adj_matrix.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "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>GID_0</th>\n",
       "      <th>NAME_0</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>VARNAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>TYPE_1</th>\n",
       "      <th>ENGTYPE_1</th>\n",
       "      <th>CC_1</th>\n",
       "      <th>HASC_1</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.1_1</td>\n",
       "      <td>Aichi</td>\n",
       "      <td>Aiti</td>\n",
       "      <td>愛知県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.AI</td>\n",
       "      <td>MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.2_1</td>\n",
       "      <td>Akita</td>\n",
       "      <td>None</td>\n",
       "      <td>秋田県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.AK</td>\n",
       "      <td>MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.3_1</td>\n",
       "      <td>Aomori</td>\n",
       "      <td>None</td>\n",
       "      <td>青森県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.AO</td>\n",
       "      <td>MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.4_1</td>\n",
       "      <td>Chiba</td>\n",
       "      <td>Tiba|Tsiba</td>\n",
       "      <td>千葉県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.CH</td>\n",
       "      <td>MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.5_1</td>\n",
       "      <td>Ehime</td>\n",
       "      <td>None</td>\n",
       "      <td>愛媛県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.EH</td>\n",
       "      <td>MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.6_1</td>\n",
       "      <td>Fukui</td>\n",
       "      <td>Hukui</td>\n",
       "      <td>福井県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.FI</td>\n",
       "      <td>MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.7_1</td>\n",
       "      <td>Fukuoka</td>\n",
       "      <td>Hukuoka</td>\n",
       "      <td>福岡県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.FO</td>\n",
       "      <td>MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.8_1</td>\n",
       "      <td>Fukushima</td>\n",
       "      <td>Hukusima</td>\n",
       "      <td>福島県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.FS</td>\n",
       "      <td>MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.9_1</td>\n",
       "      <td>Gifu</td>\n",
       "      <td>Gihu</td>\n",
       "      <td>岐阜県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.GF</td>\n",
       "      <td>POLYGON ((137.60454 35.38891, 137.59399 35.386...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.10_1</td>\n",
       "      <td>Gunma</td>\n",
       "      <td>GunmaGumma</td>\n",
       "      <td>群馬県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.GM</td>\n",
       "      <td>POLYGON ((139.50237 36.18904, 139.49628 36.188...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.11_1</td>\n",
       "      <td>Hiroshima</td>\n",
       "      <td>Hirosima</td>\n",
       "      <td>広島県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.HS</td>\n",
       "      <td>MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.12_1</td>\n",
       "      <td>Hokkaido</td>\n",
       "      <td>Ezo|Yeso|Yezo</td>\n",
       "      <td>北海道</td>\n",
       "      <td>Do</td>\n",
       "      <td>Circuit</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.HK</td>\n",
       "      <td>MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.13_1</td>\n",
       "      <td>Hyōgo</td>\n",
       "      <td>Hiogo</td>\n",
       "      <td>兵庫県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.HG</td>\n",
       "      <td>MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.14_1</td>\n",
       "      <td>Ibaraki</td>\n",
       "      <td>None</td>\n",
       "      <td>茨城県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.IB</td>\n",
       "      <td>MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.15_1</td>\n",
       "      <td>Ishikawa</td>\n",
       "      <td>Isikawa</td>\n",
       "      <td>石川県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.IS</td>\n",
       "      <td>MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.16_1</td>\n",
       "      <td>Iwate</td>\n",
       "      <td>None</td>\n",
       "      <td>岩手県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.IW</td>\n",
       "      <td>MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.17_1</td>\n",
       "      <td>Kagawa</td>\n",
       "      <td>None</td>\n",
       "      <td>香川県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KG</td>\n",
       "      <td>MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.18_1</td>\n",
       "      <td>Kagoshima</td>\n",
       "      <td>None</td>\n",
       "      <td>鹿児島県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KS</td>\n",
       "      <td>MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.19_1</td>\n",
       "      <td>Kanagawa</td>\n",
       "      <td>None</td>\n",
       "      <td>神奈川県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KN</td>\n",
       "      <td>MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.20_1</td>\n",
       "      <td>Kochi</td>\n",
       "      <td>Koti</td>\n",
       "      <td>高知県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KC</td>\n",
       "      <td>MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.21_1</td>\n",
       "      <td>Kumamoto</td>\n",
       "      <td>None</td>\n",
       "      <td>熊本県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KM</td>\n",
       "      <td>MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.22_1</td>\n",
       "      <td>Kyoto</td>\n",
       "      <td>Kioto</td>\n",
       "      <td>京都府</td>\n",
       "      <td>Fu</td>\n",
       "      <td>Urban Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.KY</td>\n",
       "      <td>POLYGON ((136.02983 34.81502, 136.01799 34.805...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.23_1</td>\n",
       "      <td>Mie</td>\n",
       "      <td>Miye</td>\n",
       "      <td>三重県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.ME</td>\n",
       "      <td>MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.24_1</td>\n",
       "      <td>Miyagi</td>\n",
       "      <td>None</td>\n",
       "      <td>宮城県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.MG</td>\n",
       "      <td>MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.25_1</td>\n",
       "      <td>Miyazaki</td>\n",
       "      <td>None</td>\n",
       "      <td>宮崎県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.MZ</td>\n",
       "      <td>MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.26_1</td>\n",
       "      <td>Nagano</td>\n",
       "      <td>None</td>\n",
       "      <td>長野県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.NN</td>\n",
       "      <td>POLYGON ((137.65213 35.21122, 137.64482 35.205...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.27_1</td>\n",
       "      <td>Naoasaki</td>\n",
       "      <td>Nagasaki</td>\n",
       "      <td>長崎県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.NS</td>\n",
       "      <td>MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.28_1</td>\n",
       "      <td>Nara</td>\n",
       "      <td>None</td>\n",
       "      <td>奈良県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.NR</td>\n",
       "      <td>POLYGON ((135.86241 33.89688, 135.84920 33.893...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.29_1</td>\n",
       "      <td>Niigata</td>\n",
       "      <td>None</td>\n",
       "      <td>新潟県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.NI</td>\n",
       "      <td>MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.30_1</td>\n",
       "      <td>Oita</td>\n",
       "      <td>None</td>\n",
       "      <td>大分県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.OT</td>\n",
       "      <td>MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.31_1</td>\n",
       "      <td>Okayama</td>\n",
       "      <td>None</td>\n",
       "      <td>岡山県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.OY</td>\n",
       "      <td>MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.32_1</td>\n",
       "      <td>Okinawa</td>\n",
       "      <td>None</td>\n",
       "      <td>沖縄県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.ON</td>\n",
       "      <td>MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.33_1</td>\n",
       "      <td>Osaka</td>\n",
       "      <td>None</td>\n",
       "      <td>大阪府</td>\n",
       "      <td>Fu</td>\n",
       "      <td>Urban Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.OS</td>\n",
       "      <td>MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.34_1</td>\n",
       "      <td>Saga</td>\n",
       "      <td>None</td>\n",
       "      <td>佐賀県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.SG</td>\n",
       "      <td>MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.35_1</td>\n",
       "      <td>Saitama</td>\n",
       "      <td>None</td>\n",
       "      <td>埼玉県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.ST</td>\n",
       "      <td>POLYGON ((139.84909 35.79491, 139.84793 35.795...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.36_1</td>\n",
       "      <td>Shiga</td>\n",
       "      <td>Siga</td>\n",
       "      <td>滋賀県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.SH</td>\n",
       "      <td>POLYGON ((136.28865 34.86865, 136.27882 34.869...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.37_1</td>\n",
       "      <td>Shimane</td>\n",
       "      <td>Simane</td>\n",
       "      <td>島根県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.SM</td>\n",
       "      <td>MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.38_1</td>\n",
       "      <td>Shizuoka</td>\n",
       "      <td>Sizuoka</td>\n",
       "      <td>静岡県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.SZ</td>\n",
       "      <td>MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.39_1</td>\n",
       "      <td>Tochigi</td>\n",
       "      <td>Totigi</td>\n",
       "      <td>栃木県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.TC</td>\n",
       "      <td>POLYGON ((139.49724 36.27460, 139.48871 36.272...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.40_1</td>\n",
       "      <td>Tokushima</td>\n",
       "      <td>Tokusima</td>\n",
       "      <td>徳島県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.TS</td>\n",
       "      <td>MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.41_1</td>\n",
       "      <td>Tokyo</td>\n",
       "      <td>Edo|Yedo|Tokio|T¢quio</td>\n",
       "      <td>東京都</td>\n",
       "      <td>To</td>\n",
       "      <td>Metropolis</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.TK</td>\n",
       "      <td>MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.42_1</td>\n",
       "      <td>Tottori</td>\n",
       "      <td>None</td>\n",
       "      <td>鳥取県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.TT</td>\n",
       "      <td>MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.43_1</td>\n",
       "      <td>Toyama</td>\n",
       "      <td>None</td>\n",
       "      <td>富山県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.TY</td>\n",
       "      <td>POLYGON ((136.78896 36.33339, 136.79283 36.341...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.44_1</td>\n",
       "      <td>Wakayama</td>\n",
       "      <td>None</td>\n",
       "      <td>和歌山県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.WK</td>\n",
       "      <td>MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.45_1</td>\n",
       "      <td>Yamagata</td>\n",
       "      <td>None</td>\n",
       "      <td>山形県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.YT</td>\n",
       "      <td>MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.46_1</td>\n",
       "      <td>Yamaguchi</td>\n",
       "      <td>Yamaguti</td>\n",
       "      <td>山口県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.YC</td>\n",
       "      <td>MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>JPN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN.47_1</td>\n",
       "      <td>Yamanashi</td>\n",
       "      <td>Yamanasi</td>\n",
       "      <td>山梨県</td>\n",
       "      <td>Ken</td>\n",
       "      <td>Prefecture</td>\n",
       "      <td>None</td>\n",
       "      <td>JP.YN</td>\n",
       "      <td>POLYGON ((138.52417 35.19426, 138.52386 35.193...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GID_0 NAME_0     GID_1     NAME_1              VARNAME_1 NL_NAME_1 TYPE_1  \\\n",
       "0    JPN  Japan   JPN.1_1      Aichi                   Aiti       愛知県    Ken   \n",
       "1    JPN  Japan   JPN.2_1      Akita                   None       秋田県    Ken   \n",
       "2    JPN  Japan   JPN.3_1     Aomori                   None       青森県    Ken   \n",
       "3    JPN  Japan   JPN.4_1      Chiba             Tiba|Tsiba       千葉県    Ken   \n",
       "4    JPN  Japan   JPN.5_1      Ehime                   None       愛媛県    Ken   \n",
       "5    JPN  Japan   JPN.6_1      Fukui                  Hukui       福井県    Ken   \n",
       "6    JPN  Japan   JPN.7_1    Fukuoka                Hukuoka       福岡県    Ken   \n",
       "7    JPN  Japan   JPN.8_1  Fukushima               Hukusima       福島県    Ken   \n",
       "8    JPN  Japan   JPN.9_1       Gifu                   Gihu       岐阜県    Ken   \n",
       "9    JPN  Japan  JPN.10_1      Gunma             GunmaGumma       群馬県    Ken   \n",
       "10   JPN  Japan  JPN.11_1  Hiroshima               Hirosima       広島県    Ken   \n",
       "11   JPN  Japan  JPN.12_1   Hokkaido          Ezo|Yeso|Yezo       北海道     Do   \n",
       "12   JPN  Japan  JPN.13_1      Hyōgo                  Hiogo       兵庫県    Ken   \n",
       "13   JPN  Japan  JPN.14_1    Ibaraki                   None       茨城県    Ken   \n",
       "14   JPN  Japan  JPN.15_1   Ishikawa                Isikawa       石川県    Ken   \n",
       "15   JPN  Japan  JPN.16_1      Iwate                   None       岩手県    Ken   \n",
       "16   JPN  Japan  JPN.17_1     Kagawa                   None       香川県    Ken   \n",
       "17   JPN  Japan  JPN.18_1  Kagoshima                   None      鹿児島県    Ken   \n",
       "18   JPN  Japan  JPN.19_1   Kanagawa                   None      神奈川県    Ken   \n",
       "19   JPN  Japan  JPN.20_1      Kochi                   Koti       高知県    Ken   \n",
       "20   JPN  Japan  JPN.21_1   Kumamoto                   None       熊本県    Ken   \n",
       "21   JPN  Japan  JPN.22_1      Kyoto                  Kioto       京都府     Fu   \n",
       "22   JPN  Japan  JPN.23_1        Mie                   Miye       三重県    Ken   \n",
       "23   JPN  Japan  JPN.24_1     Miyagi                   None       宮城県    Ken   \n",
       "24   JPN  Japan  JPN.25_1   Miyazaki                   None       宮崎県    Ken   \n",
       "25   JPN  Japan  JPN.26_1     Nagano                   None       長野県    Ken   \n",
       "26   JPN  Japan  JPN.27_1   Naoasaki               Nagasaki       長崎県    Ken   \n",
       "27   JPN  Japan  JPN.28_1       Nara                   None       奈良県    Ken   \n",
       "28   JPN  Japan  JPN.29_1    Niigata                   None       新潟県    Ken   \n",
       "29   JPN  Japan  JPN.30_1       Oita                   None       大分県    Ken   \n",
       "30   JPN  Japan  JPN.31_1    Okayama                   None       岡山県    Ken   \n",
       "31   JPN  Japan  JPN.32_1    Okinawa                   None       沖縄県    Ken   \n",
       "32   JPN  Japan  JPN.33_1      Osaka                   None       大阪府     Fu   \n",
       "33   JPN  Japan  JPN.34_1       Saga                   None       佐賀県    Ken   \n",
       "34   JPN  Japan  JPN.35_1    Saitama                   None       埼玉県    Ken   \n",
       "35   JPN  Japan  JPN.36_1      Shiga                   Siga       滋賀県    Ken   \n",
       "36   JPN  Japan  JPN.37_1    Shimane                 Simane       島根県    Ken   \n",
       "37   JPN  Japan  JPN.38_1   Shizuoka                Sizuoka       静岡県    Ken   \n",
       "38   JPN  Japan  JPN.39_1    Tochigi                 Totigi       栃木県    Ken   \n",
       "39   JPN  Japan  JPN.40_1  Tokushima               Tokusima       徳島県    Ken   \n",
       "40   JPN  Japan  JPN.41_1      Tokyo  Edo|Yedo|Tokio|T¢quio       東京都     To   \n",
       "41   JPN  Japan  JPN.42_1    Tottori                   None       鳥取県    Ken   \n",
       "42   JPN  Japan  JPN.43_1     Toyama                   None       富山県    Ken   \n",
       "43   JPN  Japan  JPN.44_1   Wakayama                   None      和歌山県    Ken   \n",
       "44   JPN  Japan  JPN.45_1   Yamagata                   None       山形県    Ken   \n",
       "45   JPN  Japan  JPN.46_1  Yamaguchi               Yamaguti       山口県    Ken   \n",
       "46   JPN  Japan  JPN.47_1  Yamanashi               Yamanasi       山梨県    Ken   \n",
       "\n",
       "           ENGTYPE_1  CC_1 HASC_1  \\\n",
       "0         Prefecture  None  JP.AI   \n",
       "1         Prefecture  None  JP.AK   \n",
       "2         Prefecture  None  JP.AO   \n",
       "3         Prefecture  None  JP.CH   \n",
       "4         Prefecture  None  JP.EH   \n",
       "5         Prefecture  None  JP.FI   \n",
       "6         Prefecture  None  JP.FO   \n",
       "7         Prefecture  None  JP.FS   \n",
       "8         Prefecture  None  JP.GF   \n",
       "9         Prefecture  None  JP.GM   \n",
       "10        Prefecture  None  JP.HS   \n",
       "11           Circuit  None  JP.HK   \n",
       "12        Prefecture  None  JP.HG   \n",
       "13        Prefecture  None  JP.IB   \n",
       "14        Prefecture  None  JP.IS   \n",
       "15        Prefecture  None  JP.IW   \n",
       "16        Prefecture  None  JP.KG   \n",
       "17        Prefecture  None  JP.KS   \n",
       "18        Prefecture  None  JP.KN   \n",
       "19        Prefecture  None  JP.KC   \n",
       "20        Prefecture  None  JP.KM   \n",
       "21  Urban Prefecture  None  JP.KY   \n",
       "22        Prefecture  None  JP.ME   \n",
       "23        Prefecture  None  JP.MG   \n",
       "24        Prefecture  None  JP.MZ   \n",
       "25        Prefecture  None  JP.NN   \n",
       "26        Prefecture  None  JP.NS   \n",
       "27        Prefecture  None  JP.NR   \n",
       "28        Prefecture  None  JP.NI   \n",
       "29        Prefecture  None  JP.OT   \n",
       "30        Prefecture  None  JP.OY   \n",
       "31        Prefecture  None  JP.ON   \n",
       "32  Urban Prefecture  None  JP.OS   \n",
       "33        Prefecture  None  JP.SG   \n",
       "34        Prefecture  None  JP.ST   \n",
       "35        Prefecture  None  JP.SH   \n",
       "36        Prefecture  None  JP.SM   \n",
       "37        Prefecture  None  JP.SZ   \n",
       "38        Prefecture  None  JP.TC   \n",
       "39        Prefecture  None  JP.TS   \n",
       "40        Metropolis  None  JP.TK   \n",
       "41        Prefecture  None  JP.TT   \n",
       "42        Prefecture  None  JP.TY   \n",
       "43        Prefecture  None  JP.WK   \n",
       "44        Prefecture  None  JP.YT   \n",
       "45        Prefecture  None  JP.YC   \n",
       "46        Prefecture  None  JP.YN   \n",
       "\n",
       "                                             geometry  \n",
       "0   MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...  \n",
       "1   MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...  \n",
       "2   MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...  \n",
       "3   MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...  \n",
       "4   MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...  \n",
       "5   MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...  \n",
       "6   MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...  \n",
       "7   MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...  \n",
       "8   POLYGON ((137.60454 35.38891, 137.59399 35.386...  \n",
       "9   POLYGON ((139.50237 36.18904, 139.49628 36.188...  \n",
       "10  MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...  \n",
       "11  MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...  \n",
       "12  MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...  \n",
       "13  MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...  \n",
       "14  MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...  \n",
       "15  MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...  \n",
       "16  MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...  \n",
       "17  MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...  \n",
       "18  MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...  \n",
       "19  MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...  \n",
       "20  MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...  \n",
       "21  POLYGON ((136.02983 34.81502, 136.01799 34.805...  \n",
       "22  MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...  \n",
       "23  MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...  \n",
       "24  MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...  \n",
       "25  POLYGON ((137.65213 35.21122, 137.64482 35.205...  \n",
       "26  MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...  \n",
       "27  POLYGON ((135.86241 33.89688, 135.84920 33.893...  \n",
       "28  MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...  \n",
       "29  MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...  \n",
       "30  MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...  \n",
       "31  MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...  \n",
       "32  MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...  \n",
       "33  MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...  \n",
       "34  POLYGON ((139.84909 35.79491, 139.84793 35.795...  \n",
       "35  POLYGON ((136.28865 34.86865, 136.27882 34.869...  \n",
       "36  MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...  \n",
       "37  MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...  \n",
       "38  POLYGON ((139.49724 36.27460, 139.48871 36.272...  \n",
       "39  MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...  \n",
       "40  MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...  \n",
       "41  MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...  \n",
       "42  POLYGON ((136.78896 36.33339, 136.79283 36.341...  \n",
       "43  MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...  \n",
       "44  MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...  \n",
       "45  MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...  \n",
       "46  POLYGON ((138.52417 35.19426, 138.52386 35.193...  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "japanshape = gpd.read_file('./gadm36_JPN_1/gadm36_JPN_1.shp')   #To read the shapefile\n",
    "japanshape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jiang/anaconda3/lib/python3.6/site-packages/geopandas-0.8.1-py3.6.egg/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5bacb41a58>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "japanshape = japanshape[['NL_NAME_1', 'geometry']]    #To keep relevant columnsb\n",
    "japanshape['pref_name'] = japanshape['NL_NAME_1']\n",
    "japanshape.plot(figsize=(10, 10))     #To plot the shapefile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "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>geometry</th>\n",
       "      <th>pref_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>愛知県</th>\n",
       "      <td>MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...</td>\n",
       "      <td>愛知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>秋田県</th>\n",
       "      <td>MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...</td>\n",
       "      <td>秋田県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青森県</th>\n",
       "      <td>MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...</td>\n",
       "      <td>青森県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>千葉県</th>\n",
       "      <td>MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...</td>\n",
       "      <td>千葉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>愛媛県</th>\n",
       "      <td>MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...</td>\n",
       "      <td>愛媛県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福井県</th>\n",
       "      <td>MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...</td>\n",
       "      <td>福井県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福岡県</th>\n",
       "      <td>MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...</td>\n",
       "      <td>福岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福島県</th>\n",
       "      <td>MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...</td>\n",
       "      <td>福島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岐阜県</th>\n",
       "      <td>POLYGON ((137.60454 35.38891, 137.59399 35.386...</td>\n",
       "      <td>岐阜県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>群馬県</th>\n",
       "      <td>POLYGON ((139.50237 36.18904, 139.49628 36.188...</td>\n",
       "      <td>群馬県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>広島県</th>\n",
       "      <td>MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...</td>\n",
       "      <td>広島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北海道</th>\n",
       "      <td>MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...</td>\n",
       "      <td>北海道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>兵庫県</th>\n",
       "      <td>MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...</td>\n",
       "      <td>兵庫県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>茨城県</th>\n",
       "      <td>MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...</td>\n",
       "      <td>茨城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>石川県</th>\n",
       "      <td>MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...</td>\n",
       "      <td>石川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岩手県</th>\n",
       "      <td>MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...</td>\n",
       "      <td>岩手県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香川県</th>\n",
       "      <td>MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...</td>\n",
       "      <td>香川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鹿児島県</th>\n",
       "      <td>MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...</td>\n",
       "      <td>鹿児島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>神奈川県</th>\n",
       "      <td>MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...</td>\n",
       "      <td>神奈川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高知県</th>\n",
       "      <td>MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...</td>\n",
       "      <td>高知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>熊本県</th>\n",
       "      <td>MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...</td>\n",
       "      <td>熊本県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京都府</th>\n",
       "      <td>POLYGON ((136.02983 34.81502, 136.01799 34.805...</td>\n",
       "      <td>京都府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三重県</th>\n",
       "      <td>MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...</td>\n",
       "      <td>三重県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宮城県</th>\n",
       "      <td>MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...</td>\n",
       "      <td>宮城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宮崎県</th>\n",
       "      <td>MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...</td>\n",
       "      <td>宮崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>長野県</th>\n",
       "      <td>POLYGON ((137.65213 35.21122, 137.64482 35.205...</td>\n",
       "      <td>長野県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>長崎県</th>\n",
       "      <td>MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...</td>\n",
       "      <td>長崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奈良県</th>\n",
       "      <td>POLYGON ((135.86241 33.89688, 135.84920 33.893...</td>\n",
       "      <td>奈良県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新潟県</th>\n",
       "      <td>MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...</td>\n",
       "      <td>新潟県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大分県</th>\n",
       "      <td>MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...</td>\n",
       "      <td>大分県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岡山県</th>\n",
       "      <td>MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...</td>\n",
       "      <td>岡山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>沖縄県</th>\n",
       "      <td>MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...</td>\n",
       "      <td>沖縄県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大阪府</th>\n",
       "      <td>MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...</td>\n",
       "      <td>大阪府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佐賀県</th>\n",
       "      <td>MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...</td>\n",
       "      <td>佐賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>埼玉県</th>\n",
       "      <td>POLYGON ((139.84909 35.79491, 139.84793 35.795...</td>\n",
       "      <td>埼玉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>滋賀県</th>\n",
       "      <td>POLYGON ((136.28865 34.86865, 136.27882 34.869...</td>\n",
       "      <td>滋賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>島根県</th>\n",
       "      <td>MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...</td>\n",
       "      <td>島根県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>静岡県</th>\n",
       "      <td>MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...</td>\n",
       "      <td>静岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>栃木県</th>\n",
       "      <td>POLYGON ((139.49724 36.27460, 139.48871 36.272...</td>\n",
       "      <td>栃木県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>徳島県</th>\n",
       "      <td>MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...</td>\n",
       "      <td>徳島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>東京都</th>\n",
       "      <td>MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...</td>\n",
       "      <td>東京都</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳥取県</th>\n",
       "      <td>MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...</td>\n",
       "      <td>鳥取県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>富山県</th>\n",
       "      <td>POLYGON ((136.78896 36.33339, 136.79283 36.341...</td>\n",
       "      <td>富山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>和歌山県</th>\n",
       "      <td>MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...</td>\n",
       "      <td>和歌山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山形県</th>\n",
       "      <td>MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...</td>\n",
       "      <td>山形県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山口県</th>\n",
       "      <td>MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...</td>\n",
       "      <td>山口県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山梨県</th>\n",
       "      <td>POLYGON ((138.52417 35.19426, 138.52386 35.193...</td>\n",
       "      <td>山梨県</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    geometry pref_name\n",
       "NL_NAME_1                                                             \n",
       "愛知県        MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...       愛知県\n",
       "秋田県        MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...       秋田県\n",
       "青森県        MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...       青森県\n",
       "千葉県        MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...       千葉県\n",
       "愛媛県        MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...       愛媛県\n",
       "福井県        MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...       福井県\n",
       "福岡県        MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...       福岡県\n",
       "福島県        MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...       福島県\n",
       "岐阜県        POLYGON ((137.60454 35.38891, 137.59399 35.386...       岐阜県\n",
       "群馬県        POLYGON ((139.50237 36.18904, 139.49628 36.188...       群馬県\n",
       "広島県        MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...       広島県\n",
       "北海道        MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...       北海道\n",
       "兵庫県        MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...       兵庫県\n",
       "茨城県        MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...       茨城県\n",
       "石川県        MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...       石川県\n",
       "岩手県        MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...       岩手県\n",
       "香川県        MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...       香川県\n",
       "鹿児島県       MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...      鹿児島県\n",
       "神奈川県       MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...      神奈川県\n",
       "高知県        MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...       高知県\n",
       "熊本県        MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...       熊本県\n",
       "京都府        POLYGON ((136.02983 34.81502, 136.01799 34.805...       京都府\n",
       "三重県        MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...       三重県\n",
       "宮城県        MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...       宮城県\n",
       "宮崎県        MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...       宮崎県\n",
       "長野県        POLYGON ((137.65213 35.21122, 137.64482 35.205...       長野県\n",
       "長崎県        MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...       長崎県\n",
       "奈良県        POLYGON ((135.86241 33.89688, 135.84920 33.893...       奈良県\n",
       "新潟県        MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...       新潟県\n",
       "大分県        MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...       大分県\n",
       "岡山県        MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...       岡山県\n",
       "沖縄県        MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...       沖縄県\n",
       "大阪府        MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...       大阪府\n",
       "佐賀県        MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...       佐賀県\n",
       "埼玉県        POLYGON ((139.84909 35.79491, 139.84793 35.795...       埼玉県\n",
       "滋賀県        POLYGON ((136.28865 34.86865, 136.27882 34.869...       滋賀県\n",
       "島根県        MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...       島根県\n",
       "静岡県        MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...       静岡県\n",
       "栃木県        POLYGON ((139.49724 36.27460, 139.48871 36.272...       栃木県\n",
       "徳島県        MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...       徳島県\n",
       "東京都        MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...       東京都\n",
       "鳥取県        MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...       鳥取県\n",
       "富山県        POLYGON ((136.78896 36.33339, 136.79283 36.341...       富山県\n",
       "和歌山県       MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...      和歌山県\n",
       "山形県        MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...       山形県\n",
       "山口県        MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...       山口県\n",
       "山梨県        POLYGON ((138.52417 35.19426, 138.52386 35.193...       山梨県"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "japanshape = japanshape.set_index('NL_NAME_1')\n",
    "japanshape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['北海道', '青森県', '岩手県', '宮城県', '秋田県', '山形県', '福島県', '茨城県', '栃木県',\n",
       "       '群馬県', '埼玉県', '千葉県', '東京都', '神奈川県', '新潟県', '富山県', '石川県', '福井県',\n",
       "       '山梨県', '長野県', '岐阜県', '静岡県', '愛知県', '三重県', '滋賀県', '京都府', '大阪府',\n",
       "       '兵庫県', '奈良県', '和歌山県', '鳥取県', '島根県', '岡山県', '広島県', '山口県', '徳島県',\n",
       "       '香川県', '愛媛県', '高知県', '福岡県', '佐賀県', '長崎県', '熊本県', '大分県', '宮崎県',\n",
       "       '鹿児島県', '沖縄県'], dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pref_population = pd.read_csv('./data/pref_population_2015.csv')\n",
    "STD_PREFS = pref_population['ken'].values\n",
    "STD_PREFS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>geometry</th>\n",
       "      <th>pref_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>北海道</th>\n",
       "      <td>MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...</td>\n",
       "      <td>北海道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青森県</th>\n",
       "      <td>MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...</td>\n",
       "      <td>青森県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岩手県</th>\n",
       "      <td>MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...</td>\n",
       "      <td>岩手県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宮城県</th>\n",
       "      <td>MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...</td>\n",
       "      <td>宮城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>秋田県</th>\n",
       "      <td>MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...</td>\n",
       "      <td>秋田県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山形県</th>\n",
       "      <td>MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...</td>\n",
       "      <td>山形県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福島県</th>\n",
       "      <td>MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...</td>\n",
       "      <td>福島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>茨城県</th>\n",
       "      <td>MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...</td>\n",
       "      <td>茨城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>栃木県</th>\n",
       "      <td>POLYGON ((139.49724 36.27460, 139.48871 36.272...</td>\n",
       "      <td>栃木県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>群馬県</th>\n",
       "      <td>POLYGON ((139.50237 36.18904, 139.49628 36.188...</td>\n",
       "      <td>群馬県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>埼玉県</th>\n",
       "      <td>POLYGON ((139.84909 35.79491, 139.84793 35.795...</td>\n",
       "      <td>埼玉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>千葉県</th>\n",
       "      <td>MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...</td>\n",
       "      <td>千葉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>東京都</th>\n",
       "      <td>MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...</td>\n",
       "      <td>東京都</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>神奈川県</th>\n",
       "      <td>MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...</td>\n",
       "      <td>神奈川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新潟県</th>\n",
       "      <td>MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...</td>\n",
       "      <td>新潟県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>富山県</th>\n",
       "      <td>POLYGON ((136.78896 36.33339, 136.79283 36.341...</td>\n",
       "      <td>富山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>石川県</th>\n",
       "      <td>MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...</td>\n",
       "      <td>石川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福井県</th>\n",
       "      <td>MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...</td>\n",
       "      <td>福井県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山梨県</th>\n",
       "      <td>POLYGON ((138.52417 35.19426, 138.52386 35.193...</td>\n",
       "      <td>山梨県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>長野県</th>\n",
       "      <td>POLYGON ((137.65213 35.21122, 137.64482 35.205...</td>\n",
       "      <td>長野県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岐阜県</th>\n",
       "      <td>POLYGON ((137.60454 35.38891, 137.59399 35.386...</td>\n",
       "      <td>岐阜県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>静岡県</th>\n",
       "      <td>MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...</td>\n",
       "      <td>静岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>愛知県</th>\n",
       "      <td>MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...</td>\n",
       "      <td>愛知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三重県</th>\n",
       "      <td>MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...</td>\n",
       "      <td>三重県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>滋賀県</th>\n",
       "      <td>POLYGON ((136.28865 34.86865, 136.27882 34.869...</td>\n",
       "      <td>滋賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京都府</th>\n",
       "      <td>POLYGON ((136.02983 34.81502, 136.01799 34.805...</td>\n",
       "      <td>京都府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大阪府</th>\n",
       "      <td>MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...</td>\n",
       "      <td>大阪府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>兵庫県</th>\n",
       "      <td>MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...</td>\n",
       "      <td>兵庫県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奈良県</th>\n",
       "      <td>POLYGON ((135.86241 33.89688, 135.84920 33.893...</td>\n",
       "      <td>奈良県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>和歌山県</th>\n",
       "      <td>MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...</td>\n",
       "      <td>和歌山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳥取県</th>\n",
       "      <td>MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...</td>\n",
       "      <td>鳥取県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>島根県</th>\n",
       "      <td>MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...</td>\n",
       "      <td>島根県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岡山県</th>\n",
       "      <td>MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...</td>\n",
       "      <td>岡山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>広島県</th>\n",
       "      <td>MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...</td>\n",
       "      <td>広島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山口県</th>\n",
       "      <td>MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...</td>\n",
       "      <td>山口県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>徳島県</th>\n",
       "      <td>MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...</td>\n",
       "      <td>徳島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香川県</th>\n",
       "      <td>MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...</td>\n",
       "      <td>香川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>愛媛県</th>\n",
       "      <td>MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...</td>\n",
       "      <td>愛媛県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高知県</th>\n",
       "      <td>MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...</td>\n",
       "      <td>高知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福岡県</th>\n",
       "      <td>MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...</td>\n",
       "      <td>福岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佐賀県</th>\n",
       "      <td>MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...</td>\n",
       "      <td>佐賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>長崎県</th>\n",
       "      <td>MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...</td>\n",
       "      <td>長崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>熊本県</th>\n",
       "      <td>MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...</td>\n",
       "      <td>熊本県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大分県</th>\n",
       "      <td>MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...</td>\n",
       "      <td>大分県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宮崎県</th>\n",
       "      <td>MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...</td>\n",
       "      <td>宮崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鹿児島県</th>\n",
       "      <td>MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...</td>\n",
       "      <td>鹿児島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>沖縄県</th>\n",
       "      <td>MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...</td>\n",
       "      <td>沖縄県</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    geometry pref_name\n",
       "NL_NAME_1                                                             \n",
       "北海道        MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...       北海道\n",
       "青森県        MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...       青森県\n",
       "岩手県        MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...       岩手県\n",
       "宮城県        MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...       宮城県\n",
       "秋田県        MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...       秋田県\n",
       "山形県        MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...       山形県\n",
       "福島県        MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...       福島県\n",
       "茨城県        MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...       茨城県\n",
       "栃木県        POLYGON ((139.49724 36.27460, 139.48871 36.272...       栃木県\n",
       "群馬県        POLYGON ((139.50237 36.18904, 139.49628 36.188...       群馬県\n",
       "埼玉県        POLYGON ((139.84909 35.79491, 139.84793 35.795...       埼玉県\n",
       "千葉県        MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...       千葉県\n",
       "東京都        MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...       東京都\n",
       "神奈川県       MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...      神奈川県\n",
       "新潟県        MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...       新潟県\n",
       "富山県        POLYGON ((136.78896 36.33339, 136.79283 36.341...       富山県\n",
       "石川県        MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...       石川県\n",
       "福井県        MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...       福井県\n",
       "山梨県        POLYGON ((138.52417 35.19426, 138.52386 35.193...       山梨県\n",
       "長野県        POLYGON ((137.65213 35.21122, 137.64482 35.205...       長野県\n",
       "岐阜県        POLYGON ((137.60454 35.38891, 137.59399 35.386...       岐阜県\n",
       "静岡県        MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...       静岡県\n",
       "愛知県        MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...       愛知県\n",
       "三重県        MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...       三重県\n",
       "滋賀県        POLYGON ((136.28865 34.86865, 136.27882 34.869...       滋賀県\n",
       "京都府        POLYGON ((136.02983 34.81502, 136.01799 34.805...       京都府\n",
       "大阪府        MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...       大阪府\n",
       "兵庫県        MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...       兵庫県\n",
       "奈良県        POLYGON ((135.86241 33.89688, 135.84920 33.893...       奈良県\n",
       "和歌山県       MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...      和歌山県\n",
       "鳥取県        MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...       鳥取県\n",
       "島根県        MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...       島根県\n",
       "岡山県        MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...       岡山県\n",
       "広島県        MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...       広島県\n",
       "山口県        MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...       山口県\n",
       "徳島県        MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...       徳島県\n",
       "香川県        MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...       香川県\n",
       "愛媛県        MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...       愛媛県\n",
       "高知県        MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...       高知県\n",
       "福岡県        MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...       福岡県\n",
       "佐賀県        MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...       佐賀県\n",
       "長崎県        MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...       長崎県\n",
       "熊本県        MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...       熊本県\n",
       "大分県        MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...       大分県\n",
       "宮崎県        MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...       宮崎県\n",
       "鹿児島県       MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...      鹿児島県\n",
       "沖縄県        MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...       沖縄県"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "japanshape = japanshape.reindex(index = STD_PREFS)\n",
    "japanshape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "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>NL_NAME_1</th>\n",
       "      <th>geometry</th>\n",
       "      <th>pref_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北海道</td>\n",
       "      <td>MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...</td>\n",
       "      <td>北海道</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>青森県</td>\n",
       "      <td>MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...</td>\n",
       "      <td>青森県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>岩手県</td>\n",
       "      <td>MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...</td>\n",
       "      <td>岩手県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>宮城県</td>\n",
       "      <td>MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...</td>\n",
       "      <td>宮城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>秋田県</td>\n",
       "      <td>MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...</td>\n",
       "      <td>秋田県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>山形県</td>\n",
       "      <td>MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...</td>\n",
       "      <td>山形県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>福島県</td>\n",
       "      <td>MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...</td>\n",
       "      <td>福島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>茨城県</td>\n",
       "      <td>MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...</td>\n",
       "      <td>茨城県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>栃木県</td>\n",
       "      <td>POLYGON ((139.49724 36.27460, 139.48871 36.272...</td>\n",
       "      <td>栃木県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>群馬県</td>\n",
       "      <td>POLYGON ((139.50237 36.18904, 139.49628 36.188...</td>\n",
       "      <td>群馬県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>埼玉県</td>\n",
       "      <td>POLYGON ((139.84909 35.79491, 139.84793 35.795...</td>\n",
       "      <td>埼玉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>千葉県</td>\n",
       "      <td>MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...</td>\n",
       "      <td>千葉県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>東京都</td>\n",
       "      <td>MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...</td>\n",
       "      <td>東京都</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>神奈川県</td>\n",
       "      <td>MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...</td>\n",
       "      <td>神奈川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>新潟県</td>\n",
       "      <td>MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...</td>\n",
       "      <td>新潟県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>富山県</td>\n",
       "      <td>POLYGON ((136.78896 36.33339, 136.79283 36.341...</td>\n",
       "      <td>富山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>石川県</td>\n",
       "      <td>MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...</td>\n",
       "      <td>石川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>福井県</td>\n",
       "      <td>MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...</td>\n",
       "      <td>福井県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>山梨県</td>\n",
       "      <td>POLYGON ((138.52417 35.19426, 138.52386 35.193...</td>\n",
       "      <td>山梨県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>長野県</td>\n",
       "      <td>POLYGON ((137.65213 35.21122, 137.64482 35.205...</td>\n",
       "      <td>長野県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>岐阜県</td>\n",
       "      <td>POLYGON ((137.60454 35.38891, 137.59399 35.386...</td>\n",
       "      <td>岐阜県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>静岡県</td>\n",
       "      <td>MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...</td>\n",
       "      <td>静岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>愛知県</td>\n",
       "      <td>MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...</td>\n",
       "      <td>愛知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>三重県</td>\n",
       "      <td>MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...</td>\n",
       "      <td>三重県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>滋賀県</td>\n",
       "      <td>POLYGON ((136.28865 34.86865, 136.27882 34.869...</td>\n",
       "      <td>滋賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>京都府</td>\n",
       "      <td>POLYGON ((136.02983 34.81502, 136.01799 34.805...</td>\n",
       "      <td>京都府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大阪府</td>\n",
       "      <td>MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...</td>\n",
       "      <td>大阪府</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>兵庫県</td>\n",
       "      <td>MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...</td>\n",
       "      <td>兵庫県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>奈良県</td>\n",
       "      <td>POLYGON ((135.86241 33.89688, 135.84920 33.893...</td>\n",
       "      <td>奈良県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>和歌山県</td>\n",
       "      <td>MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...</td>\n",
       "      <td>和歌山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>鳥取県</td>\n",
       "      <td>MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...</td>\n",
       "      <td>鳥取県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>島根県</td>\n",
       "      <td>MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...</td>\n",
       "      <td>島根県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>岡山県</td>\n",
       "      <td>MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...</td>\n",
       "      <td>岡山県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>広島県</td>\n",
       "      <td>MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...</td>\n",
       "      <td>広島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>山口県</td>\n",
       "      <td>MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...</td>\n",
       "      <td>山口県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>徳島県</td>\n",
       "      <td>MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...</td>\n",
       "      <td>徳島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>香川県</td>\n",
       "      <td>MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...</td>\n",
       "      <td>香川県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>愛媛県</td>\n",
       "      <td>MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...</td>\n",
       "      <td>愛媛県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>高知県</td>\n",
       "      <td>MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...</td>\n",
       "      <td>高知県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>福岡県</td>\n",
       "      <td>MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...</td>\n",
       "      <td>福岡県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>佐賀県</td>\n",
       "      <td>MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...</td>\n",
       "      <td>佐賀県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>長崎県</td>\n",
       "      <td>MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...</td>\n",
       "      <td>長崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>熊本県</td>\n",
       "      <td>MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...</td>\n",
       "      <td>熊本県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>大分県</td>\n",
       "      <td>MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...</td>\n",
       "      <td>大分県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>宮崎県</td>\n",
       "      <td>MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...</td>\n",
       "      <td>宮崎県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>鹿児島県</td>\n",
       "      <td>MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...</td>\n",
       "      <td>鹿児島県</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>沖縄県</td>\n",
       "      <td>MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...</td>\n",
       "      <td>沖縄県</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NL_NAME_1                                           geometry pref_name\n",
       "0        北海道  MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...       北海道\n",
       "1        青森県  MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...       青森県\n",
       "2        岩手県  MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...       岩手県\n",
       "3        宮城県  MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...       宮城県\n",
       "4        秋田県  MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...       秋田県\n",
       "5        山形県  MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...       山形県\n",
       "6        福島県  MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...       福島県\n",
       "7        茨城県  MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...       茨城県\n",
       "8        栃木県  POLYGON ((139.49724 36.27460, 139.48871 36.272...       栃木県\n",
       "9        群馬県  POLYGON ((139.50237 36.18904, 139.49628 36.188...       群馬県\n",
       "10       埼玉県  POLYGON ((139.84909 35.79491, 139.84793 35.795...       埼玉県\n",
       "11       千葉県  MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...       千葉県\n",
       "12       東京都  MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...       東京都\n",
       "13      神奈川県  MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...      神奈川県\n",
       "14       新潟県  MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...       新潟県\n",
       "15       富山県  POLYGON ((136.78896 36.33339, 136.79283 36.341...       富山県\n",
       "16       石川県  MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...       石川県\n",
       "17       福井県  MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...       福井県\n",
       "18       山梨県  POLYGON ((138.52417 35.19426, 138.52386 35.193...       山梨県\n",
       "19       長野県  POLYGON ((137.65213 35.21122, 137.64482 35.205...       長野県\n",
       "20       岐阜県  POLYGON ((137.60454 35.38891, 137.59399 35.386...       岐阜県\n",
       "21       静岡県  MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...       静岡県\n",
       "22       愛知県  MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...       愛知県\n",
       "23       三重県  MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...       三重県\n",
       "24       滋賀県  POLYGON ((136.28865 34.86865, 136.27882 34.869...       滋賀県\n",
       "25       京都府  POLYGON ((136.02983 34.81502, 136.01799 34.805...       京都府\n",
       "26       大阪府  MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...       大阪府\n",
       "27       兵庫県  MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...       兵庫県\n",
       "28       奈良県  POLYGON ((135.86241 33.89688, 135.84920 33.893...       奈良県\n",
       "29      和歌山県  MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...      和歌山県\n",
       "30       鳥取県  MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...       鳥取県\n",
       "31       島根県  MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...       島根県\n",
       "32       岡山県  MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...       岡山県\n",
       "33       広島県  MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...       広島県\n",
       "34       山口県  MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...       山口県\n",
       "35       徳島県  MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...       徳島県\n",
       "36       香川県  MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...       香川県\n",
       "37       愛媛県  MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...       愛媛県\n",
       "38       高知県  MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...       高知県\n",
       "39       福岡県  MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...       福岡県\n",
       "40       佐賀県  MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...       佐賀県\n",
       "41       長崎県  MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...       長崎県\n",
       "42       熊本県  MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...       熊本県\n",
       "43       大分県  MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...       大分県\n",
       "44       宮崎県  MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...       宮崎県\n",
       "45      鹿児島県  MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...      鹿児島県\n",
       "46       沖縄県  MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...       沖縄県"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "japanshape = japanshape.reset_index()\n",
    "japanshape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "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>NL_NAME_1</th>\n",
       "      <th>geometry</th>\n",
       "      <th>pref_name</th>\n",
       "      <th>adjacent_prefs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北海道</td>\n",
       "      <td>MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...</td>\n",
       "      <td>北海道</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>青森県</td>\n",
       "      <td>MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...</td>\n",
       "      <td>青森県</td>\n",
       "      <td>[岩手県, 秋田県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>岩手県</td>\n",
       "      <td>MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...</td>\n",
       "      <td>岩手県</td>\n",
       "      <td>[青森県, 宮城県, 秋田県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>宮城県</td>\n",
       "      <td>MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...</td>\n",
       "      <td>宮城県</td>\n",
       "      <td>[岩手県, 秋田県, 山形県, 福島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>秋田県</td>\n",
       "      <td>MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...</td>\n",
       "      <td>秋田県</td>\n",
       "      <td>[青森県, 岩手県, 宮城県, 山形県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>山形県</td>\n",
       "      <td>MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...</td>\n",
       "      <td>山形県</td>\n",
       "      <td>[宮城県, 秋田県, 福島県, 新潟県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>福島県</td>\n",
       "      <td>MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...</td>\n",
       "      <td>福島県</td>\n",
       "      <td>[宮城県, 山形県, 茨城県, 栃木県, 群馬県, 新潟県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>茨城県</td>\n",
       "      <td>MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...</td>\n",
       "      <td>茨城県</td>\n",
       "      <td>[福島県, 栃木県, 埼玉県, 千葉県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>栃木県</td>\n",
       "      <td>POLYGON ((139.49724 36.27460, 139.48871 36.272...</td>\n",
       "      <td>栃木県</td>\n",
       "      <td>[福島県, 茨城県, 群馬県, 埼玉県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>群馬県</td>\n",
       "      <td>POLYGON ((139.50237 36.18904, 139.49628 36.188...</td>\n",
       "      <td>群馬県</td>\n",
       "      <td>[福島県, 栃木県, 埼玉県, 新潟県, 長野県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>埼玉県</td>\n",
       "      <td>POLYGON ((139.84909 35.79491, 139.84793 35.795...</td>\n",
       "      <td>埼玉県</td>\n",
       "      <td>[茨城県, 栃木県, 群馬県, 千葉県, 東京都, 山梨県, 長野県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>千葉県</td>\n",
       "      <td>MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...</td>\n",
       "      <td>千葉県</td>\n",
       "      <td>[茨城県, 埼玉県, 東京都]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>東京都</td>\n",
       "      <td>MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...</td>\n",
       "      <td>東京都</td>\n",
       "      <td>[埼玉県, 千葉県, 神奈川県, 山梨県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>神奈川県</td>\n",
       "      <td>MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...</td>\n",
       "      <td>神奈川県</td>\n",
       "      <td>[東京都, 山梨県, 静岡県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>新潟県</td>\n",
       "      <td>MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...</td>\n",
       "      <td>新潟県</td>\n",
       "      <td>[山形県, 福島県, 群馬県, 富山県, 長野県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>富山県</td>\n",
       "      <td>POLYGON ((136.78896 36.33339, 136.79283 36.341...</td>\n",
       "      <td>富山県</td>\n",
       "      <td>[新潟県, 石川県, 長野県, 岐阜県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>石川県</td>\n",
       "      <td>MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...</td>\n",
       "      <td>石川県</td>\n",
       "      <td>[富山県, 福井県, 岐阜県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>福井県</td>\n",
       "      <td>MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...</td>\n",
       "      <td>福井県</td>\n",
       "      <td>[石川県, 岐阜県, 滋賀県, 京都府]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>山梨県</td>\n",
       "      <td>POLYGON ((138.52417 35.19426, 138.52386 35.193...</td>\n",
       "      <td>山梨県</td>\n",
       "      <td>[埼玉県, 東京都, 神奈川県, 長野県, 静岡県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>長野県</td>\n",
       "      <td>POLYGON ((137.65213 35.21122, 137.64482 35.205...</td>\n",
       "      <td>長野県</td>\n",
       "      <td>[群馬県, 埼玉県, 新潟県, 富山県, 山梨県, 岐阜県, 静岡県, 愛知県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>岐阜県</td>\n",
       "      <td>POLYGON ((137.60454 35.38891, 137.59399 35.386...</td>\n",
       "      <td>岐阜県</td>\n",
       "      <td>[富山県, 石川県, 福井県, 長野県, 愛知県, 三重県, 滋賀県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>静岡県</td>\n",
       "      <td>MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...</td>\n",
       "      <td>静岡県</td>\n",
       "      <td>[神奈川県, 山梨県, 長野県, 愛知県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>愛知県</td>\n",
       "      <td>MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...</td>\n",
       "      <td>愛知県</td>\n",
       "      <td>[長野県, 岐阜県, 静岡県, 三重県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>三重県</td>\n",
       "      <td>MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...</td>\n",
       "      <td>三重県</td>\n",
       "      <td>[岐阜県, 愛知県, 滋賀県, 京都府, 奈良県, 和歌山県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>滋賀県</td>\n",
       "      <td>POLYGON ((136.28865 34.86865, 136.27882 34.869...</td>\n",
       "      <td>滋賀県</td>\n",
       "      <td>[福井県, 岐阜県, 三重県, 京都府]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>京都府</td>\n",
       "      <td>POLYGON ((136.02983 34.81502, 136.01799 34.805...</td>\n",
       "      <td>京都府</td>\n",
       "      <td>[福井県, 三重県, 滋賀県, 大阪府, 兵庫県, 奈良県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>大阪府</td>\n",
       "      <td>MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...</td>\n",
       "      <td>大阪府</td>\n",
       "      <td>[京都府, 兵庫県, 奈良県, 和歌山県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>兵庫県</td>\n",
       "      <td>MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...</td>\n",
       "      <td>兵庫県</td>\n",
       "      <td>[京都府, 大阪府, 鳥取県, 岡山県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>奈良県</td>\n",
       "      <td>POLYGON ((135.86241 33.89688, 135.84920 33.893...</td>\n",
       "      <td>奈良県</td>\n",
       "      <td>[三重県, 京都府, 大阪府, 和歌山県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>和歌山県</td>\n",
       "      <td>MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...</td>\n",
       "      <td>和歌山県</td>\n",
       "      <td>[三重県, 大阪府, 奈良県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>鳥取県</td>\n",
       "      <td>MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...</td>\n",
       "      <td>鳥取県</td>\n",
       "      <td>[兵庫県, 島根県, 岡山県, 広島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>島根県</td>\n",
       "      <td>MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...</td>\n",
       "      <td>島根県</td>\n",
       "      <td>[鳥取県, 広島県, 山口県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>岡山県</td>\n",
       "      <td>MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...</td>\n",
       "      <td>岡山県</td>\n",
       "      <td>[兵庫県, 鳥取県, 広島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>広島県</td>\n",
       "      <td>MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...</td>\n",
       "      <td>広島県</td>\n",
       "      <td>[鳥取県, 島根県, 岡山県, 山口県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>山口県</td>\n",
       "      <td>MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...</td>\n",
       "      <td>山口県</td>\n",
       "      <td>[島根県, 広島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>徳島県</td>\n",
       "      <td>MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...</td>\n",
       "      <td>徳島県</td>\n",
       "      <td>[香川県, 愛媛県, 高知県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>香川県</td>\n",
       "      <td>MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...</td>\n",
       "      <td>香川県</td>\n",
       "      <td>[徳島県, 愛媛県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>愛媛県</td>\n",
       "      <td>MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...</td>\n",
       "      <td>愛媛県</td>\n",
       "      <td>[徳島県, 香川県, 高知県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>高知県</td>\n",
       "      <td>MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...</td>\n",
       "      <td>高知県</td>\n",
       "      <td>[徳島県, 愛媛県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>福岡県</td>\n",
       "      <td>MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...</td>\n",
       "      <td>福岡県</td>\n",
       "      <td>[佐賀県, 熊本県, 大分県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>佐賀県</td>\n",
       "      <td>MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...</td>\n",
       "      <td>佐賀県</td>\n",
       "      <td>[福岡県, 長崎県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>長崎県</td>\n",
       "      <td>MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...</td>\n",
       "      <td>長崎県</td>\n",
       "      <td>[佐賀県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>熊本県</td>\n",
       "      <td>MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...</td>\n",
       "      <td>熊本県</td>\n",
       "      <td>[福岡県, 大分県, 宮崎県, 鹿児島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>大分県</td>\n",
       "      <td>MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...</td>\n",
       "      <td>大分県</td>\n",
       "      <td>[福岡県, 熊本県, 宮崎県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>宮崎県</td>\n",
       "      <td>MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...</td>\n",
       "      <td>宮崎県</td>\n",
       "      <td>[熊本県, 大分県, 鹿児島県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>鹿児島県</td>\n",
       "      <td>MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...</td>\n",
       "      <td>鹿児島県</td>\n",
       "      <td>[熊本県, 宮崎県]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>沖縄県</td>\n",
       "      <td>MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...</td>\n",
       "      <td>沖縄県</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NL_NAME_1                                           geometry pref_name  \\\n",
       "0        北海道  MULTIPOLYGON (((140.09169 41.41886, 140.09129 ...       北海道   \n",
       "1        青森県  MULTIPOLYGON (((140.33719 41.04913, 140.33714 ...       青森県   \n",
       "2        岩手県  MULTIPOLYGON (((141.72762 39.03545, 141.72708 ...       岩手県   \n",
       "3        宮城県  MULTIPOLYGON (((140.90611 38.03583, 140.90639 ...       宮城県   \n",
       "4        秋田県  MULTIPOLYGON (((139.55725 39.20330, 139.55765 ...       秋田県   \n",
       "5        山形県  MULTIPOLYGON (((139.68417 38.72306, 139.68333 ...       山形県   \n",
       "6        福島県  MULTIPOLYGON (((140.79611 36.85653, 140.79472 ...       福島県   \n",
       "7        茨城県  MULTIPOLYGON (((140.69528 35.92944, 140.69444 ...       茨城県   \n",
       "8        栃木県  POLYGON ((139.49724 36.27460, 139.48871 36.272...       栃木県   \n",
       "9        群馬県  POLYGON ((139.50237 36.18904, 139.49628 36.188...       群馬県   \n",
       "10       埼玉県  POLYGON ((139.84909 35.79491, 139.84793 35.795...       埼玉県   \n",
       "11       千葉県  MULTIPOLYGON (((139.82487 34.98967, 139.82434 ...       千葉県   \n",
       "12       東京都  MULTIPOLYGON (((139.74005 35.54153, 139.74028 ...       東京都   \n",
       "13      神奈川県  MULTIPOLYGON (((139.61588 35.13718, 139.61618 ...      神奈川県   \n",
       "14       新潟県  MULTIPOLYGON (((138.33722 38.20028, 138.33640 ...       新潟県   \n",
       "15       富山県  POLYGON ((136.78896 36.33339, 136.79283 36.341...       富山県   \n",
       "16       石川県  MULTIPOLYGON (((136.90479 37.40308, 136.90524 ...       石川県   \n",
       "17       福井県  MULTIPOLYGON (((136.04195 35.73417, 136.04167 ...       福井県   \n",
       "18       山梨県  POLYGON ((138.52417 35.19426, 138.52386 35.193...       山梨県   \n",
       "19       長野県  POLYGON ((137.65213 35.21122, 137.64482 35.205...       長野県   \n",
       "20       岐阜県  POLYGON ((137.60454 35.38891, 137.59399 35.386...       岐阜県   \n",
       "21       静岡県  MULTIPOLYGON (((141.46085 24.24579, 141.46115 ...       静岡県   \n",
       "22       愛知県  MULTIPOLYGON (((137.00780 34.65997, 137.00803 ...       愛知県   \n",
       "23       三重県  MULTIPOLYGON (((136.29361 34.08222, 136.29361 ...       三重県   \n",
       "24       滋賀県  POLYGON ((136.28865 34.86865, 136.27882 34.869...       滋賀県   \n",
       "25       京都府  POLYGON ((136.02983 34.81502, 136.01799 34.805...       京都府   \n",
       "26       大阪府  MULTIPOLYGON (((135.31573 34.43310, 135.31544 ...       大阪府   \n",
       "27       兵庫県  MULTIPOLYGON (((134.82297 34.17979, 134.82336 ...       兵庫県   \n",
       "28       奈良県  POLYGON ((135.86241 33.89688, 135.84920 33.893...       奈良県   \n",
       "29      和歌山県  MULTIPOLYGON (((135.82077 33.45090, 135.82062 ...      和歌山県   \n",
       "30       鳥取県  MULTIPOLYGON (((134.22307 35.19029, 134.21843 ...       鳥取県   \n",
       "31       島根県  MULTIPOLYGON (((131.83215 34.83653, 131.83249 ...       島根県   \n",
       "32       岡山県  MULTIPOLYGON (((133.54041 34.30756, 133.53979 ...       岡山県   \n",
       "33       広島県  MULTIPOLYGON (((132.48372 34.03422, 132.48318 ...       広島県   \n",
       "34       山口県  MULTIPOLYGON (((132.48804 33.73760, 132.48842 ...       山口県   \n",
       "35       徳島県  MULTIPOLYGON (((134.36798 33.58724, 134.36761 ...       徳島県   \n",
       "36       香川県  MULTIPOLYGON (((133.53694 34.12017, 133.53493 ...       香川県   \n",
       "37       愛媛県  MULTIPOLYGON (((132.55859 32.91224, 132.55904 ...       愛媛県   \n",
       "38       高知県  MULTIPOLYGON (((132.48972 32.74389, 132.49028 ...       高知県   \n",
       "39       福岡県  MULTIPOLYGON (((130.47037 33.86395, 130.47119 ...       福岡県   \n",
       "40       佐賀県  MULTIPOLYGON (((129.77444 33.49556, 129.77499 ...       佐賀県   \n",
       "41       長崎県  MULTIPOLYGON (((128.35547 32.00866, 128.35594 ...       長崎県   \n",
       "42       熊本県  MULTIPOLYGON (((130.15723 32.08556, 130.15695 ...       熊本県   \n",
       "43       大分県  MULTIPOLYGON (((131.92316 32.72695, 131.92377 ...       大分県   \n",
       "44       宮崎県  MULTIPOLYGON (((131.41295 31.54124, 131.41327 ...       宮崎県   \n",
       "45      鹿児島県  MULTIPOLYGON (((128.43361 27.06861, 128.43388 ...      鹿児島県   \n",
       "46       沖縄県  MULTIPOLYGON (((123.78792 24.07208, 123.78792 ...       沖縄県   \n",
       "\n",
       "                              adjacent_prefs  \n",
       "0                                         []  \n",
       "1                                 [岩手県, 秋田県]  \n",
       "2                            [青森県, 宮城県, 秋田県]  \n",
       "3                       [岩手県, 秋田県, 山形県, 福島県]  \n",
       "4                       [青森県, 岩手県, 宮城県, 山形県]  \n",
       "5                       [宮城県, 秋田県, 福島県, 新潟県]  \n",
       "6             [宮城県, 山形県, 茨城県, 栃木県, 群馬県, 新潟県]  \n",
       "7                       [福島県, 栃木県, 埼玉県, 千葉県]  \n",
       "8                       [福島県, 茨城県, 群馬県, 埼玉県]  \n",
       "9                  [福島県, 栃木県, 埼玉県, 新潟県, 長野県]  \n",
       "10       [茨城県, 栃木県, 群馬県, 千葉県, 東京都, 山梨県, 長野県]  \n",
       "11                           [茨城県, 埼玉県, 東京都]  \n",
       "12                     [埼玉県, 千葉県, 神奈川県, 山梨県]  \n",
       "13                           [東京都, 山梨県, 静岡県]  \n",
       "14                 [山形県, 福島県, 群馬県, 富山県, 長野県]  \n",
       "15                      [新潟県, 石川県, 長野県, 岐阜県]  \n",
       "16                           [富山県, 福井県, 岐阜県]  \n",
       "17                      [石川県, 岐阜県, 滋賀県, 京都府]  \n",
       "18                [埼玉県, 東京都, 神奈川県, 長野県, 静岡県]  \n",
       "19  [群馬県, 埼玉県, 新潟県, 富山県, 山梨県, 岐阜県, 静岡県, 愛知県]  \n",
       "20       [富山県, 石川県, 福井県, 長野県, 愛知県, 三重県, 滋賀県]  \n",
       "21                     [神奈川県, 山梨県, 長野県, 愛知県]  \n",
       "22                      [長野県, 岐阜県, 静岡県, 三重県]  \n",
       "23           [岐阜県, 愛知県, 滋賀県, 京都府, 奈良県, 和歌山県]  \n",
       "24                      [福井県, 岐阜県, 三重県, 京都府]  \n",
       "25            [福井県, 三重県, 滋賀県, 大阪府, 兵庫県, 奈良県]  \n",
       "26                     [京都府, 兵庫県, 奈良県, 和歌山県]  \n",
       "27                      [京都府, 大阪府, 鳥取県, 岡山県]  \n",
       "28                     [三重県, 京都府, 大阪府, 和歌山県]  \n",
       "29                           [三重県, 大阪府, 奈良県]  \n",
       "30                      [兵庫県, 島根県, 岡山県, 広島県]  \n",
       "31                           [鳥取県, 広島県, 山口県]  \n",
       "32                           [兵庫県, 鳥取県, 広島県]  \n",
       "33                      [鳥取県, 島根県, 岡山県, 山口県]  \n",
       "34                                [島根県, 広島県]  \n",
       "35                           [香川県, 愛媛県, 高知県]  \n",
       "36                                [徳島県, 愛媛県]  \n",
       "37                           [徳島県, 香川県, 高知県]  \n",
       "38                                [徳島県, 愛媛県]  \n",
       "39                           [佐賀県, 熊本県, 大分県]  \n",
       "40                                [福岡県, 長崎県]  \n",
       "41                                     [佐賀県]  \n",
       "42                     [福岡県, 大分県, 宮崎県, 鹿児島県]  \n",
       "43                           [福岡県, 熊本県, 宮崎県]  \n",
       "44                          [熊本県, 大分県, 鹿児島県]  \n",
       "45                                [熊本県, 宮崎県]  \n",
       "46                                        []  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "japanshape['adjacent_prefs'] = japanshape.apply(lambda x: STD_PREFS[japanshape.geometry.touches(x['geometry'])], axis=1)\n",
    "japanshape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "adjacency_matrix = np.zeros((47, 47), dtype='int32')\n",
    "for i in range(len(japanshape)):\n",
    "    adj_pref_index = japanshape.geometry.touches(japanshape.geometry.iloc[i])\n",
    "    adjacency_matrix[i] = adj_pref_index\n",
    "np.save('./data/adjacency_matrix.npy', adjacency_matrix)\n",
    "np.savetxt('./data/adjacency_matrix.csv', adjacency_matrix, fmt='%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "np.set_printoptions(threshold=sys.maxsize)\n",
    "adjacency_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
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       "        0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1,\n",
       "        0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
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       "        0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
       "        0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n",
       "        1, 1, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0,\n",
       "        1, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1,\n",
       "        0, 1, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,\n",
       "        1, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0]], dtype=int32)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A_matrix = np.load('../Adjacency/adjacency_matrix.npy')\n",
    "A_matrix"
   ]
  }
 ],
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