stembureau-meting/jupyter/stembureau_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data gemeenteraadsverkiezingen 2022 Nederland\n",
    "\n",
    "Dit notebook is voor het verwerken van de data van de gemeenteraadsverkiezingen van 2022. Er zal hier stap voor stap door de data gelopen worden om het proces reproduceerbaar te maken voor latere verkiezingen. De eerste stap was de data ophalen van de bronnen, zowel de overheid als waar is mijn stemlokaal (voor geografische data van de stemlokalen). De bronnen gebruikt voor de data zijn voor de verkiezingen van 2022 is als volgt:\n",
    "\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43)\n",
    "  - [Directe link naar uitslagen per gemeente CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_2022-03-29T15.14.zip)\n",
    "  - [Directe link naar kandidatenlijst met uitslagen CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_alle-kandidaten_2022-02-22T08.34.csv)\n",
    "- [Waar is mijn stemlokaal stembureau data](https://waarismijnstemlokaal.nl/data)\n",
    "  - [Directe link naar waar is mijn stemlokaal gemeenteraad 2022 CSV (CKAN)](https://ckan.dataplatform.nl/datastore/dump/d6a1b4c4-73c8-457b-9b75-a38428bded68)\n",
    "  - [Verkiezingsuitslagen gemeenteraadsverkiezingen 2022 geodata (Volkskrant)](https://data.openstate.eu/dataset/verkiezingsuitslagen-gemeenteraadsverkiezingen-2022)\n",
    "    - [Directe link naar GEOJSON bestand](https://data.openstate.eu/dataset/a1767f1b-bf0c-409b-b3b1-3af9954b57f4/resource/413be255-5070-48f4-b631-895097976abb/download/2022gr.geo.json)\n",
    "- [CBS Wijk- en buurtkaart 2021](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/wijk-en-buurtkaart-2021)\n",
    "  - [Directe link naar zip bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/wijk-en-buurtstatistieken/wijkbuurtkaart_2021_v1.zip)\n",
    "- [CBS bevolkingsdichtheid kaart 100 bij 100 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/100/nl_vierkant_100meter_bij_100meter.7z)\n",
    "- [CBS bevolkingsdichtheid kaart 500 bij 500 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-500-meter-bij-500-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/500/2021-cbs_vk500_2020_v1.zip)\n",
    "\n",
    "De eerste stap die we moeten maken is de data importeren voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. De makkelijkste structuur die we vonden was het geojson bestand van open state en de Volkskrant, daar staan alle stemlokalen al in een lijst, en we hebben een makkelijk framework om het te importeren; geopandas. We laden deze dan ook als eerste in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lillian/.local/lib/python3.9/site-packages/fiona/collection.py:208: FeatureWarning: Empty field name at index 61\n",
      "  self._schema = self.session.get_schema()\n",
      "/home/lillian/anaconda3/lib/python3.9/site-packages/geopandas/geodataframe.py:600: UserWarning: Empty field name at index 61\n",
      "  for feature in features_lst:\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "\n",
    "crs = {'init':'EPSG:4326'}\n",
    "df_geojson = gpd.read_file(r'../data/2022gr.geo.json', crs=crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We importeren nu de gemeente shapefile kaart van het CBS, om de overlay van onze stemlokalen eroverheen te kunnen doen. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map = gpd.read_file(r'../data/shape/Netherlands_shapefile/gemeente_2021_v1.shp')\n",
    "nl_map.to_crs(epsg=4326).plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    GM_CODE            GM_NAAM  H2O       OAD      STED  BEV_DICHTH  AANT_INW  \\\n",
      "0    GM0034             Almere   JA -99999999 -99999999   -99999999 -99999999   \n",
      "1    GM0050           Zeewolde   JA -99999999 -99999999   -99999999 -99999999   \n",
      "2    GM0060            Ameland   JA -99999999 -99999999   -99999999 -99999999   \n",
      "3    GM0072          Harlingen   JA -99999999 -99999999   -99999999 -99999999   \n",
      "4    GM0088    Schiermonnikoog   JA -99999999 -99999999   -99999999 -99999999   \n",
      "..      ...                ...  ...       ...       ...         ...       ...   \n",
      "430  GM1966       Het Hogeland  NEE       414         5          99     47834   \n",
      "431  GM1969     Westerkwartier  NEE       476         5         176     63678   \n",
      "432  GM1970  Noardeast-Fryslân  NEE       463         5         120     45481   \n",
      "433  GM1978        Molenlanden  NEE       393         5         243     44130   \n",
      "434  GM1979          Eemsdelta  NEE       692         4         170     45587   \n",
      "\n",
      "     AANT_MAN  AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW   OPP_TOT  \\\n",
      "0   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "1   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "2   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "3   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "4   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "..        ...         ...         ...  ...        ...        ...       ...   \n",
      "430     24052       23782          15  ...          0          3     90308   \n",
      "431     32034       31644          17  ...          0          3     36887   \n",
      "432     22879       22602          17  ...          0          2     51645   \n",
      "433     22317       21813          18  ...          0          2     19158   \n",
      "434     22841       22746          14  ...          2          5     36407   \n",
      "\n",
      "     OPP_LAND  OPP_WATER  JRSTATCODE  JAAR     Shape_Leng    Shape_Area  \\\n",
      "0   -99999999  -99999999  2021GM0034  2021  122665.358635  1.095623e+08   \n",
      "1   -99999999  -99999999  2021GM0050  2021   83290.773617  1.633050e+07   \n",
      "2   -99999999  -99999999  2021GM0060  2021  156406.894023  2.085914e+08   \n",
      "3   -99999999  -99999999  2021GM0072  2021  104274.683035  3.618323e+08   \n",
      "4   -99999999  -99999999  2021GM0088  2021  152568.858991  1.624101e+08   \n",
      "..        ...        ...         ...   ...            ...           ...   \n",
      "430     48249      42059  2021GM1966  2021  321301.166576  4.875998e+08   \n",
      "431     36269        618  2021GM1969  2021   99030.762281  3.688457e+08   \n",
      "432     37783      13862  2021GM1970  2021  238426.959926  3.837930e+08   \n",
      "433     18173        986  2021GM1978  2021   88570.376691  1.915841e+08   \n",
      "434     26789       9618  2021GM1979  2021  173966.493452  2.727771e+08   \n",
      "\n",
      "                                              geometry  \n",
      "0    MULTIPOLYGON (((150213.998 479503.726, 150087....  \n",
      "1    MULTIPOLYGON (((170588.413 486792.192, 170570....  \n",
      "2    POLYGON ((196000.000 610000.000, 196000.000 60...  \n",
      "3    MULTIPOLYGON (((158392.775 580357.500, 158387....  \n",
      "4    POLYGON ((219000.000 616567.418, 219000.000 61...  \n",
      "..                                                 ...  \n",
      "430  MULTIPOLYGON (((217037.735 601967.991, 217043....  \n",
      "431  POLYGON ((215186.661 595044.495, 215190.788 59...  \n",
      "432  MULTIPOLYGON (((207769.575 603284.528, 207773....  \n",
      "433  POLYGON ((123569.533 440132.167, 123576.153 44...  \n",
      "434  MULTIPOLYGON (((269190.000 594253.046, 269190....  \n",
      "\n",
      "[435 rows x 38 columns]\n"
     ]
    }
   ],
   "source": [
    "print(nl_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hebben hier een probleem dat sommige punten de coördinaten 0,0 hebben, dit is niet iets wat we willen weergeven. Laten we eerst kijken waarom dit het geval is in de data voordat we het er helemaal uithalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                                            32\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB32\n",
      "description                               Stembureau Mobiel Stembureau 1\n",
      "Geldige stemmen                                                       99\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 2520, Length: 973, dtype: object\n",
      "Stembureau                                                            33\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB33\n",
      "description                               Stembureau Mobiel Stembureau 2\n",
      "Geldige stemmen                                                      115\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 2521, Length: 973, dtype: object\n",
      "Stembureau                                                          157\n",
      "Adres                                                                  \n",
      "Locatie                                                           SB157\n",
      "description                               Stembureau Stembureau Stembus\n",
      "Geldige stemmen                                                      72\n",
      "                                                      ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                              NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                    NaN\n",
      "gewoon ge-DREVEN                                                    NaN\n",
      "VOOR Den Bosch Joep Gersjes                                         NaN\n",
      "geometry                                                    POINT (0 0)\n",
      "Name: 2918, Length: 973, dtype: object\n",
      "Stembureau                                                                              171\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB171\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         174\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3579, Length: 973, dtype: object\n",
      "Stembureau                                                                              172\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB172\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                          66\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3580, Length: 973, dtype: object\n",
      "Stembureau                                                                              173\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB173\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         162\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3581, Length: 973, dtype: object\n",
      "Stembureau                                                                              174\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB174\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                          65\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3582, Length: 973, dtype: object\n",
      "Stembureau                                                                              175\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB175\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         121\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3583, Length: 973, dtype: object\n",
      "Stembureau                                                                               39\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB39\n",
      "description                               Stembureau Mobiel stembureau met beperkte toeg...\n",
      "Geldige stemmen                                                                          56\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5494, Length: 973, dtype: object\n",
      "Stembureau                                                                               34\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB34\n",
      "description                               Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                                         119\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5784, Length: 973, dtype: object\n",
      "Stembureau                                                                               35\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB35\n",
      "description                               Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                                         151\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5785, Length: 973, dtype: object\n",
      "Stembureau                                                                   11\n",
      "Adres                                                                          \n",
      "Locatie                                                                    SB11\n",
      "description                               Stembureau Mobiel stembureau Ommedijk\n",
      "Geldige stemmen                                                              14\n",
      "                                                          ...                  \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\n",
      "geometry                                                            POINT (0 0)\n",
      "Name: 6260, Length: 973, dtype: object\n",
      "Stembureau                                                                               12\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB12\n",
      "description                               Stembureau Mobiel stembureau Van Alphenstaete ...\n",
      "Geldige stemmen                                                                          68\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 6261, Length: 973, dtype: object\n",
      "Stembureau                                                          70\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB70\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     34\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 6738, Length: 973, dtype: object\n",
      "Stembureau                                                          71\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB71\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     43\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 6739, Length: 973, dtype: object\n",
      "Stembureau                                                                    699\n",
      "Adres                                                                            \n",
      "Locatie                                                                     SB699\n",
      "description                               Stembureau Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                                59\n",
      "                                                           ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\n",
      "geometry                                                              POINT (0 0)\n",
      "Name: 6863, Length: 973, dtype: object\n",
      "Stembureau                                                         32\n",
      "Adres                                                                \n",
      "Locatie                                                          SB32\n",
      "description                               Stembureau Mobielstembureau\n",
      "Geldige stemmen                                                    63\n",
      "                                                     ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                            NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                  NaN\n",
      "gewoon ge-DREVEN                                                  NaN\n",
      "VOOR Den Bosch Joep Gersjes                                       NaN\n",
      "geometry                                                  POINT (0 0)\n",
      "Name: 7348, Length: 973, dtype: object\n",
      "Stembureau                                                      90\n",
      "Adres                                                             \n",
      "Locatie                                                       SB90\n",
      "description                               Stembureau Roll and Vote\n",
      "Geldige stemmen                                                339\n",
      "                                                    ...           \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                               NaN\n",
      "gewoon ge-DREVEN                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                    NaN\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7364, Length: 973, dtype: object\n",
      "Stembureau                                                          19\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB19\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     77\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 7857, Length: 973, dtype: object\n",
      "Stembureau                                                                           1428\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1428\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                                       163\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7912, Length: 973, dtype: object\n",
      "Stembureau                                                                           1437\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1437\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                                       239\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7913, Length: 973, dtype: object\n",
      "Stembureau                                                                           1528\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1528\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                                       323\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7923, Length: 973, dtype: object\n",
      "Stembureau                                                                           1537\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1537\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                                       208\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7924, Length: 973, dtype: object\n",
      "Stembureau                                                        1541\n",
      "Adres                                                                 \n",
      "Locatie                                                         SB1541\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                    125\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 7926, Length: 973, dtype: object\n",
      "Stembureau                                                            200\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB200\n",
      "description                               Stembureau Mobiel stembureau Ma\n",
      "Geldige stemmen                                                        30\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 7958, Length: 973, dtype: object\n",
      "Stembureau                                                            201\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB201\n",
      "description                               Stembureau Mobiel stembureau Di\n",
      "Geldige stemmen                                                        30\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 7959, Length: 973, dtype: object\n",
      "Stembureau                                                             202\n",
      "Adres                                                                     \n",
      "Locatie                                                              SB202\n",
      "description                               Stembureau Mobiel stembureau Woe\n",
      "Geldige stemmen                                                         44\n",
      "                                                        ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                       NaN\n",
      "gewoon ge-DREVEN                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                            NaN\n",
      "geometry                                                       POINT (0 0)\n",
      "Name: 7960, Length: 973, dtype: object\n",
      "Stembureau                                                                               30\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB30\n",
      "description                               Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                                        2004\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 8108, Length: 973, dtype: object\n",
      "Stembureau                                                                               40\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB40\n",
      "description                               Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                                        2953\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 8109, Length: 973, dtype: object\n",
      "Stembureau                                                                             990\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB990\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         47\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8161, Length: 973, dtype: object\n",
      "Stembureau                                                                             991\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB991\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         70\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8162, Length: 973, dtype: object\n",
      "Stembureau                                                                             992\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB992\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         39\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8163, Length: 973, dtype: object\n",
      "Stembureau                                                                  17\n",
      "Adres                                                                         \n",
      "Locatie                                                                   SB17\n",
      "description                               Stembureau Mobiel Stembureau dinsdag\n",
      "Geldige stemmen                                                            115\n",
      "                                                          ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                     NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                           NaN\n",
      "gewoon ge-DREVEN                                                           NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                NaN\n",
      "geometry                                                           POINT (0 0)\n",
      "Name: 8318, Length: 973, dtype: object\n",
      "Stembureau                                                           228\n",
      "Adres                                                                   \n",
      "Locatie                                                            SB228\n",
      "description                               Stembureau Stembureau Drive-in\n",
      "Geldige stemmen                                                       80\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 9093, Length: 973, dtype: object\n",
      "Stembureau                                                          30\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB30\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     25\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9151, Length: 973, dtype: object\n",
      "Stembureau                                                          31\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB31\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                      8\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9152, Length: 973, dtype: object\n",
      "Stembureau                                                          32\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB32\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     24\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9153, Length: 973, dtype: object\n",
      "Stembureau                                                                 76\n",
      "Adres                                                                        \n",
      "Locatie                                                                  SB76\n",
      "description                               Stembureau Rondvaartboot Toerist VI\n",
      "Geldige stemmen                                                           148\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 9661, Length: 973, dtype: object\n",
      "Stembureau                                                                               68\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB68\n",
      "description                               Stembureau Drive Inn (evenemententerrein Het L...\n",
      "Geldige stemmen                                                                         285\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 9853, Length: 973, dtype: object\n",
      "Stembureau                                                          14\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB14\n",
      "description                               Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                                                     24\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 10427, Length: 973, dtype: object\n",
      "Stembureau                                                          18\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB18\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     50\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 10431, Length: 973, dtype: object\n",
      "Stembureau                                                                          23\n",
      "Adres                                                                                 \n",
      "Locatie                                                                           SB23\n",
      "description                               Stembureau Stembureau Mobiel: Wkp Zout Veere\n",
      "Geldige stemmen                                                                     55\n",
      "                                                              ...                     \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                   NaN\n",
      "gewoon ge-DREVEN                                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                        NaN\n",
      "geometry                                                                   POINT (0 0)\n",
      "Name: 10497, Length: 973, dtype: object\n",
      "Stembureau                                                                   24\n",
      "Adres                                                                          \n",
      "Locatie                                                                    SB24\n",
      "description                               Stembureau Stembureau Mobiel: Okp Dom\n",
      "Geldige stemmen                                                              35\n",
      "                                                          ...                  \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\n",
      "geometry                                                            POINT (0 0)\n",
      "Name: 10498, Length: 973, dtype: object\n",
      "Stembureau                                                            115\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB115\n",
      "description                               Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                                       258\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 10525, Length: 973, dtype: object\n",
      "Stembureau                                                            116\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB116\n",
      "description                               Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                                       377\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 10526, Length: 973, dtype: object\n",
      "Stembureau                                                                117\n",
      "Adres                                                                        \n",
      "Locatie                                                                 SB117\n",
      "description                               Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                                           285\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 10527, Length: 973, dtype: object\n",
      "Stembureau                                                                118\n",
      "Adres                                                                        \n",
      "Locatie                                                                 SB118\n",
      "description                               Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                                           329\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 10528, Length: 973, dtype: object\n",
      "Stembureau                                                                     310\n",
      "Adres                                                                             \n",
      "Locatie                                                                      SB310\n",
      "description                               Stembureau Mobiel Bijzonder stembureau 1\n",
      "Geldige stemmen                                                                 26\n",
      "                                                            ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\n",
      "geometry                                                               POINT (0 0)\n",
      "Name: 10623, Length: 973, dtype: object\n",
      "Stembureau                                                                     311\n",
      "Adres                                                                             \n",
      "Locatie                                                                      SB311\n",
      "description                               Stembureau Mobiel Bijzonder stembureau 2\n",
      "Geldige stemmen                                                                 55\n",
      "                                                            ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\n",
      "geometry                                                               POINT (0 0)\n",
      "Name: 10624, Length: 973, dtype: object\n",
      "Stembureau                                                            88\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB88\n",
      "description                               Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                                       78\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 10894, Length: 973, dtype: object\n",
      "Stembureau                                                            89\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB89\n",
      "description                               Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                                       35\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 10895, Length: 973, dtype: object\n",
      "Stembureau                                                                     31\n",
      "Adres                                                                            \n",
      "Locatie                                                                      SB31\n",
      "description                               Stembureau Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                                                                32\n",
      "                                                           ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\n",
      "geometry                                                              POINT (0 0)\n",
      "Name: 11032, Length: 973, dtype: object\n",
      "Stembureau                                           0\n",
      "Adres                                                 \n",
      "Locatie                                            SB0\n",
      "description                               Stembureau -\n",
      "Geldige stemmen                                      0\n",
      "                                              ...     \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                   NaN\n",
      "gewoon ge-DREVEN                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                        NaN\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 11101, Length: 973, dtype: object\n",
      "Stembureau                                                                              132\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB132\n",
      "description                               Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                                          52\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12038, Length: 973, dtype: object\n",
      "Stembureau                                                                              133\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB133\n",
      "description                               Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                                          48\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12039, Length: 973, dtype: object\n",
      "Stembureau                                                                              232\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB232\n",
      "description                               Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                                         113\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12053, Length: 973, dtype: object\n",
      "Stembureau                                                                              233\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB233\n",
      "description                               Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                                          73\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12054, Length: 973, dtype: object\n",
      "Stembureau                                                                      358\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB358\n",
      "description                               Stembureau Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                                                  70\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12118, Length: 973, dtype: object\n",
      "Stembureau                                                                      359\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB359\n",
      "description                               Stembureau Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                                                 169\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12119, Length: 973, dtype: object\n",
      "Stembureau                                                                      360\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB360\n",
      "description                               Stembureau Stembureau Mobiel stembureau 3\n",
      "Geldige stemmen                                                                  89\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12120, Length: 973, dtype: object\n",
      "Stembureau                                                                      361\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB361\n",
      "description                               Stembureau Stembureau Mobiel stembureau 4\n",
      "Geldige stemmen                                                                  36\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12121, Length: 973, dtype: object\n",
      "Stembureau                                                                              114\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB114\n",
      "description                               Stembureau Stembureau Mobiel stembureau (beper...\n",
      "Geldige stemmen                                                                         109\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 11.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        8.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             1.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12504, Length: 973, dtype: object\n",
      "Stembureau                                                                              115\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB115\n",
      "description                               Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                                          80\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  9.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        5.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12505, Length: 973, dtype: object\n",
      "Stembureau                                                                              116\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB116\n",
      "description                               Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                                         119\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  3.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        3.0\n",
      "gewoon ge-DREVEN                                                                       20.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12506, Length: 973, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df_geojson.iterrows():\n",
    "    if (row.geometry.centroid.x == 0.00000):\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het zijn dus duidelijk allemaal mobiele stemlokalen, die kunnen we in een aparte dataset houden voor later, voor nu zijn ze onbelangrijk voor de kaartweergave, laten we de dataset dus opsplitsen in drie dataframes, de originele, één frame zonder de mobiele stemlokalen, en de mobiele stemlokalen alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_42724/291552514.py:3: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  mobiel_mask = df_geojson['geometry'].centroid.x == 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2520\n",
      "2521\n",
      "2918\n",
      "3579\n",
      "3580\n",
      "3581\n",
      "3582\n",
      "3583\n",
      "5494\n",
      "5784\n",
      "5785\n",
      "6260\n",
      "6261\n",
      "6738\n",
      "6739\n",
      "6863\n",
      "7348\n",
      "7364\n",
      "7857\n",
      "7912\n",
      "7913\n",
      "7923\n",
      "7924\n",
      "7926\n",
      "7958\n",
      "7959\n",
      "7960\n",
      "8108\n",
      "8109\n",
      "8161\n",
      "8162\n",
      "8163\n",
      "8318\n",
      "9093\n",
      "9151\n",
      "9152\n",
      "9153\n",
      "9661\n",
      "9853\n",
      "10427\n",
      "10431\n",
      "10497\n",
      "10498\n",
      "10525\n",
      "10526\n",
      "10527\n",
      "10528\n",
      "10623\n",
      "10624\n",
      "10894\n",
      "10895\n",
      "11032\n",
      "11101\n",
      "12038\n",
      "12039\n",
      "12053\n",
      "12054\n",
      "12118\n",
      "12119\n",
      "12120\n",
      "12121\n",
      "12504\n",
      "12505\n",
      "12506\n"
     ]
    }
   ],
   "source": [
    "#de waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is, de projectie gaat geen effect hebben op die data in Nederland\n",
    "#filter de data en print welke waardes 0 hebben op x\n",
    "mobiel_mask = df_geojson['geometry'].centroid.x == 0\n",
    "i = 0\n",
    "for item in mobiel_mask:\n",
    "    if item:\n",
    "        print(i)\n",
    "    i = i + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Stembureau   Adres Locatie  \\\n",
      "0               1  9461BH     SB1   \n",
      "1               2  9461DA     SB2   \n",
      "2               3  9461JA     SB3   \n",
      "3               4  9451KD     SB4   \n",
      "4               6  9454PL     SB6   \n",
      "...           ...     ...     ...   \n",
      "12591         703  5391AR   SB703   \n",
      "12592         705  5391AR   SB705   \n",
      "12593         750  5382KE   SB750   \n",
      "12594         751  5382KE   SB751   \n",
      "12595         752  5283KE   SB752   \n",
      "\n",
      "                                             description  Geldige stemmen  \\\n",
      "0      Stembureau Gemeentehuis Gieten (postcode: 9461...              784   \n",
      "1              Stembureau OBS Gieten (postcode: 9461 DA)              562   \n",
      "2      Stembureau Zorgcentrum Dekelhem (postcode: 946...              566   \n",
      "3      Stembureau Ontmoetingscentrum Boerhorn Rolde (...             1495   \n",
      "4      Stembureau Dropshuis de Eekhof (postcode: 9454...              347   \n",
      "...                                                  ...              ...   \n",
      "12591  Stembureau Stembureau Gemeenschapshuis de Meen...              268   \n",
      "12592  Stembureau Stembureau Gemeenschapshuis De Meen...              398   \n",
      "12593  Stembureau Stembureau Gemeenschapshuis 't Zijl...              663   \n",
      "12594  Stembureau Stembureau Gemeenschapshuis 't Zijl...              170   \n",
      "12595  Stembureau Stembureau Gemeenschapshuis 't Zijl...              222   \n",
      "\n",
      "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
      "0            2780         3       3                 700   \n",
      "1            1396         0       0                 518   \n",
      "2            1409         2       2                 516   \n",
      "3            2209         2       4                1335   \n",
      "4             477         0       2                 298   \n",
      "...           ...       ...     ...                 ...   \n",
      "12591           0         0       1                 237   \n",
      "12592           0         1       0                 359   \n",
      "12593        2321         2       0                 552   \n",
      "12594           0         0       0                 151   \n",
      "12595           0         0       0                 193   \n",
      "\n",
      "       Geldige volmachtbewijzen  ...  \\\n",
      "0                            90  ...   \n",
      "1                            44  ...   \n",
      "2                            54  ...   \n",
      "3                           166  ...   \n",
      "4                            51  ...   \n",
      "...                         ...  ...   \n",
      "12591                        32  ...   \n",
      "12592                        40  ...   \n",
      "12593                       113  ...   \n",
      "12594                        19  ...   \n",
      "12595                        29  ...   \n",
      "\n",
      "       Nationale Bond tegen Overheidszaken - DH  Haags Belang  INL Den Haag  \\\n",
      "0                                           NaN           NaN           NaN   \n",
      "1                                           NaN           NaN           NaN   \n",
      "2                                           NaN           NaN           NaN   \n",
      "3                                           NaN           NaN           NaN   \n",
      "4                                           NaN           NaN           NaN   \n",
      "...                                         ...           ...           ...   \n",
      "12591                                       NaN           NaN           NaN   \n",
      "12592                                       NaN           NaN           NaN   \n",
      "12593                                       NaN           NaN           NaN   \n",
      "12594                                       NaN           NaN           NaN   \n",
      "12595                                       NaN           NaN           NaN   \n",
      "\n",
      "       Rosmalens Belang  De Bossche Groenen  \\\n",
      "0                   NaN                 NaN   \n",
      "1                   NaN                 NaN   \n",
      "2                   NaN                 NaN   \n",
      "3                   NaN                 NaN   \n",
      "4                   NaN                 NaN   \n",
      "...                 ...                 ...   \n",
      "12591             105.0                 2.0   \n",
      "12592             174.0                 6.0   \n",
      "12593              47.0                19.0   \n",
      "12594               8.0                11.0   \n",
      "12595              10.0                 2.0   \n",
      "\n",
      "       \"Leefbaar 's-Hertogenbosch\" Paul Kagie  \\\n",
      "0                                         NaN   \n",
      "1                                         NaN   \n",
      "2                                         NaN   \n",
      "3                                         NaN   \n",
      "4                                         NaN   \n",
      "...                                       ...   \n",
      "12591                                     6.0   \n",
      "12592                                     2.0   \n",
      "12593                                    53.0   \n",
      "12594                                    13.0   \n",
      "12595                                    22.0   \n",
      "\n",
      "       RAADSGROEPERING ''BOSCH-BELANG''  gewoon ge-DREVEN  \\\n",
      "0                                   NaN               NaN   \n",
      "1                                   NaN               NaN   \n",
      "2                                   NaN               NaN   \n",
      "3                                   NaN               NaN   \n",
      "4                                   NaN               NaN   \n",
      "...                                 ...               ...   \n",
      "12591                               0.0              33.0   \n",
      "12592                               3.0              31.0   \n",
      "12593                               2.0              62.0   \n",
      "12594                               1.0              22.0   \n",
      "12595                               2.0              28.0   \n",
      "\n",
      "       VOOR Den Bosch Joep Gersjes                  geometry  \n",
      "0                              NaN  POINT (6.75899 53.00524)  \n",
      "1                              NaN  POINT (6.75990 52.99975)  \n",
      "2                              NaN  POINT (6.76600 53.00494)  \n",
      "3                              NaN  POINT (6.64736 52.98281)  \n",
      "4                              NaN  POINT (6.60459 52.95269)  \n",
      "...                            ...                       ...  \n",
      "12591                          0.0  POINT (5.43290 51.72810)  \n",
      "12592                          2.0  POINT (5.43290 51.72810)  \n",
      "12593                          5.0  POINT (5.45919 51.70595)  \n",
      "12594                          1.0  POINT (5.45919 51.70595)  \n",
      "12595                          0.0  POINT (5.45919 51.70595)  \n",
      "\n",
      "[12532 rows x 973 columns]\n"
     ]
    }
   ],
   "source": [
    "df_geojson_clean = df_geojson[~mobiel_mask]\n",
    "df_geojson_mobiel = df_geojson[mobiel_mask]\n",
    "print(df_geojson_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Stembureau</th>\n",
       "      <th>Adres</th>\n",
       "      <th>Locatie</th>\n",
       "      <th>description</th>\n",
       "      <th>Geldige stemmen</th>\n",
       "      <th>Opgeroepen</th>\n",
       "      <th>Ongeldig</th>\n",
       "      <th>Blanco</th>\n",
       "      <th>Geldige stempassen</th>\n",
       "      <th>Geldige volmachtbewijzen</th>\n",
       "      <th>...</th>\n",
       "      <th>Nationale Bond tegen Overheidszaken - DH</th>\n",
       "      <th>Haags Belang</th>\n",
       "      <th>INL Den Haag</th>\n",
       "      <th>Rosmalens Belang</th>\n",
       "      <th>De Bossche Groenen</th>\n",
       "      <th>\"Leefbaar 's-Hertogenbosch\" Paul Kagie</th>\n",
       "      <th>RAADSGROEPERING ''BOSCH-BELANG''</th>\n",
       "      <th>gewoon ge-DREVEN</th>\n",
       "      <th>VOOR Den Bosch Joep Gersjes</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>9461BH</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis Gieten (postcode: 9461...</td>\n",
       "      <td>784</td>\n",
       "      <td>2780</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>700</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (6.75899 53.00524)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>9461DA</td>\n",
       "      <td>SB2</td>\n",
       "      <td>Stembureau OBS Gieten (postcode: 9461 DA)</td>\n",
       "      <td>562</td>\n",
       "      <td>1396</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>518</td>\n",
       "      <td>44</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (6.75990 52.99975)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>9461JA</td>\n",
       "      <td>SB3</td>\n",
       "      <td>Stembureau Zorgcentrum Dekelhem (postcode: 946...</td>\n",
       "      <td>566</td>\n",
       "      <td>1409</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>516</td>\n",
       "      <td>54</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (6.76600 53.00494)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>9451KD</td>\n",
       "      <td>SB4</td>\n",
       "      <td>Stembureau Ontmoetingscentrum Boerhorn Rolde (...</td>\n",
       "      <td>1495</td>\n",
       "      <td>2209</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1335</td>\n",
       "      <td>166</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (6.64736 52.98281)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>9454PL</td>\n",
       "      <td>SB6</td>\n",
       "      <td>Stembureau Dropshuis de Eekhof (postcode: 9454...</td>\n",
       "      <td>347</td>\n",
       "      <td>477</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>298</td>\n",
       "      <td>51</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (6.60459 52.95269)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12591</th>\n",
       "      <td>703</td>\n",
       "      <td>5391AR</td>\n",
       "      <td>SB703</td>\n",
       "      <td>Stembureau Stembureau Gemeenschapshuis de Meen...</td>\n",
       "      <td>268</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>237</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>POINT (5.43290 51.72810)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12592</th>\n",
       "      <td>705</td>\n",
       "      <td>5391AR</td>\n",
       "      <td>SB705</td>\n",
       "      <td>Stembureau Stembureau Gemeenschapshuis De Meen...</td>\n",
       "      <td>398</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>359</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>POINT (5.43290 51.72810)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12593</th>\n",
       "      <td>750</td>\n",
       "      <td>5382KE</td>\n",
       "      <td>SB750</td>\n",
       "      <td>Stembureau Stembureau Gemeenschapshuis 't Zijl...</td>\n",
       "      <td>663</td>\n",
       "      <td>2321</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>552</td>\n",
       "      <td>113</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>POINT (5.45919 51.70595)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12594</th>\n",
       "      <td>751</td>\n",
       "      <td>5382KE</td>\n",
       "      <td>SB751</td>\n",
       "      <td>Stembureau Stembureau Gemeenschapshuis 't Zijl...</td>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>POINT (5.45919 51.70595)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12595</th>\n",
       "      <td>752</td>\n",
       "      <td>5283KE</td>\n",
       "      <td>SB752</td>\n",
       "      <td>Stembureau Stembureau Gemeenschapshuis 't Zijl...</td>\n",
       "      <td>222</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193</td>\n",
       "      <td>29</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>POINT (5.45919 51.70595)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12416 rows × 973 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Stembureau   Adres Locatie  \\\n",
       "0               1  9461BH     SB1   \n",
       "1               2  9461DA     SB2   \n",
       "2               3  9461JA     SB3   \n",
       "3               4  9451KD     SB4   \n",
       "4               6  9454PL     SB6   \n",
       "...           ...     ...     ...   \n",
       "12591         703  5391AR   SB703   \n",
       "12592         705  5391AR   SB705   \n",
       "12593         750  5382KE   SB750   \n",
       "12594         751  5382KE   SB751   \n",
       "12595         752  5283KE   SB752   \n",
       "\n",
       "                                             description  Geldige stemmen  \\\n",
       "0      Stembureau Gemeentehuis Gieten (postcode: 9461...              784   \n",
       "1              Stembureau OBS Gieten (postcode: 9461 DA)              562   \n",
       "2      Stembureau Zorgcentrum Dekelhem (postcode: 946...              566   \n",
       "3      Stembureau Ontmoetingscentrum Boerhorn Rolde (...             1495   \n",
       "4      Stembureau Dropshuis de Eekhof (postcode: 9454...              347   \n",
       "...                                                  ...              ...   \n",
       "12591  Stembureau Stembureau Gemeenschapshuis de Meen...              268   \n",
       "12592  Stembureau Stembureau Gemeenschapshuis De Meen...              398   \n",
       "12593  Stembureau Stembureau Gemeenschapshuis 't Zijl...              663   \n",
       "12594  Stembureau Stembureau Gemeenschapshuis 't Zijl...              170   \n",
       "12595  Stembureau Stembureau Gemeenschapshuis 't Zijl...              222   \n",
       "\n",
       "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
       "0            2780         3       3                 700   \n",
       "1            1396         0       0                 518   \n",
       "2            1409         2       2                 516   \n",
       "3            2209         2       4                1335   \n",
       "4             477         0       2                 298   \n",
       "...           ...       ...     ...                 ...   \n",
       "12591           0         0       1                 237   \n",
       "12592           0         1       0                 359   \n",
       "12593        2321         2       0                 552   \n",
       "12594           0         0       0                 151   \n",
       "12595           0         0       0                 193   \n",
       "\n",
       "       Geldige volmachtbewijzen  ...  \\\n",
       "0                            90  ...   \n",
       "1                            44  ...   \n",
       "2                            54  ...   \n",
       "3                           166  ...   \n",
       "4                            51  ...   \n",
       "...                         ...  ...   \n",
       "12591                        32  ...   \n",
       "12592                        40  ...   \n",
       "12593                       113  ...   \n",
       "12594                        19  ...   \n",
       "12595                        29  ...   \n",
       "\n",
       "       Nationale Bond tegen Overheidszaken - DH  Haags Belang  INL Den Haag  \\\n",
       "0                                           NaN           NaN           NaN   \n",
       "1                                           NaN           NaN           NaN   \n",
       "2                                           NaN           NaN           NaN   \n",
       "3                                           NaN           NaN           NaN   \n",
       "4                                           NaN           NaN           NaN   \n",
       "...                                         ...           ...           ...   \n",
       "12591                                       NaN           NaN           NaN   \n",
       "12592                                       NaN           NaN           NaN   \n",
       "12593                                       NaN           NaN           NaN   \n",
       "12594                                       NaN           NaN           NaN   \n",
       "12595                                       NaN           NaN           NaN   \n",
       "\n",
       "       Rosmalens Belang  De Bossche Groenen  \\\n",
       "0                   NaN                 NaN   \n",
       "1                   NaN                 NaN   \n",
       "2                   NaN                 NaN   \n",
       "3                   NaN                 NaN   \n",
       "4                   NaN                 NaN   \n",
       "...                 ...                 ...   \n",
       "12591             105.0                 2.0   \n",
       "12592             174.0                 6.0   \n",
       "12593              47.0                19.0   \n",
       "12594               8.0                11.0   \n",
       "12595              10.0                 2.0   \n",
       "\n",
       "       \"Leefbaar 's-Hertogenbosch\" Paul Kagie  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "...                                       ...   \n",
       "12591                                     6.0   \n",
       "12592                                     2.0   \n",
       "12593                                    53.0   \n",
       "12594                                    13.0   \n",
       "12595                                    22.0   \n",
       "\n",
       "       RAADSGROEPERING ''BOSCH-BELANG''  gewoon ge-DREVEN  \\\n",
       "0                                   NaN               NaN   \n",
       "1                                   NaN               NaN   \n",
       "2                                   NaN               NaN   \n",
       "3                                   NaN               NaN   \n",
       "4                                   NaN               NaN   \n",
       "...                                 ...               ...   \n",
       "12591                               0.0              33.0   \n",
       "12592                               3.0              31.0   \n",
       "12593                               2.0              62.0   \n",
       "12594                               1.0              22.0   \n",
       "12595                               2.0              28.0   \n",
       "\n",
       "       VOOR Den Bosch Joep Gersjes                  geometry  \n",
       "0                              NaN  POINT (6.75899 53.00524)  \n",
       "1                              NaN  POINT (6.75990 52.99975)  \n",
       "2                              NaN  POINT (6.76600 53.00494)  \n",
       "3                              NaN  POINT (6.64736 52.98281)  \n",
       "4                              NaN  POINT (6.60459 52.95269)  \n",
       "...                            ...                       ...  \n",
       "12591                          0.0  POINT (5.43290 51.72810)  \n",
       "12592                          2.0  POINT (5.43290 51.72810)  \n",
       "12593                          5.0  POINT (5.45919 51.70595)  \n",
       "12594                          1.0  POINT (5.45919 51.70595)  \n",
       "12595                          0.0  POINT (5.45919 51.70595)  \n",
       "\n",
       "[12416 rows x 973 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#let's also check if none fell through the cracks, it might be some mobile polls did actually have a location posted erroneously.\n",
    "mobiel_mask_name = df_geojson_clean['description'].str.contains('Mobiel')\n",
    "df_geojson_clean = df_geojson_clean[~mobiel_mask_name]\n",
    "df_geojson_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>Buurtnaam</th>\n",
       "      <th>...</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Unnamed: 39</th>\n",
       "      <th>Unnamed: 40</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9236</th>\n",
       "      <td>38711</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>3</td>\n",
       "      <td>Nieuwe Kerk</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>https://www.hervormdputten.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>5ce3ef64ced64343b09f03a95d09d275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9237</th>\n",
       "      <td>38712</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>10</td>\n",
       "      <td>Sporthal de Meeuwen</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>https://www.kvdemeeuwen.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>03b7138951f1475b9ca8328ee7365491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9238</th>\n",
       "      <td>38713</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>8</td>\n",
       "      <td>School de Pelikaan</td>\n",
       "      <td>onderwijsfunctie</td>\n",
       "      <td>https://www.pcbdepelikaan.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>25eb2c3d547a420094ee2f691e8bd383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9239</th>\n",
       "      <td>38714</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>13</td>\n",
       "      <td>De Samaritaan</td>\n",
       "      <td>bijeenkomstfunctie,gezondheidszorgfunctie</td>\n",
       "      <td>https://www.desamaritaanputten.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>8bc3926806a74105a593e6a133b1306f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9240</th>\n",
       "      <td>38715</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>6</td>\n",
       "      <td>Verenigingsgebouw Stenenkamer</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>https://verenigingsgebouwsteenenkamer.jouwweb.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>609fd2e24c5b40b394174a84f7ca91af</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9241 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0         1  Valkenswaard           GM0858                  1   \n",
       "1         2  Valkenswaard           GM0858                  2   \n",
       "2         3  Valkenswaard           GM0858                  3   \n",
       "3         4  Valkenswaard           GM0858                  4   \n",
       "4         5  Valkenswaard           GM0858                  5   \n",
       "...     ...           ...              ...                ...   \n",
       "9236  38711        Putten           GM0273                  3   \n",
       "9237  38712        Putten           GM0273                 10   \n",
       "9238  38713        Putten           GM0273                  8   \n",
       "9239  38714        Putten           GM0273                 13   \n",
       "9240  38715        Putten           GM0273                  6   \n",
       "\n",
       "                        Naam stembureau  \\\n",
       "0                 Zorgcentrum Kempenhof   \n",
       "1                Buurtgebouw De Horizon   \n",
       "2                   Speeltuin Geenhoven   \n",
       "3     Ontmoetingscentrum De zoete inval   \n",
       "4             Gymnastiekzaal 't Gegraaf   \n",
       "...                                 ...   \n",
       "9236                        Nieuwe Kerk   \n",
       "9237                Sporthal de Meeuwen   \n",
       "9238                 School de Pelikaan   \n",
       "9239                      De Samaritaan   \n",
       "9240      Verenigingsgebouw Stenenkamer   \n",
       "\n",
       "                    Gebruiksdoel van het gebouw  \\\n",
       "0                        gezondheidszorgfunctie   \n",
       "1                            bijeenkomstfunctie   \n",
       "2                            bijeenkomstfunctie   \n",
       "3                            bijeenkomstfunctie   \n",
       "4                                  sportfunctie   \n",
       "...                                         ...   \n",
       "9236                         bijeenkomstfunctie   \n",
       "9237                               sportfunctie   \n",
       "9238                           onderwijsfunctie   \n",
       "9239  bijeenkomstfunctie,gezondheidszorgfunctie   \n",
       "9240                         bijeenkomstfunctie   \n",
       "\n",
       "                                        Website locatie  Wijknaam  \\\n",
       "0                             https://www.valkenhof.nl/       NaN   \n",
       "1                                                   NaN       NaN   \n",
       "2                                                   NaN       NaN   \n",
       "3                                                   NaN       NaN   \n",
       "4                                                   NaN       NaN   \n",
       "...                                                 ...       ...   \n",
       "9236                     https://www.hervormdputten.nl/       NaN   \n",
       "9237                        https://www.kvdemeeuwen.nl/       NaN   \n",
       "9238                      https://www.pcbdepelikaan.nl/       NaN   \n",
       "9239                 https://www.desamaritaanputten.nl/       NaN   \n",
       "9240  https://verenigingsgebouwsteenenkamer.jouwweb.nl/       NaN   \n",
       "\n",
       "      CBS wijknummer  Buurtnaam  ...  Kieskring ID  Hoofdstembureau  \\\n",
       "0                NaN        NaN  ...  Valkenswaard     Valkenswaard   \n",
       "1                NaN        NaN  ...  Valkenswaard     Valkenswaard   \n",
       "2                NaN        NaN  ...  Valkenswaard     Valkenswaard   \n",
       "3                NaN        NaN  ...  Valkenswaard     Valkenswaard   \n",
       "4                NaN        NaN  ...  Valkenswaard     Valkenswaard   \n",
       "...              ...        ...  ...           ...              ...   \n",
       "9236             NaN        NaN  ...        Putten           Putten   \n",
       "9237             NaN        NaN  ...        Putten           Putten   \n",
       "9238             NaN        NaN  ...        Putten           Putten   \n",
       "9239             NaN        NaN  ...        Putten           Putten   \n",
       "9240             NaN        NaN  ...        Putten           Putten   \n",
       "\n",
       "     Tellocatie      Contactgegevens gemeente  \\\n",
       "0           NaN  verkiezingen@valkenswaard.nl   \n",
       "1           NaN  verkiezingen@valkenswaard.nl   \n",
       "2           NaN  verkiezingen@valkenswaard.nl   \n",
       "3           NaN  verkiezingen@valkenswaard.nl   \n",
       "4           NaN  verkiezingen@valkenswaard.nl   \n",
       "...         ...                           ...   \n",
       "9236         ja        verkiezingen@putten.nl   \n",
       "9237         ja        verkiezingen@putten.nl   \n",
       "9238         ja        verkiezingen@putten.nl   \n",
       "9239         ja        verkiezingen@putten.nl   \n",
       "9240         ja        verkiezingen@putten.nl   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9236                     http://www.putten.nl          NaN   \n",
       "9237                     http://www.putten.nl          NaN   \n",
       "9238                     http://www.putten.nl          NaN   \n",
       "9239                     http://www.putten.nl          NaN   \n",
       "9240                     http://www.putten.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9236  NLODSGM0273stembureaus20220316009  5ce3ef64ced64343b09f03a95d09d275   \n",
       "9237  NLODSGM0273stembureaus20220316009  03b7138951f1475b9ca8328ee7365491   \n",
       "9238  NLODSGM0273stembureaus20220316009  25eb2c3d547a420094ee2f691e8bd383   \n",
       "9239  NLODSGM0273stembureaus20220316009  8bc3926806a74105a593e6a133b1306f   \n",
       "9240  NLODSGM0273stembureaus20220316009  609fd2e24c5b40b394174a84f7ca91af   \n",
       "\n",
       "     Unnamed: 39  Unnamed: 40  \n",
       "0            NaN          NaN  \n",
       "1            NaN          NaN  \n",
       "2            NaN          NaN  \n",
       "3            NaN          NaN  \n",
       "4            NaN          NaN  \n",
       "...          ...          ...  \n",
       "9236         NaN          NaN  \n",
       "9237         NaN          NaN  \n",
       "9238         NaN          NaN  \n",
       "9239         NaN          NaN  \n",
       "9240         NaN          NaN  \n",
       "\n",
       "[9241 rows x 41 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>Buurtnaam</th>\n",
       "      <th>...</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Unnamed: 39</th>\n",
       "      <th>Unnamed: 40</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9236</th>\n",
       "      <td>38711</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>3</td>\n",
       "      <td>Nieuwe Kerk</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>https://www.hervormdputten.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>5ce3ef64ced64343b09f03a95d09d275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.60654 52.25587)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9237</th>\n",
       "      <td>38712</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>10</td>\n",
       "      <td>Sporthal de Meeuwen</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>https://www.kvdemeeuwen.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>03b7138951f1475b9ca8328ee7365491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.59487 52.24865)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9238</th>\n",
       "      <td>38713</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>8</td>\n",
       "      <td>School de Pelikaan</td>\n",
       "      <td>onderwijsfunctie</td>\n",
       "      <td>https://www.pcbdepelikaan.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>25eb2c3d547a420094ee2f691e8bd383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.59278 52.25561)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9239</th>\n",
       "      <td>38714</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>13</td>\n",
       "      <td>De Samaritaan</td>\n",
       "      <td>bijeenkomstfunctie,gezondheidszorgfunctie</td>\n",
       "      <td>https://www.desamaritaanputten.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>8bc3926806a74105a593e6a133b1306f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.58088 52.26092)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9240</th>\n",
       "      <td>38715</td>\n",
       "      <td>Putten</td>\n",
       "      <td>GM0273</td>\n",
       "      <td>6</td>\n",
       "      <td>Verenigingsgebouw Stenenkamer</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>https://verenigingsgebouwsteenenkamer.jouwweb.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Putten</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@putten.nl</td>\n",
       "      <td>http://www.putten.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0273stembureaus20220316009</td>\n",
       "      <td>609fd2e24c5b40b394174a84f7ca91af</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (5.54537 52.26266)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9241 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0         1  Valkenswaard           GM0858                  1   \n",
       "1         2  Valkenswaard           GM0858                  2   \n",
       "2         3  Valkenswaard           GM0858                  3   \n",
       "3         4  Valkenswaard           GM0858                  4   \n",
       "4         5  Valkenswaard           GM0858                  5   \n",
       "...     ...           ...              ...                ...   \n",
       "9236  38711        Putten           GM0273                  3   \n",
       "9237  38712        Putten           GM0273                 10   \n",
       "9238  38713        Putten           GM0273                  8   \n",
       "9239  38714        Putten           GM0273                 13   \n",
       "9240  38715        Putten           GM0273                  6   \n",
       "\n",
       "                        Naam stembureau  \\\n",
       "0                 Zorgcentrum Kempenhof   \n",
       "1                Buurtgebouw De Horizon   \n",
       "2                   Speeltuin Geenhoven   \n",
       "3     Ontmoetingscentrum De zoete inval   \n",
       "4             Gymnastiekzaal 't Gegraaf   \n",
       "...                                 ...   \n",
       "9236                        Nieuwe Kerk   \n",
       "9237                Sporthal de Meeuwen   \n",
       "9238                 School de Pelikaan   \n",
       "9239                      De Samaritaan   \n",
       "9240      Verenigingsgebouw Stenenkamer   \n",
       "\n",
       "                    Gebruiksdoel van het gebouw  \\\n",
       "0                        gezondheidszorgfunctie   \n",
       "1                            bijeenkomstfunctie   \n",
       "2                            bijeenkomstfunctie   \n",
       "3                            bijeenkomstfunctie   \n",
       "4                                  sportfunctie   \n",
       "...                                         ...   \n",
       "9236                         bijeenkomstfunctie   \n",
       "9237                               sportfunctie   \n",
       "9238                           onderwijsfunctie   \n",
       "9239  bijeenkomstfunctie,gezondheidszorgfunctie   \n",
       "9240                         bijeenkomstfunctie   \n",
       "\n",
       "                                        Website locatie  Wijknaam  \\\n",
       "0                             https://www.valkenhof.nl/       NaN   \n",
       "1                                                   NaN       NaN   \n",
       "2                                                   NaN       NaN   \n",
       "3                                                   NaN       NaN   \n",
       "4                                                   NaN       NaN   \n",
       "...                                                 ...       ...   \n",
       "9236                     https://www.hervormdputten.nl/       NaN   \n",
       "9237                        https://www.kvdemeeuwen.nl/       NaN   \n",
       "9238                      https://www.pcbdepelikaan.nl/       NaN   \n",
       "9239                 https://www.desamaritaanputten.nl/       NaN   \n",
       "9240  https://verenigingsgebouwsteenenkamer.jouwweb.nl/       NaN   \n",
       "\n",
       "      CBS wijknummer  Buurtnaam  ...  Hoofdstembureau  Tellocatie  \\\n",
       "0                NaN        NaN  ...     Valkenswaard         NaN   \n",
       "1                NaN        NaN  ...     Valkenswaard         NaN   \n",
       "2                NaN        NaN  ...     Valkenswaard         NaN   \n",
       "3                NaN        NaN  ...     Valkenswaard         NaN   \n",
       "4                NaN        NaN  ...     Valkenswaard         NaN   \n",
       "...              ...        ...  ...              ...         ...   \n",
       "9236             NaN        NaN  ...           Putten          ja   \n",
       "9237             NaN        NaN  ...           Putten          ja   \n",
       "9238             NaN        NaN  ...           Putten          ja   \n",
       "9239             NaN        NaN  ...           Putten          ja   \n",
       "9240             NaN        NaN  ...           Putten          ja   \n",
       "\n",
       "          Contactgegevens gemeente              Verkiezingswebsite gemeente  \\\n",
       "0     verkiezingen@valkenswaard.nl  http://www.valkenswaard.nl/verkiezingen   \n",
       "1     verkiezingen@valkenswaard.nl  http://www.valkenswaard.nl/verkiezingen   \n",
       "2     verkiezingen@valkenswaard.nl  http://www.valkenswaard.nl/verkiezingen   \n",
       "3     verkiezingen@valkenswaard.nl  http://www.valkenswaard.nl/verkiezingen   \n",
       "4     verkiezingen@valkenswaard.nl  http://www.valkenswaard.nl/verkiezingen   \n",
       "...                            ...                                      ...   \n",
       "9236        verkiezingen@putten.nl                     http://www.putten.nl   \n",
       "9237        verkiezingen@putten.nl                     http://www.putten.nl   \n",
       "9238        verkiezingen@putten.nl                     http://www.putten.nl   \n",
       "9239        verkiezingen@putten.nl                     http://www.putten.nl   \n",
       "9240        verkiezingen@putten.nl                     http://www.putten.nl   \n",
       "\n",
       "     Verkiezingen                                 ID  \\\n",
       "0             NaN  NLODSGM0858stembureaus20220316009   \n",
       "1             NaN  NLODSGM0858stembureaus20220316009   \n",
       "2             NaN  NLODSGM0858stembureaus20220316009   \n",
       "3             NaN  NLODSGM0858stembureaus20220316009   \n",
       "4             NaN  NLODSGM0858stembureaus20220316009   \n",
       "...           ...                                ...   \n",
       "9236          NaN  NLODSGM0273stembureaus20220316009   \n",
       "9237          NaN  NLODSGM0273stembureaus20220316009   \n",
       "9238          NaN  NLODSGM0273stembureaus20220316009   \n",
       "9239          NaN  NLODSGM0273stembureaus20220316009   \n",
       "9240          NaN  NLODSGM0273stembureaus20220316009   \n",
       "\n",
       "                                  UUID Unnamed: 39 Unnamed: 40  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258         NaN         NaN   \n",
       "1     9a01d765af0a467ea37f08d92db114ba         NaN         NaN   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c         NaN         NaN   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0         NaN         NaN   \n",
       "4     a893bb9add324ce29769f1c39afcc48d         NaN         NaN   \n",
       "...                                ...         ...         ...   \n",
       "9236  5ce3ef64ced64343b09f03a95d09d275         NaN         NaN   \n",
       "9237  03b7138951f1475b9ca8328ee7365491         NaN         NaN   \n",
       "9238  25eb2c3d547a420094ee2f691e8bd383         NaN         NaN   \n",
       "9239  8bc3926806a74105a593e6a133b1306f         NaN         NaN   \n",
       "9240  609fd2e24c5b40b394174a84f7ca91af         NaN         NaN   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9236  POINT (5.60654 52.25587)  \n",
       "9237  POINT (5.59487 52.24865)  \n",
       "9238  POINT (5.59278 52.25561)  \n",
       "9239  POINT (5.58088 52.26092)  \n",
       "9240  POINT (5.54537 52.26266)  \n",
       "\n",
       "[9241 rows x 42 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "gdf_wims = gpd.GeoDataFrame(\n",
    "    df_wims, geometry=gpd.points_from_xy(df_wims.Longitude, df_wims.Latitude)).set_crs(epsg=4326, inplace=True)\n",
    "\n",
    "gdf_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "gdf_wims.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu we een mooie kaart hebben van nederland met de stemlokalen erop, kunnen we gaan kijken naar hoe dit verhoud met de bevolkingsdichtheid als eerste voorbeeld. De kaart is opgehaald van het CBS, eerst gaan we kijken hoe de kaart er op zichzelf met dezelfde projectie uitziet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOQAAAD4CAYAAAD8Q0ptAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAB/IklEQVR4nO39eZxe53HfiX6rnvM2dgIEQYIkSHBfRFIUJVGStViyZNmWLFl2bMdLnM3Zc+PMJLmfJHaSmTs3mcz1jOfexDc3i2U769jjceIocWxZkiVbm20tpESJ+75gIQhi37vPearuH1XPeZsSSAEEQDSItxJaQKPffk93nzpVz69+9fuJuzOLWcxiaYSe7QuYxSxmMY1ZQs5iFksoZgk5i1ksoZgl5CxmsYRilpCzmMUSiu5sX8DxYsOGDX711Vef7cuYxSzOSNx999273P3i4/3bkkzIq6++mrvuuutsX8YsZnFGQkSefrF/m7Wss5jFEopZQs5iFksoZgk5i1ksoZgl5CxmsYRilpCzmMUSillCzmIWSyhmCTmLWSyhmCXkLGaxhGJJEgNmMYuTjad3H+b/+KOnmAj8hXddz/rVy+ircfTYAsuXzTHXnRu154QSUkSeAg4CFRjc/U4R+UfA9wMG7AT+rLtvP5HXnp5Ln8UspvHwzoNs2XsYd+eXPvc4f+f9t/Af/vBJvvzELtatXs7f/O6buGTN8rN9md8yTqZCvtvddy36+8+5+/8AICL/HfA/An/lBF87i1mclnhg+36++sw+fuLbruL373+O116xlnfcEDTRH3zjlSz0lTdft+GcSEY4hZbV3Q8s+usqYKYFMovTElv2HMYdHnvuIHsOL+AYqsK+Iz3P7jnKc4eOUgfnLddfwiVrl/HIs3Er/swHbmHVso6iAsC6lXP82LddPf79XIgTTUgHPiEiDvyCu38YQET+MfCngf3Au0/mtd8YIvKXgL8EsHnz5hP/Dmbxqorf+PIz/O4Dz+IC4k6thoiAKkWVVcs63nb9JVx3yRrefM1FABw+OgBwwYrJN329dSvnXtHrP9WQExG5EpHL3X27iFwC/C7w1939s4v+/WeA5e7+/zjZ1x4v7rzzTp9te5wf8eD2Azz6/AE+9LorAPhb/+dXObzQgwAmmPeoFpZ3E370267kbdcdd2vpnAoRufvFsJQTqpANrHH3nSLyEeDNwOKk+lXgt4FvSsgTeO0szsE4cHSBf/n7j3Fovkfcef/tm7hqwyqEmKV96ck9LFQDcR5+9hB9ragKuKAK775pIyuWdew+NM/OPUf41S8+yZ94yzWgBgKXX7CcK9av5Mr1K7n5srWsnOvYsGbZKV3zE88f4kuP72HX4WMc6ys79h9j1bLCbZvWcmihMinC99x6GRefxfPmt0xIEVkFqLsfzD9/N/APReQGd380P+1DwEMn+trTd/mzONNxdKHy5K5D8Rd3brpsLUWFX/7M4zy+8yAIiMC/+fwTiJBIgqBimMc/usOyIty8aS1uTleUWzatZWEwXr/5Qv7hY7t588VrAHjPjRv51IM7+VvffRNrVp5aAgI8u/con3n0OR7afpDtew/h7rgL3aTgwMFjC2zbe5hSFHfhS0/s5jtu3sgPvuHKU37vlxMnUiE3Ah8Rkfb5v+ruHxOR3xCRm4ixx9MkwioilwO/5O7f+2KvPf3fxixOd9y3dR+ff/R5Htqxn6O94R6J94NvuILvue1y1q6aICqRf+6ICmuWd1y8eo7nD/ZMOmH5RNm8fiVv3HwRmzesetHz3I+/ZTM3bIyE/ODrr+CDr7/iZV2zu3P/tv08f3CeJ54/yBPPH2bfsQWGwXDAi8a1ujP0FRGotTKZzOEY4nCsH/ijx3Yt3YR09yeA1x3n4z/0Ip+/Hfjel3rtLJZebN93hAefPcCf/3d3A/D+Wy6mAoIz1xVed8VaLlq9nOsvWQ3Aj7zpKqo7jz57iN6cN1+7nqsuWsXNl13AiknHirlywu/dkvHp3Ye54sKVFBV2H5xnvlZUoFMFhHUrJ3RF6Qdj9+FjfP2ZvWzbN8/+Yz1P7T6E18rR6giAC078WUTAQc0wEaCgagw+IBPFbcAqaCmIKFlAzkrMmDrnYQyD8dyho3zukZ08teswO/Ye4siC4+aLPmdABESUv/VdN3PNxatf8DVWL5/wF995Awt9xYFlkxNPwGN95etb97LQG/dvP0BR4fDCwENb93P9pWuYdMpD2/dRLT7fFcThsgtW8PabLuaT9+9gz5F5xJ12ydYPaNehpYtPZpqIbo6IYCIIjkulutNpARGsQHEwDK/OwgIcWRhYOffKp8csIc+jGKrxb//wSe7fto9D8z04iAu1GloKJXPqs3/nO3h69xHA2bx+FVddtOpFv+bct0hEM+fDv/8QB44NaL7Bk7uO0Juj7jgGCJK06keeO0itFS2KIHkudRzYfuAY/+nLW3AcPEYhWoVqlTKJ5BpqT4m0Q1VBC4rhonG+zSSFHqTDXRAxUB0z/+iCsevgMTZftPr439QZjFlCnkfx8fu38+XHd+PiiEvO96IKLivKTZev5V/92bcAsHn9iyfhicbDOw7w7/7gCXbuP4xqwXHco1qJO9UFdwMtlOKA4yJkzwkCJoI6+THi383R+GxEDFFHtKAQ75MzTACGnh4QhaKKu2NulFKw8TEQZ2Ex4iMK9Sx53swS8jyJzz+2k49+7VlEAwrtivD6zespIlxz8Uqu37iWKy5ceVre695te/nEvc/x2M4DVHNECqIJqBAFyrINLQiuAa64A2aAU00ppcTniyDmoIaY4CqogeHx6RoPGCN7XAQRjcQUpfOKiVNrpS4MlLkOrGQaRuIrYCoYjgh84fHdXLNhzWn5eZxMzBLyPIl9hxZwAXfjopXL+MDrLuftN1xy2r7+sb7yqQef476te3nq+cNxHkNwHxAtYGQjCZqgiSPRSpqjIgjGgFNKAYTqNSq55etcUI3xhEmMLxCnaMHy393zCClR8XDDVRFXwOjmSiZyjzto1yGtA8YjiQ3ufmoPb7/+Yja/RLt+JuKEmDqvdMyYOmcmnnr+EM8dOMqd12w4bfzOu57aw+ce3snTuw5zbOiJtCLucAGzGmfH1naaZ/sZ50NrFGiL4111QyVQVTwSxHHUBRHHKogY7sJQK5NJh6JYa1NzGCoqU5Aq8pbB4qzcElzwaJkRrBrdZDJ+HTeY6+AvvOsG7ti8/rT8rFqcMlNnFq+OuPri1Vx98akDFWbGFx57no/eu52dB+fjTIhgxLnUEVQymQzIh7470TJ7/CWa06hsSPBWUUGz/RQYT3lIVDhVcOlQd8Qr1QzzaFWlKOqauZwnxEx6q45oVk3iHEsmvhnoRBhsQEyo6hRRFgx+8bOPc+3FO3nz1eu58dIL2Lj2zLJ4Zgn5Koyn9xziN+96hgMLlRs2ruX779hEUaErp76ke+DIAj//yYfZkigsRbCh5iEM2h+qASrUvse7Ls5ynU5XgpRMvMgLywqIKFVAXRO0cSRPnt4SycGqMSmT/HrxOWYVE3CzoOhNshgbuCTqClG9yQdES/nWDovh1agYKkIvzqM7DvDQswdYMREuW7eSGzeuYfu+Y7znNRu5ddPaU/6ZLo5ZQr6K4uCxno/c/Qx3PbWXI8cW0FLYdXCBe7fsoajy/W+4ktdvvvBlf/1Hdhzgn33yIeaz2rgkU6eU6BRVEDegJFJpTObmoiAKDFZxM4oo5tE0GlGNVAWXqI4xPIxq6llNA3FVtAExaoBGG5tnUpE4SxYKjmFDsHH6fmBu2TIkE7OhvHGmjtpuCe6Kw6SU8QHhtWLmoMpCFZ7edZindh3CBd5104ZT+XUdN2YJ+SqJh7Yf4Bc/9yiHjvV0Wrhp0zre+5pLWb96Gf/hD5/ih954Ba+5/OU/zQ/ND/zbP3ySY31sX7gHaqqQZ0MgmTEuyZEx8C7qm2b76l3ccupxhpNMyqEfmIhiMkQyFkVMEM3Kicbnu1DNECnZGgtqjmuMQzoC8AFFVTGLc2a1IccnAiVaVcm21iSuD3NcDbxEoqugJtA5Yk4dDBehK4V1Kybcevm6U/iNHT9
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_cbs = gpd.read_file(r'../data/shape/Netherlands_shapefile/CBS_vk500_2020_v1.shp')\n",
    "nl_map_cbs.to_crs(epsg=4326).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het verwerken van de 100m bij 100m vierkanten kaar duurde heel lang (langer dan een half uur) op de laptop, en is dus niet ideaal tenzij we dit niveau van detail écht nodig hebben. Er is namelijk nog een andere kaart met dezelfde gegevens beschikbaar, maar met een grid van 500 bij 500 meter in plaats van 100 bij 100. Laten we dus kijken hoe vaak een stemlokaal dichterbij dan 100 meter van de dichtstbijzijnde andere is. De makkelijkste manier om dat te doen zonder alle punten met alle andere te vergelijken (heel veel moeite), is een extra dataframe maken als een kopie, alle indexen 1 opschuiven (want alle stemlokalen zijn al in een volgorde van clustering), en dan de laagste afstand bekijken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11165         0.002608\n",
      "1021          0.004853\n",
      "3196          0.004875\n",
      "1923          2.693202\n",
      "3757          3.609362\n",
      "             ...      \n",
      "7436     256415.644309\n",
      "9711     259842.874932\n",
      "4392     266925.200994\n",
      "9297     271954.076837\n",
      "0                  NaN\n",
      "Name: distance, Length: 11572, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "df_shifted = df_geojson_clean.to_crs('EPSG:28992')\n",
    "\n",
    "df_shifted['geometry (shifted)'] = df_shifted['geometry'].shift(periods=1)\n",
    "df_shifted['distance'] = df_shifted['geometry'].distance(df_shifted['geometry (shifted)'])\n",
    "df_shifted.sort_values(['distance'], inplace=True, ascending=True)\n",
    "zero_mask_booth = df_shifted['distance'] == 0.000000\n",
    "df_shifted = df_shifted[~zero_mask_booth]\n",
    "print(df_shifted['distance'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We kunnen dus vaststellen dat afstanden van onder de 500 meter waarschijnlijk zeldzaam zijn, en we verder kunnen gaan met de 500 meter bij 500 meter kaart. Laten we nu dus een projectie proberen te maken met de bevolkingsdichtheid erop om het te vergelijken met de stemlokalen en hun posities en clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['c28992r500', 'INWONER', 'MAN', 'VROUW', 'INW_014', 'INW_1524', 'INW_2544', 'INW_4564', 'INW_65PL', 'P_NL_ACHTG', 'P_WE_MIG_A', 'P_NW_MIG_A', 'AANTAL_HH', 'TOTHH_EENP', 'TOTHH_MPZK', 'HH_EENOUD', 'HH_TWEEOUD', 'GEM_HH_GR', 'WONING', 'WONVOOR45', 'WON_4564', 'WON_6574', 'WON_7584', 'WON_8594', 'WON_9504', 'WON_0514', 'WON_1524', 'WON_MRGEZ', 'P_KOOPWON', 'P_HUURWON', 'WON_HCORP', 'WON_NBEW', 'WOZWONING', 'UITKMINAOW', 'OAD', 'STED', 'geometry']\n"
     ]
    },
    {
     "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2260N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((226000.000 619000.000, 226000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2265N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((226500.000 619500.000, 227000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((227000.000 619500.000, 227500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((227500.000 619500.000, 228000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((228000.000 619500.000, 228500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((199500.000 307500.000, 200000.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151104</th>\n",
       "      <td>E1905N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((190500.000 307000.000, 191000.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((191000.000 307000.000, 191500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POLYGON ((192000.000 307000.000, 192500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((192500.000 307000.000, 193000.000 30...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>151108 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                                           geometry\n",
       "0       E2260N6190   -99997  POLYGON ((226000.000 619000.000, 226000.000 61...\n",
       "1       E2265N6190   -99997  POLYGON ((226500.000 619500.000, 227000.000 61...\n",
       "2       E2270N6190   -99997  POLYGON ((227000.000 619500.000, 227500.000 61...\n",
       "3       E2275N6190   -99997  POLYGON ((227500.000 619500.000, 228000.000 61...\n",
       "4       E2280N6190   -99997  POLYGON ((228000.000 619500.000, 228500.000 61...\n",
       "...            ...      ...                                                ...\n",
       "151103  E1995N3070   -99997  POLYGON ((199500.000 307500.000, 200000.000 30...\n",
       "151104  E1905N3065   -99997  POLYGON ((190500.000 307000.000, 191000.000 30...\n",
       "151105  E1910N3065   -99997  POLYGON ((191000.000 307000.000, 191500.000 30...\n",
       "151106  E1920N3065       20  POLYGON ((192000.000 307000.000, 192500.000 30...\n",
       "151107  E1925N3065   -99997  POLYGON ((192500.000 307000.000, 193000.000 30...\n",
       "\n",
       "[151108 rows x 3 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(list(nl_map_cbs))\n",
    "nl_map_dst = nl_map_cbs.drop(columns=['MAN', 'VROUW', 'INW_014', 'INW_1524', 'INW_2544', 'INW_4564', 'INW_65PL', 'P_NL_ACHTG', 'P_WE_MIG_A', 'P_NW_MIG_A', 'AANTAL_HH', 'TOTHH_EENP', 'TOTHH_MPZK', 'HH_EENOUD', 'HH_TWEEOUD', 'GEM_HH_GR', 'WONING', 'WONVOOR45', 'WON_4564', 'WON_6574', 'WON_7584', 'WON_8594', 'WON_9504', 'WON_0514', 'WON_1524', 'WON_MRGEZ', 'P_KOOPWON', 'P_HUURWON', 'WON_HCORP', 'WON_NBEW', 'WOZWONING', 'UITKMINAOW', 'OAD', 'STED'])\n",
    "\n",
    "nl_map_dst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We kunnen zien dat er gemeente zijn die geen stemlokalen hebben, dit klopt. [In de verkiezingen van 2022 hebben 12 gemeentes niet meegedaan](https://nl.wikipedia.org/wiki/Nederlandse_gemeenteraadsverkiezingen_2022). Er zijn dus in totaal 333 gemeentes met stemlokalen. We willen de bevolkingsdichtheiddata van de gemeentes die niet meededen dus weggooien, hiervoor moeten we eerst kijken welke alleen binnen de gemeentes vallen die we niet willen houden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0             Gemeenteraad Aa en Hunze 2022\n",
      "1             Gemeenteraad Aa en Hunze 2022\n",
      "2             Gemeenteraad Aa en Hunze 2022\n",
      "3             Gemeenteraad Aa en Hunze 2022\n",
      "4             Gemeenteraad Aa en Hunze 2022\n",
      "                        ...                \n",
      "12591    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12592    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12593    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12594    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12595    Gemeenteraad 's-Hertogenbosch 2022\n",
      "Name: electionName, Length: 12596, dtype: object\n",
      "0             Aa en Hunze\n",
      "27               Aalsmeer\n",
      "46                 Aalten\n",
      "74          Achtkarspelen\n",
      "95           Alblasserdam\n",
      "               ...       \n",
      "11976     Zwartewaterland\n",
      "11997         Zwijndrecht\n",
      "12031              Zwolle\n",
      "12122       's-Gravenhage\n",
      "12495    's-Hertogenbosch\n",
      "Name: electionName, Length: 333, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df_geojson['electionName'])\n",
    "\n",
    "#get all municipalities that are in the election\n",
    "gemeentes = df_geojson['electionName'].str.slice(13, -5).drop_duplicates()\n",
    "print(gemeentes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of clean: (333, 38)\n",
      "Shape of election: (330, 38)\n"
     ]
    },
    {
     "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>GM_CODE</th>\n",
       "      <th>GM_NAAM</th>\n",
       "      <th>H2O</th>\n",
       "      <th>OAD</th>\n",
       "      <th>STED</th>\n",
       "      <th>BEV_DICHTH</th>\n",
       "      <th>AANT_INW</th>\n",
       "      <th>AANT_MAN</th>\n",
       "      <th>AANT_VROUW</th>\n",
       "      <th>P_00_14_JR</th>\n",
       "      <th>...</th>\n",
       "      <th>P_TURKIJE</th>\n",
       "      <th>P_OVER_NW</th>\n",
       "      <th>OPP_TOT</th>\n",
       "      <th>OPP_LAND</th>\n",
       "      <th>OPP_WATER</th>\n",
       "      <th>JRSTATCODE</th>\n",
       "      <th>JAAR</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>GM0164</td>\n",
       "      <td>Hengelo</td>\n",
       "      <td>NEE</td>\n",
       "      <td>1845</td>\n",
       "      <td>2</td>\n",
       "      <td>1332</td>\n",
       "      <td>81049</td>\n",
       "      <td>40776</td>\n",
       "      <td>40273</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6183</td>\n",
       "      <td>6084</td>\n",
       "      <td>99</td>\n",
       "      <td>2021GM0164</td>\n",
       "      <td>2021</td>\n",
       "      <td>47510.255914</td>\n",
       "      <td>6.183056e+07</td>\n",
       "      <td>POLYGON ((251978.591 481220.258, 251979.382 48...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GM0373</td>\n",
       "      <td>Bergen (NH.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>819</td>\n",
       "      <td>4</td>\n",
       "      <td>300</td>\n",
       "      <td>29715</td>\n",
       "      <td>14317</td>\n",
       "      <td>15398</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12023</td>\n",
       "      <td>9896</td>\n",
       "      <td>2127</td>\n",
       "      <td>2021GM0373</td>\n",
       "      <td>2021</td>\n",
       "      <td>57488.474563</td>\n",
       "      <td>9.987418e+07</td>\n",
       "      <td>POLYGON ((105976.650 529056.951, 106002.347 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>GM0893</td>\n",
       "      <td>Bergen (L.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>318</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>13108</td>\n",
       "      <td>6568</td>\n",
       "      <td>6540</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10850</td>\n",
       "      <td>10324</td>\n",
       "      <td>525</td>\n",
       "      <td>2021GM0893</td>\n",
       "      <td>2021</td>\n",
       "      <td>61497.563571</td>\n",
       "      <td>1.084951e+08</td>\n",
       "      <td>POLYGON ((199768.270 409749.960, 199758.060 40...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GM_CODE       GM_NAAM  H2O   OAD  STED  BEV_DICHTH  AANT_INW  AANT_MAN  \\\n",
       "113  GM0164       Hengelo  NEE  1845     2        1332     81049     40776   \n",
       "191  GM0373  Bergen (NH.)  NEE   819     4         300     29715     14317   \n",
       "328  GM0893   Bergen (L.)  NEE   318     5         127     13108      6568   \n",
       "\n",
       "     AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW  OPP_TOT  OPP_LAND  \\\n",
       "113       40273          15  ...          6          7     6183      6084   \n",
       "191       15398          12  ...          0          3    12023      9896   \n",
       "328        6540          13  ...          0          3    10850     10324   \n",
       "\n",
       "     OPP_WATER  JRSTATCODE  JAAR    Shape_Leng    Shape_Area  \\\n",
       "113         99  2021GM0164  2021  47510.255914  6.183056e+07   \n",
       "191       2127  2021GM0373  2021  57488.474563  9.987418e+07   \n",
       "328        525  2021GM0893  2021  61497.563571  1.084951e+08   \n",
       "\n",
       "                                              geometry  \n",
       "113  POLYGON ((251978.591 481220.258, 251979.382 48...  \n",
       "191  POLYGON ((105976.650 529056.951, 106002.347 52...  \n",
       "328  POLYGON ((199768.270 409749.960, 199758.060 40...  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First let's remove the municipalities that don't have an Election from the municipality map\n",
    "remove_lst = [\"Boxtel\", \"Eemsdelta\", \"Oisterwijk\", \"Vught\", \"Heerhugowaard\", \"Langedijk\", \"Boxmeer\", \"Cuijk\", \"Sint Anthonis\", \"Mill en Sint Hubert\", \"Grave\", \"Landerd\", \"Uden\", \"Brielle\", \"Hellevoetsluis\", \"Westvoorne\", \"Purmerend\", \"Beemster\", \"Weesp\"]\n",
    "\n",
    "\n",
    "nl_map_clean = nl_map[~nl_map[\"GM_NAAM\"].isin(remove_lst)]\n",
    "nl_map_clean = nl_map_clean.query(\"H2O != 'JA'\")\n",
    "nl_map_clean = nl_map_clean.query(\"GM_NAAM != 'Buitenland'\")\n",
    "\n",
    "\n",
    "nl_map_election = nl_map[nl_map[\"GM_NAAM\"].isin(gemeentes)]\n",
    "nl_map_election = nl_map_election.query(\"H2O != 'JA'\")\n",
    "\n",
    "print(\"Shape of clean: {}\".format(nl_map_clean.shape))\n",
    "print(\"Shape of election: {}\".format(nl_map_election.shape))\n",
    "\n",
    "diff = pd.concat([nl_map_election, nl_map_clean]).drop_duplicates(keep=False)\n",
    "diff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het is een andere vorm omdat deze drie gemeentes een andere format hadden voor de naam van hun verkiezingen, en dus niet op dezelfde manier gefilterd konden worden, ze staan wel in de lijst, dit is dus correct, we gebruiken de clean dataframe.\n",
    "Nu we dezelfde lijst hebben van gemeentes die in de verkiezingen meededen kunnen we verder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map_clean.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_dst['savedindex'] = nl_map_dst.index #Save the index values as a new column\n",
    "\n",
    "intersecting = nl_map_clean.sjoin(nl_map_dst, how='inner')['savedindex'] #Find the polygons that intersect. Keep savedindex as a series\n",
    "\n",
    "nl_map_dst = nl_map_dst.loc[nl_map_dst.savedindex.isin(intersecting)] #Filter away these, \"savedindex is in intersecting\"\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326).plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lillian/anaconda3/lib/python3.9/site-packages/geopandas/geodataframe.py:1351: 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",
      "  super().__setitem__(key, value)\n"
     ]
    }
   ],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\n",
    "#Location is Amersfoort, the central point of the continental Netherlands\n",
    "map = folium.Map(location = [52.155, 5.3875], zoom_start = 9, tiles=\"cartodbdark_matter\", prefer_canvas=True)\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326)\n",
    "#Make sure the index is a string so folium can read it correctly as a key.\n",
    "nl_map_dst['c28992r500'] = nl_map_dst['c28992r500'].apply(lambda x: str(x))\n",
    "\n",
    "nl_map_dst_zero = nl_map_dst.copy()\n",
    "\n",
    "zero_mask_pop = nl_map_dst['INWONER'] == -99997\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop]\n",
    "zero_mask_pop2 = nl_map_dst['INWONER'] == 0\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop2]\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data = nl_map_dst,\n",
    "    name=\"Bevolkingsdichtheid\",\n",
    "    data = nl_map_dst,\n",
    "    columns = [\"c28992r500\", \"INWONER\"],\n",
    "    key_on = 'feature.properties.c28992r500',\n",
    "    fill_color = 'RdPu',\n",
    "    nan_fill_color= 'white',\n",
    "    fill_opacity = 0.7,\n",
    "    nan_fill_opacity = 0.7,\n",
    "    line_opacity = 0,\n",
    "    legend_name = 'Bevolkingsdichtheid',\n",
    "    smooth_factor = 1.0,\n",
    "    show=False\n",
    ").add_to(map)\n",
    "map\n",
    "\n",
    "# Renders the map to an HTML file and displays it in an embed.\n",
    "def embed_map(m):\n",
    "    #from IPython.display import IFrame\n",
    "    m.save('index.html')\n",
    "    #return IFrame('index.html', width='100%', height='750px')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_hmp = [[point.xy[1][0], point.xy[0][0]] for point in gdf_wims.geometry]\n",
    "\n",
    "plugins.HeatMap(gdf_wims_hmp, name=\"Stemlokalen Heatmap\").add_to(map)\n",
    "\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "\n",
    "\n",
    "embed_map(map)\n",
    "\n",
    "\n"
   ]
  },
  {
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151102</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                       geometry  savedindex\n",
       "2       E2270N6190   -99997  POINT (227250.000 619250.000)           2\n",
       "3       E2275N6190   -99997  POINT (227750.000 619250.000)           3\n",
       "4       E2280N6190   -99997  POINT (228250.000 619250.000)           4\n",
       "7       E2265N6185   -99997  POINT (226750.000 618750.000)           7\n",
       "8       E2270N6185   -99997  POINT (227250.000 618750.000)           8\n",
       "...            ...      ...                            ...         ...\n",
       "151102  E1990N3070   -99997  POINT (199250.000 307250.000)      151102\n",
       "151103  E1995N3070   -99997  POINT (199750.000 307250.000)      151103\n",
       "151105  E1910N3065   -99997  POINT (191250.000 306750.000)      151105\n",
       "151106  E1920N3065       20  POINT (192250.000 306750.000)      151106\n",
       "151107  E1925N3065   -99997  POINT (192750.000 306750.000)      151107\n",
       "\n",
       "[140002 rows x 4 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_points = nl_map_dst.copy()\n",
    "nl_map_dst_points['geometry'] = nl_map_dst_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points = nl_map_dst_zero.copy()\n",
    "nl_map_dst_zero_points['geometry'] = nl_map_dst_zero_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>...</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Unnamed: 39</th>\n",
       "      <th>Unnamed: 40</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205250.000 611250.000)</td>\n",
       "      <td>267</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1331.950309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>15</td>\n",
       "      <td>POINT (206250.000 611250.000)</td>\n",
       "      <td>269</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>688.536284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (205750.000 610750.000)</td>\n",
       "      <td>292</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>672.375861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>POINT (206250.000 610750.000)</td>\n",
       "      <td>293</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.220493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>340</td>\n",
       "      <td>POINT (206750.000 610750.000)</td>\n",
       "      <td>294</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389.974214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   c28992r500  INWONER                       geometry  savedindex    _id  \\\n",
       "0  E2050N6110        5  POINT (205250.000 611250.000)         267  30871   \n",
       "1  E2060N6110       15  POINT (206250.000 611250.000)         269  30871   \n",
       "2  E2055N6105       20  POINT (205750.000 610750.000)         292  30871   \n",
       "3  E2060N6105      185  POINT (206250.000 610750.000)         293  30871   \n",
       "4  E2065N6105      340  POINT (206750.000 610750.000)         294  30871   \n",
       "\n",
       "          Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0  Schiermonnikoog           GM0088                  1   \n",
       "1  Schiermonnikoog           GM0088                  1   \n",
       "2  Schiermonnikoog           GM0088                  1   \n",
       "3  Schiermonnikoog           GM0088                  1   \n",
       "4  Schiermonnikoog           GM0088                  1   \n",
       "\n",
       "           Naam stembureau Gebruiksdoel van het gebouw  ...  Hoofdstembureau  \\\n",
       "0  Gemeentehuis (Raadzaal)              kantoorfunctie  ...  Schiermonnikoog   \n",
       "1  Gemeentehuis (Raadzaal)              kantoorfunctie  ...  Schiermonnikoog   \n",
       "2  Gemeentehuis (Raadzaal)              kantoorfunctie  ...  Schiermonnikoog   \n",
       "3  Gemeentehuis (Raadzaal)              kantoorfunctie  ...  Schiermonnikoog   \n",
       "4  Gemeentehuis (Raadzaal)              kantoorfunctie  ...  Schiermonnikoog   \n",
       "\n",
       "   Tellocatie                   Contactgegevens gemeente  \\\n",
       "0         NaN  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "1         NaN  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "2         NaN  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "3         NaN  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "4         NaN  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "\n",
       "                         Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "1  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "2  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "3  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "4  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "\n",
       "                                  ID                              UUID  \\\n",
       "0  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "1  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "2  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "3  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "4  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "\n",
       "   Unnamed: 39 Unnamed: 40         dist  \n",
       "0          NaN         NaN  1331.950309  \n",
       "1          NaN         NaN   688.536284  \n",
       "2          NaN         NaN   672.375861  \n",
       "3          NaN         NaN   228.220493  \n",
       "4          NaN         NaN   389.974214  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from scipy.spatial import cKDTree\n",
    "from shapely.geometry import Point\n",
    "#Found on https://gis.stackexchange.com/questions/222315/finding-nearest-point-in-other-geodataframe-using-geopandas\n",
    "def ckdnearest(gdA, gdB):\n",
    "\n",
    "    nA = np.array(list(gdA.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    nB = np.array(list(gdB.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    btree = cKDTree(nB)\n",
    "    dist, idx = btree.query(nA, k=1)\n",
    "    gdB_nearest = gdB.iloc[idx].drop(columns=\"geometry\").reset_index(drop=True)\n",
    "    gdf = pd.concat(\n",
    "        [\n",
    "            gdA.reset_index(drop=True),\n",
    "            gdB_nearest,\n",
    "            pd.Series(dist, name='dist')\n",
    "        ], \n",
    "        axis=1)\n",
    "\n",
    "    return gdf\n",
    "\n",
    "#error bar is +- sqrt(250²*2)m ≈ +-353.553390593m\n",
    "error = np.sqrt(250**2 + 250**2)\n",
    "df_nearest = ckdnearest(nl_map_dst_points.to_crs(epsg=28992), gdf_wims.to_crs(epsg=28992))\n",
    "df_nearest.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Bevolking (Millioenen)')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest['dist'].plot(kind=\"hist\", weights=df_nearest['INWONER'], figsize=(13,13), density=False, log=True).set_ylabel('Bevolking (Millioenen)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het was mooier geweest als we het konden filteren op alleen stemgerechtigden en niet op de gehele populatiedichtheid, maar het CBS geeft geen data vrij die daarbij helpt. Er is een categorie voor 0-14 jaar oude mensen, maar niet alle minderjarigen of niet stemgerechtigde. Het moet dus maar met totale bevolkingsdichtheid om een idee te krijgen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>...</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Unnamed: 39</th>\n",
       "      <th>Unnamed: 40</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17236.920436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17280.014918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17337.427867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16708.725120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16738.249149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139997</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "      <td>4107</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeentehuis (trouwkamer)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>cc2a21cff27c446ebe9cbd00472d9e44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1939.206985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139998</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "      <td>4107</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeentehuis (trouwkamer)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>cc2a21cff27c446ebe9cbd00472d9e44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1923.094050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139999</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2880.233287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140000</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2746.345509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140001</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2813.494018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                       geometry  savedindex    _id  \\\n",
       "0       E2270N6190        0  POINT (227250.000 619250.000)           2  31030   \n",
       "1       E2275N6190        0  POINT (227750.000 619250.000)           3  31030   \n",
       "2       E2280N6190        0  POINT (228250.000 619250.000)           4  31030   \n",
       "3       E2265N6185        0  POINT (226750.000 618750.000)           7  31030   \n",
       "4       E2270N6185        0  POINT (227250.000 618750.000)           8  31030   \n",
       "...            ...      ...                            ...         ...    ...   \n",
       "139997  E1990N3070        0  POINT (199250.000 307250.000)      151102   4107   \n",
       "139998  E1995N3070        0  POINT (199750.000 307250.000)      151103   4107   \n",
       "139999  E1910N3065        0  POINT (191250.000 306750.000)      151105  29739   \n",
       "140000  E1920N3065       20  POINT (192250.000 306750.000)      151106  29739   \n",
       "140001  E1925N3065        0  POINT (192750.000 306750.000)      151107  29739   \n",
       "\n",
       "             Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0        Het Hogeland           GM1966                  1   \n",
       "1        Het Hogeland           GM1966                  1   \n",
       "2        Het Hogeland           GM1966                  1   \n",
       "3        Het Hogeland           GM1966                  1   \n",
       "4        Het Hogeland           GM1966                  1   \n",
       "...               ...              ...                ...   \n",
       "139997          Vaals           GM0981                  7   \n",
       "139998          Vaals           GM0981                  7   \n",
       "139999  Gulpen-Wittem           GM1729                  7   \n",
       "140000  Gulpen-Wittem           GM1729                  7   \n",
       "140001  Gulpen-Wittem           GM1729                  7   \n",
       "\n",
       "                   Naam stembureau       Gebruiksdoel van het gebouw  ...  \\\n",
       "0            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "1            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "2            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "3            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "4            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "...                            ...                               ...  ...   \n",
       "139997   Gemeentehuis (trouwkamer)                    kantoorfunctie  ...   \n",
       "139998   Gemeentehuis (trouwkamer)                    kantoorfunctie  ...   \n",
       "139999  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "140000  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "140001  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "\n",
       "       Hoofdstembureau  Tellocatie  \\\n",
       "0         Het Hogeland         NaN   \n",
       "1         Het Hogeland         NaN   \n",
       "2         Het Hogeland         NaN   \n",
       "3         Het Hogeland         NaN   \n",
       "4         Het Hogeland         NaN   \n",
       "...                ...         ...   \n",
       "139997           Vaals          ja   \n",
       "139998           Vaals          ja   \n",
       "139999   Gulpen-Wittem         NaN   \n",
       "140000   Gulpen-Wittem         NaN   \n",
       "140001   Gulpen-Wittem         NaN   \n",
       "\n",
       "                            Contactgegevens gemeente  \\\n",
       "0                        verkiezingen@hethogeland.nl   \n",
       "1                        verkiezingen@hethogeland.nl   \n",
       "2                        verkiezingen@hethogeland.nl   \n",
       "3                        verkiezingen@hethogeland.nl   \n",
       "4                        verkiezingen@hethogeland.nl   \n",
       "...                                              ...   \n",
       "139997  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139998  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139999                  info@gulpen-wittem.nl 14 043   \n",
       "140000                  info@gulpen-wittem.nl 14 043   \n",
       "140001                  info@gulpen-wittem.nl 14 043   \n",
       "\n",
       "                              Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "1       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "2       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "3       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "4       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "...                                                   ...           ...   \n",
       "139997                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139998                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139999  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140000  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140001  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "\n",
       "                                       ID                              UUID  \\\n",
       "0       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "1       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "2       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "3       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "4       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "...                                   ...                               ...   \n",
       "139997  NLODSGM0981stembureaus20220316009  cc2a21cff27c446ebe9cbd00472d9e44   \n",
       "139998  NLODSGM0981stembureaus20220316009  cc2a21cff27c446ebe9cbd00472d9e44   \n",
       "139999  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140000  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140001  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "\n",
       "        Unnamed: 39 Unnamed: 40          dist  \n",
       "0               NaN         NaN  17236.920436  \n",
       "1               NaN         NaN  17280.014918  \n",
       "2               NaN         NaN  17337.427867  \n",
       "3               NaN         NaN  16708.725120  \n",
       "4               NaN         NaN  16738.249149  \n",
       "...             ...         ...           ...  \n",
       "139997          NaN         NaN   1939.206985  \n",
       "139998          NaN         NaN   1923.094050  \n",
       "139999          NaN         NaN   2880.233287  \n",
       "140000          NaN         NaN   2746.345509  \n",
       "140001          NaN         NaN   2813.494018  \n",
       "\n",
       "[140002 rows x 46 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_zero_points[\"INWONER\"].mask(nl_map_dst_zero_points[\"INWONER\"] == -99997, 0, inplace=True)\n",
    "nl_map_dst_zero_points.head()\n",
    "df_nearest_zero = ckdnearest(nl_map_dst_zero_points.to_crs(epsg=28992), gdf_wims.to_crs(epsg=28992))\n",
    "df_nearest_zero[\"INWONER\"].dropna()\n",
    "df_nearest_zero[\"dist\"].dropna()\n",
    "df_nearest_zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>...</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Unnamed: 39</th>\n",
       "      <th>Unnamed: 40</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47198</th>\n",
       "      <td>E1005N4315</td>\n",
       "      <td>1420</td>\n",
       "      <td>POINT (100750.000 431750.000)</td>\n",
       "      <td>103081</td>\n",
       "      <td>4344</td>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>GM0597</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>bijeenkomstfunctie,kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team Verkiezingen, info@ridderkerk.nl, 0180-45...</td>\n",
       "      <td>https://verkiezingen.ridderkerk.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0597stembureaus20220316009</td>\n",
       "      <td>5a2769a4515b438c8688b3dbfaeb122d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32760</th>\n",
       "      <td>E1435N4655</td>\n",
       "      <td>155</td>\n",
       "      <td>POINT (143750.000 465750.000)</td>\n",
       "      <td>78211</td>\n",
       "      <td>36545</td>\n",
       "      <td>Baarn</td>\n",
       "      <td>GM0308</td>\n",
       "      <td>6</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Baarn</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@baarn.nl</td>\n",
       "      <td>http://www.baarn.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0308stembureaus20220316009</td>\n",
       "      <td>3a1d2164cad34a7fb0b6249930491a6d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46560</th>\n",
       "      <td>E1970N4335</td>\n",
       "      <td>910</td>\n",
       "      <td>POINT (197250.000 433750.000)</td>\n",
       "      <td>101861</td>\n",
       "      <td>20667</td>\n",
       "      <td>Lingewaard</td>\n",
       "      <td>GM1705</td>\n",
       "      <td>51</td>\n",
       "      <td>Ontmoetingscentrum Doornenburg</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Lingewaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@lingewaard.nl</td>\n",
       "      <td>https://lingewaardkiest.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1705stembureaus20220316009</td>\n",
       "      <td>a8ddb12683d94507a6c88197360485db</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.465340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5146</th>\n",
       "      <td>E2405N5710</td>\n",
       "      <td>270</td>\n",
       "      <td>POINT (240750.000 571250.000)</td>\n",
       "      <td>15468</td>\n",
       "      <td>31912</td>\n",
       "      <td>Groningen</td>\n",
       "      <td>GM0014</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis De Hoeksteen</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Groningen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>telefoon: 14 050</td>\n",
       "      <td>https://gemeente.groningen.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0014stembureaus20220316009</td>\n",
       "      <td>fb222b59f52242d39476a0c6e301df47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.577246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38896</th>\n",
       "      <td>E1245N4505</td>\n",
       "      <td>880</td>\n",
       "      <td>POINT (124750.000 450750.000)</td>\n",
       "      <td>88659</td>\n",
       "      <td>31188</td>\n",
       "      <td>Montfoort</td>\n",
       "      <td>GM0335</td>\n",
       "      <td>1</td>\n",
       "      <td>Zalencentrum St. Joseph</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Montfoort</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@montfoort.nl</td>\n",
       "      <td>https://www.montfoort.nl/mozard/!suite86.scher...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0335stembureaus20220316009</td>\n",
       "      <td>8b747761aa7f417ebd4958b0d1284672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.703409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22439</th>\n",
       "      <td>E1590N4920</td>\n",
       "      <td>10</td>\n",
       "      <td>POINT (159250.000 492250.000)</td>\n",
       "      <td>59523</td>\n",
       "      <td>11208</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>GM0995</td>\n",
       "      <td>22</td>\n",
       "      <td>Gymzaal Kindcentrum Warande</td>\n",
       "      <td>kantoorfunctie,onderwijsfunctie,sportfunctie,o...</td>\n",
       "      <td>...</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gemeente Lelystad, Bureau Verkiezingen, Postbu...</td>\n",
       "      <td>https://www.lelystad.nl/VerkiezingenStemmen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0995stembureaus20220316009</td>\n",
       "      <td>7c0bfe588d34460dad294172ff402c94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8135.260944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22441</th>\n",
       "      <td>E1670N4920</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (167250.000 492250.000)</td>\n",
       "      <td>59539</td>\n",
       "      <td>36039</td>\n",
       "      <td>Harderwijk</td>\n",
       "      <td>GM0243</td>\n",
       "      <td>28</td>\n",
       "      <td>Drive-In op parkeerplaats P2</td>\n",
       "      <td>overige gebruiksfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Harderwijk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, burgerzaken@harderwijk.nl</td>\n",
       "      <td>https://www.harderwijk.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0243stembureaus20220316009</td>\n",
       "      <td>5012c8e95b1349fe90d83abdc683c50b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8167.139659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51985</th>\n",
       "      <td>E2000N4140</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (200250.000 414250.000)</td>\n",
       "      <td>114100</td>\n",
       "      <td>16686</td>\n",
       "      <td>Berg en Dal</td>\n",
       "      <td>GM1945</td>\n",
       "      <td>10</td>\n",
       "      <td>Zalencentrum De Sleutel</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Berg en Dal</td>\n",
       "      <td>ja</td>\n",
       "      <td>verkiezingen@bergendal.nl</td>\n",
       "      <td>http://www.bergendal.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1945stembureaus20220316009</td>\n",
       "      <td>02745c1ebd904df893190b466c541228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8232.928809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22440</th>\n",
       "      <td>E1620N4920</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (162250.000 492250.000)</td>\n",
       "      <td>59529</td>\n",
       "      <td>11199</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>GM0995</td>\n",
       "      <td>33</td>\n",
       "      <td>Gymzaal De Borg</td>\n",
       "      <td>onderwijsfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gemeente Lelystad, Bureau Verkiezingen, Postbu...</td>\n",
       "      <td>https://www.lelystad.nl/VerkiezingenStemmen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0995stembureaus20220316009</td>\n",
       "      <td>72de608fefe14b4da1e232488802a819</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8402.730770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22583</th>\n",
       "      <td>E1595N4915</td>\n",
       "      <td>10</td>\n",
       "      <td>POINT (159750.000 491750.000)</td>\n",
       "      <td>59865</td>\n",
       "      <td>11208</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>GM0995</td>\n",
       "      <td>22</td>\n",
       "      <td>Gymzaal Kindcentrum Warande</td>\n",
       "      <td>kantoorfunctie,onderwijsfunctie,sportfunctie,o...</td>\n",
       "      <td>...</td>\n",
       "      <td>Lelystad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gemeente Lelystad, Bureau Verkiezingen, Postbu...</td>\n",
       "      <td>https://www.lelystad.nl/VerkiezingenStemmen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0995stembureaus20220316009</td>\n",
       "      <td>7c0bfe588d34460dad294172ff402c94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8685.023942</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67995 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       c28992r500  INWONER                       geometry  savedindex    _id  \\\n",
       "47198  E1005N4315     1420  POINT (100750.000 431750.000)      103081   4344   \n",
       "32760  E1435N4655      155  POINT (143750.000 465750.000)       78211  36545   \n",
       "46560  E1970N4335      910  POINT (197250.000 433750.000)      101861  20667   \n",
       "5146   E2405N5710      270  POINT (240750.000 571250.000)       15468  31912   \n",
       "38896  E1245N4505      880  POINT (124750.000 450750.000)       88659  31188   \n",
       "...           ...      ...                            ...         ...    ...   \n",
       "22439  E1590N4920       10  POINT (159250.000 492250.000)       59523  11208   \n",
       "22441  E1670N4920        5  POINT (167250.000 492250.000)       59539  36039   \n",
       "51985  E2000N4140       20  POINT (200250.000 414250.000)      114100  16686   \n",
       "22440  E1620N4920        5  POINT (162250.000 492250.000)       59529  11199   \n",
       "22583  E1595N4915       10  POINT (159750.000 491750.000)       59865  11208   \n",
       "\n",
       "          Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "47198   Ridderkerk           GM0597                  1   \n",
       "32760        Baarn           GM0308                  6   \n",
       "46560   Lingewaard           GM1705                 51   \n",
       "5146     Groningen           GM0014                  1   \n",
       "38896    Montfoort           GM0335                  1   \n",
       "...            ...              ...                ...   \n",
       "22439     Lelystad           GM0995                 22   \n",
       "22441   Harderwijk           GM0243                 28   \n",
       "51985  Berg en Dal           GM1945                 10   \n",
       "22440     Lelystad           GM0995                 33   \n",
       "22583     Lelystad           GM0995                 22   \n",
       "\n",
       "                       Naam stembureau  \\\n",
       "47198                     Gemeentehuis   \n",
       "32760                Dorpshuis de Furs   \n",
       "46560  Ontmoetingscentrum Doornenburg    \n",
       "5146            Dorpshuis De Hoeksteen   \n",
       "38896          Zalencentrum St. Joseph   \n",
       "...                                ...   \n",
       "22439      Gymzaal Kindcentrum Warande   \n",
       "22441     Drive-In op parkeerplaats P2   \n",
       "51985          Zalencentrum De Sleutel   \n",
       "22440                  Gymzaal De Borg   \n",
       "22583      Gymzaal Kindcentrum Warande   \n",
       "\n",
       "                             Gebruiksdoel van het gebouw  ... Hoofdstembureau  \\\n",
       "47198                  bijeenkomstfunctie,kantoorfunctie  ...      Ridderkerk   \n",
       "32760                                        woonfunctie  ...           Baarn   \n",
       "46560                                 bijeenkomstfunctie  ...      Lingewaard   \n",
       "5146                                         woonfunctie  ...       Groningen   \n",
       "38896                                 bijeenkomstfunctie  ...       Montfoort   \n",
       "...                                                  ...  ...             ...   \n",
       "22439  kantoorfunctie,onderwijsfunctie,sportfunctie,o...  ...        Lelystad   \n",
       "22441                            overige gebruiksfunctie  ...      Harderwijk   \n",
       "51985                                 bijeenkomstfunctie  ...     Berg en Dal   \n",
       "22440                                   onderwijsfunctie  ...        Lelystad   \n",
       "22583  kantoorfunctie,onderwijsfunctie,sportfunctie,o...  ...        Lelystad   \n",
       "\n",
       "       Tellocatie                           Contactgegevens gemeente  \\\n",
       "47198          ja  Team Verkiezingen, info@ridderkerk.nl, 0180-45...   \n",
       "32760          ja                              verkiezingen@baarn.nl   \n",
       "46560         NaN                         verkiezingen@lingewaard.nl   \n",
       "5146          NaN                                   telefoon: 14 050   \n",
       "38896         NaN                                  info@montfoort.nl   \n",
       "...           ...                                                ...   \n",
       "22439         NaN  Gemeente Lelystad, Bureau Verkiezingen, Postbu...   \n",
       "22441         NaN       Team verkiezingen, burgerzaken@harderwijk.nl   \n",
       "51985          ja                          verkiezingen@bergendal.nl   \n",
       "22440         NaN  Gemeente Lelystad, Bureau Verkiezingen, Postbu...   \n",
       "22583         NaN  Gemeente Lelystad, Bureau Verkiezingen, Postbu...   \n",
       "\n",
       "                             Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "47198                 https://verkiezingen.ridderkerk.nl           NaN   \n",
       "32760                   http://www.baarn.nl/verkiezingen           NaN   \n",
       "46560                        https://lingewaardkiest.nl/           NaN   \n",
       "5146          https://gemeente.groningen.nl/verkiezingen           NaN   \n",
       "38896  https://www.montfoort.nl/mozard/!suite86.scher...           NaN   \n",
       "...                                                  ...           ...   \n",
       "22439        https://www.lelystad.nl/VerkiezingenStemmen           NaN   \n",
       "22441             https://www.harderwijk.nl/verkiezingen           NaN   \n",
       "51985               http://www.bergendal.nl/verkiezingen           NaN   \n",
       "22440        https://www.lelystad.nl/VerkiezingenStemmen           NaN   \n",
       "22583        https://www.lelystad.nl/VerkiezingenStemmen           NaN   \n",
       "\n",
       "                                      ID                              UUID  \\\n",
       "47198  NLODSGM0597stembureaus20220316009  5a2769a4515b438c8688b3dbfaeb122d   \n",
       "32760  NLODSGM0308stembureaus20220316009  3a1d2164cad34a7fb0b6249930491a6d   \n",
       "46560  NLODSGM1705stembureaus20220316009  a8ddb12683d94507a6c88197360485db   \n",
       "5146   NLODSGM0014stembureaus20220316009  fb222b59f52242d39476a0c6e301df47   \n",
       "38896  NLODSGM0335stembureaus20220316009  8b747761aa7f417ebd4958b0d1284672   \n",
       "...                                  ...                               ...   \n",
       "22439  NLODSGM0995stembureaus20220316009  7c0bfe588d34460dad294172ff402c94   \n",
       "22441  NLODSGM0243stembureaus20220316009  5012c8e95b1349fe90d83abdc683c50b   \n",
       "51985  NLODSGM1945stembureaus20220316009  02745c1ebd904df893190b466c541228   \n",
       "22440  NLODSGM0995stembureaus20220316009  72de608fefe14b4da1e232488802a819   \n",
       "22583  NLODSGM0995stembureaus20220316009  7c0bfe588d34460dad294172ff402c94   \n",
       "\n",
       "       Unnamed: 39 Unnamed: 40         dist  \n",
       "47198          NaN         NaN     3.835321  \n",
       "32760          NaN         NaN     4.000517  \n",
       "46560          NaN         NaN     4.465340  \n",
       "5146           NaN         NaN     5.577246  \n",
       "38896          NaN         NaN     5.703409  \n",
       "...            ...         ...          ...  \n",
       "22439          NaN         NaN  8135.260944  \n",
       "22441          NaN         NaN  8167.139659  \n",
       "51985          NaN         NaN  8232.928809  \n",
       "22440          NaN         NaN  8402.730770  \n",
       "22583          NaN         NaN  8685.023942  \n",
       "\n",
       "[67995 rows x 46 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nearest.sort_values(by=['dist'], inplace=True)\n",
    "df_nearest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Inwoners per 500m² (laagste is 5)', ylabel='Afstand tot stemlokaal (meter)'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxIAAALwCAYAAAADP0P2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACegklEQVR4nOz9e5xdZX33/7+vtfZhJpmcnAAhmXAckCYxiRgNOEgFrSKE6H0HqAWqbVXuu1+xB5XE1hsR+dmagPaWQrWKt0pLa4HUJhw8UAJCKKBBk2kSThGETMJxTEImmdmHta7fH3v2ZB/WPs2sPbP3ntfz8UjJrH2Ya3Zic33W9TkYa60AAAAAoBbORC8AAAAAQPMhkAAAAABQMwIJAAAAADUjkAAAAABQMwIJAAAAADUjkAAAAABQs8hEL6BeZs+ebU844YSJXgYAAADQtJ544onXrbVHBT3WsoHECSecoC1btkz0MgAAAICmZYx5odRjpDYBAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBBAAAAICaEUgAAAAAqBmBRJ30DyS0bfd+9Q8kJnopAAAAQOgiE72AVrRh6x6tWd+rqOMo5ftat2qxVi6dN9HLAgAAAELDiUTI+gcSWrO+V0MpXwcTaQ2lfK1e38vJBAAAAFoKgUTI+vYNKurkf6xRx1HfvsEJWhEAAAAQPgKJkHXNalfK9/OupXxfXbPaJ2hFAAAAQPgIJELW2RHXulWL1RZ1NC0eUVvU0bpVi9XZEZ/opQEAAAChodi6DlYunaee7tnq2zeorlntBBEAAABoOQQSddLZESeAAAAAQMsitQkAAABAzQgkAAAAANSMQAIAAABAzQgkAAAAANSMQAIAAABAzQgkAAAAANSMQAIAAABAzQgkAAAAANSMQAIAAABAzQgkAAAAANSMQAIAAABAzQgkAAAAANSMQAIAAABAzQgk6qR/IKFtu/erfyAx0UsBAAAAQheZ6AW0og1b92jN+l5FHUcp39e6VYu1cum8iV4WAAAAEBpOJELWP5DQmvW9Gkr5OphIayjla/X6Xk4mAAAA0FIIJELWt29QUSf/Y406jvr2DU7QigAAAIDwEUiErGtWu1K+n3ct5fvqmtU+QSsCAAAAwkcgEbLOjrjWrVqstqijafGI2qKO1q1arM6O+EQvDQAAAAgNxdZ1sHLpPPV0z1bfvkF1zWoniAAAAEDLIZCok86OOAEEAAAAWhapTQAAAABqRiABAAAAoGYEEgAAAABqRiABAAAAoGYEEgAAAABqRiBRR/0DCW3bvV/9A4mJXgoAAAAQKtq/1smGrXu0Zn2voo6jlO9r3arFWrl03kQvCwAAAAgFJxJ10D+Q0Jr1vRpK+TqYSGso5Wv1+l5OJgAAANAyCCTqoG/foKJO/kcbdRz17RucoBUBAAAA4SKQqIOuWe1K+X7etZTvq2tW+wStCAAAAAgXgUQddHbEdfWKBYpFHE2Nu2qLOlq3arE6O+ITvTQAAAAgFAQSdbBh6x5dd/dORR2jVNrX1RcsoNAaAAAALYVAImS5hdaHkp6SntV19+yk0BoAAAAthUAiZEEF1dYGXwcAAACaFYFEyKbGXA2l8gutE2lfjz/XP0ErAgAAAMJHIBGyQ0lPcdcUXb/hp0+T3gQAAICWQSARsq5Z7bKmOJCIusyRAAAAQOsgkAhZZ0dc11y4oOi6Zy1zJAAAANAyIhO9gFZ02fLjdSiR1rqfPK2Ya+RbMUcCAAAALYUTiTrYsHWPvnbfM4q7jtKeZY4EAAAAWg6BRMiYIwEAAIDJoK6BhDHmL40xO4wx240x/2qMaTPGvMkYc58x5tnh/87Kef5fGWN2GWOeNsa8P+f624wx/z382I3GBFQzN4i+fYPyfJt3zfMthdYAAABoKXULJIwx8yT9maRl1tpFklxJH5b0OUn3W2tPkXT/8NcyxiwYfnyhpPMk/YMxxh1+u29IukLSKcO/zqvXuscqlfaU8vIDiZRnlUp7E7QiAAAAIHz1Tm2KSGo3xkQkTZG0V9IHJX1/+PHvS/rQ8O8/KOkH1tqEtfZ5SbskvcMYc6yk6dbaR621VtKtOa9pOL/pP1zTdQAAAKAZ1S2QsNbukXSDpBclvSTpgLX2p5KOsda+NPyclyQdPfySeZJ257xF3/C1ecO/L7zekE7onFLTdQAAAKAZ1TO1aZYypwwnSporaaox5vJyLwm4ZstcD/qeVxhjthhjtrz22mu1LjkU0YirwsHWrslcBwAAAFpFPVOb3ivpeWvta9balKR/l/ROSa8Mpytp+L+vDj+/T9L8nNd3KZMK1Tf8+8LrRay137LWLrPWLjvqqKNC/WGq1TWrXdFI/scajTgMowMAAEBLqWcg8aKkM4wxU4a7LL1H0pOSNkr66PBzPippw/DvN0r6sDEmbow5UZmi6p8Ppz8dNMacMfw+H8l5TcPp7Ihr3arFikccTYm5ikcchtEBAACg5dRtsrW19nFjzJ2SfikpLelXkr4lqUPS7caYjykTbFw8/PwdxpjbJe0cfv4nrbXZVkd/Kul7ktol/Wj4V8Oy2f9rjUpkYQEAAABNzWQaIbWeZcuW2S1btoz79+0fSKhn7SYNpfyRa21RR4+sOZdTCQAAADQVY8wT1tplQY8x2TpkffsGFXUKaiQch4F0AAAAaCkEEiHrmtWulO/nXUv5PsXWAAAAaCkEEiHr7Ijr7cfPyrv29uNnkdYEAACAlkIgEbJdrxzUw7v68649vKtfu145OEErAgAAAMJHIBGyrbv3B17/7iO/Gdd1AAAAAPVEIBGypfNnBl6/44kX1T+QGN/FAAAAAHVCIBGy7mOm6YJFc4quO3RuAgAAQAshkKiDJQGnEkMpX1Nj7vgvBgAAAKgDAomQ9Q8kdMNPny66HnONDiW9gFcAAAAAzYdAImR9+wYVdQM+VmOYJQEAAICWQSARsq5Z7fKsLbp+zYULJEnbdu+n6BoAAABNLzLRC2g1nR1xrVu1WFfd2SvHSGnf6osXLlRHPKKetZsUdRylfF/rVi3WyqXzJnq5AAAAwKhwIlEHdvj/Ghk5JnNtzfpeDaV8HUykNZTytXp9LycTAAAAaFoEEiHrH0hozfpeJdJWh1OeEmmra+/aoUg2ohgWpR0sAAAAmhiBRMj69g0q6uR/rFHXUdLLr5tI+T7F1wAAAGhaBBIh65rVrpTv513zrNU1Fy5QW9TRtHhEbVFH61YtVmdHfIJWCQAAAIwNxdYhyxZbr17fW1RYfd7COerbN6iuWe0EEQAAAGhqBBJ1sHLpPPV0zy4KGjo74gQQAAAAaAkEEnVC0AAAAIBWRo1EnfQPJBg+BwAAgJbFiUQdbNi6R2sCaiQAAACAVsGJRMiycyQYPgcAAIBWRiARssA5EgyfAwAAQIshkAhZ0BwJhs8BAACg1RBIhCw7R4LhcwAAAGhlFFvXwcql87Tg2Onaunu/ls6fqe5jpk30kgAAAIBQEUjUQW7XpqTn68pzunXp8uM4lQAAAEDLILUpZIVdmxJpX1+97xm98yv3a+PWPRO9PAAAACAUBBIh69s3KM+3RdcTaUsbWAAAALQMAomQpdKeUl5xICHRBhYAAACtg0AiZL/pP1zyMdrAAgAAoFUQSITshM4pJR+7esUCCq4BAADQEggkQhaNuIEfanvU0aK5M8Z9PQAAAEA9EEiErGtWu6IRU3TdtyKtCQAAAC2DQCJknR1xXX/REkVyPtmoa3T9RfnTrfsHEtq2ez9dnAAAANCUGEhXByuXzlNP92zt2PuGJKuFc2fkBRG5A+tSvq91qxZr5dJ5E7dgAAAAoEYEEnXS2RHX2aceVXQ9d2DdkHxJ0ur1verpnk0hNgA
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest.plot.scatter(x = 'INWONER', y = 'dist', figsize=(13,13), xlabel=\"Inwoners per 500m² (laagste is 5)\", ylabel=\"Afstand tot stemlokaal (meter)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)', ylabel='Afstand tot stemlokaal (meter)'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest_zero.plot.scatter(x = 'INWONER', y = 'dist', figsize=(13,13), xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIGSIZE = (13, 13)\n",
    "def plot_bargraph_with_groupings(df, groupby, colourby, title, xlabel, ylabel):\n",
    "    \"\"\"\n",
    "    Plots a dataframe showing the frequency of datapoints grouped by one column and coloured by another.\n",
    "    df : dataframe\n",
    "    groupby: the column to groupby\n",
    "    colourby: the column to color by\n",
    "    title: the graph title\n",
    "    xlabel: the x label,\n",
    "    ylabel: the y label\n",
    "    \"\"\"\n",
    "\n",
    "    import matplotlib.patches as mpatches\n",
    "\n",
    "    # Makes a mapping from the unique colourby column items to a random color.\n",
    "\n",
    "\n",
    "    # Find when the indicies of the soon to be bar graphs colors.\n",
    "    \n",
    "\n",
    "    # Makes the bargraph.\n",
    "    ax = df[groupby].value_counts().plot(kind='bar',\n",
    "                                         figsize=FIGSIZE,\n",
    "                                         title=title)\n",
    "    # Makes a legend using the ind_col_map\n",
    "    \n",
    "\n",
    "    # display the graph.\n",
    "    \n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bargraph_with_groupings(gdf_wims, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen', 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dit is onbruikbaar, de categorieën moeten elk één balkje zijn, niet zoals dit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_exploded = gdf_wims.drop('Gebruiksdoel van het gebouw', axis=1).join(\n",
    "  gdf_wims['Gebruiksdoel van het gebouw'].str.split(',', expand=True).stack().reset_index(level=1,drop=True).rename('Gebruiksdoel van het gebouw'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bargraph_with_groupings(gdf_wims_exploded, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen', 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              0                    1           2                3       4    \\\n",
      "0     Lijstnummer           Aanduiding  Volgnummer   Naam kandidaat  Totaal   \n",
      "1    Gebiednummer                  NaN         NaN              NaN     NaN   \n",
      "2        Postcode                  NaN         NaN              NaN     NaN   \n",
      "3             NaN         opgeroepenen         NaN              NaN  194113   \n",
      "4             NaN      geldige stempas         NaN              NaN   96830   \n",
      "..            ...                  ...         ...              ...     ...   \n",
      "445           NaN                  NaN           5     Oetomo, A.D.      38   \n",
      "446           NaN                  NaN           6         Smid, D.      25   \n",
      "447           NaN                  NaN           7  van Welij, P.Z.      10   \n",
      "448            16  Blanco (Dokter, T.)         NaN              NaN     100   \n",
      "449           NaN                  NaN           1       Dokter, T.     100   \n",
      "\n",
      "                                5    \\\n",
      "0    GRID Grafisch Museum Groningen   \n",
      "1                               101   \n",
      "2                           9712 JN   \n",
      "3                              1396   \n",
      "4                               560   \n",
      "..                              ...   \n",
      "445                               0   \n",
      "446                               0   \n",
      "447                               0   \n",
      "448                               0   \n",
      "449                               0   \n",
      "\n",
      "                                            6    \\\n",
      "0    Gemeente Groningen (locatie Kreupelstraat)   \n",
      "1                                           102   \n",
      "2                                       9712 HW   \n",
      "3                                          1311   \n",
      "4                                           469   \n",
      "..                                          ...   \n",
      "445                                           0   \n",
      "446                                           0   \n",
      "447                                           0   \n",
      "448                                           0   \n",
      "449                                           0   \n",
      "\n",
      "                                            7            8            9    \\\n",
      "0    Gemeente Groningen (locatie Kreupelstraat)  Der Aa-kerk  Der Aa-kerk   \n",
      "1                                           103          104          105   \n",
      "2                                       9712 HW      9711 JB      9711 JB   \n",
      "3                                          1311         1311         1311   \n",
      "4                                           491          595          607   \n",
      "..                                          ...          ...          ...   \n",
      "445                                           0            0            0   \n",
      "446                                           0            0            0   \n",
      "447                                           0            0            0   \n",
      "448                                           0            0            0   \n",
      "449                                           0            0            0   \n",
      "\n",
      "     ...              175         176              177                  178  \\\n",
      "0    ...  MFC 't Vinkhuys  De Fontein  Trefpunt Beijum  Wijkcentrum Het Dok   \n",
      "1    ...              827         828              829                  830   \n",
      "2    ...          9743 BJ     9741 EZ          9737 AB              9733 CA   \n",
      "3    ...                0           0                0                    0   \n",
      "4    ...              369         503              367                  537   \n",
      "..   ...              ...         ...              ...                  ...   \n",
      "445  ...                0           0                0                    0   \n",
      "446  ...                0           2                0                    0   \n",
      "447  ...                0           0                0                    0   \n",
      "448  ...                2           2                1                    0   \n",
      "449  ...                2           2                1                    0   \n",
      "\n",
      "                      179                     180  \\\n",
      "0    PKN Blister Ten Boer  Buurtcentrum Stadspark   \n",
      "1                     831                     832   \n",
      "2                 9791 CP                 9727 HW   \n",
      "3                       0                       0   \n",
      "4                     218                     283   \n",
      "..                    ...                     ...   \n",
      "445                     0                       0   \n",
      "446                     0                       0   \n",
      "447                     0                       0   \n",
      "448                     0                       2   \n",
      "449                     0                       2   \n",
      "\n",
      "                                           181            182  \\\n",
      "0    Kerk van J.C. van de H. der Laatste Dagen  Maranathakerk   \n",
      "1                                          833            834   \n",
      "2                                      9728 AR        9721 PE   \n",
      "3                                            0              0   \n",
      "4                                          302            473   \n",
      "..                                         ...            ...   \n",
      "445                                          0              0   \n",
      "446                                          3              0   \n",
      "447                                          0              1   \n",
      "448                                          0              0   \n",
      "449                                          0              0   \n",
      "\n",
      "                             183                 184  \n",
      "0    Tennispark Vorenkamp (GLTB)  Gemeentehuis Haren  \n",
      "1                            835                 836  \n",
      "2                        9722 HJ             9751 AN  \n",
      "3                              0                   0  \n",
      "4                            495                 815  \n",
      "..                           ...                 ...  \n",
      "445                            0                   0  \n",
      "446                            0                   0  \n",
      "447                            0                   0  \n",
      "448                            0                   0  \n",
      "449                            0                   0  \n",
      "\n",
      "[450 rows x 185 columns]\n"
     ]
    }
   ],
   "source": [
    "#de eerste vijf rijen zijn meta-data en kunnen we gerust weghalen voor nu \n",
    "df_gr_gr = pd.read_csv(r'../data/stemmen/01_Groningen/osv4-3_telling_gr2022_groningen.csv', skiprows=5, header=None, delimiter=';')\n",
    "print(df_gr_gr)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De data is heel gecompliceerd, dus we moeten het bruikbaar maken in pandas. Met hoe de data eruit ziet in een CSV in libre office willen we een constructie maken van de verschillende onderdelen. We hebben de data van de stemlokalen apart al, die kunnen we dus negeren. We willen de data van de lijsten apart hebben. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#TODO:mobiele stemlokalen eruit filteren die NIET 0,0 zijn\n",
    "#TODO:datastandaard duitse verkiezingen stemlokaalafstand opzoeken"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "3d1ccb9efb47efc90847d5703ae4e5663eea6663e461c6dfd943b50a653adc65"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}