{
 "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 stembureaus 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": 2,
   "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": 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 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 4,
   "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": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 6,
   "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 stembureaus, 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 stembureaus, en de mobiele stembureaus alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_11867/291552514.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": 8,
   "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": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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 500m bij 500m 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": 11,
   "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",
      "7444     253385.654588\n",
      "9711     263408.187856\n",
      "4392     266925.200994\n",
      "9297     271954.076837\n",
      "0                  NaN\n",
      "Name: distance, Length: 11670, 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": 12,
   "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>267</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>POLYGON ((205000.000 611500.000, 205500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>15</td>\n",
       "      <td>POLYGON ((206000.000 611500.000, 206500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>POLYGON ((205500.000 611000.000, 206000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>POLYGON ((206000.000 611000.000, 206500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>340</td>\n",
       "      <td>POLYGON ((206500.000 611000.000, 207000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151071</th>\n",
       "      <td>E1970N3075</td>\n",
       "      <td>10</td>\n",
       "      <td>POLYGON ((197000.000 308000.000, 197500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151073</th>\n",
       "      <td>E1980N3075</td>\n",
       "      <td>90</td>\n",
       "      <td>POLYGON ((198000.000 308000.000, 198500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151074</th>\n",
       "      <td>E1985N3075</td>\n",
       "      <td>15</td>\n",
       "      <td>POLYGON ((198500.000 308000.000, 199000.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151100</th>\n",
       "      <td>E1980N3070</td>\n",
       "      <td>5</td>\n",
       "      <td>POLYGON ((198000.000 307500.000, 198500.000 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",
       "  </tbody>\n",
       "</table>\n",
       "<p>70656 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                                           geometry\n",
       "267     E2050N6110        5  POLYGON ((205000.000 611500.000, 205500.000 61...\n",
       "269     E2060N6110       15  POLYGON ((206000.000 611500.000, 206500.000 61...\n",
       "292     E2055N6105       20  POLYGON ((205500.000 611000.000, 206000.000 61...\n",
       "293     E2060N6105      185  POLYGON ((206000.000 611000.000, 206500.000 61...\n",
       "294     E2065N6105      340  POLYGON ((206500.000 611000.000, 207000.000 61...\n",
       "...            ...      ...                                                ...\n",
       "151071  E1970N3075       10  POLYGON ((197000.000 308000.000, 197500.000 30...\n",
       "151073  E1980N3075       90  POLYGON ((198000.000 308000.000, 198500.000 30...\n",
       "151074  E1985N3075       15  POLYGON ((198500.000 308000.000, 199000.000 30...\n",
       "151100  E1980N3070        5  POLYGON ((198000.000 307500.000, 198500.000 30...\n",
       "151106  E1920N3065       20  POLYGON ((192000.000 307000.000, 192500.000 30...\n",
       "\n",
       "[70656 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "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",
    "zero_mask_pop = nl_map_dst['INWONER'] == -99997\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop]\n",
    "nl_map_dst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\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",
    "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",
    "\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": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_geojson_clean_hmp = [[point.xy[1][0], point.xy[0][0]] for point in df_geojson_clean.geometry]\n",
    "\n",
    "plugins.HeatMap(df_geojson_clean_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": "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": 39,
   "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": 47,
   "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": 47,
     "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",
    "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",
    "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": [
    "Nu we dezelfde lijst hebben van gemeentes die in de verkiezingen meededen kunnen we verder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "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": 16,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205250.000 611250.000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>15</td>\n",
       "      <td>POINT (206250.000 611250.000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (205750.000 610750.000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>POINT (206250.000 610750.000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>340</td>\n",
       "      <td>POINT (206750.000 610750.000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     c28992r500  INWONER                       geometry\n",
       "267  E2050N6110        5  POINT (205250.000 611250.000)\n",
       "269  E2060N6110       15  POINT (206250.000 611250.000)\n",
       "292  E2055N6105       20  POINT (205750.000 610750.000)\n",
       "293  E2060N6105      185  POINT (206250.000 610750.000)\n",
       "294  E2065N6105      340  POINT (206750.000 610750.000)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_points = nl_map_dst\n",
    "nl_map_dst_points['geometry'] = nl_map_dst_points['geometry'].centroid\n",
    "nl_map_dst_points.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>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>...</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>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>1</td>\n",
       "      <td>9166LX</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis (postcode: 9166 LX)</td>\n",
       "      <td>655</td>\n",
       "      <td>827</td>\n",
       "      <td>4</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>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>1</td>\n",
       "      <td>9166LX</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis (postcode: 9166 LX)</td>\n",
       "      <td>655</td>\n",
       "      <td>827</td>\n",
       "      <td>4</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>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>1</td>\n",
       "      <td>9166LX</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis (postcode: 9166 LX)</td>\n",
       "      <td>655</td>\n",
       "      <td>827</td>\n",
       "      <td>4</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>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>1</td>\n",
       "      <td>9166LX</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis (postcode: 9166 LX)</td>\n",
       "      <td>655</td>\n",
       "      <td>827</td>\n",
       "      <td>4</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>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>1</td>\n",
       "      <td>9166LX</td>\n",
       "      <td>SB1</td>\n",
       "      <td>Stembureau Gemeentehuis (postcode: 9166 LX)</td>\n",
       "      <td>655</td>\n",
       "      <td>827</td>\n",
       "      <td>4</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>389.974214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 976 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   c28992r500  INWONER                       geometry  Stembureau   Adres  \\\n",
       "0  E2050N6110        5  POINT (205250.000 611250.000)           1  9166LX   \n",
       "1  E2060N6110       15  POINT (206250.000 611250.000)           1  9166LX   \n",
       "2  E2055N6105       20  POINT (205750.000 610750.000)           1  9166LX   \n",
       "3  E2060N6105      185  POINT (206250.000 610750.000)           1  9166LX   \n",
       "4  E2065N6105      340  POINT (206750.000 610750.000)           1  9166LX   \n",
       "\n",
       "  Locatie                                  description  Geldige stemmen  \\\n",
       "0     SB1  Stembureau Gemeentehuis (postcode: 9166 LX)              655   \n",
       "1     SB1  Stembureau Gemeentehuis (postcode: 9166 LX)              655   \n",
       "2     SB1  Stembureau Gemeentehuis (postcode: 9166 LX)              655   \n",
       "3     SB1  Stembureau Gemeentehuis (postcode: 9166 LX)              655   \n",
       "4     SB1  Stembureau Gemeentehuis (postcode: 9166 LX)              655   \n",
       "\n",
       "   Opgeroepen  Ongeldig  ...  Nationale Bond tegen Overheidszaken - DH  \\\n",
       "0         827         4  ...                                       NaN   \n",
       "1         827         4  ...                                       NaN   \n",
       "2         827         4  ...                                       NaN   \n",
       "3         827         4  ...                                       NaN   \n",
       "4         827         4  ...                                       NaN   \n",
       "\n",
       "   Haags Belang  INL Den Haag  Rosmalens Belang  De Bossche Groenen  \\\n",
       "0           NaN           NaN               NaN                 NaN   \n",
       "1           NaN           NaN               NaN                 NaN   \n",
       "2           NaN           NaN               NaN                 NaN   \n",
       "3           NaN           NaN               NaN                 NaN   \n",
       "4           NaN           NaN               NaN                 NaN   \n",
       "\n",
       "   \"Leefbaar 's-Hertogenbosch\" Paul Kagie  RAADSGROEPERING ''BOSCH-BELANG''  \\\n",
       "0                                     NaN                               NaN   \n",
       "1                                     NaN                               NaN   \n",
       "2                                     NaN                               NaN   \n",
       "3                                     NaN                               NaN   \n",
       "4                                     NaN                               NaN   \n",
       "\n",
       "   gewoon ge-DREVEN  VOOR Den Bosch Joep Gersjes         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 976 columns]"
      ]
     },
     "execution_count": 17,
     "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",
    "df_nearest = ckdnearest(nl_map_dst_points.to_crs(epsg=28992), df_geojson_clean.to_crs(epsg=28992))\n",
    "df_nearest.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Bevolking')"
      ]
     },
     "execution_count": 18,
     "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": [
    "\n",
    "#TODO: filter out municipalities that don't have an election in 2022\n",
    "df_nearest['dist'].plot(kind=\"hist\", weights=df_nearest['INWONER'], figsize=(15,15), density=False).set_ylabel('Bevolking')"
   ]
  },
  {
   "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": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        _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  ...  Visuele hulpmiddelen  \\\n",
      "0                NaN        NaN  ...              leesloep   \n",
      "1                NaN        NaN  ...              leesloep   \n",
      "2                NaN        NaN  ...              leesloep   \n",
      "3                NaN        NaN  ...              leesloep   \n",
      "4                NaN        NaN  ...              leesloep   \n",
      "...              ...        ...  ...                   ...   \n",
      "9236             NaN        NaN  ...              leesloep   \n",
      "9237             NaN        NaN  ...              leesloep   \n",
      "9238             NaN        NaN  ...              leesloep   \n",
      "9239             NaN        NaN  ...              leesloep   \n",
      "9240             NaN        NaN  ...              leesloep   \n",
      "\n",
      "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
      "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
      "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
      "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
      "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
      "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
      "...                   ...           ...              ...        ...   \n",
      "9236                   ja        Putten           Putten         ja   \n",
      "9237                  NaN        Putten           Putten         ja   \n",
      "9238                  NaN        Putten           Putten         ja   \n",
      "9239                   ja        Putten           Putten         ja   \n",
      "9240                  NaN        Putten           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  \n",
      "0     3a612b2151fa4ab491b9e331355e6258  \n",
      "1     9a01d765af0a467ea37f08d92db114ba  \n",
      "2     fc5869d33fbc4b06be659149fa615f4c  \n",
      "3     4427cc0b39e040ba8f75c333f19d66f0  \n",
      "4     a893bb9add324ce29769f1c39afcc48d  \n",
      "...                                ...  \n",
      "9236  5ce3ef64ced64343b09f03a95d09d275  \n",
      "9237  03b7138951f1475b9ca8328ee7365491  \n",
      "9238  25eb2c3d547a420094ee2f691e8bd383  \n",
      "9239  8bc3926806a74105a593e6a133b1306f  \n",
      "9240  609fd2e24c5b40b394174a84f7ca91af  \n",
      "\n",
      "[9241 rows x 39 columns]\n"
     ]
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims.csv')\n",
    "print(df_wims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 21,
   "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
}