　誠</plcKh>\n",
    "<plcKh khId=\"43625\" khDispOdr=\"6\" hyo=\"272\" hyoRate=\"0.9\">立花　孝志</plcKh>\n",
    "<plcKh khId=\"33439\" khDispOdr=\"7\" hyo=\"177\" hyoRate=\"0.6\">後藤　輝樹</plcKh>\n",
    "<plcKh khId=\"51816\" khDispOdr=\"8\" hyo=\"139\" hyoRate=\"0.5\">澤　紫臣</plcKh>\n",
    "<plcKh khId=\"40908\" khDispOdr=\"9\" hyo=\"83\" hyoRate=\"0.3\">七海　ひろこ</plcKh>\n",
    "<plcKh khId=\"51806\" khDispOdr=\"10\" hyo=\"62\" hyoRate=\"0.2\">西本　誠</plcKh>\n",
    "<plcKh khId=\"51764\" khDispOdr=\"11\" hyo=\"48\" hyoRate=\"0.2\">込山　洋</plcKh>\n",
    "<plcKh khId=\"51447\" khDispOdr=\"12\" hyo=\"46\" hyoRate=\"0.2\">平塚　正幸</plcKh>\n",
    "<plcKh khId=\"51446\" khDispOdr=\"13\" hyo=\"37\" hyoRate=\"0.1\">服部　修</plcKh>\n",
    "<plcKh khId=\"51838\" khDispOdr=\"14\" hyo=\"30\" hyoRate=\"0.1\">齊藤　健一郎</plcKh>\n",
    "<plcKh khId=\"51426\" khDispOdr=\"15\" hyo=\"28\" hyoRate=\"0.1\">竹本　秀之</plcKh>\n",
    "<plcKh khId=\"39442\" khDispOdr=\"16\" hyo=\"17\" hyoRate=\"0.1\">内藤　久遠</plcKh>\n",
    "<plcKh khId=\"51826\" khDispOdr=\"17\" hyo=\"15\" hyoRate=\"0.0\">市川　浩司</plcKh>\n",
    "<plcKh khId=\"5929\" khDispOdr=\"18\" hyo=\"13\" hyoRate=\"0.0\">関口　安弘</plcKh>\n",
    "<plcKh khId=\"51837\" khDispOdr=\"19\" hyo=\"12\" hyoRate=\"0.0\">押越　清悦</plcKh>\n",
    "<plcKh khId=\"51405\" khDispOdr=\"20\" hyo=\"12\" hyoRate=\"0.0\">石井　均</plcKh>\n",
    "<plcKh khId=\"51825\" khDispOdr=\"21\" hyo=\"11\" hyoRate=\"0.0\">長澤　育弘</plcKh>\n",
    "<plcKh khId=\"51841\" khDispOdr=\"22\" hyo=\"8\" hyoRate=\"0.0\">牛尾　和恵</plcKh>\n",
    "</plc>\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import gca\n",
    "import seaborn \n",
    "import seaborn as sns\n",
    "from pandas import Series, DataFrame\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sys\n",
    "from bs4 import BeautifulSoup\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(open('skh48032.xml'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "l = []\n",
    "for plc in soup.findAll('plc'):\n",
    "    city_name = plc.get('plcnm')\n",
    "    voter_rate = float(plc.get('vtrate'))\n",
    "    voter_num = int(plc.get('elctorsu'))\n",
    "    candidates = []\n",
    "    for plckh in plc.findAll('plckh'):\n",
    "        votes_num = int(plckh.get('hyo'))\n",
    "        votes_rate= float(plckh.get('hyorate'))\n",
    "        canditate_name = plckh.text.replace('\\u3000', ' ')\n",
    "        l.append(dict(votes_num=votes_num, votes_rate=votes_rate, canditate_name=canditate_name,\n",
    "                      city_name=city_name, voter_rate=voter_rate, voter_num=voter_num))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df = DataFrame(l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "canditate_name\n",
       "小池 百合子    3661371\n",
       "宇都宮 健児     844151\n",
       "山本 太郎      657277\n",
       "小野 泰輔      612530\n",
       "桜井 誠       178776\n",
       "立花 孝志       43912\n",
       "七海 ひろこ      22003\n",
       "後藤 輝樹       21997\n",
       "澤 紫臣        20738\n",
       "西本 誠        11887\n",
       "込山 洋        10933\n",
       "平塚 正幸        8997\n",
       "服部 修         5453\n",
       "齊藤 健一郎       5114\n",
       "市川 浩司        4759\n",
       "内藤 久遠        4145\n",
       "関口 安弘        4097\n",
       "竹本 秀之        3997\n",
       "石井 均         3356\n",
       "長澤 育弘        2955\n",
       "押越 清悦        2708\n",
       "牛尾 和恵        1510\n",
       "Name: votes_num, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 候補者を得票数順にソートする\n",
    "candidates_sorted = df.groupby('canditate_name').sum()['votes_num'].sort_values(ascending=False)\n",
    "candidates_sorted # 総得票数 小池...3661371"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    千代田区\n",
       "1     中央区\n",
       "2      港区\n",
       "3     新宿区\n",
       "4     文京区\n",
       "5     台東区\n",
       "6     墨田区\n",
       "7     江東区\n",
       "8     品川区\n",
       "9     目黒区\n",
       "dtype: category\n",
       "Categories (62, object): [あきる野市, 三宅村, 三鷹市, 世田谷区, ..., 豊島区, 足立区, 青ヶ島村, 青梅市]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 市町村名を表示順にソートする\n",
    "cities_sorted = Series([plc.get('plcnm') for plc in soup.findAll('plc')], dtype='category')\n",
    "cities_sorted.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>city_name</th>\n",
       "      <th>千代田区</th>\n",
       "      <th>中央区</th>\n",
       "      <th>港区</th>\n",
       "      <th>新宿区</th>\n",
       "      <th>文京区</th>\n",
       "      <th>台東区</th>\n",
       "      <th>墨田区</th>\n",
       "      <th>江東区</th>\n",
       "      <th>品川区</th>\n",
       "      <th>目黒区</th>\n",
       "      <th>...</th>\n",
       "      <th>奥多摩町</th>\n",
       "      <th>大島町</th>\n",
       "      <th>利島村</th>\n",
       "      <th>新島村</th>\n",
       "      <th>神津島村</th>\n",
       "      <th>三宅村</th>\n",
       "      <th>御蔵島村</th>\n",
       "      <th>八丈町</th>\n",
       "      <th>青ヶ島村</th>\n",
       "      <th>小笠原村</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>押越 清悦</th>\n",
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       "      <td>0.1</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>長澤 育弘</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>石井 均</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>竹本 秀之</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
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       "    <tr>\n",
       "      <th>関口 安弘</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内藤 久遠</th>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>市川 浩司</th>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>齊藤 健一郎</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>服部 修</th>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>平塚 正幸</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.1</td>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>込山 洋</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西本 誠</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>澤 紫臣</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>後藤 輝樹</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七海 ひろこ</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>立花 孝志</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>桜井 誠</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小野 泰輔</th>\n",
       "      <td>15.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>16.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>11.1</td>\n",
       "      <td>10.1</td>\n",
       "      <td>11.3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>14.1</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山本 太郎</th>\n",
       "      <td>9.9</td>\n",
       "      <td>10.1</td>\n",
       "      <td>11.5</td>\n",
       "      <td>11.3</td>\n",
       "      <td>9.7</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>9.8</td>\n",
       "      <td>9.9</td>\n",
       "      <td>12.2</td>\n",
       "      <td>...</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.8</td>\n",
       "      <td>3.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>6.4</td>\n",
       "      <td>6.5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.8</td>\n",
       "      <td>14.7</td>\n",
       "      <td>13.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宇都宮 健児</th>\n",
       "      <td>12.9</td>\n",
       "      <td>11.2</td>\n",
       "      <td>13.2</td>\n",
       "      <td>15.3</td>\n",
       "      <td>16.6</td>\n",
       "      <td>12.6</td>\n",
       "      <td>11.1</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.9</td>\n",
       "      <td>15.2</td>\n",
       "      <td>...</td>\n",
       "      <td>6.7</td>\n",
       "      <td>12.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>7.4</td>\n",
       "      <td>17.2</td>\n",
       "      <td>8.2</td>\n",
       "      <td>10.8</td>\n",
       "      <td>11.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小池 百合子</th>\n",
       "      <td>54.8</td>\n",
       "      <td>56.4</td>\n",
       "      <td>52.7</td>\n",
       "      <td>54.8</td>\n",
       "      <td>54.4</td>\n",
       "      <td>58.5</td>\n",
       "      <td>62.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>58.8</td>\n",
       "      <td>53.1</td>\n",
       "      <td>...</td>\n",
       "      <td>79.5</td>\n",
       "      <td>70.4</td>\n",
       "      <td>81.6</td>\n",
       "      <td>80.7</td>\n",
       "      <td>82.2</td>\n",
       "      <td>78.6</td>\n",
       "      <td>59.4</td>\n",
       "      <td>74.2</td>\n",
       "      <td>69.6</td>\n",
       "      <td>62.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "city_name  千代田区   中央区    港区   新宿区   文京区   台東区   墨田区   江東区   品川区   目黒区  ...  \\\n",
       "牛尾 和恵       0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  ...   \n",
       "押越 清悦       0.0   0.1   0.0   0.1   0.0   0.0   0.0   0.1   0.1   0.0  ...   \n",
       "長澤 育弘       0.0   0.0   0.1   0.0   0.1   0.0   0.0   0.0   0.0   0.1  ...   \n",
       "石井 均        0.0   0.1   0.0   0.0   0.0   0.1   0.1   0.0   0.0   0.0  ...   \n",
       "竹本 秀之       0.1   0.1   0.1   0.0   0.1   0.1   0.0   0.1   0.0   0.0  ...   \n",
       "関口 安弘       0.0   0.0   0.0   0.1   0.1   0.1   0.1   0.1   0.1   0.1  ...   \n",
       "内藤 久遠       0.1   0.0   0.0   0.0   0.1   0.1   0.1   0.1   0.1   0.1  ...   \n",
       "市川 浩司       0.0   0.0   0.1   0.1   0.1   0.0   0.1   0.1   0.1   0.1  ...   \n",
       "齊藤 健一郎      0.1   0.1   0.1   0.1   0.1   0.1   0.1   0.2   0.1   0.1  ...   \n",
       "服部 修        0.1   0.1   0.1   0.2   0.1   0.2   0.1   0.1   0.1   0.1  ...   \n",
       "平塚 正幸       0.2   0.1   0.2   0.2   0.2   0.1   0.1   0.1   0.1   0.2  ...   \n",
       "込山 洋        0.2   0.2   0.2   0.2   0.1   0.2   0.2   0.2   0.2   0.2  ...   \n",
       "西本 誠        0.2   0.3   0.2   0.3   0.2   0.3   0.2   0.2   0.2   0.2  ...   \n",
       "澤 紫臣        0.5   0.2   0.2   0.4   0.4   0.4   0.4   0.3   0.4   0.3  ...   \n",
       "後藤 輝樹       0.6   0.3   0.3   0.3   0.4   0.4   0.4   0.4   0.4   0.3  ...   \n",
       "七海 ひろこ      0.3   0.3   0.4   0.3   0.3   0.4   0.4   0.4   0.4   0.3  ...   \n",
       "立花 孝志       0.9   0.9   1.0   0.9   0.7   0.9   0.8   0.8   1.0   0.8  ...   \n",
       "桜井 誠        3.5   3.0   3.1   3.4   2.8   3.6   3.3   2.9   2.9   2.6  ...   \n",
       "小野 泰輔      15.6  16.4  16.4  12.0  13.5  11.1  10.1  11.3  12.3  14.1  ...   \n",
       "山本 太郎       9.9  10.1  11.5  11.3   9.7  11.0  10.4   9.8   9.9  12.2  ...   \n",
       "宇都宮 健児     12.9  11.2  13.2  15.3  16.6  12.6  11.1  12.5  12.9  15.2  ...   \n",
       "小池 百合子     54.8  56.4  52.7  54.8  54.4  58.5  62.0  60.5  58.8  53.1  ...   \n",
       "\n",
       "city_name  奥多摩町   大島町   利島村   新島村  神津島村   三宅村  御蔵島村   八丈町  青ヶ島村  小笠原村  \n",
       "牛尾 和恵       0.0   0.1   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "押越 清悦       0.1   0.1   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "長澤 育弘       0.0   0.1   0.0   0.0   0.0   0.2   0.0   0.1   0.0   0.1  \n",
       "石井 均        0.1   0.2   0.0   0.1   0.0   0.0   0.0   0.0   0.0   0.2  \n",
       "竹本 秀之       0.0   0.1   0.0   0.1   0.1   0.1   0.0   0.1   0.0   0.2  \n",
       "関口 安弘       0.0   0.1   0.0   0.0   0.0   0.1   0.0   0.0   0.0   0.2  \n",
       "内藤 久遠       0.3   0.2   0.0   0.0   0.0   0.0   0.0   0.1   0.0   0.2  \n",
       "市川 浩司       0.1   0.1   0.0   0.0   0.0   0.0   0.5   0.1   0.0   0.0  \n",
       "齊藤 健一郎      0.0   0.1   0.0   0.0   0.0   0.0   1.0   0.1   0.0   0.1  \n",
       "服部 修        0.0   0.1   0.0   0.0   0.1   0.1   0.0   0.1   0.0   0.2  \n",
       "平塚 正幸       0.0   0.2   0.0   0.0   0.4   0.0   0.0   0.1   0.0   0.4  \n",
       "込山 洋        0.0   0.2   0.0   0.1   0.0   0.1   0.0   0.1   1.0   0.4  \n",
       "西本 誠        0.1   0.3   0.0   0.1   0.3   0.2   0.0   0.1   0.0   0.3  \n",
       "澤 紫臣        0.2   0.2   0.5   0.1   0.0   0.2   0.0   0.2   1.0   0.4  \n",
       "後藤 輝樹       0.4   0.3   0.0   0.4   0.2   0.2   0.5   0.2   0.0   0.5  \n",
       "七海 ひろこ      0.5   0.3   0.0   0.2   0.3   0.2   0.0   0.1   0.0   0.5  \n",
       "立花 孝志       0.2   0.3   0.0   0.4   0.6   0.5   1.0   0.5   0.0   0.8  \n",
       "桜井 誠        1.4   1.5   0.5   2.0   1.4   2.0   3.6   1.4   0.0   3.7  \n",
       "小野 泰輔       3.0   4.7   5.3   3.2   3.6   3.7   4.7   4.6   2.9   4.5  \n",
       "山本 太郎       7.3   7.8   3.7   5.6   6.4   6.5  12.0   9.8  14.7  13.1  \n",
       "宇都宮 健児      6.7  12.8   8.4   7.1   4.5   7.4  17.2   8.2  10.8  11.7  \n",
       "小池 百合子     79.5  70.4  81.6  80.7  82.2  78.6  59.4  74.2  69.6  62.8  \n",
       "\n",
       "[22 rows x 62 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_candidate_city = df.pivot('canditate_name', 'city_name', 'votes_rate')\n",
    "table_candidate_city.index = pd.Categorical(table_candidate_city.index, candidates_sorted.index) # 縦 候補者得票数順に\n",
    "table_candidate_city = table_candidate_city.sort_index(ascending=False)\n",
    "table_candidate_city = table_candidate_city[cities_sorted] # 横 市町村表示順\n",
    "table_candidate_city\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/k01/miniconda2/envs/py37/lib/python3.7/site-packages/matplotlib/figure.py:98: MatplotlibDeprecationWarning: \n",
      "Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  \"Adding an axes using the same arguments as a previous axes \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 541,
       "width": 1107
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ipag = {'family':'IPAPGothic','weight' : 'normal', 'size' :6}\n",
    "ipag10 = {'family':'IPAPGothic','weight' : 'normal', 'size' :10}\n",
    "\n",
    "annot = table_candidate_city.applymap(lambda a:a == 0.0 and ' ' or round(a,1))\n",
    "plt.figure(figsize=(15, 5))\n",
    "sns.set(font='monospace')\n",
    "sns.set_context('talk', font_scale=0.4)\n",
    "cbar_kws = dict(use_gridspec=False, location=\"right\", shrink=0.5)\n",
    "sns.heatmap(table_candidate_city, cmap='Blues', vmin=1, vmax=20, annot=annot, fmt='',\n",
    "            annot_kws={\"size\": 4}, cbar_kws=cbar_kws)\n",
    "ax = plt.axes()\n",
    "a = gca()\n",
    "a.set_xticklabels(table_candidate_city.columns, ipag)\n",
    "a.set_yticklabels(table_candidate_city.index, ipag)\n",
    "\n",
    "ax.set_title(u'2020年東京都知事選 地域別得票率(%)\\n', ipag10)\n",
    "ax.set_xlabel('\\ndata source: 東京都知事選｜地方選挙 | NHK選挙WEB\\nhttps://www.nhk.or.jp/senkyo2/shutoken/16407/skh48032.html\\nCC BY-SA 4.0 kouki yamada', \n",
    "              ipag)\n",
    "_=ax.set_ylabel('')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}