Skip to content

Instantly share code, notes, and snippets.

@nlehuby
Last active February 9, 2018 16:26
Show Gist options
  • Save nlehuby/191b83ff3fd3dc27bd653fb9968aec73 to your computer and use it in GitHub Desktop.
Save nlehuby/191b83ff3fd3dc27bd653fb9968aec73 to your computer and use it in GitHub Desktop.
Explore France cosmogony with pandas
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import geopandas\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"geojson = {\n",
" 'type': 'FeatureCollection',\n",
" 'features': []\n",
" }\n",
"zones = []\n",
"\n",
"with open('fr.json', 'r') as file_i:\n",
" tt = json.load(file_i)\n",
" zones = tt['zones']\n",
"\n",
" \n",
"geojson['features'] = [{\n",
"'type': 'Feature',\n",
"'geometry': a_zone['geometry'],\n",
"'properties': {key: value for key, value in a_zone.items() if key != 'geometry'}\n",
"} for a_zone in zones]\n",
"\n",
"with open('cosmogony.geojson', 'w') as file_o:\n",
" json.dump(geojson, file_o)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>wikidata</th>\n",
" <th>zone_type</th>\n",
" <th>id</th>\n",
" <th>parent</th>\n",
" <th>osm_id</th>\n",
" <th>name</th>\n",
" <th>center</th>\n",
" <th>admin_level</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Q3377</td>\n",
" <td>state_district</td>\n",
" <td>0</td>\n",
" <td>89</td>\n",
" <td>7374</td>\n",
" <td>Eure-et-Loir</td>\n",
" <td>{'lat': 1.486639, 'lon': 48.447004}</td>\n",
" <td>6</td>\n",
" <td>(POLYGON ((1.962057 48.3029976, 1.9625718 48.3...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Q3357</td>\n",
" <td>state_district</td>\n",
" <td>1</td>\n",
" <td>37461</td>\n",
" <td>7375</td>\n",
" <td>Dordogne</td>\n",
" <td>{'lat': 0.718441, 'lon': 45.190936}</td>\n",
" <td>6</td>\n",
" <td>(POLYGON ((1.103239 44.5718267, 1.103152 44.57...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Q12563</td>\n",
" <td>state_district</td>\n",
" <td>2</td>\n",
" <td>37461</td>\n",
" <td>7376</td>\n",
" <td>Landes</td>\n",
" <td>{'lat': -0.500972, 'lon': 43.891132}</td>\n",
" <td>6</td>\n",
" <td>(POLYGON ((-1.2538209 44.4674834, -1.2539904 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Q12804</td>\n",
" <td>state_district</td>\n",
" <td>3</td>\n",
" <td>37461</td>\n",
" <td>7377</td>\n",
" <td>Vienne</td>\n",
" <td>{'lat': 0.340196, 'lon': 46.58026}</td>\n",
" <td>6</td>\n",
" <td>(POLYGON ((0.8405954999999999 46.1339082999999...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Q18914778</td>\n",
" <td></td>\n",
" <td>4</td>\n",
" <td>37459</td>\n",
" <td>7378</td>\n",
" <td>Circonscription départementale du Rhône</td>\n",
" <td>{'lat': 4.832011, 'lon': 45.757814}</td>\n",
" <td>5</td>\n",
" <td>(POLYGON ((4.7755265 46.1771365, 4.77557 46.17...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" wikidata zone_type id parent osm_id \\\n",
"0 Q3377 state_district 0 89 7374 \n",
"1 Q3357 state_district 1 37461 7375 \n",
"2 Q12563 state_district 2 37461 7376 \n",
"3 Q12804 state_district 3 37461 7377 \n",
"4 Q18914778 4 37459 7378 \n",
"\n",
" name \\\n",
"0 Eure-et-Loir \n",
"1 Dordogne \n",
"2 Landes \n",
"3 Vienne \n",
"4 Circonscription départementale du Rhône \n",
"\n",
" center admin_level \\\n",
"0 {'lat': 1.486639, 'lon': 48.447004} 6 \n",
"1 {'lat': 0.718441, 'lon': 45.190936} 6 \n",
"2 {'lat': -0.500972, 'lon': 43.891132} 6 \n",
"3 {'lat': 0.340196, 'lon': 46.58026} 6 \n",
"4 {'lat': 4.832011, 'lon': 45.757814} 5 \n",
"\n",
" geometry \n",
"0 (POLYGON ((1.962057 48.3029976, 1.9625718 48.3... \n",
"1 (POLYGON ((1.103239 44.5718267, 1.103152 44.57... \n",
"2 (POLYGON ((-1.2538209 44.4674834, -1.2539904 4... \n",
"3 (POLYGON ((0.8405954999999999 46.1339082999999... \n",
"4 (POLYGON ((4.7755265 46.1771365, 4.77557 46.17... "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zones = geopandas.read_file('cosmogony.geojson', driver='GeoJSON')\n",
"zones.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4cdf3ff4e0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAD9CAYAAABX0LttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAG65JREFUeJzt3X2QXNV55/HvDwlhLcSRMOyUVtJGVFA2JVuJjGdBjp2tCQQQeNcia4xFYUvCxIpj4YQtOYvsTRkMpgrKJTumjHGJQkjYxAITYxSQraiEeh28KyEwQi+8mAmIIJmXgITwGBt72Gf/uGfgMqdnuqe7Z7oZ/z5Vt3T7ueece07f2/fp+9IjRQRmZmZlR7S7A2Zm1nmcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllJra7A4067rjjYtasWQ3V/fnPf87RRx/d2g61yXgZy3gZB3gsnWq8jKXZcTzwwAMvRMTxtcq9ZZPDrFmzuP/++xuqW6lU6OnpaW2H2mS8jGW8jAM8lk41XsbS7DgkPVVPOV9WMjOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZxsnBzMwyNZODpLdJuk/SQ5L2SvpCiq+V9KSknWmal+KSdK2kXkm7JJ1UamuJpMfTtKQUf4+k3anOtZI0GoM1M7P61PMjuFeBUyOiT9KRwL2Svp+W/U1E3D6o/FnA7DSdAlwPnCLpWOAyoBsI4AFJGyLiUCrzCWA7sBFYAHwfMzNri5rJISIC6Esvj0xTDFNlIXBzqrdN0hRJ04AeYHNEHASQtBlYIKkCvD0itqX4zcA5jMPkMGvl3S1vc8XcfpbW0e6+qz/Q8nWb2fhV15/PkDQBeAA4EbguIrZL+kvgKkmfB7YAKyPiVWA68HSp+v4UGy6+v0q8Wj+WAcsAurq6qFQq9XQ/09fX13DdZqyY29/yNrsm19duO8Y7Eu3aJqPBY+lM42UsYzWOupJDRLwGzJM0BbhD0ruAzwLPApOA1cClwBWj1dHUj9VpXXR3d0ejf1+kXX9jpZ5v+CO1Ym4/q3bX3oz7Luhp+bpbabz83RvwWDrVeBnLWI1jRE8rRcRLwFZgQUQ8E4VXgZuAk1OxA8DMUrUZKTZcfEaVuJmZtUk9Tysdn84YkDQZOB14NN1HID1ZdA6wJ1XZACxOTy3NBw5HxDPAJuAMSVMlTQXOADalZS9Lmp/aWgzc2dphmpnZSNRzWWkasC7ddzgCuC0i7pJ0j6TjAQE7gU+m8huBs4Fe4BXgQoCIOCjpSmBHKnfFwM1p4FPAWmAyxY3ocXcz2szsraSep5V2Ae+uEj91iPIBLB9i2RpgTZX4/cC7avXFzMzGhn8hbWZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZxsnBzMwyTg5mZpZxcjAzs4yTg5mZZZwczMws4+RgZmYZJwczM8s4OZiZWcbJwczMMjWTg6S3SbpP0kOS9kr6QoqfIGm7pF5Jt0qalOJHpde9afmsUlufTfHHJJ1Zii9IsV5JK1s/TDMzG4l6zhxeBU6NiD8E5gELJM0HrgG+EhEnAoeAi1L5i4BDKf6VVA5Jc4BFwDuBBcDXJU2QNAG4DjgLmAOcn8qamVmb1EwOUehLL49MUwCnAren+DrgnDS/ML0mLT9NklJ8fUS8GhFPAr3AyWnqjYgnIuJXwPpU1szM2qSuew7pG/5O4HlgM/AvwEsR0Z+K7Aemp/npwNMAaflh4B3l+KA6Q8XNzKxNJtZTKCJeA+ZJmgLcAfz+qPZqCJKWAcsAurq6qFQqDbXT19fXcN1mrJjbX7vQCHVNrq/ddox3JNq1TUaDx9KZxstYxmocdSWHARHxkqStwHuBKZImprODGcCBVOwAMBPYL2ki8NvAi6X4gHKdoeKD178aWA3Q3d0dPT09I+n+6yqVCo3WbcbSlXe3vM0Vc/tZtbv2Ztx3QU/L191K7domo8Fj6UzjZSxjNY56nlY6Pp0xIGkycDrwCLAVODcVWwLcmeY3pNek5fdERKT4ovQ00wnAbOA+YAcwOz39NInipvWGVgzOzMwaU8+ZwzRgXXqq6Ajgtoi4S9LDwHpJXwQeBG5M5W8EvimpFzhIcbAnIvZKug14GOgHlqfLVUi6GNgETADWRMTelo3QzMxGrGZyiIhdwLurxJ+geNJocPyXwIeHaOsq4Koq8Y3Axjr6a2ZmY8C/kDYzs4yTg5mZZZwczMws4+RgZmYZJwczM8s4OZiZWcbJwczMMk4OZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZpmayUHSTElbJT0saa+kv07xyyUdkLQzTWeX6nxWUq+kxySdWYovSLFeSStL8RMkbU/xWyVNavVAzcysfvWcOfQDKyJiDjAfWC5pTlr2lYiYl6aNAGnZIuCdwALg65ImSJoAXAecBcwBzi+1c01q60TgEHBRi8ZnZmYNqJkcIuKZiPhxmv8Z8AgwfZgqC4H1EfFqRDwJ9AInp6k3Ip6IiF8B64GFkgScCtye6q8Dzml0QGZm1rwR3XOQNAt4N7A9hS6WtEvSGklTU2w68HSp2v4UGyr+DuCliOgfFDczszaZWG9BSccA/wBcEhEvS7oeuBKI9O8q4OOj0ss3+rAMWAbQ1dVFpVJpqJ2+vr6G6zZjxdz+2oVGqGtyfe22Y7wj0a5tMho8ls40XsYyVuOoKzlIOpIiMdwSEd8FiIjnSstvAO5KLw8AM0vVZ6QYQ8RfBKZImpjOHsrl3yQiVgOrAbq7u6Onp6ee7mcqlQqN1m3G0pV3t7zNFXP7WbW79mbcd0FPy9fdSu3aJqPBY+lM42UsYzWOep5WEnAj8EhEfLkUn1Yq9mfAnjS/AVgk6ShJJwCzgfuAHcDs9GTSJIqb1hsiIoCtwLmp/hLgzuaGZWZmzajnzOF9wMeA3ZJ2ptjnKJ42mkdxWWkf8BcAEbFX0m3AwxRPOi2PiNcAJF0MbAImAGsiYm9q71JgvaQvAg9SJCMzM2uTmskhIu4FVGXRxmHqXAVcVSW+sVq9iHiC4mkmMzPrAP6FtJmZZZwczMws4+RgZmYZJwczM8s4OZiZWcbJwczMMk4OZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZpmZykDRT0lZJD0vaK+mvU/xYSZslPZ7+nZriknStpF5JuySdVGprSSr/uKQlpfh7JO1Oda6VpNEYrJmZ1aeeM4d+YEVEzAHmA8slzQFWAlsiYjawJb0GOAuYnaZlwPVQJBPgMuAU4GTgsoGEksp8olRvQfNDMzOzRtVMDhHxTET8OM3/DHgEmA4sBNalYuuAc9L8QuDmKGwDpkiaBpwJbI6IgxFxCNgMLEjL3h4R2yIigJtLbZmZWRtMHElhSbOAdwPbga6IeCYtehboSvPTgadL1fan2HDx/VXi1da/jOJshK6uLiqVyki6/7q+vr6G6zZjxdz+lrfZNbm+dtsx3pFo1zYZDR5LZxovYxmrcdSdHCQdA/wDcElEvFy+LRARISlGoX9vEhGrgdUA3d3d0dPT01A7lUqFRus2Y+nKu1ve5oq5/azaXXsz7rugp+XrbqV2bZPR4LF0pvEylrEaR11PK0k6kiIx3BIR303h59IlIdK/z6f4AWBmqfqMFBsuPqNK3MzM2qSep5UE3Ag8EhFfLi3aAAw8cbQEuLMUX5yeWpoPHE6XnzYBZ0iamm5EnwFsSsteljQ/rWtxqS0zM2uDei4rvQ/4GLBb0s4U+xxwNXCbpIuAp4Dz0rKNwNlAL/AKcCFARByUdCWwI5W7IiIOpvlPAWuBycD302RmZm1SMzlExL3AUL87OK1K+QCWD9HWGmBNlfj9wLtq9cXMzMaGfyFtZmYZJwczM8s4OZiZWcbJwczMMk4OZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZxsnBzMwyNZODpDWSnpe0pxS7XNIBSTvTdHZp2Wcl9Up6TNKZpfiCFOuVtLIUP0HS9hS/VdKkVg7QzMxGrp4zh7XAgirxr0TEvDRtBJA0B1gEvDPV+bqkCZImANcBZwFzgPNTWYBrUlsnAoeAi5oZkJmZNa9mcoiIHwIH62xvIbA+Il6NiCeBXuDkNPVGxBMR8StgPbBQkoBTgdtT/XXAOSMcg5mZtVgz9xwulrQrXXaammLTgadLZfan2FDxdwAvRUT/oLiZmbXRxAbrXQ9cCUT6dxXw8VZ1aiiSlgHLALq6uqhUKg2109fX13DdZqyY21+70Ah1Ta6v3XaMdyTatU1Gg8fSmcbLWMZqHA0lh4h4bmBe0g3AXenlAWBmqeiMFGOI+IvAFEkT09lDuXy19a4GVgN0d3dHT09PI92nUqnQaN1mLF15d8vbXDG3n1W7a2/GfRf0tHzdrdSubTIaPJbONF7GMlbjaOiykqRppZd/Bgw8ybQBWCTpKEknALOB+4AdwOz0ZNIkipvWGyIigK3Auan+EuDORvpkZmatU/Mrp6RvAz3AcZL2A5cBPZLmUVxW2gf8BUBE7JV0G/Aw0A8sj4jXUjsXA5uACcCaiNibVnEpsF7SF4EHgRtbNjozM2tIzeQQEedXCQ95AI+Iq4CrqsQ3AhurxJ+geJrJzMw6hH8hbWZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZxsnBzMwyTg5mZpZxcjAzs4yTg5mZZZwczMws4+RgZmYZJwczM8s4OZiZWcbJwczMMjWTg6Q1kp6XtKcUO1bSZkmPp3+nprgkXSupV9IuSSeV6ixJ5R+XtKQUf4+k3anOtZLU6kGamdnI1HPmsBZYMCi2EtgSEbOBLek1wFnA7DQtA66HIpkAlwGnACcDlw0klFTmE6V6g9dlZmZjrGZyiIgfAgcHhRcC69L8OuCcUvzmKGwDpkiaBpwJbI6IgxFxCNgMLEjL3h4R2yIigJtLbZmZWZs0es+hKyKeSfPPAl1pfjrwdKnc/hQbLr6/StzMzNpoYrMNRERIilZ0phZJyyguV9HV1UWlUmmonb6+vobrNmPF3P6Wt9k1ub522zHekWjXNhkNHktnGi9jGatxNJocnpM0LSKeSZeGnk/xA8DMUrkZKXYA6BkUr6T4jCrlq4qI1cBqgO7u7ujp6Rmq6LAqlQqN1m3G0pV3t7zNFXP7WbW79mbcd0FPy9fdSu3aJqPBY+lM42UsYzWORi8rbQAGnjhaAtxZii9OTy3NBw6ny0+bgDMkTU03os8ANqVlL0uan55SWlxqy8zM2qTmV05J36b41n+cpP0UTx1dDdwm6SLgKeC8VHwjcDbQC7wCXAgQEQclXQnsSOWuiIiBm9yfongiajLw/TSZmVkb1UwOEXH+EItOq1I2gOVDtLMGWFMlfj/wrlr9MDOzseNfSJuZWcbJwczMMk4OZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllnBzMzCzj5GBmZhknBzMzyzg5mJlZxsnBzMwyTg5mZpZxcjAzs4yTg5mZZZpKDpL2Sdotaaek+1PsWEmbJT2e/p2a4pJ0raReSbsknVRqZ0kq/7ikJc0NyczMmtWKM4c/iYh5EdGdXq8EtkTEbGBLeg1wFjA7TcuA66FIJsBlwCnAycBlAwnFzMzaYzQuKy0E1qX5dcA5pfjNUdgGTJE0DTgT2BwRByPiELAZWDAK/TIzszo1mxwC+CdJD0halmJdEfFMmn8W6Erz04GnS3X3p9hQcTMza5OJTdZ/f0QckPTvgc2SHi0vjIiQFE2u43UpAS0D6OrqolKpNNROX19fw3WbsWJuf8vb7JpcX7vtGO9ItGubjAaPpTONl7GM1TiaSg4RcSD9+7ykOyjuGTwnaVpEPJMuGz2fih8AZpaqz0ixA0DPoHhliPWtBlYDdHd3R09PT7ViNVUqFRqt24ylK+9ueZsr5vazanftzbjvgp6Wr7uV2rVNRoPH0pnGy1jGahwNX1aSdLSk3xqYB84A9gAbgIEnjpYAd6b5DcDi9NTSfOBwuvy0CThD0tR0I/qMFDMzszZp5syhC7hD0kA7fx8RP5C0A7hN0kXAU8B5qfxG4GygF3gFuBAgIg5KuhLYkcpdEREHm+iXmZk1qeHkEBFPAH9YJf4icFqVeADLh2hrDbCm0b6YmVlr+RfSZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPLODmYmVnGycHMzDJODmZmlnFyMDOzjJODmZllmv3/HMyGNavOP1O+Ym5/y/+k+b6rP9DS9sx+k/jMwczMMk4OZmaWcXIwM7OMk4OZmWWcHMzMLOPkYGZmGScHMzPL+HcOZmYNqPc3PK22dsHRY7KejjlzkLRA0mOSeiWtbHd/zMx+k3XEmYOkCcB1wOnAfmCHpA0R8XB7e2ZmnWwk395H41f441lHJAfgZKA3Ip4AkLQeWAiMSnLYfeCwdxIzs2F0ymWl6cDTpdf7U8zMzNpAEdHuPiDpXGBBRPx5ev0x4JSIuHhQuWXAsvTyPwGPNbjK44AXGqzbacbLWMbLOMBj6VTjZSzNjuN3IuL4WoU65bLSAWBm6fWMFHuTiFgNrG52ZZLuj4juZtvpBONlLONlHOCxdKrxMpaxGkenXFbaAcyWdIKkScAiYEOb+2Rm9hurI84cIqJf0sXAJmACsCYi9ra5W2Zmv7E6IjkARMRGYOMYra7pS1MdZLyMZbyMAzyWTjVexjIm4+iIG9JmZtZZOuWeg5mZdRAnh7cYSZ+UtDjNL5X0H9rdJ6uPpEsk/bt292OwevvVqf0fzyRdLukzTbZRkTTip5ucHN5iIuIbEXFzerkUGLPkMBqJKbXztcHtD1G2R9IfDbP8g8P9XS5JUyR9qrkeN+USoOrBNf0JmXYZsl8NlqvbWCemtA/dleZr7S/zJJ09zPJuSdfWWN/nGu9t85raryLCUwdPwGJgF/AQ8E3gcuAzwLlAH8UPAXcCHwC+V6p3OnDHKParAnS3oJ2lwNfqLHs58Jkhlk2so/4sYM8I3+9ZwD0ptgX4j6ncWuDcUr2+9G9Pem9uBx4FbgEE/BXwK2A3sHWgDrAqrevzY7H9gKOBu9M69wCXVenX9cD9wF7gCylWrf9nAP8X+DHwHeCYBvqzDziuVeXqaKcHuKvZfbOe/a28X9TYBh8pjw/oBiqlff6b6X1+HPhEtXEAXwOWlt6ra9J2WZT2x69SHCf2ACfX1fdW73yeWjcB7wR+UtppjqV0gKR0gE4HoEeB49Prvwf+W5PrH5XEBFyYxnUfcMPAB3DQ2P6K4m9r7QLWUxykn6X4ceRO4I8pDtDfALYDXy5/mIEu4I7U94eAP0rt/CLV/1Kd7/c/AkvS648PjJPhk8Nhih9yHpE+1O9Py/ZROsABAZw3WttviPf+Q8ANpde/XaVfx6Z/J6R97A8G95/iV7o/BI5Ory8FPl9j3W1JTMCC9N7+GLiWdFAdtL98OPXpoTSuScC/Av+W9peP8MaB+kfAtykdoIFjgJtSH3el9/lq4LVU/5Z6twF5cngImJze86cprha8vu5UbnBy+J+lZZWB9QH/hRpfkF6v1+qdz1NLP8ifBq4aFLucKskhvf5fwP8ApgBPUue3myHWPSqJCZiWPnTHpw/gj6ieHH4KHJXmpwxenl6vBe4CJqTXS0tt3QpckuYnpA/grOE+GEO83y8AR6b5I4EXSuseKjlsLsWvBz6a5vfx5oNw/0DfW739hhnj7/HGN8s/HqJfn6Q4kO6iODguGlwO+K/pvdmZpoeBG2use8wTE/A2igPqbIr99DaqJ4fdwPRB+9vry0v73wPA5NK2HmjrGuDvSmWnlveLkWwD8uRwRanuzcA51E4Ov1NaVgFOLb3+14ExDjd1zO8crCVuovim+0vgOxHR30Rbp6Y2XgCIiIOSqhaMiJD0TeCjkm4C3ktx1lHNKRQ7/r8BSLqV4sMy2C7gFknfA743TD+/ExGvDdH/xal/rwGHJU0dpp2R6ifds5N0BEWiG/Bqaf41hv490S8H9b2V26+qiPiJpJOAs4EvStpSXi7pBIqzw/8cEYckraU4wA4miiR4/ghWvxtYJekaigPbP1fZp85Lf0NtIsUXiTkU+0LZ/BT/Uao/ieIsoprfB56MiMfT+L7FG3+frexHwFpJtwHfHWYMGyLiF1Xif0pxCQeAiDg0VANDbIPX9yfy9zuqvC6Xr1bn53W0MSzfkO5s9wAflvQOAEnHDlr+M+C3Bl5ExE8pvnH/LcWBZizdBHwUOJ/WHNg+QPF/fJxE8f97DHWAHfwhaEa19/v/8MaH/gLgn9P8PuA9af6DFGcVtbxpew02FtsvPUTwSkR8C/gSxftb7tfbKd7Tw5K6gLNK1cvltgHvk3RiavdoSdWS/Osi4idpfbspDoqfH9S3gcR0WkT8AcUlqOES07w0zYmIi+p7B4bs2ycp3veZwAMD+0AVTe9vQ2yDfbyxP31oUJWFkt6W+tRD8eeGngLmSDpK0hTgtBqr/Uha9/uBwxFxuFY/febQwSJir6SrgP8t6TXgQYqdaMBa4BuSfgG8N32juYXi8s4jTa7+HuAOSV+OiBfrSUySBg5sfzpMu9uBr6Yd/WWKa70PlQukb+IzI2KrpHspDs7HpHW+vc7+bwH+Evi79MTGQP3hDs7V3u9PAzdJ+huKSywXpuI3AHdKegj4AfUdNFYDP5D004j4kyHKtGr7DWUu8CVJ/w/4NcV79N5yvyQ9SHGZ8GmKb9RV+y9pKfBtSUel5X9LcSmyqnRQPBgR35L0EvDnvLFNXqB6Yqqk6uVy24DrJJ0YEb2Sjqa4JFRt3Y8CsyT9bkT8C8WXl2p9+92I2A5sl3QWRZIYdn8ZZDOwnOKJLiRNTWcPv5Z0ZET8ulS22jaYDNwo6crSmAfsArZSXE67Mn2JIJ3l7KG4BPlgjf79Mm3XIynundXW7DVMT501UVx7vKhFbS3hjZt0a3nzPYEP8cYN6YFrsIuAbXW0W74hvZpB9xzSDnwvxTfMPcDKtPz30gelfEO6fN1/KW++IX1namMnRfKE4n7IHqrckO6EqZXbr9Mm4MzS9ttBcW3902k/2prKrE37xhaKyztLU3xwuVNTG7vS9MFh1lu+If1Vqt9z+G5pf/sqxdnJsWkd5RvS5XtePbz5hvS60uflv6f4NcAjlG5Iv1Um//mMcUTSAxTfvE6PiFdrlR+F9X8NeDAibhzrdY8H7d5+ZmVODtYSPrCZjS9ODjZqJG0HjhoU/lhE7G5Hf2x8k3QHcMKg8KURsakd/Xmrc3IwM7OMH2U1M7OMk4OZmWWcHMzMLOPkYGZmGScHMzPL/H/6fLSTsXpzeAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4dd043d5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"zones['zone_type'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4cdeb43828>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cdf484780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"country = zones[zones['wikidata']=='Q142']\n",
"country_id = int(country.head(1)['id'])\n",
"country.plot(figsize=(10, 10))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>wikidata</th>\n",
" <th>zone_type</th>\n",
" <th>id</th>\n",
" <th>parent</th>\n",
" <th>osm_id</th>\n",
" <th>name</th>\n",
" <th>center</th>\n",
" <th>admin_level</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>Q13947</td>\n",
" <td>state</td>\n",
" <td>89</td>\n",
" <td>30568</td>\n",
" <td>8640</td>\n",
" <td>Centre-Val de Loire</td>\n",
" <td>{'lat': 1.908607, 'lon': 47.902734}</td>\n",
" <td>4</td>\n",
" <td>(POLYGON ((1.5014234 48.9410192, 1.5013958 48....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>Q13917</td>\n",
" <td>state</td>\n",
" <td>90</td>\n",
" <td>30568</td>\n",
" <td>8649</td>\n",
" <td>Île-de-France</td>\n",
" <td>{'lat': 2.351499, 'lon': 48.85661}</td>\n",
" <td>4</td>\n",
" <td>(POLYGON ((1.704441 49.2323525, 1.704483 49.23...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>Q16994</td>\n",
" <td>state</td>\n",
" <td>91</td>\n",
" <td>30568</td>\n",
" <td>8650</td>\n",
" <td>Pays de la Loire</td>\n",
" <td>{'lat': -1.554136, 'lon': 47.218637}</td>\n",
" <td>4</td>\n",
" <td>(POLYGON ((-2.4576628 47.4479012, -2.4575075 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>Q15104</td>\n",
" <td>state</td>\n",
" <td>92</td>\n",
" <td>30568</td>\n",
" <td>8654</td>\n",
" <td>Provence-Alpes-Côte d'Azur</td>\n",
" <td>{'lat': 5.369953, 'lon': 43.296174}</td>\n",
" <td>4</td>\n",
" <td>(POLYGON ((7.4390605 43.7491873, 7.4383805 43....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2369</th>\n",
" <td>Q14112</td>\n",
" <td>state</td>\n",
" <td>2369</td>\n",
" <td>30568</td>\n",
" <td>76910</td>\n",
" <td>Corse</td>\n",
" <td>{'lat': 8.737603, 'lon': 41.926399}</td>\n",
" <td>4</td>\n",
" <td>(POLYGON ((9.298765299999999 42.67640249999999...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" wikidata zone_type id parent osm_id name \\\n",
"89 Q13947 state 89 30568 8640 Centre-Val de Loire \n",
"90 Q13917 state 90 30568 8649 Île-de-France \n",
"91 Q16994 state 91 30568 8650 Pays de la Loire \n",
"92 Q15104 state 92 30568 8654 Provence-Alpes-Côte d'Azur \n",
"2369 Q14112 state 2369 30568 76910 Corse \n",
"\n",
" center admin_level \\\n",
"89 {'lat': 1.908607, 'lon': 47.902734} 4 \n",
"90 {'lat': 2.351499, 'lon': 48.85661} 4 \n",
"91 {'lat': -1.554136, 'lon': 47.218637} 4 \n",
"92 {'lat': 5.369953, 'lon': 43.296174} 4 \n",
"2369 {'lat': 8.737603, 'lon': 41.926399} 4 \n",
"\n",
" geometry \n",
"89 (POLYGON ((1.5014234 48.9410192, 1.5013958 48.... \n",
"90 (POLYGON ((1.704441 49.2323525, 1.704483 49.23... \n",
"91 (POLYGON ((-2.4576628 47.4479012, -2.4575075 4... \n",
"92 (POLYGON ((7.4390605 43.7491873, 7.4383805 43.... \n",
"2369 (POLYGON ((9.298765299999999 42.67640249999999... "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"states = zones[zones['zone_type']=='state']\n",
"state_in_country = states[states['parent']==country_id]\n",
"state_in_country.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4dd0428fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"state_in_country.plot(figsize=(10, 10))\n",
"len(state_in_country)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4cdf383550>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cdf385b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_parents = [country_id] + list(state_in_country['id'])\n",
"\n",
"district = zones[zones['zone_type']=='state_district']\n",
"district_in_country = district[district['parent'].isin(all_parents)]\n",
"district_in_country['admin_level'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"415"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cdf3b9ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"district_in_country.plot(figsize=(10, 10))\n",
"len(district_in_country)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"all_parents += list(district_in_country['id'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4cdead6668>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4d0ec2a860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cities = zones[zones['zone_type']=='city']\n",
"cities_in_country = cities[cities['parent'].isin(all_parents) ]\n",
"cities_in_country.plot(figsize=(10, 10))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"all_parents += list(cities_in_country['id'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4cdeae16d8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4cdeab9588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"suburbs = zones[zones['zone_type']=='suburb']\n",
"suburbs_in_country = suburbs[suburbs['parent'].isin(all_parents) ]\n",
"suburbs_in_country.plot(figsize=(10, 10))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total states : 21, states in country : 13\n",
"Total state_districts : 424, state_districts in country : 415\n",
"Total cities : 35276, cities in country : 35267\n",
"Total suburbs : 884, suburbs in country : 446\n"
]
}
],
"source": [
"print('Total states : {}, states in country : {}'.format(len(states), len(state_in_country)))\n",
"print('Total state_districts : {}, state_districts in country : {}'.format(len(district), len(district_in_country)))\n",
"print('Total cities : {}, cities in country : {}'.format(len(cities), len(cities_in_country)))\n",
"print('Total suburbs : {}, suburbs in country : {}'.format(len(suburbs), len(suburbs_in_country)))\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment