{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets gemeenteraadsverkiezingen 2022\n",
    "Deze notebook heeft als doel de stemlokalen van de gemeenteraadsverkiezingen van 2022 te analyseren. 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 van de overheid als van 'Waar is mijn stemlokaal' (voor geografische data van de stemlokalen). Deze bronnen zijn voor de verkiezingen van 2022 gebruikt:\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43)\n",
    "  - [Directe link naar uitslagen per gemeente EML](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 vab Open State Foundation en de Volkskrant (OSF/VK)](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",
    "- [CBS schatting van kiesgerechtigden per gemeente](https://www.cbs.nl/nl-nl/maatwerk/2020/52/schatting-van-het-aantal-kiesgerechtigden-in-nederland)\n",
    "\n",
    "# Data inladen en eerste analyse\n",
    "## OSF/VK GeoJSON dataset: verkiezingsuitslagen per stembureau inclusief coördinaten\n",
    "Als eerste importeren we de data voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. We kijken eerst naar het GeoJSON bestand van Open State Foundation en de Volkskrant (OSF/VK). Daarin zijn de coördinaten van alle locaties van bijna alle stembureaus toegevoegd aan de lijst met stembureaus uit de officiële uitslagen zoals gepubliceerd door de Kiesraad. We kunnen een GeoJSON bestand direct inladen met geopandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "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": [
    "## CBS dataset: gemeentegrenzen en informatie\n",
    "We importeren nu de gemeente shapefile kaart van het CBS, om de overlay van onze stemlokalen eroverheen te leggen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021'}>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map = gpd.read_file(r'../data/shape/Netherlands_shapefile/gemeente_2021_v1.shp')\n",
    "plot = nl_map.to_crs(epsg=4326).plot()\n",
    "plot.set_title('Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021')\n",
    "plot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De CBS Wijk- en buurtkaart 2021 bevat ook naast de gemeentegrenzen ook informatie (bv. aantal inwoners) over de gemeenten. We printen dat hier uit om daar een beeld van te krijgen."
   ]
  },
  {
   "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": "markdown",
   "metadata": {},
   "source": [
    "Hieronder plotten we de gegevens van stembureaus op de kaart van het CBS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stembureaus op de gemeentekaart van het CBS')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson.plot(ax=ax)\n",
    "ax.set_title('Stembureaus op de gemeentekaart van het CBS')"
   ]
  },
  {
   "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",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\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",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\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",
      "één-Ermelo                                   NaN\n",
      "gmcode                                    GM0150\n",
      "election                         GR2022_Deventer\n",
      "electionName          Gemeenteraad Deventer 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1735\n",
      "election                                         GR2022_HofvanTwente\n",
      "electionName                        Gemeenteraad Hof van Twente 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\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",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0547\n",
      "election                               GR2022_Leiderdorp\n",
      "electionName                Gemeenteraad Leiderdorp 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0547\n",
      "election                                           GR2022_Leiderdorp\n",
      "electionName                            Gemeenteraad Leiderdorp 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\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",
      "één-Ermelo                                             NaN\n",
      "gmcode                                              GM0687\n",
      "election                                 GR2022_Middelburg\n",
      "electionName                  Gemeenteraad Middelburg 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0086\n",
      "election                      GR2022_Opsterland\n",
      "electionName       Gemeenteraad Opsterland 2022\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",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\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",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\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",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\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",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0828\n",
      "election                             GR2022_Oss\n",
      "electionName              Gemeenteraad Oss 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\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",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\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",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\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",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\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",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1742\n",
      "election                           GR2022_RijssenHolten\n",
      "electionName           Gemeenteraad Rijssen-Holten 2022\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",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0606\n",
      "election                          GR2022_Schiedam\n",
      "electionName           Gemeenteraad Schiedam 2022\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",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\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",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\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",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1900\n",
      "election                         GR2022_SudwestFryslan\n",
      "electionName         Gemeenteraad Súdwest-Fryslân 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0855\n",
      "election                                              GR2022_Tilburg\n",
      "electionName                               Gemeenteraad Tilburg 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\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",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\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",
      "één-Ermelo                                                  NaN\n",
      "gmcode                                                   GM0717\n",
      "election                                           GR2022_Veere\n",
      "electionName                            Gemeenteraad Veere 2022\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",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0717\n",
      "election                                    GR2022_Veere\n",
      "electionName                     Gemeenteraad Veere 2022\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",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\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",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\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",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\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",
      "één-Ermelo                                              NaN\n",
      "gmcode                                               GM0983\n",
      "election                                       GR2022_Venlo\n",
      "electionName                        Gemeenteraad Venlo 2022\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",
      "één-Ermelo                                              NaN\n",
      "gmcode                                               GM0983\n",
      "election                                       GR2022_Venlo\n",
      "electionName                        Gemeenteraad Venlo 2022\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",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM1949\n",
      "election                         GR2022_Waadhoeke\n",
      "electionName          Gemeenteraad Waadhoeke 2022\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",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM1949\n",
      "election                         GR2022_Waadhoeke\n",
      "electionName          Gemeenteraad Waadhoeke 2022\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",
      "één-Ermelo                                             NaN\n",
      "gmcode                                              GM0988\n",
      "election                                      GR2022_Weert\n",
      "electionName                       Gemeenteraad Weert 2022\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",
      "één-Ermelo                                   NaN\n",
      "gmcode                                    GM1960\n",
      "election                       GR2022_WestBetuwe\n",
      "electionName       Gemeenteraad West Betuwe 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\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",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12506, Length: 973, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df_geojson.iterrows():\n",
    "    if (row.geometry.centroid.x == 0.00000):\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het zijn dus duidelijk allemaal mobiele stemlokalen, die kunnen we in een aparte dataset houden voor later, voor nu zijn ze onbelangrijk voor de kaartweergave, laten we de dataset dus opsplitsen in drie dataframes, de originele, één frame zonder de mobiele stemlokalen, en de mobiele stemlokalen alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "12506\n"
     ]
    }
   ],
   "source": [
    "# De waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is,\n",
    "# de projectie gaat geen effect hebben op die data in Nederland.\n",
    "\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  ...  Partij voor Logisch Beleid (PvLB)  \\\n",
      "0                            90  ...                                NaN   \n",
      "1                            44  ...                                NaN   \n",
      "2                            54  ...                                NaN   \n",
      "3                           166  ...                                NaN   \n",
      "4                            51  ...                                NaN   \n",
      "...                         ...  ...                                ...   \n",
      "12591                        32  ...                                NaN   \n",
      "12592                        40  ...                                NaN   \n",
      "12593                       113  ...                                NaN   \n",
      "12594                        19  ...                                NaN   \n",
      "12595                        29  ...                                NaN   \n",
      "\n",
      "       Socialisten 010  Jong Rotterdam  VOOR Den Bosch Joep Gersjes  \\\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                          0.0   \n",
      "12592              NaN             NaN                          2.0   \n",
      "12593              NaN             NaN                          5.0   \n",
      "12594              NaN             NaN                          1.0   \n",
      "12595              NaN             NaN                          0.0   \n",
      "\n",
      "       Zorg Voor Gorkum  één-Ermelo  gmcode               election  \\\n",
      "0                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "1                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "2                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "3                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "4                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "...                 ...         ...     ...                    ...   \n",
      "12591               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12592               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12593               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12594               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12595               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "\n",
      "                             electionName                  geometry  \n",
      "0           Gemeenteraad Aa en Hunze 2022  POINT (6.75899 53.00524)  \n",
      "1           Gemeenteraad Aa en Hunze 2022  POINT (6.75990 52.99975)  \n",
      "2           Gemeenteraad Aa en Hunze 2022  POINT (6.76600 53.00494)  \n",
      "3           Gemeenteraad Aa en Hunze 2022  POINT (6.64736 52.98281)  \n",
      "4           Gemeenteraad Aa en Hunze 2022  POINT (6.60459 52.95269)  \n",
      "...                                   ...                       ...  \n",
      "12591  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.43290 51.72810)  \n",
      "12592  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.43290 51.72810)  \n",
      "12593  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.45919 51.70595)  \n",
      "12594  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.45919 51.70595)  \n",
      "12595  Gemeenteraad 's-Hertogenbosch 2022  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": [],
   "source": [
    "# Let's also check if none fell through the cracks, it might be some mobile polls did actually have a location\n",
    "# posted erroneously\n",
    "#mobiel_mask_name = df_geojson_clean['description'].str.contains('Mobiel')\n",
    "#df_geojson_clean = df_geojson_clean[~mobiel_mask_name]\n",
    "#df_geojson_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 'Waar is mijn stemlokaal' dataset (wims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Visuele hulpmiddelen</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9275 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Visuele hulpmiddelen  Gehandicaptentoilet  Kieskring ID Hoofdstembureau  \\\n",
       "0                 leesloep                   ja  Valkenswaard    Valkenswaard   \n",
       "1                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "2                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "3                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "4                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "...                    ...                  ...           ...             ...   \n",
       "9270              Leesloep                  NaN        Gennep          Gennep   \n",
       "9271              Leesloep                  NaN        Gennep          Gennep   \n",
       "9272              Leesloep                  NaN        Gennep          Gennep   \n",
       "9273              Leesloep                  NaN        Gennep          Gennep   \n",
       "9274                   NaN                  NaN        Gennep          Gennep   \n",
       "\n",
       "      Tellocatie                           Contactgegevens gemeente  \\\n",
       "0            NaN                       verkiezingen@valkenswaard.nl   \n",
       "1            NaN                       verkiezingen@valkenswaard.nl   \n",
       "2            NaN                       verkiezingen@valkenswaard.nl   \n",
       "3            NaN                       verkiezingen@valkenswaard.nl   \n",
       "4            NaN                       verkiezingen@valkenswaard.nl   \n",
       "...          ...                                                ...   \n",
       "9270          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274         NaN  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258  \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba  \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c  \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0  \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d  \n",
       "...                                 ...                               ...  \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee  \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408  \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c  \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083  \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5  \n",
       "\n",
       "[9275 rows x 40 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims_clean.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wims2 = pd.read_csv(r'../data/wims-3.csv')\n",
    "df_wims['Gebruiksdoel van het gebouw'] = df_wims['Gebruiksdoel van het gebouw'].mask(df_wims['Gebruiksdoel van het gebouw'].eq(0)).fillna(\n",
    "    df_wims['UUID'].map(df_wims2.set_index('UUID')['Gebruiksdoel van het gebouw'])\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wims.to_csv(path_or_buf='../data/export/wims_clean.csv', sep=',', na_rep='', header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9275 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \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",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[9275 rows x 41 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the wims data to a geopandas dataframe\n",
    "gdf_wims = gpd.GeoDataFrame(\n",
    "    df_wims,\n",
    "    geometry=gpd.points_from_xy(df_wims.Longitude, df_wims.Latitude)\n",
    ").set_crs(epsg=4326, inplace=True)\n",
    "\n",
    "gdf_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
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       "      <th>Tellocatie</th>\n",
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       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \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",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[8089 rows x 41 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We only want to analyse stemlokalen so deduplicate the stembureaus based on their location's coordinates\n",
    "gdf_wims_dedupe = gdf_wims.drop_duplicates(subset=\"geometry\", keep=False)\n",
    "df_geojson_dedupe = df_geojson_clean.drop_duplicates(subset=\"geometry\", keep=False)\n",
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Voor dit onderzoek zijn we enkel geïnteresseerd in de locaties van stembureaus, oftewel de stemlokalen. Hierboven hebben we de stembureaus uit de wims dataset gededupliceerd op basis van de coördinaten van hun locatie.\n",
    "\n",
    "Het aantal stembureaus: 9275\n",
    "\n",
    "Het aantal stemlokalen: 8089\n",
    "\n",
    "Er zijn dus 1186 stembureaus gevestigd op een locatie van minimaal één ander stembureau."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots van alle stemlokalen op de kaart\n",
    "### Stemlokalen uit de wims dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "gdf_wims_dedupe.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stemlokalen uit de OSF/VK GeoJSON dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu we een kaart van nederland met de stemlokalen erop hebben, kunnen we als eerste voorbeeld gaan kijken hoe dit zich verhoudt met de bevolkingsdichtheid. 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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NeP1VF7Ju5YQ//qarTv97bNvHV5/ZEywX8iY0UPdkyzgmUEqHCxTtMDeEElVGcsAvca6rlmBNjerlGJgFcCISN/t0w5mSvXBDREUaCT6uZsqJNcyDJqfieOlitWoYoCbtQBtjFcQDmFEY9yG15GxU4pzrJGqMY4kMawkurpaS51QZW1o1wcQ4dMw42hsrTkHGZ5aQ52D8yLddxcGjPTdeesFp+5r7jixwtK9ctjbarT96fFdWIW91D1VhIFgsUTMTzKk5TgBQKCoMg0KXSKwE3Q31bP+IZCslkjKH/D5CRI5MYhOjEb9pJJysw54zCkejutJWsRyvPs4o43uwqNTx/yldF9XdPSq1tISNJFPLkU4bvYhQhwFVpbrRiTJlvPsUSFJh2SnOes8NOedZjHFkYeBffOph7tmy97R+XXfny0/u5uqf/u3QOt2yD6JRxZBIS89RBDk6SEqalzbEa2c3R4sFRc19rHSY0Fmc4WJIH1+vSMGlIFIoqiGnUSs2DPjQU/tK3y9kRdSg20kmq0XLaZ6JDgmPkkQDUNFcLytR3euAY9R+iIVkt3HWGShvfqXs0t2C86paQJzBa6oQRNcgDd2qzqce2HFKv4dZQp5j8eHPPMaz+w/z6Yee48nnD5+2r3vhqmV86I4reOpnP8ATOw/i1RKAiftb3WObQnN/sMb5z7OljBC0wZOuUe1yCVjckSJY8aho7qgYqrFdoWJxN2ZFQgqlaJAOuphHVnPMBnyIZI28zMNnQLaJhnb5NSTbY5AaZ8/YsuyiqhUFi3M4rW0mzpWtLcUdKXl2VZLEkESG2lOtju/9x95wBe+97bJT+j3MEvIcis88vJMHtx8AlGrOv/+jJ87I+xya7+lrxQZjoa8s1IGhH+gXFoLwTaxAiUZlCNw0NzcaOKPZ+1lOJqVVs+CXRy9ZQDJxJcYj4sTYIdGedoItUuhUs9rFf+4DVgfqMCR9L0Abc6PkNcU1yrTaScwi8Rjwe1ZOswG8Yn3NkY7glvualPh7Q6AARBFVShfkAxsG3v+6TaesMjBLyHMk9h/t+cR92+Mpr9E2bt93jE/c9+xpfy8HuqKoFrpSkCLoXEE6TTqb4bXiVql1wGuFOkCN9nLh6AI2GNYb1QJECYA1+1qVIHH7kAwCxjbUJVpgEYmhvzpObTxwKETFRVDtgtFTQDphYb6HGkRyTzQ2vojlgBNIzmsgx5LzUZBSqBLnXrMhdif7hRhvYIHIpuqAypR3617wCldcfHp2J2cJeQ6Eu/Ph33+EHfuOUPsBr878wjzVK32rQKcxfuYjDwQy2ZZ8KeCKmiIuKBqMlqSneSlQYqbnRek6oWgkcCmKD1l9hgGvBkOlrz1DP0QFy0RpRzHN7Y2GvgbfVAMBbd+uk+wfQaWgpnn+LIgKgw94jcTKA2VuothYzZP0E+2oxfupKNJ0eQoBOllQ9jBHNaAnPEYy7gNaop2eH+op/+xnCXkOxKce3MFjuw4x6RTpUhlNC8tLxwdu33RG3rOBM+QgIMShLGlrNjJfxIXOZVxrilZRoeQehUT1QRW6Eq1jkQBYOmUYapwLa6UO0X7WGhS80FWO5WVXDxaNQAhTZbVNbNZsiG2SpMMpimeCmnuAQ8OA1UqnZTwnakOKNbiyjbggLhTpYh2saLTGlpS71kh720MRduw7wq9/+elT/rnPxh5LPJ4/eJTf+vqzIVHRiNQsZr2c3rj6p38bGE9KSbqOtrJIIKPkUSqOgrJoa8JDJwrPJeC4scfchgR4BHOno6PtTsa2RXBUhZhbDsS4QUoXlSvfTxJ4oe00Oi17YxaZ1LeQ+0gUtXRYDQ+QWodsoUvyEBqhXDK5awBKOfhvAJAgDO6IDdOjpGjS3mG+P/Xfx6xCLvH46Nef5eh8P11DGpHIRQDDaYjfumcbv/DpR3nqZz8A5PTPQyDZkn4Wc37PAfr03aeVRiN5PW7k0LXJMUkuLkueC6FmlfVxTEG+pp0PIUATKYJbxb1GGzpUzAXL+aF5soJ0SgTPpxaIJTsn9i+LdohqSEBaTWAoGlnzUMmjtbTxxYNE4DoSClQ0COptrEO8ZZMmOZWYVcglHIfne762dR9tm2Jxi6ZS+I4bTn0f79MPPsvdW/axbddh3nLdxWOF7Ieaq1WRLK5KsOBk5Im6+3gTWru24midntXaPVqAmmoB4pk4lPaXcTXKfJpAJo56oSnBTb/3/FMdqEKsbi1fljPSPPPl50iCMNUq3oUUCCHjg3YlFUXiawWvtsYOZ0N5M8lj1mggilmo1o2UCRswE0qZJeSrOu7dGvqpOtYiC7U0dZbNFX7wzpcvd1/N+bd/8CRrlhf+xntvZteheTZesJy/+5H7AJh0OcZIvmnNVs7aTN6hqRQLwWip1TEzrG3mi1JKVMhBPM6ZqjlKILRxCOkPzUF+EcErcVZ1S9TTxoSNFllDhU7AvdJ1JRLJYykajfMplme8rGKl3e7uKFNxLST0WwfrkaIxQnGondJ5/txF0fw5iARFMJI1kVd3Dh1deNm/jxavhKX5+4CfJx6Sv+TuP3vKV32exJef2AO0M1pozqgHqflH3rA51dlOPvpq/MKnH+HqDWv44OsCFNp4wQu1YuJGk3H43gEVzZYya/WEJHITZ7qiqET1ds0VqKHGWpURrWyFakNsb2ioy4lEJTPzOPNlOy4I7jpW6nF9yjxlJONhodqNrXBxHVk4raMQbRXWEl3VlH1USIcugIJSWgeAU63Se+i5jqXeDNESgI6njiwxEtl5aP5l/T4Wx8mcId/t7ncsUsv6OXe/3d3vAH6LsDR/QUgMcf458H7gFuDHReSWU7zm8yb2HpkPVopVxIxSlMsuWsUP3HkV77jp0pf1NbftPcI/+91HeMcNG8dkXBztDNkeBME/BTCSBxDtYs79i0sQzkWI7URFu6kSeekKpgUaY6cEalm6WHuqPuDDwGBDVNc6kCsaKYgVUliNnuZueX6OJGq4aMgTBHNINYb9FEE6ZRh6qOCB6aBJbtdc34pGtyJdknUU0Cndru1Nzs/PT2elGjquku1sXKrnGfTlx8sGdU7Q0vzNwGPu/oS7LwC/RlTVWZxALJsE97JILPpesHyOv/eB23j/bZe/rK+3de8R/t0fPMG333gJd7yEts7/8gO3JpoJEK2aSdvWT7DGo9X0RnWDVBAPfwwk3KTizCh0HqMFcp6ooogUOlGsKyAl9hxVGMzo+wXMoitwT8KPxTRSPNpRq+HPoRKoc6tilvuUxTVkI8sk5qUTARsYrFIHH3Xtqjnqod2qSSAwB6n59TSraglqnvcx/tDq4wPDHXYcPEbfn9os8kQT0glb8rvTejx+ASL/WES2AD/BcSoksAnYsujvW/Nj3xQi8pdE5C4Ruev5558/wct6dcdtl6/LuZ+zbuUyvue2y15yofil4ncfeJb/+OUt/MRbr+FN1760zujf+y/3J7vFRjZL25Rwtdy0yP+8IhrJiUeL6SLJZY3XqU6NblCLqmuegljJlc0RQyfKJNtZEaXL/Un3gVp7+pxbivg48fBsHRsC3M6loWhuTPKYiDMuH6sK1WIuaTXOjjHnDM6qSkOV83t3o9O5mHF2BbeB6jXOp0kZXL9iwmRyaoOLEwV13r7YllxEHnL3z7r73wf+flqa/xTf7KB8PNjpuDXd3T8MfBhCKPkEr+tVGb/0ucdZv3LCpChXb1jDu2+6hNdtXn9SFm+L43fv38G9Ww/w1997A5MTXQ9q44o2KG+zRmvzOc/1JI0JRpHchySqI21dGcQsktZDVa5mO9qG6lF1E+30cOEq2lpmpVjMN81hglOFmE8y5dCWLlg9InFOLO4MFiQBc21bjlm945xYdBLnWVF8iKpXiybQE99De6h4Jqfn7peWkl2yYf0A4ly1Yd1UavJlxgm9erEtOfARohVdHL8KHM8vciuwGAq8Avgm4GcWL4z7t+3j9x7eycFjPT9052ZUlY/d9yyff/TkOgcz55c//xh7Dh7jb3zXjSeejMSN5maYxf9WM+rQJ1tlgGFA8vzXaHHWV6pVam8x2/OUvpCQ51Cg5swwBiPJLogpYAzg24y1LRUnEQKTdLVSxEsATtqhJQAbG4bgoA42Vl7BKIngjmfirGbSfDwQOi0hsNUpQsVqZRg8xLnSWyAqddL8HJoyO6pjEr7jNFgznFFLc+DLwA0icg2wDfgx4E+c8lW/yuM9r7mUay9ahbnxTz7xYGzgq9CpsPfQMd5zy6WsWjZ50dcfmR9QFX7hM49y88YL+J7XnvyZUyXazEKowRUPeQttZm9djhMWMYbEDdXJqH3qdUi3KsCdgfCd1ElHkRJyGZURyRUkQM829yPv+xTUqik7KUk2LzkfVfcAjeLgiFUPfRy3GH9I01XPB43HFohaDZIFghbPN4txhphR60Aderq5uegGFlXN5geCgVdj5YrlvPaKdSf9c/7GOKOW5u4+iMhPAR8nxh7/2t3vP+WrfpXH9yX6+Yn7n2WYX0BUcRNee+3F3LLpwvFmXRzVnB0HwgX5d+7ZxuoVy/ihN17J7Veue1nXYJlEroSEhWbSieXIIRJNShv2pwHOolZX2ljGp7PAyaTDcxbpNeZ3brENYm6UbvoaGRO9tc0NtBGKalIJY5dRGlkhVe+qG13pogp68GNVY2VKkntrLvGzfYGhT6iXo6FmMOkmDNWYiFAJqRKkjompEg+nW06TgvkZtTTPv38U+OgpXON5Gw9s3x9q3dqhOPsOz3PdJd/szbHQV/7X33mArXsP58lNWLncX3Yy/t7//Z383O88FLRVbwP42PK3xqrJqjSKPamH8pt8I4dVkRysxzpkDOWlgFfHY7uJkvPLOoyDzXSkAklWTEwkPMAUKTmfjIeV5gqXeL5/EShKIa5Vc3wTQ//gznaljNcmrQXN7xeCjytdoXMPdT0cq0MW0oK6U92Z6zq+97Uvbwz1jTHjsi7hcJyiSkfM3p5+/jAf+eqWb1rz+cT9O9i69xiC5nzMOXRsngNH+5f1vu/5f382qWkBdEgCLSmwFnUrWOeZJpGA6rHUG5S4GG9QoEomiyY4AyMvV5It41LASwxFSodooZOoYLXWREMHFoY+Xa1kSq9TT95tcGM99X+SThRzQxFUBc05KDheDRummjih1TGt/pTstiVnoqpIF6DPUPuUFVFed8W6FwhTn0rMqHNLOFSifarEjWoOH//6dr70xG5+9E2bQYT/+tWtPLf/yAhdB/VUONpX/stXtvCn337tCb/ffdv288F/9vnx774ICW1uVDl/z3Nf/jnFiU1Aiqe5KkC0gm0zxaqN7JyYKSYXPbBSEI8ES6mQNkqRrMSC4jWSzW2gAtSo1Kba6K4jqSBEspL5I7FYrSiDG52Eg3LRsMyLR5xE5c5vVJr41TjCSfkSKVBDge7CVRP+/Duvfzm/3uPGLCGXcMz3FZUuzluafaMIew4f48OffhwL2JJG3RJC1jC5X9z1xE4+9PpNrFu57ITe7xP3TQFw92EqfuxRLWvJ8aNH1Qg6qebsz6lDpdSQxRBrSuQaq05MuTXTNS2huFHbmdgVFcMpoUIO45aL5raIoiGKRY5JSlbvXKkazJh0ZeSd8oKEb/KRKcvRqnVTMrewGRhq8GOBcd4qyU4ibdhVQ73uvbdcltX49MSsZV3C8ey+o4nS+2j15n3FB6MfeupCQP0LfYwjqsWQvpTQi1kw+LUvPTMCKt8q3nLtou2RVIFDFNVJELYlGTXSxKdKdqdCEaXr4mOiRAWrA1b7kPaolWHo01cj0mm6QhUrV+ZDvk+mkEjIeSQbSDQOsFGVLTWpYoLvqe9aRDBzhmpNvCf+nytiSV1tnFwPEKeYxFmzC0ZUKRoPArOcT8bDMLZupgDTLZddwHtvOT1nxxazhFyi8dWndnP42Dx1iE36EOwdgguqkXCx71cCYMjK0YxILf+75+k93Ldt3wm959tvuHjKZU2UNepEDNUVS3W4IINvvnA1y0pJxFER6TK1CKdibf9FAkxSSrGtTuGZoLVnGIZQC2eqmSzuiNWxGlo1inSZYqkKkFQaHa9BYjSjQcMz6/FaGWofuji6aNaZGh7etH6cUbWuJFMoRjMDQ43tE3NAYdWKCT/4xs2n9XcOs5Z1ycbdT+8L/qTAYFGdoiDE0NwQilneUyGckSZw4NOFLRF4etcRXnvFi3NXvzEe+Z/fz5O7DgHBC31y5yE+9eCzHDkWCfO6zRfyHTddwjUXr+ZXvvAU2/YdYevuQzlsb6uLbVPDYuWK2BYp0ta6EkyNN4m20AK8KR4zR5dAdlt7OxVHztc2cWZiJOEeYsYplpoPpy5s53LzRHBMSigAeOPcTlXIJdULWoMtGkSCYh4EiTpQJnNsvGAFm07Bw+PFYpaQSzS27Ds8yvhHCxVD7LiBm3p3Gp+2cxTdeM5c7GGx+iQpd3OdctMiVfTXXLaW77h5I5999HkOzw984PbLR07tUI3nDxzLWWTjl8XrpIBZnNucdI9KSzf3JvHY0KE4c4YvQdvICLaN1wBd6jAg3WRk+sS3GnNMFag52JfGag875UBHXaK6yyTodbVnTGdt6gCGajfq5kB8mZh1FnofKN0Ed+PKdStP+nd6IjFLyCUYew8vcODIwujSlGuJhPpbtFiOx1A9b2ZB8i5OAMMDAhEX7rjqxKvji8XKZR3v+wYR4M89spOvPLOPZlTu+b5t4x9rpHGwSiRGqswJxJyzWb95ckpb3UxaWhS7EJnqJmGIU30YdyGREMyyRhyQkTeEF9BhWkNNlKI5OS052pBg9dSk0UkSEiRHNSDp0Jy7ISIs6zreceOp0+SOF7OEXILx1af3cmzBR1nEtgjlEje8+ogbJksl0USLquk1aGOJBI3UttMZ+44s8J/vehofevo830kJHVdPKlxrJVvhI92mmuhwkwgKN4CQcwwSu0WraGFXrqnZoyWAGEsGUUlyd4BHFSmF4onGuo9Df5fw++gkNfEayJW0OVcghavccsbbdVAtWmaS8J4Jv3yibL5oViHPm/jq1j2ZRAHPq3h4J+aNHjuCoTeqYhhOrRXpuvTNCNTTUxp/fjj9CfnrX3qao30kTiEFnlRj4yNnkoHOOBWh1iF62FKS7J0NqyZ9TgipRw+znkoASprsHisWLfHoiEWOgjQ1dqBIobql7QGIZUWGGH2mhE/b24qKTn6+UgjfEBeipfUQ1wrZkJh3Cky/5hmIGcq6xGL3oXkee+5w3EDV6YeeoQ5YblrUWkOSUYWuKKaLkdZCJ6UB/WGIo4Vf++JTp/UaH3/uIF9/Zh9AenfEJkRIYDSEs0RFS4S1yzFJ0ZxxWggZ2zCMy8gxc5S0vbMYsQI+LhADlNzASGDIwxey00CYS2rWlpR4tDrQz8/HCMVat2HkejWiUKmxPiaWa1aCaJdrWFD7haT9RTtb5MylzaxCLrH43MPPMQx9ij4pXYkWTQhPxlJKtGCJVpbcNaQXtLN045amP4WIs23/UZ7edZgr1q/kv351GweOHAMVVs51/MDrr2SuO7kb7I+e2MUAo4ZqDvTyvZNOl9VRxqrTxiNJOncJb0cCDJLcxheCNxrmrk1jh2TuhOKceGjaFcCL0LrMKkaJhcXg9Wi0wqUr4wiluk/V1iFJ7MH/FW9g2RQMohp0XYI+8fqX2rQ51Zgl5BKLJ/ccplBGv8VRghBA6gicBGCzCGntwruwSLcIuIysPHi052c/dj9Xr1/NE7sOx1eVqCy7Dx7jr77nppO6xviqNm2vPLw6RIQw0In/8QRNmm5q47yOFBwJ1fMhieXt46ZJtxMPWchhCGNYJ4CeHAcx8sAFiqC12QUkuGNEi0sJP44kFbg4JLMHD5dkw1PZgCSoNx1zT8erkAxBnavXn/5xR4tZQi6xmF8wXNMevN1w4uMNPrajrWI0+QoCbXVNVW+XUEhLcubQDzyx6+Aopxh0UWXHgZejlNbOpO0sliAMaetG0NBoY4WmCtVQKm8vDZIB2a6aBtd0ej4MG4NaumAMpdcG1TBJ8WSNdpjkz3qeRwGkCLVG526enUQgYdH2OwxuQU4AvIFGgWdnNU0+r3nqQCuTk+woTiZmZ8glFrF50DbiZfwNJUiZI4LQipEGTEiD60nyd6sgcQattY/N/xqb/2aVaqEAvv/wUf7g4Z0nd43VqUnfG4YFFhYWMA9pjXhbSaZQIK0u0TpjcXZj/C9HIBafp6apRdzOh6HzWkQTmQVXhS6NcroCXmMrpRo+WJ4tNfYaUxQrPCw1JT7ia4eUCHQ6QbTkallTSMgEjZ2z3BbRYALVFNQ6QzGrkEsstu0/Qha7SDgP/C+kbKZwvVWjeizKikw9K1Q7UAhVUqXLzf5Jsl9EFDOPFSSBI4Pzhad38bYbLz7u4vPxQkoASk2CsVhs9LsZQ47bxQTcqfJChLVkdfek9NRqOZhPAn0be0C4StHGJqlCHvDtyPYR0UBINZK++XcMZslLDbOd6TpWPMAsHxDxdZLZEyUWgPl+gaIBzUaXYvFvKvHxMxSzCrnEwqxVwLihzYyh9vjQxw3f98FrVaHTUGULr48EKlQDwE+7tehQNRLCs+im5L0mW+axHYf4X3/7fu55eu8JXaNbSCOaaGKrYePWSRl5pJbb+UjybruQxhgsHK48TU7rENW7CU81FlKMOFobHlVXJFBlE82nVU0DV6bUtxJoq3Qlfk5DkPFj2J/8VwuiQopKxiMk7dpJjmzRsNwzr9gQPh5ICCRPToNlwIvFLCGXUDywfV+YjiZn0ghx5JItlaSVtqZMhatgRTMhUrQYDwkKJOdoCfSLjaY2WVvGncMKPLbrIL/8+SdHb4+XimaaEyuPngCKp6lpFJPO40FQstVr7FrRGNG4xhm2KyUlGYM8b7WnH4x+WGCw8I+UfJDgodye3Xguc5SxXW9SHJKmP13pAgDSUMSrQyw4gyHqaJG85kVHA3Hc62hdXlxTsYAYPdXhtHh4vFjMEnIJxZ7DC6gWBidMSHO+5yXPL+3GztInLmjzy6AVFCGkqWKA3YygNGF9z4ogGrO+IlDwdLcKZs+3Ssr1q+bQ5Is68cbeZDBcIc+PIiG3ERXMRjqdmI+jBpc2vwy902D7CDopwThK5bvaDzEOWeSoJe1g3USSCwH2KIR6Viwck7NQKfE+Zga1YkMcykNwoMaR1pPf1Bg+IbgeM8lScIFlJ6Hed7IxO0MuoSgaN42a5WZ6PvUhqlCiowGBHAdplZCXqIT+S+pvAGlQCo1wBzVl82n6p01+I+LerfteVEXt++7YxKq5wm/cvZXqltXO0jTHp3KONd/edWS7aO4rQjBzcB/VCBq448SeomjCsQIpjhM6qg4LQ3Bb24gHomRKm4GS7WfOOuMagiQeJj8dF61exluuWc+mC1fy3IFjXLBiwq5Dx3jD1ev57Xu2c+/2A3QqrFnecWh+YBgM0Y7bTmJz5mRjlpBLKB5+dn/chEnlUo+lW8NHeYqmJB7slUawiwohGrNFaahke+LXPgAWMyYlpCvalkTToKm1ToflwG9+5Rlu27T2RYGe99xyKfdv28fXtuwG0azG8YaqGqp1I14SLa3mWEKykocoVpeD+HYO9MSuKiYeMpQSS8qSgI6JMOmCl4rVSHAhdi1VwgtFo8LZ2FG0UU2cV9evmvAzH7yVtSuOP+T/q++5kZ0HjgLCZetW8Nz+ozx/6BiPPXeIS77BmOh0xiwhl1Ac632ck8W5J25ISWKaNxGadn6sliTyPEOJhJRF6dL02BEpsb4l5OC8Y6xDEiJRoKg1xkrEU7uP8PlHnufbbzr+VsNQjcvXr+LeZ/dhQyK+sZRIaZ4YEhxbTWpfQ1hjNJMq5ZLqbiNymddlARRFdTfcmv7rolmhFNo2jKRcpdWUEsk1rWDc5NPB40HWSWGh8qLJCEFNvGzRitXGtSvYuHYFt206c9URZgm5pGLnwaO5U5iSSyLjGcqIZWRc6PuB0nUgoU+Kt5tVqKUwIXYCG43Ogc6VoTENEt2P1jASobbBfoakgNYbr1nPyrm4Tao5X3ziee56ei/P7T3CniN9GNTg6Lgalqe3HLF0EKRsgd6GOPtZJutQUzG8W8T6SfhHBkRKVNQSI4tcdsGpIXSFjRXcEugCo+u6tDoY4gU1V7FEcRmwkiDREoxZQi6h2H9kgaH2gFBtIQbfIpQ0H7U8MAXgU0ZAw0mhXyeqkBgDpMZ4Kr41NFQ8dVVzHKIkBcgQmVYMFeXgwsBnH36O9712Ew9s38/v3LuNR3YcRFyTahaVNsAkSzXw2DZpNgHGdBE5CN8Sn5szUjRGC25OcUnlkGhLpQAEx5WRD+vTBeIcLU49SJLdk6BLjCriIeS1slArWhQ1pwjcv30/t16+9hX7/Z5IzFDWJRJb9xzh2GC5ISEha+hl5GZ6msCEUhtAnMswprL2kbdJ/QrGigvjINuTcxo7gFFhyJY3JA59vB4TQ3Hu2bIfd+cT923n0Z2HAvwpQUeDVN/QAhRwxTV8PIIQnnS2RFjdQGq6F6fEhzDd0LD83iXPh9UqjA5V02ttgleS33OoyIFqjHyCwhp+lo2EL9pRmpGOGfsOHuMXf/9RHn724Bn/3Z5MzBJyicSxvsaeYyKlmpVuHG8kB9WFkZKmOQLwXCVSb+MLSaDRKRhNgC1sJkOsKXedYkzhjao27eNiD1E5ND/wj3/rXh549kBsnXgM5BtT1VJceJxHNiEswmMjTo4pnKxxvTFWqGgHzWWq5FxTco9zoun/IaECFxZwlaGGml2tmZx5thQEs5zJ5kOi/SyBNOCJYX9BWbZsjis3rOKR5/a/Ir/fE41TsTT/OeD7gAXgceAn3X3fibz2tFz5qyzu27Z3TIjMt4at5nhj7L5o032vjkqsIjllJFe3yYY5MdPzSJyhH7ASbBOwtFazXHoeMJ/eDmYBGO3cN4RBTqrLWaoTVM9q3hDSfE9pkJEADIzbKQl0SskzZM5PAZrkI8T3IxLryS5JVs/5qZQOhoFJmYA4tcYIJE7cluSJEh4hufYVRTSFnlUxjDdet4GbN67hXTdtPGO/z5cbJ1Mhv9HS/HeB29z9duAR4GdO4rWz+IZ4as/RFwzyp/oyUdHEbZw9joiECnUIUrUNPTb0YQ9nFdI2bqEOmIdblJaCdiGnLyWIB6WU0FXVREEzYhczxg1dV2JGqhoUuFLoujh/tsVpPJg2bmHBbk3acajBqAkJuWiZpZEYporlTbMmSN2RoOqKmowiVG7p8JE6rZqUvCAVaH7/FaupwCfhigyNehfEhaeeP8S3XbeBpRgvG9Rx908s+usXgB8+9cs5f2PfoXmaPwWUaC2T/CzmDFZpW+4wRVolK2AcpmI80qTy20Z828QXHLWspNmuhsdMIpWLH8+ayKXH52ppcvo51Pdg/oTpTLSKXhrg4sFw7YgqKHkerAH6vGAc0nVjkjUjn0a88TbfT65rKdBH7Wx6XqN0iJuhXUeosgYw5IMFZTBHJE6QzOf7gaMLlWVdYanFiVZI5ziW5ovizwG/8zJfe97H3sML7DiwEDe1eZ6RBoYhRH5dg8UTRPL4T0sirQiuJeh1SQgIbqYFnzyOc7hE++razFGhydlFlTIWYTrBlCGG+pLzBvE2ekjiQaPcSewyBr81V548aH+aBG6RJJ2X8OoopSCdYkQ1rUPjsfZUyz2SpNq1C6uDpxCWhJJAClDhsTKl2cqjklQ5CS8Rz4fbEIfpFZM51q2ce6V/zScUp2RpDiAif5/Y9vmVk33t4shk/UsAmzeffkXopRz/7atbYutBc3anUNtpUVv1Cd1RTeJAJFN4TIRTcZrhFNAaGq0B++ck0gl1gTS8keb3mEk4qthlmNjYwLoLliT1BhiZQafCkFsYo06qtsNkJPGIsLqMs8k2tggTmzCCDYAI8BhNuKVYVn5ckwQuIqlB20h2QmOfGwVNTxAa0ttYSWhY5YlxdH6Bx57bz3WXXHDCK2evVJxQhXwxS3MR+TPAB4Gf8BcxkDgBO/T2eR929zvd/c6LL774ZL+PczKGavzWPVv40lO7Y7ZISSRV6Rp1zkPGoll6I6nSLZFgobomI5rozZ1KLEd1bfUo3nO0a2uIKYx82Rfemo0Vkwu9iyulVXKdMIgHjS1TxrXjqJwm4OEREnuLbT25Junb4trDAiu3R5qhjoZ/iMQZERX6oceGOjKUvJHYkSSAN60haZBtyIeIBME9K+fhfuB/+9iD/JvPPc7CYHyr+NyjO7nnmb2n+Ns+sTgVS/P3AX8XeJe7HzmZ156+yz+34+tb9/E79z3HwhBGp9ODE3mDaxqFFlw9SON545rnTVYjUcxivtccmkbeK5KZ1hRictCeZ0MIES0zwxZJU3g1ao5Hqlm0xSJMNEEWmVa1JnbcZCqj2qash6SLFTF2EW97j3kmFaFK+/esqsSDQwkbgaazWrTtewJYoL8Cx4aByWSCaSRl23721mJrkAFcJMGduOA/fHwn9209wIY1sb1SRNl00Qp+5E1X0+WgdfeheX7jS8+w4YJl3LH5zNLm4NQszR8DlhFtKMAX3P2vLLY0f7HXnoHv45yMN1y1nkd2HORTD27DSPlGmerijJsR4+pSQ1mZjhokPCsQp/eg19VaQzkAo+aGxRjuo0RGyfrZ4ViVPJNGqASwhIIMUVlcI3ljizqAlloHinaZnHFYNXGGoaIlq1vuJIaQc5rbqI92ASFcnLubiYa6p5GOx2Ol1kpJnw8ISY6uxAS2lKDYaarCiQvetS2ZJPTkE0SkvVcsNx8aeg7tDWNbcefRXQf53AM7uHHThdxx9Xqe3nWIY0Nlx/5j7Du8wLpVZ/bseSqW5sd1qVxsaf5ir53FopAASUqR9JwJ4CFG+k3SXmJ/zz3U3fLsNNQeLZoLs9LyNDbiRSPFu0gSyZvevC76TEmR4Rg42OK8LXFdYQfgqOgord/oevHHYOkInqY4cbbrCkgXjByzIcjiPkVYixaslBzzRLW0FCUO01aiyrbrU8HRcY2sGflIXo9qSTfmmJNa7RlSebx0JDMi2vA2qxUpuZ4VP5/Y6XR6hAd37OfB7dmmitI73PXkbt77DXYKpztmTJ2zHA89u38kSkNUPash24EN9Im0WolZYUNao22UkIxsi8eSi7gaGjNWLLY4LFLYcrvCGwDkEgP63JtcfDOI6Zhc4xmxwQROIJke5HRRw3IbCvLR0OaIkvPPUtLrsSGs4YrsNSU96hDyJFkRk74a5HWJVjh49Hle1NDrcanp0Gx4CXAnVtEmwfBRDSkPr3jNn7K0HVDHcqbpCf6YG5MkPIjm+RfHhp7fuPvpM34/zBLyLMaW3Ud4bt+R0MpZ6FPtLGQ7ujwvNX/FkuepqjF7kwRyXCxGE57GNB4tLkSyuEvOF+PMGe1ewfLrhezNVEmgxajaKFMpEFKrR1uBVWLLnxj4N5kRH4nskIfVqUqAh5iUeirBaUFLjDG6LvRTa5IaPB9MQz+MZ97mbNV8QeJbDX9MMU1CResiNK7XNaphp1Ar/cJ8Q8WgOuKVZlA9HrtzJkqCZ+7hyPw/fuRrPPn8meO/zhLyLMbH7t2WBJZ4GitNGEpDIxRNg5iUvve49cYnvBC9Ze5KaqhixNpSorUolDxbeooZi4YigVjOJPN6XmDK47UdEwOMEcsRhqVUZQBKCIteZVOYN0i3uBeC5J5gVSKsNR8kmKAulGTHh+pBPIjIChfVPfVYF4Lz254dYe5q8fMoIUsSu8/BTootlGxjXcIioOQepQ9ROS0QWPdszROBcsmnEjEHVgo79x/jI3dvO1O3xGz96mzFgaMLPLDjYMpeTGF7S3RUclUqPBYBK1CmSGuAHcGOiVFEACaRstF6hSYPjORYfIrQNmCF5Kd6+DC2GIZ4CLQBf4wXSO3VVPVuVQVGdDSnpnmetGgxk//qDWF1TQJ4qBxUixY0/cZRT3pRDD4Dcc3dyBhfgNUBN6hY2Kp7Cn8lNUk80OARAW4JPISpq6bie9uhrEMfDs3d3Cio1Ujr7pagUHQeuw8fO2P3xSwhz1J89pGdHJ3vSc3xpLjlqU0ktUklq5G8AGmNG1nwWjMRFfEQhPJU6B7qwJx2NLAmjbDCoVg7qocjunlQ29q5rkWnrYoQ2yGtTXRnINTt+qGyLB23LKudScwI+2p0c5OR1hfgpue1N2MdH/POaz5K8gEQpXk6+wx0SRqMAxrbH13aAESlE2J5WadyINkDSv7fmH9KkCokHzQehriB1lZq9eTulrGPjS2UfEbMzHZeXVHNueupPQl+RIlRj00ERChYile1uaK/AGm11MIZhopOuumsjTKWrE7a+lFUlOKMbaNKWBS3sck05Bv+mIQD90RT4waPrxU3j7fZ5/itxOd2DbmMJch82MQ1U1I0Oc+nZMULVynPKmnJ7onrCPWASKLWMjdnrSJN/S4fGFbj/Nxa9K4xFhJZbj9XyGuMc62U4A1TiEa+9mHqo/G9lxQV2zjT1Hl1xVef2cOO/fMjayY28GldJbVxL3P7eKhG0Q7vhGKaZySnTGIsUUrbDInEjM41B3AKJTtRk0imUQsj+siYC7bZYouUTm/IrOTuv1uKUGnMDFXz9dmCOmEYW7TLqu/jQwUPlQDR6QKyIjDAMAyjnIe4YDkTtZwXGlldsTwLkq0kyWgiz9WhLifN/JUw6zGPZaxOA90dW/U8ww81ztKqOnYlXgpSc7Y5OCmPzofuuPyM3RuzhDwL8dGvb0fcovVzYUj3Xhsq2nVQdARvjHYeKnHTxeErmCcG7jVlFBuCmfCgxTaF11QHSP6nNYSWRBkbZzWrTQtPVk0pUKsQWq/JRRUfP8fQsfo6nuansWMZIl3gNgVHam6GmBOVx31UkXPVoLolwQCBoVYmkznIitusy30ImRHxRYCRBP9VaCOSONN6sp2s1nzQASW/X0/SgUS7jEt4RSbLx0Sy24hqv3H1CjZftOqM3RuzhHyFY+eBYzy9c3+ONWLOF/MuD4dfTXl7JZ725nQiuA+BwCbv1IVYdxLQHMy3+37kkRbJ+zqTdDyjZgcn3jpEABbTkcVDfDKQVmG0x/NGOs85ZHHM29Z+nFedYNo0kCrOjHG+1ERYYzdak3IqKXuZlb4wTaxWSbMr8HYWlaTweav2MTIYPK3saI1Ak9KcksxjxGGRnBYUP5VF4xoP4MpsQLUE0V4UscJ33nrZGSWkzxLyFY7f+tp2tIQvhjJtsyC2J9ws2s1MPINco5IRaTW3XGpqch6LxKtg3KKIyiDjk76NSjSRXBUPnwwPlmsTMI4vkupvjYBOJF5jknpWqkhob1BLvLcGhbwN8UfNn+oxd7Rsb2MMOB36iYUKXpO6DEw4KlRrL0u00UPf02nIXUppJPhEi7vwMXEPAMkc3PuR/hfX2RQJNPV6YlpTui4VFpxGdPdkSM1NhNefYT7rLCFfwdh1cJ6vPLM39gIt2k+hYQ0hqRF23gG62AhiyIi0qifgsAjwIUcRhuNDBZy+GnOly+2LTJ4EVcokZBdrniNrW9NaLHJV68jOMWvc2GC6qCievopol2c1z/WpkPyfTEKJIBT6ZRy4Oz5a5bU6U6uFIp0F6SGSJoxei4JhwWbyaJGjeYjWvSgjumz5UJFakkI37QACPCpIzFgSZdWwOtAuRyOG1SG1boMjS+K6rsaxQdh3pGftGdylnBEDXsH47a9vpR9Sm1Rq3lqarWuo5be6KG34nmcpiGrSD5U6pBlPDfeoWmsCJJZeh4VJSnOIpllMwvha0qHKCyGrH59fVCksIperUiToem01TAnB40iukv+1AbrSFUUnBS1xo4fLVVAAbRhC02cIkCTOnJoPgngYhMNxkg+Icy+xiJaIaTwgqlU6UWS00QyhVUlihadjVYiG5QJaPvkk5680Er+0/+K8iYY0iKef5jgXzvnvf71nyxm9R2YJ+QrFlj2H+crT+5LyBrRxgYCYEVsSrR0UarXQo6nB8+yHcMWS1JApJfms6YxVVPMGT7YPkYw067kEcULaw/ASMo94zjQ9QJExsiqPXaxY6PIks6ad4Uh2ULPEkwRtwpouHgbkg2HSTRPabcB8SC5rH6LJAXNijQsrxLUKzU0v3pcc4SQjyNvqmUNZ9L5aNJQX+oVEh/PJlutnNsSZUqQpx4YVHd60hqJl9toz9IaLc+/Wffz6l58+Y/fJrGV9heI37t7CsaFGTzoK3QAItdZo4TQqYGlIa9v2hVHaMHM5vBktgJTcu8+vFmdHkrDelMnJdjjLbrTFOShvEpHjcA7CqsChK0EEiCE5IyBEVrTQOSUqZQI74akRSKtaDNIt282SSa4a58LYdInvzd0Yam2aV9Fed5MQ5RqtDqK6lgYeJencALTJaOaVeJPwCLDMfBi3XmKsOt0hbYyiqIhDClHHD84LrCjK0b7nghXL2bhmNoc8p+PJXQd5+NmDCW4U6jCEa1T1VIGbikl1k0BSiwuW1Db3GPQb4ZiMJ9mEmI2ZW4IajQUT6gJmwdoJYoC3Zpgm1xFc0vYeAt00IUuuJbnpOG5olLI2YnEDunbmy7NWnnk1219rKG/x4KIqaTeei9YqibZKACztfOlCl45XVoeo4Nk6Sro/x0eaFVF+3yJYqijE4jYpgzIlHaDxNYcaY6YuN0Ozj6CZw7bvdeWc8A9/8HVs23eUmy694IzeK7OEfAXilz/9GHUYEJyqQimCemGwqBnuMfII2cNs54qOy7pGcFqDJ1CSQxqsnnDAkgR2PGX3A9QYAmVBLGU/aNUjxyZ5s0arF5/bwnLDQUZUJIu6lizuUamiNOVrU1tnPAeLpECxpDVdoqFxYCPAzWiFawJWxaJ1DwHmZPPkOKWYU93D0TjfK6hDkkrlOr5vKBXkWlv+PR56OVZyo+smiS7HNklrv0O/dQqEXbdxLauXT7jp0hc35zldMUvIMxyfevA5dhw8OrZOzZBJciTQDGOkKi4BQngROit48RAkbkirx7pVnmworgxkpUxydxENdW8zBjPmvBshfEkFAa+VUroYjQwyGuToog3loLLB4FCHgUkJAxsdIkFqG7HI9L09KX9xozN2BE48ZKTtbeXQPd7HQ4S55ihknN2EGJeb5d5nEByojcoW7x37o6G1U7RgTVayqft4rIWFqofEtaaPpC5atNZEiYeFHi0dWjrcjWVF+cE3XnnG75MWs4Q8g7F97xF+5+vbR/YHFme6JKGNVnDhiZEvciLx1EZOdVP1Rki/x9S6kVyrqhUvHYIzSFRgK4VJjTawQA7sHbFsCylISf2aNoRfdIaUotnukXqnBSuRiOIOg6FdtII+bRrBYhwiGmOVhGCCd5sgVOjVxMfDhi6V5zwXiNuuYkoQhNykj0SKRgxoWiYqk4CoSxmr3Uh8aAwizesT8uEEiOf3HCRzxZFSEIW1K5S3XLuRjWuWc9m6FWf6VhljlpBnKPpq/ItPP8ahY31q4wQnU9DwvpAYgHuJ9mkk0iSY4u7k3Z9VIsWFuy6g+RieULMYtFMSGiDi6KScLBuMOF9JVAxKEgd8Wk9GZgFRLSOBGRehy6JtFC1MvzbTh4yYR2UjEij+1YPD2lBkG6IyuTOknIeK5ll6yjFt7WcT55Kcl2oSzSVnlpImtSGaHBW5uDNY7Hym+hVkl2I2RHs7fj+GGKOh7fK5jj/1tmu5/Qw6Jb9YzBLyDMRQjX/1e4+w68B83JBFQt4+ZNdG5kdI3cdWQ601b8JKNaN0BekENR1v7LjHy0iDc0msRPM8pcS8LqGOJtfBaH7qSAkTHEneZjO/UZ2ybQC8afy03ULacH26DjbOIjK5GvUsqlaOVJLGVmnc0aQKumOJsGoSwcOrI5K8HyqTrgutHNFp9SQfFNogKqG6pU9mtKma7a3alJYIjuU5PrpXiUrbSPZjqwyvuXztWUlGmCXkaQ935xc/8xj3bT84/sLbdkLBGDzWf3obEElov3QhheGxV9iVAjVuMssEGNUCaDQvSbU2MvHyid+G7N5WmwK+t9xwIHf6oqUDqNNqscjFVFO+3ww0Z5nBJMo20KfwTRusg4ytZLSHcdNPRxJJfFgkuiymOQeNygqx4TE36XBRqg3R5otj1ZhM5sY2uM1h4gER/FlJJJi4nBjn5IJ2PCQUavifeHVqF+yCqfCHcPsV687kLfKSMUvI0xz/8ctP89Vn9ua9HTenYCwsDOHeBKCRdO5BCNe2DAzZiEaFq2SbOCKtks5OZXo2gkBkxi8dCVslHgKx9T+FENu0sjSUlEbNOx7K6mNLOgKp2RqGgkDOHa1xRttWR7KMEukUJ1Tn2sOh5VOul1kjxI2E8hzWi+P5GnGnOAxWCRG5VChonSfJuGnjkVENgPFjEEeHTifx+QrrV81x4aplDLViLtxwyWruvHr9mbg1TihmCXka4z/fvYVPPbgTiJGDmOeOICHka0aRLm7CJk1hUUUjFTSBmxg0dlawpJPFonAirXnzRcKELYAkothGGpix0A+hBSOKyJBE7lg3ktKN79vQVx2RJcJFi0Xn1jbqYKq72uUDxjGopGAWSQyIWeq0igI+XTB2kfDqSIRVS1M1j0SONnWaTOrCIM6kSXko8XMMlAuzHJGURHVrDVbQ4nBiMbuNRhDecNVF/PE3bT5Tt8RJxywhT1Pc88wePnnfdqqFmWg3mQt0s5B6ocogAponoTYX0LgxxjlYE6lwCQMbcv6XZycEqjj0lhUgUrnvF+hKmQojO3Sl5PJynPFKA2FyHtfmboFiTvcKgVjOxUbjVsn2L67HmXTQdExLcNwwg4Whp0vE1z0rfc5DvbQ5arpuaRv0xzcZHa5QR04hSTRwXOPhZWmdPp5PfUB0kj8Lo6aaeV8rE821tGzhG3rbpDmWzSnvfs0lr8DdceIxS8jTEPdu2csvfe7RWLqVgqvQuWDFY9CfrBu06YR7Q+xj8G9tiO7jTWjZpjVT1uqBtPY1qHVx5swzZK4ZiRRKaYCPIzUZPJrZnliMS2leqdkiSoqiT1vW4gFCqcaifGtoFXJLIlFbnT4wVKDTDpVW2YlFaoxSClUC4XQLEtxQB1y74PTkWa5VYVLuX/I8WKuh2rVnVl5P24ts52GlkzizF3XcKlicYUMvyFJvx9mwZo6r169i7Yql5YI1S8hTjINHe37hM4/RD+Q9r3QuDI3mhsaqUB6eLAmqGhbCkGjogKFDA0JsVEQrqQejeeMHn1tHECU4mPG+6NRpKnlucY5rSGjOFcUqKuGOJZpjBm2jhoimQt4SRGgVKSqOBbk0K4/mRn1cs6st8qxsp2LJJC+jBmopgaBG61nja1tIPooEObw9OUSC9NcqZswVcwMkLjNAnTwzNyIGXcqWWKUfKpSO269az1/9jhtG/46lFEvvis6hONZX/snvPsBCzfbRspQ0jZm8q9vIQMebJ7c5ao9ZzzD0UXlKbG6gwqSU0IpBRqRQJM5lArkp35acPccWsfERNy1oV0KWwpLbmSTscaWrKaY32HUxMcDzjNowHWmD9QCSxCVWuFTwEmBKu86QcdQckTiilWYvPjL0tD2s8qGSa2DiMNd1MFGghh5OHej7gWppKtQeBPm9tPOgisXCduq0ao4ywktkEkP/IqzolId37H+BQsJSiROqkCLyFHCQwPMGd79TRH4O+D5gAXgc+El333ec174P+HmCS/FL7v6zp+fSz3782z94nC17jiY/NNeKJFXMEnSIm18DZndjWKh0XRdDcALAEZUXzBc1z3x8A9Lq4iPhPLU7yNNgnLsyzxKTDSDEgyFDI4i3hE2NnXirJJu/4LuLdaoXnnnzIQPRUorlGCXH/9Y0d4BW0YVsUXXR/LRlZfNynCKsklVRPVpwKU710NyJMmiYNbIAlJKAk/v4I6kuuUQdjsmG43VIaUv48lN7+NJTe7hx4xr+2Buv5LqL15zBu+Tk4mQq5Lvd/Q53vzP//rvAbe5+O/AI8DPf+AIJ7cB/DrwfuAX4cRG55RSveUnE7z/0HF/fsj+8I9oNvciF2JyQwK/hEOzusXVQcjkYUgOncWzaeKIlX7SdYUEuWB6cOg2OJThTFfFpJY5/iVbRErGtQ419wyGqct/31GphQTdUzHo8wagWtRo+9NR+CGtwi93Mvvb0tWehHxiGWDhuLW2rN+KxLqXZzkYBi6+tKaoVNnodUpNhI5Jsuan6nSWqHD/T6B7CIyQ9Ozyuy+sQCgf5/p4AzxQky5xXRrUQgMeeO8TPf+JBvvDErtN+f7zceNlnSHf/xKK/fgH44eN82puBx9IFCxH5NeD7gQde7vu+knF4fmDL7sPc9fRuHt15mIUFo/fwNp5fsARjmvZMUK9i/hU3mBQBDx2cAE8YExdAavg+ShfAzrRK5kTSBdERwcibPudrInETepzn+jbKkPCgWER/RSdJbCcQ0g6hSFP6Jkco8gKUlaKU2HmC1Hc1nE7jYTMRxv1McRhswCwkPdpqWE5KWKiVyaSjUMYlbIQAopwRnGrfc6gQxBNmcIBhtCYXywVv0aDc5c+saKj29VYRUWrRNLj18WcX62GRoiqByM6j/Ns/eJIDR3q+85ZLAzE+i3GiCenAJyQ4SL/g7h/+hn//c8D/dZzXbQIWax5sBd5yvDdYapbmX3x8F//xrqc5eGygLd+qB4SvsR0b8P0wxLC6BLoqqXWjCFSQkvSs1qqJp8KaTO3bXKLK5mBbSLhfIsnJEcmQpjALtTIpHVKSv+rOxNsYYiTnBI5TLVaadCpoJUasLEGOQBJtXdQvaQOMUu7fsl211habj6tRkLIXed3B6SOYRCLMtQeIDfGw8qTG5RxTi7Z3bJSCkI/0mGeaC16VKf20PbR8PL+aa7wnQcUzr/GAGEGg/N49H0AQ519XqMZv3LWFY7XyodddcaZvrZeME03It7v7dhG5hDBofcjdPwsgIn8fGIBfOc7rjve4Oe5JOpP8wwB33nnnWT9tH+0r+48shLx8nl1iJaGmQaoAFSnKRDoGN+Yo4W0Y+UeVUEyzJv9PoKFucd6RPPe0dg1LIrkG3D+kLYB2JUneccOXHK/YWPYKZlG9IFsyT0YMTlXL1i8qs+uUQdP4pf4NKKskF9WkgqQmrEtuUETfF220jnzQ0lbKgnjE6KrV7NiTGucCkw5oVdotdHBqJPAgQleatEbOJyWl/1NxrzdDZTIlX7QzsWYLTBgOqVmIeVlyeyXO6+qePiWe6DHM91Nvk7MVJ3SGTBNW3H0n8BGiFUVE/gzwQeAn/PiQ1VZg8TLZFcD2U7ngVyoe3HFwumkQ+APDMAQJvJ39NChsqilNkecjU81tvGSqZII1VbUYxhOaOYOFANTQx43XBHyLMEkV7/BgzDOlJxkv30tqQP2ltIQPMMY0m7Q8h7ZhfNutbJsObRE3cJYX3g4ucY4jGTfRek9HOOLZFqqM7S+UMdHj9TUMZVt1MsZxUMnXBU2uICJ0pYQRkFeq9bHZP4Q1XfS5hdHJsrla5Xkx/EUslRWgGOPXDWmPeJ3VnmML84liB/hz5foVvHbThWf+xvoW8S0TUkRWicia9mfgu4H7Ej39u8CH3P3Ii7z8y8ANInKNiMwBPwb85um59DMbZuGj0c+HYaqK0amG3o3F+VDI9g/PNaBGUY4l4qKKVxs7LKsDtfbUvo+Vqy52A6VoEMyJkYdLgynjCW5pAxd/buBErHJ5ej5C2J/Hkc+nQ35pS82WVDnJX3o8ZcTaNkeetxZFW+JtO4h4VFptb+lNJW56TmtwbPsZtPlgjGM0RhDioDYCVeMZr3HvNMcg2aNOSocXZag9PgzUOkx1iFi0sVFj1ENa4DGCRA7pmiUSAlhdV4IPW3u8Gn/mbddy82VnVp7jROJEWtaNwEdSrbkDftXdPyYijwHLiBYW4Avu/ldE5HJivPG97j6IyE8BHyfGHv/a3e8/I9/JaY6DR/vYAOg06V4ehjY1LOHiSRwwffjbx7a7Jp/FCePRvg7MeRf/NgnbbSu5DiWx8lhSWqP6kGOPwsiMHpHWgElUgswdiRgJ5R6SjUPOCOM+b8N64mtZ7gemkFQpzYvR6EM8lW5RhayDgcQwvStlzNUqRlMIkEk3traB+sYDxFu77M1no7WFzWKAPJS2BPSRShh2AFnFyZFlSStzKeElkkwcs+m1IJ6dSMwfLR8+PuQKlsVDC3x84HWiWHE2XrCCK9avPMN31InFt0zIREhfd5yPX/8in78d+N5Ff/8o8NFTuMazEquWz9FN5uj7IXofwtMwKGaKuSbrxZIZE74UVh3V1rDCRNOFiigMptpUXUJ9TfJJ3YbblDa8YzHSmgUpRxrJWkGDiuYDFahWEe3GKuXkAnDXoSJhsSZEkhdJV2Snk/y+Fh0iSz5oulSEG6uqEPuHItEaDkZNoMZqZaIpGWKCMzDU0K4JvkOoz7Vzcjy2UmA5es9Qn8uxRTBx6vizbLsqTbUu35Yi8ZBsauYVkK5LkKkBOoAYK+cmHJlfgKQjXrBswp9+6zWcSXuAk4kZU+dF4q9/543cevnaaQvmU1kIaWJKi1pRLHRdpJRwbiqxAe+EXVpUjnjSi+Zoov34xac3XFMI4IVI6zCEoarnLl+/0OfmO2EFXpRJifOVlwJaEC0UzVbY01qunX1NcztDMQ2Uk0VUMk978rB7kwZf0oSt1Evq3BSKaCwZa4ntk7yeotEahoBbzDGpwUzyGq5eOZ2M9xTBqVwwV+gSBEsu3ngujtyNii75gDAJpQEtHagiRaipZzsMMRrqVHjdFev4Bx+8lXffvBGRwtUbLuCn3nMTN2xcOsSAGZf1JWLPofmsYHHjtLOKu9MPPXMlW9EuIH8dK0eQyk1Ac8YYSnDR3YV3RGOb+AiIuIMPSRDIs99QY3PeVBJRjDoak4s06aHtUArp4jZFPj2eGgGmtr1LS5Al1j3iIdEAm/Z6S3DGkgiTm4riY+Vp45xWW4oLdG20kICWhxiX61TmoyP+PTppB4ZskaMy//CdV3D5hSv53z72EMf6WMrS/Lkb8cOSNooiWmGrRpe/B3KE4y7cfuVa3nDVet563cXMTeKH86NvvpqNa1fytus3sGyRSe1SiFlCvkQcOFpphjKh0JZb9OSCsUzNZ1q7Vy00YjxXi9QJoeGki3lKWLgHlU5qtKtCbHLMTSbpAhXgzEQnMUsskkTrlmjB3lFvWC64VIo0QeOQMqQIo81czj2bpwU5C23ttC9umDwqllmzE/DR8wJp75gPAvHR1KZzohGNJxRYiHEVmjdlq9JBm8nnBaoy2tP9569s5X/+Y6/j+g2r+NqW3bgWui5nleK5RdUmlnlNJeaVQqjSvebyNbz1+g3cefVF3/R7FRHeffPG03/DnIaYJeSLxNO7DnNwfoE6DPR1iB2/Eq1fFyUglmObfAbEnM2bNk7caaPkPQQK6katlmSC+JoxqnAmKVcoHSlzkeMC8ZxvBhjhEruFYcpDzkjbmTBnmh7eIWaCd4322ijejFxbtZgpuretlIhxx0MY55eSK1m0jxMJIQ3hbCiqB6xlmYAloa52VHQ1qrR5aQBcyybKQnYVB472/NNPPsTfft8tfObRnbjBsiJcc9Fq/tFv38uxfmBuLq7jsrUruOqi1Tyx6wA7D8yzclnHn3rr1bzhqm9OxHMhZgl5nHB3nt1/CKs9osqcTBLIKDGqq0zLCh1tOVaS3WwExctFqP0Q5jAlHIVV4uYsueEgGhblmjP+KiEloalnOm4yNHkMz7s2K1OhkdR0pMbFZSjNZKY0Bkzw33APNYGugTUG7vWFuqyDY/RUM6o2ZXEoaSOX3SoldyPNQhYyWDPxkGr+kC6NTug55sj5H0Fhu/7SNfzJt1zNf71nC088f4ShOkcXApH9jhtfWMneet0lzJvx5M4DPL//KNv2HuLH3ryZn3zHNfzBo7u4Y/M6Vi8/84LGZypmCbkodh04ypee3M3dT+1hy96j4RpFtqO9YWIUaxqq2SJlUrTtpWGw8LeR4EyWTpGqyQNtauChaWMph6gSiGArIc1XIlagFs0IPds0lbSty2migw89g1XmSlirmTfRJuj7GHOoe2rhCN2kjC2iECObsghllS72OiVngrSKhoc6nEbd64lLq7VSCL9Gd2egRpKWQJnNc9MEZ+VcYXnXsWrZhB9/y1Vcd8kaigp/+TtuBODoQuX5Q8eO+zv6U2+7BoDdh+b51S8+xaM7DnDZuhWICO+48eIzcFe8sjFLyIyvPrOHX/zcY2H1NngABM0zQ2N2WFLQuC0BpzhGbEZ4SGdonvNkBHECaNFaU7FNXzhjlGw7LZajmnBwU8DPER+1emiMJhJpKY6smgP8TvEaX9OTcCqZZEMNCRHPvBaBUmOPUPPBwTiny2gE+Rpk9CptvmqoBLKKM9LkCiGsVZCx9Y1XgNsQY5H82C0b1/Pn3nkDpehxydwr5gqb17+0bfhFq5fx17/zJp7cdZg1y5fW1v+pxGzskfHA9gPYEAmjAjXUO6MakXbbbnljhTyhm7OwsIAXAQ0PxpIjhGbGSjujKak/mjQ6Xjjm0BwtuDm1T3/DwWAIKzoVgkye4wgtJTc2dKSGhcGooF3L+TifdolQtjXEEXARC7Q32UZSputXWBPRalxYaNoZTaFuXJd0kkoowYgRSeoe0Za7piJ43G5f23KAP3pi12nZrLhmw6qzvqFxOmOWkBkbVs8FA9Jz+6DR0Cy10EQYasVr+AU2pW1VpTNthJM8W01V4qLViwF/IIM2Dhec5LPWgO0j+QZKF7NCSUEb1RIK4yk5EEP+cDQOj0fazB73Gt9DI3oHwpI8zkZybyOJSNiQBRHcFt0O0kClMAYi18w0ObVQcJdFVulTazqVIFEEvhPux2oxrhEPHZ4/eGwn/aL9y1lEzBIy49CxIbVU25Z/cl083JawIVeSYgiuSlQqEWryOS2NUnEZhYglGQWeiTPUNuCvDMMQS7eSZqtFmUwm0Xo2g1IP89PKQNNXFSRmCOLJGGpLwG0peBG4lMRwhxx7eH5vqebmNp2zvoDLagEFaZC3W1WPiHUuURI/FdrqZKgRZGudwJWTw3shEV1j695j7Nw//wr8Zs+tmJ0hgU89+CxfemIPrcw4Qh2skUQC8Qz4MCUILaqJxJzPago2pT5NKIQHgEIlOapBY5O5DizYO1om1DZjzM14gVh5cqFIl9sYCWmaZqK2JJdcRE4FAZRBmcr4N+0cpuc5pPFCGUcg5PwuCAwRdfC4LiQVNjKxE1jCmyJ7W5FapBkgCRRJbGAEIB324DHUL6xc1rF8blYPvjHOy4Tcc3iBLz+5m6d2HeLStcv5xP07GIY4NYpZDNgnBRuMLhHQNqJzH+JclDeq1OCaOjXOmSKY9dRa6bRDCnReMII00I3A0HTG6O0GHlkvgcPGYD3OspJgSUum5l0YFxfJPAw9vRnLSjc6T4n6eC1DE8YhP1bagDKAK120oVxKfKwORiF4usk8pVYLNBfHBgGMoRpSuqi68Q5x3i1N2TzP5m5cvn45f/O9N3PBinN3PHGm4rxKyEd2HODX73qGHfuOMF/Jk5TGSlQN8SnXAF4K0Ivk4BtMZVSVcw26VrKco5pCVM6SJG4jxxexqa/Z05mkJZ0SyKZLaOy086U3i23Peb+OI5G+1mC7ELS6Wo2udAweFLKQjBReaEHXHiYl1QvinNuVRHiTvCAuSF0EjmjsYQY7VhmXqCmIV9zj60W05eRI6NaaDguVgJkcH+L0PFhl265D/Mx/+gorl0340TdffVal+5danDcJeayv/Os/eJy9B3vMK0igpg10cE+NUCXFfYPHiZfw38DH/yce3odq8Xqz2GjA27kxgI9IMBk5rNaMWFul81bpkv6Vw3evMesbZTRwFqwy6eZiOM90cTj4pQQIk+de1bYLEpWziiJNK9XjvGfueG6RhHgy+JhgxJpYnqktxbvUcm4C0AUztSRVrkLQ9Cy38k2CVD9WXQdXOgEvykI15o/M8wu//zCP33IZP/qWq1+R+2Cpx3mTkLsPzbP/cJ9AhmO1p5t0OXrIpLEBTan7qFgafhypKmcigYgONXYbYwhIl1o25LGyOqBG9WC45AAl2DvFxmlfDPU9F6DT3z7Pct2kC75qdqYdua1Ba1l13CFsa0jm+XpPunlKVoQ+atQqmjdlq8wElS2Sd/Eckphhpk7QVBGA7HB13Hv0lAIIGY2CV9IJOcpx2MM12cus3snkWX/Bct79mkvP9K//nInz5lQ9EQkpCPE0oCkjcyRuGlqvFTeypyOTQD8EKorVaAuLjg5UhTYHrPnDlEQfC02ISS0JBkWptTL04TJMEsy1SPraB2LalUJxjbY2N/Q1FglplSbKaxNHTvQ3fUJEgvju2etabfKQPiKlMX5oWx7xeYvvhmndblUxsVoPIkFDbZswV0vwIEJI/kwimZuaXfWQP/EErxRhz4EFLrlg+Zn7xZ9jcd4k5LrVy7h64wWhKaNN1tASDWxJ2NpMckQRGqbaaZwtRycpxVPK0RrR3OPrNLJ3A33MYcgRBxajC+2UoO8oXUqCoKQuTpCtBx9y+z1nfZPUxWFUkBpzMyZ8lkwgkJYyEv+impuXHsQHH7vjVBTw5L0uGmyM+yv5fyS3NBosFN884woXmbjqIa1huYTsBdq+Z+R87l6KMBBLzp9/9HmOLAxn9Pd/rsR507LOdcpfeMf1/PLnHuPp3YfDtszCQy0oabHtMN8vBOlag3sqokjOBWPwn+2ZdzniWFRh3cZ53JBIa+k6pCvZpoHmytSoTpeoS47qY1TibU4o2ZLmPNHyvGsee5pMF6dLkwSZ7/NsmElEjXFLc6SyoPkNHkaxbWsDc+oiCY/BpnZ0k65jsEZhDzIDpcuHWM4fLWei7k1cLncVyVloS9t8UOS+ZnX4D3/0JL9x9xauv3g1r7tyHe+4cWk5Ur2Scd4kJASDZqFJL4ZuBOPwvw642kh9i8G6pBZrpVBiblegWEmvxzgfooovDPSD5bggBa6cRWfD1vk5VizOk22+ZwJeRsu16RA/DXm87RdCX4OEUCXmpP1CT9d1DDkL1KJ0RbNdzf1Ag+algcYxUi2duvJ1Lk63qGEq2gS7muBUm/tkcReNpZdUetOU3lCJ5FtY6NHSMXEf0d6+1mmnUabvDc7R+Z6vb93L/FBnCXk+xP4jPR/+9ONs23c0bnopuBlDX9FOUm4jn+i5RhEsHGBEO4FUK0ecvloO4WusHqW3hUoAQAUFH6IlJoWypK1SZbXwqe5oq5MuSSZPhkycS42FwZibm4uK7HFtsYiRchyZLAEe5YhDNDVXc26aKFFCLM0XKFfHpsSAJlhlTpDspyfNoOHFmDJ/RhJiX7T3JMyC8qEU/PzQ7tFSQiCsDkiSJbrSxffUFf7EeY62njcJ+atfeootew7Hk70aIbwbo0VN3Yu4mdpoI4b5GqSboMYhUB0ndxy7SYAqSqqphQtVyH1kBTQJeciSc08t0do2+poUfAh1OkkxrNra4OZQLADKHJbqdpnwTp4JPYkG8b0ODHQezlciNgI3bRvEIFXTUwQ6D4WjskC+p+TnFXSKsIpjNeQ/dHTP8qTpOak5ngns2errqLygFmT91GcOFk+yfS5YXrhw1atnc+PlxKsa1Lnn6b3jn60afd9jtQbNrYQoU071xrONJh/VJawDAuoU5hcWoFZUCX3W0oUZq5KzOEIhzTWQxUYoaCI6PmKW9FbxGhxZ9z5Q2RKrW+PGiOQZMHEiCdXh8GV0zweEB8MmV6W8CQ83GcVxBBjZFUlRp3ZuYxu6GMyJiFGK4M0+IMcr4lP1Ok+JKifmjlERp+Y2QqEkxdDEETEsVdPb005ERxs7R5eEevjZjFddhbxny17+2z3b2Xt4nsPzCyzrOlbOKbsPzTOZTKgWlVEg3QFyXiiBsLaRgiMhxpuSi5NSYlFX49+KOZVK5924swh5DsyS08BQM8+BeXxQXKDoWIUiTyzNRcdSFMN9B1RD/qOETGRURItqb+m2LNEWerKAtIlQjfPLeG9vBzqZzkFVk/awaAzpufipje1AsJSqVTT1glqrG9+DpzJ7e6tmyT79WZgFkUGyTzYLK4ZgDykH5nv+4W99nX/0A69nxdzSEp96peJVlZC/ec9Wfufe7akLCvN9TzVnvtdxMyOqTNDBpgpubR9Csdx0Bw/rOCES1EDTjbidERt6iKQFOKEwZ6p4b5kAWZFVF7kSL1KnS5S0yXG0oYV0itfpWbeIMNQ4G+b0dDzzFomHyzi+qYGiTscWUHtjUpIIQDu7TaKlHaKFHhZlZG0o62B0JUYt1QNhLV1wZdvX7mvFtK1ylYZDtb2UkaMb22Rtz1KQGmOdpsMKwv4jPf/kYw/yN9/3mvMyKV8VCXlofuD/8/EH2br3cHCxM8UmkwlmFoJQ1uhiHl4XiWKKFNwGBnNKKPXSlRIuV62yOGkc6mGpRoPvc8fRhOoSjsgYk64pngfYEW0yMeSXcAGuauEHoprjEgHvYpfSs5JpSiBKtKCeY5ZqjuU52MywkXFDKMO5UCYlwZ880eU5tK1gNU45XrC87zuZJmQTF45xaSCqaDb4oiHhKjEG6iAl/ImxijVC+4QmIzmkzKPPKUXCcCjcp8adk6DwufD0viP8+z96kr/8ruNqcb+q45xPyMd3HuRf/t5jHDjWs9D3dKULrZhkipTaOCpx7il0mOdmhkH1EHKadF3cyEo+vWto6KSmaCfCkIoBcQNpJHJfmZQQ8e26glWJc2T2xWEu0ypgq34lHLA0pKhCBhGQGse51BztB6PLiXp+mL6vaDcJK4D4p1SCAyR8H90D/CHBnyinJUvpVM5DE3nF2oBkepZsej0tmVu1G2SRLRz53g4lrRRapTQnxymhvRPazYpVY6DGdkra6lUPdLqUdpaAB7btZc/hedavWnbmb6IlFCcE6ojIUyJyr4jcIyJ35cf+uIjcLyImIneezGtPZ/zKF55k7+GjVK/MzU1wPClncc4atzSyLYqRguHVMHE6LXSTSWIujbniU/OcHE9YfJjqllv+fYBAneSoIxhAJi3J0mwmD4nFU7GueVeMbTK4KrW30eWYGoYyIesRMzstJUAS7cbNCh/BnxjVlFy5QhxTi/OhQ6RWjTGF5vZIOkcFnpIg1iIpjKaa3vpeyb83dLrtbkqukFW1RKPjY51IHgkaitqI8CXVEApaujhKdLnq5ZW6EG7Ih48O/MtPPcJwnqkKnAzK+o2W5vcBPwh89mW89rTF1RtWMdGSyF9sHyzmhaiU3OoAq0Hk9kQlC8EXFU/R4UYKkCbDWBPg0dS46XFYhNKGHbmXKUhUioTvoEebJ+0gJ7muRcmHQghVWa1Bai+aiTVFWiMFs9LSENTcOWkJIeSNH+1vq2rqCUIRkpMjGbwtIVuSDcaHw5h9QIA0o10bjL6MNO4sqcUjqaTnmuMRgdJWvwJ5NfMUvjIQy3HnFEUmE9UcJpMJKkrphKf3HOZf/f4jp/uWWdLxssce7v6guz98Oi/m5cSfeMs13LRpbfhPuONFobYzU/SLQx3wWsfz0FwJ2hniSFZPldysyNUoNCqpVaNaT+mUSTcXiKC2AUawf4I2J1OEMfuuZnKqAv0wYNXwGtbfRTUYPumN0RhCklv6zZ3YxBCDSX7cSiKVkjVHldrUz7OdDv/IGLV4roDVzLfQu5HxOj0//wV25nH1415mvDTAmBiRJk29SVMm8GUEUcJ6jypI/A5CoijIEYFE59m7WZqTh4q2hVaIEY4K2w+cXzIfJ5qQTlia353W4ycTJ/RaEflLInKXiNz1/PPPn/AX74ryN7/7Zn7wjZtjiwPFJE5DtRqe0HrTo4Ecu4nFDZJtpKoiNYxZ6lChtnlYPr2BkG1M4gCMbZi1yQA2LhRXtzQaHRJiyjldJl9IMMr0F5DXRM7xjCaPobz+6ov4Hz50G99926VJyctq45Xm1yh5TeO36QS/tDeGYYG+9lmRe/oaSnbNvMdrhT5axfFy6oDZQB3i42GOM0SrbqELVAdnGHoW+mH8+RhTucm2XRJSH55VNhJZXRBrpPw8d6cLX25z4RZ7rOdTnGhCvt3d3wC8H/hrIvLOk3iPE3qtu3/Y3e909zsvvvjkBW+/69ZLeccNF0c72IehZ0Dwhbmm4IYn7S0pXdLoabHnuNAPkRClICrp39H4msEmMZHcmYwkKBIrHS7RElsaigoSfM1SxoqGCkWF5ZPCFReu4k3XXcSqZRMsJfhDt6YNyp1OlNs2reEn33EtGy9YwQ+9cTM/fudVgVaaxxqXD5FsQ/BxRYyrLlwR1nRFkLkO7QpzpWRVLnRFYgSiGj4jpcSYZZGEh5T4twCAFIrS5WqYSv5bp5S5cLhyie/dLdytrCn0DYbbwMLCkOAW4Bo7myqoOuqGloY0R4KGxi0cOjrPvVv2nfT9cK7GCaGsiy3NReQjhKX5iZwdT+m1Jxvfe/vl3L9tHzsPWo4FGL3k46mcblWe2xI2/TxRoUub3RiT5ElUDPdQmYPGV83JpSi176lemXg3jjagi5FBDtARwQdn7cqO9958GW+8ej0XrV7G0YWBv7/la7k6lVW2De9RLr1wOd//+iuZ66aJcuVFK0dVtzIpjB6OCGhh47oV/L3vey1/9PguvvbMPu7ZuifXucA7icIqAl0qmRMPnOwXFkWCOpoPCA/wKfRxGiYrY4us+f7tevIHltRDZ64LrVutwY+1anjpgqtbNI8OcQIGqB7qA6gyP5w/VfJbVsgXszQ/kS9+Kq99ObFu5Rx/53tvZfNFq+k0W1cRlpXC2uUTqsSNbwhDHVgYekiAJmZ0sZI1Aa7beAEfeN0mLlu7Mpk4gZwiysIwYIm0Sqd00lQGSsD+ibRKwvlu8IarN/A/feh2vvu2y7hodUD5n314J0f6msmr4WU4xPLyRSs7fuxNm9l80eoXfI+fvP9ZQsw5W0PVHGkQiKsHWPK26y/mg3dcHt4bTay5UQRHckMDUXVsJcfwhG9SgEtLjDeCsJfjnyZZO8I8JONJGjYWY5eck5T8GWlJ6UqNEZCIgA1p+Z7AmzXToqbmfn7EqVia/zHgnwEXA78tIve4+/cstjR/sdeeiW+kxdoVE/6H77uN37xnC/uPDnQq3HjpGl676UIe3LaXX/rc4xwbhnAINkbGTMDzOSfUwo9921VceeFKvuuWjXz0a9v5zMPPcayvKVch4/oQCaB0gXYEOISkC1QALapwxUUrWTn3wh/3mhUdNlhUVnFKKUlGEP7st1/PjZeGkeihYz2//fVtbLpwFbuPDMno8UhEDClBo1szmfBdt07Naa5cv4rL1q1g694jkWAWrbOlpKUnbU5Sl9UX7UM2il/1NNjxICgMTggnw2gZUGnKADm71PhlB7UOwNOKoI1l4rxYkugeniMlSQu5QA70Q88Fywqvv/LC032bLNk4FUvzjwAfOc7HR0vzF3vtKxEfuuPKb/rY6666iDu37+cPH34ezy36ajVHHNGGmQuXXrCcKy8Mz/m5UvihN23mXa+5hH/8Ww9wZH6IFlNBatyQYf9tQNiJK06tEhKIAChXXbj6m67nzqs38NjzR3jH9Ru4aNUyHnh2P199eg/L5jquWL9i/LyjfeWzD+9kSMFlw1NCJLiig8GauQl/7Ttv4OoN0/fZc3ieXQePjWiqS0NK0/gmZychNJD7VBnqUwR2uogcLl3tfR0btz4C5M61MA+wJlbCPMY/mvpzGpAV4tHCuga1zo0uN5slRZVVOi5fv+oF89FXe5zzTB2AIwsDdz25m08+uIND85W1Kyd84LbLufOab/YI/BNvvppOhGWTwh8+uotDx+YToImbQ9x56/UbgNhk/8qTe3jLtet5582X8lfefQP/7vNPsv/IseBy5mxw9fIJB44ujGfB4JSGbEeJIQQP7djH7ZvXveBa5jrlT7/16vHvb71uA2+9bsM3XfPFa5bzJ992LU/tOsjaFctQFY71A6uWdXzk7m2sngg/9Z4bX5CMAB+5eyvzvWNW6YchF5clW8mUkZSS51d7gR3d4HFus1oxKxQJTZxqFZP4e4yOBkop4bY1roJBUogwE8wrXS4wS9IEG0LdGD+WZAJyjlwNOoFjtbLvyALrVp4fa1nnbEIenh/4+H3b+fKTe5mvA4eOBRkahINH5/nwZx7hiecvw51RYvCp3YdY6I2f+LZrAHj9lev5Z598kCN9ODrdevkFHOl7vuPGDVRz7t2yn8N14FMPPsehhYG/8M4b+H/98OvYsf8oT+w8xL3b93P7FWvZdOFKPnHfdr74+B7MKwWjkm5YophIehdeyI2Xrn1Z3++LJeuD2w5w7SWruObiFybjkYWB+7btwXzANVBV0ea0FT+pkuR6TZmekbsLaU0nwUTKBw+ptlC6AG8mCgu901enSI5i8FBj1w6TYAu5GVZKLoaHVIpV8nxKvE+j+KXVXkkwbsfeYzy16zB3bJ4l5JKNJ3Ye5F99+jH2HjqGdCUAFJS+H8KDsYCifOrB5+gUntlzlKsuWsWtmy5g+WSKJV53yWr++/fehGrhiguXp3tUtF4PbN/PsX6Ic6A6Dzx7kIPHetYsn3Dp2hVcunYFb7h6PR+/fztfeXIXd16zgd0HFtiy/xglW7iFvmfwkAE5Viv/6a4t/L0PvryEfLH4777rpuN+fOVcx59/5w388089QuiqC5NUQNAmiJdzWLdsJRd1ho2Wx4jERsuavW+2+zGXRVrS5j6kxBZHtK3xerMauKwZLk51w2vJ0cdUoqQlvSV5tyvC5etWfOO396qNczIhv/jUHvYf65PVEk9brwPaCVY9eaPxW50fjEd3HuSx5w/x+w/t4L23XMp1l6wZv9Y1l1zwgq/92HMH+bUvPsWWfUfAmjqdcPDIPH/vN76GiPCWa9azZddBdhw8xuG+UlC27J3nf/mh218gx/9PP/YQD+7cByidFl5pWuZtm9bxPbddxice2IFRw2LPASTbyjgDusrISW2hCJbKBlicsEvS7FxqAkrxb5rGO7jhmtIlwuiPqR66PCNHmNwsSSeuRj7AAwrykamkzNfK3U/v4f2vvfyV/eGdpTgnE/L1m9fx6QefG9d8SqfhxUFA+ZZMEJOmTRpVz1z4na9v5YFt+3JEANdcsoa3XnsRGy5Yxn/56la+8tQejswHmqriSY0rDBhH5nsKzqcf2YHVRCgpWBH2HlngC4/v4m03TAWa/ty7ruPrW/eybe8RrrtkDXde/cr73v/AG67k8ecP8dCz+yjJbY0q1NY5NECaxUayJABknhPGSE5tyHFsQEeVLBorbLSEbv8bFbPJlQSLKdrgwWLHsv1uVGN1KyqsUxT6OtBRuHjtCr7t2m9u1V+tcU4m5Ka1K1imzpEai7uN2hYc1Irmt6XENkdvddTLUS08tesQnXZ4gS17jvDpR55lZTfh6BDon4QsTNyvg4MM+DCgkzmaMoZ2ZFIGcWDDmjluvuyF7egFKya844azr6D2jhsv4ZHt+2NxG2jjh9jmSBkObwoDEZIqB6KxPRO+P8lbJcgVbbujio883oayRoWLRLcUnc7ijKZ6ugRdKgXxcs1L4s0mdKxbuZy//b23svY8MuU55xJyqMb//vGHOFrjyRrL/TYSpJVuFOnFhT7FiaV003OQKqaWO3ygFI4sDCO87hbnv7muS41RgdLFTVgERpqr4x5UtL/4rutZv3pp7u5JDv0dWDlXOHp0wBgYakVLF2MaGEnnMBV31q6gg1BFcA81hdJ1iJZsU2N00mQ4QkdWcGmWCVEto3ISTCgkqIhJXrccjXRtEbs6125Yw09/8NZX/Gd1tuOcS0gRYdKldosLWjzXe2L9V1VDnrHGPl5RZUgJDM8zVNH06OhizEHkLkM1StLIgsearBMRSu7rFesCQhLHTJgU4YffeAVXX/TNc8alEtddvIYfesOVzJvwfXds4u6n9/BrX3yafYePxjncQ8GuLEZZVbFuQtcFByfOlEEIly6IAoPFSGVO04bOm+ZOB1g6Ug/BJmrKCMRxgmaTnvPLUV7EjaLCO246f9rUxfGy16/OVhQVNq1bBSSEPg71Uxem7ylA13W86zWXcfXFa1g+6VBNq4A8KonGkNsF6jBQhz7QPg09US0pSRF073SC0kTmQ6aiuHP9xjVL3izmotXL+O7br+D77tgEwBuvWh/50Va4CPK4l+ntYBpar3Ndx7dffwnL57qkvglSA7jpUCaU2PDQEoR0idehHdopOlEGj51PN4NaGSyoh0N6Xyopr0IcFzZesIK3XnvyCwavhjjnKiTAj7xxM194fHdURAtpjaEGo+Q1V1zIj7/5ajoVVswV1iyfsH3fUZ7dd5Rf+eJTHDrax7nG+nGnT0sBCQFfLTJ2WSaOWKFqtGFBKo/0X9Yp33XrJj7wuk1n+8dx0vHIjgPsP9KnK3oQuNV8kd9jPKmv37iW77ztMl5/5YW86ZqL+IXPPMqRozVMYH2qKFDU8FS2kpR2RBr1PNzBoIzizcXyZ+7hQlY9gLM2h/y/vfv6UIA/D+OcTMiVyzu+/YYNfPaR5xnqMHIqC8EF/ca51eXrVnD5uhXcevlaHtqxnx17j3L303t4ZvdhmvmMFonWl7BKa9v5oQvluMciMFQuWbeSP/+uG7hmw6pX/ps/DeEE4NSVOcTiSDxXlO+57VL+xZ98M1f/9G/zpqvW82e//TpKnqtvvuwC/uI7r+fnP/EQbWApbX7oqbiTCdqOBs2KQfNh1rY/RUpIYRIJHPICSpkI33XbpVyy9vyZO35jnJMJKSL8xFuvYcPqZXzknm2xiGsOxXlu39EXfd3yucIdm9fDZnjf6zbx8Xu38xt3PxM2aqShjUalJU1pAsiAIoYWuGXTOv7s268/p6lcN116Af/wB25n+aQw1JA3mSyqSE/97AeO+7pbLl8bO5ZO6rA2/bo4n+s4P0y1AEmlvvA7QKSpujfHzKikhlBKbNj84Bs2n/kfwBKOczIhIZLyfbdvYtP6VSxUY1mnTFRZuezEtTwttwDbsrE0GZBYc4+BN/CBO6/iwpVzdApvuWbDq4Ls3BhL3Um2hqkymWipj0hpqnmEzk6XKu2eyK2Mg5Z06xJGa3Sies6Vwh9/4zcvBJxvcc4mZIvXXrHuZb92WdFIyhHtExb6BeZKB0VYs3wZ33/HFbzzprM/S1wqccHyjoNHF0ZxaavpfDUCZJXihZrqDEFCJ1xEqoYEp+Z5PLtcdaHrmvzz+R3nfEKeStx42TpuuXw/tToXrVpGb8ZdT+7ipsvX85rL1/D6Ky/ksvOIR3ki8XM/+ga++MRuPvPw8zy9+yALPkAq76mDdEAJNQIhGDeqXejQSsw3S545w7MyEvbmjRd807bK+RjndUJeceFK/uZ3v2b8+74jC9xx1YW8+ZrzcwZ2ovGWay/iLddexDO7D/O/f/R+FjL5ml6OIHSEZXqxkKP0pNV1JVUOxDEfYKggysFjC+PX/427tvDwcwf4/tdfwa2Xn14y/lKP8zohvzHWrZybJeNJxOaLVvGhOzez7/ACh49VVq+I0cUfPvo8h/o8CiAoNXwqaXYIKTVCrFiJCtv2HOOBbfv4159/jP1HFrhuw9oXWBucLzFLyFmcUrz3OKSIx547yOFdh+gmhWGc3Erq9ICrhXclIbcjKhwdKv/fTz0SWx9amJsTLj0Pjwvn5/R1Fmc03njNRXzXbZfz//zQa4NV5TEW8diCRqqmh2XsYgUBqDl6wcpOGTzIF+dbzCrkLE57vPeWqJrPH5ynrzUt4oMIMNWrtiZLh1tQElfPddy++WK+59bLuHTt8rP3DZzFmCXkLM5I7D40z8997D52HTjKMg2+sYkzDJWudEgJBzBSRGui8IHbL+c9t2z8ll/71RyzhJzFGYlD8wPmSle62PpIYkAX0qy4D5DbISu75fzMB25h47qVZ/uyz3rMEnIWZyS+/ORulk+UQ06IODupVcu4C4k7l6xdzg+98apZMmbMEnIWZyT2Hl5g5/4j4W2ZHFZqyIAEe1V43x2X8/13XJHSHrOAGco6izMQ/9cXn+L5g2kj56FOB043CeMepXDpuhV88PZNs2T8hpgl5CxOe9y3bT/P7Dky6vZMOuXKC1fxk00UWowfedPmkya2nw9xQj+RU7Q0f5+IPCwij4nIT5+uC5/F0oxPPvgsOw8cwW1gsPCeHBZ6vu26i3jjNRdz62VrWbdyGVeuPzd3Sc90nMwZ8t3uvmvR35ul+S+82AskPLX/OfBdwFbgyyLym+7+wMu52Fks/bj1snV8ft0qnt13lJJUHBc4dHQAQtjZzF6gXzuLaZxpS/M3A4+5+xPuvgD8GvD9L/c9Z7H047J1K+gtHL+aaQ4ifPSBZ3lw+36AWTK+RJxpS/NNwJZFf9+aH/umeLmW5rNYWvFHjz/PnsMLVJsuMIsIxeCZ3UfYtvcIW/YcPtuXuWTjRFvWt7v7dhG5BPhdEXnI3U/EBfl4ENpxt1Dd/cPAhwHuvPPO2abqORhf37qXj3xlK+FZOdXKEQwT5cEdB/hvX9+O4KxeNsGBay9ZzV9+1/Vn+9KXTJxQhVxsS054Qr75BL/+VmCxLsMVwPaTucBZnDvxq3/0FAeO9iF2bKmhrKkD4M5D2/dRMRbM2Xd0gb2Hj3HZecpZfbE4o5bmwJeBG0TkGhGZA34M+M2Xe7GzWNpx82VruWHDSswrUitmPbWveDXMBqoZXlNMLPSpuew8Vpg7XpxIhdwIfF5EvgZ8CfjtZmkuIluBtxKW5h8HEJHLReSjAO4+AD8FfBx4EPh1d7//THwjszj78W3XXcRTe48hFChhRKQaYtZoCUU6N9wHrPaYGfdt3cuXHp9hBi3Efekd1+68806/6667zvZlzOIk459+8iEe2rYvlQEkqHIlxavSnEdRRJw6GKWEtwoOV164kls3XcgfOw+U50Tkbnc/7ux+hj/P4rTE//SbX+eRZw/gEgrm6o6rk9Y6eDXCtyj3IIuEFYSH/cDWvUfZdOGMYD5LyFmccnx96z52HVxgqKGj0ywJFMVccZHwDSkFKLinXZaGFKQDHcKbr33l/TOXWsy2PWbxsmO+H/j1Lz3FXU/tZ6gWchx4JKFVpKQZrEVhdKx5o4eAcg1LdXHoxbhny17uuPLCs/1tndWYJeQsXnb87n3P8vnHd8WYw43BDFHFzcLZmnRJFjA3ikwQCz+x8PjxsCAQxV1eYGdwvsYsIWfxsqMCmKZ3JnSlwyysIAvNDTks/bxKcFhx3IyBSrFAYNeumePQQn/eabAeL2YJOYuXHSsnHUg4pOBQ3JEiI8rqGoa4qoSBbjokS4GJAaq87fpL+NNvu5q+r9/y/c6HmPUIs3jZ8Y4bL2H1smWjoQ5dCWlHJCUfayrLgUogrxL/HGisCI8/tx8RYW5uVhtglpCzOIVYMVf46Q+8hm+/+ZKQ5jBPy4BUJx9KWPqJpqtOjDkAug5wZ+N5KIb8UjFLyFmcUly8ZjlvuXbD6JYc2lWeolYBr4YfZESzrlszN+HOay7iL77zhrN05UszZgk5i1OO6y5ejYZ4DjZUBKe3gTpUrHdqOl/hYSpQzdl3tOfB7fv5zMPPne3LX1IxS8hZnHJ86oEd9O64KpsuWs1PvfdmLlqxglIKdEopMQpxM6wOWA1pjwNH5nl058GzfflLKmYn6VmccpQivPc1l7N6+YRrL17FzZet5U+941oefi6S7S3XXMQn7n+Wx587xOYNq7j5sjXcs2U/4Nxx5fqze/FLLGbk8lnM4hWOGbl8FrM4R2KWkLOYxRKKWULOYhZLKGYJOYtZLKGYJeQsZrGEYpaQs5jFEopZQs5iFksoZgk5i1ksoZgl5CxmsYRiSTJ1ROR54OmzfR2LYgOw61t+1tKI2bWeuThd13uVu198vH9Ykgm51EJE7noxqtNSi9m1nrl4Ja531rLOYhZLKGYJOYtZLKGYJeSJxYfP9gWcRMyu9czFGb/e2RlyFrNYQjGrkLOYxRKKWULOYhZLKGYJ+S1CRIqIfFVEfutsX8u3ChF5SkTuFZF7RGRJSy6IyDoR+U8i8pCIPCgibz3b13S8EJGb8ufZ/jsgIn/jTL3fTFPnW8d/T5jNXnC2L+QE493ufi4M238e+Ji7/3C6ay9JLzp3fxi4A+LhDGwDPnKm3m9WIV8iROQK4APAL53ta3k1hYhcALwT+GUAd19w931n9aJOLL4TeNzdzxiLbJaQLx3/FPg7gH2Lz1sq4cAnRORuEflLZ/tiXiKuBZ4H/k0eB35JRFad7Ys6gfgx4P88k28wS8gXCRH5ILDT3e8+29dyEvF2d38D8H7gr4nIO8/2Bb1IdMAbgH/p7q8HDgM/fXYv6aUj2+oPAf/xTL7PLCFfPN4OfEhEngJ+DXiPiPwfZ/eSXjrcfXv+707inPPms3tFLxpbga3u/sX8+38iEnQpx/uBr7j7GZVanyXki4S7/4y7X+HuVxOtyu+5+588y5f1oiEiq0RkTfsz8N3AfWf3qo4f7r4D2CIiN+WHvhN44Cxe0onEj3OG21WYoayvptgIfEREIH6vv+ruHzu7l/SS8deBX8lW8AngJ8/y9bxoiMhK4LuAv3zG32tGnZvFLJZOzFrWWcxiCcUsIWcxiyUUs4ScxSyWUMwSchazWEIxS8hZzGIJxSwhZzGLJRSzhJzFLJZQ/P8Bao1faOfdhEgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_cbs = gpd.read_file(r'../data/shape/Netherlands_shapefile/cbs_vk500_2021_v1.gpkg')\n",
    "nl_map_cbs.to_crs(epsg=4326).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het verwerken van de 100m bij 100m vierkanten kaart duurde 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 (wat lang duurt), 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": 18,
   "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": [
    "# Use Rijksdriehoekscoördinaten (EPSG:28992) as this uses meters as unit so we can calculate the distance in meters\n",
    "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": [
    "Los van bovenstaande resultaten blijkt het dat de 100m kaart niet dezelfde inwonersgegevens heeft als de 500m kaart. Deze hebben we echter nodig voor de analyse, dus we gaan verder met de 500 bij 500 meter kaart. Laten we nu 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": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['crs28992res500m', 'aantal_inwoners', 'aantal_mannen', 'aantal_vrouwen', 'aantal_inwoners_0_tot_15_jaar', 'aantal_inwoners_15_tot_25_jaar', 'aantal_inwoners_25_tot_45_jaar', 'aantal_inwoners_45_tot_65_jaar', 'aantal_inwoners_65_jaar_en_ouder', 'percentage_nederlandse_achtergrond', 'percentage_westerse_migr_achtergr', 'percentage_niet_westerse_migr_achtergr', 'aantal_personen_met_uitkering_onder_aowlft', 'aantal_part_huishoudens', 'aantal_eenpersoonshuishoudens', 'aantal_meerpersoonshuishoudens_zonder_kind', 'aantal_eenouderhuishoudens', 'aantal_tweeouderhuishoudens', 'gemiddelde_huishoudensgrootte', 'aantal_woningen', 'aantal_woningen_bouwjaar_voor_1945', 'aantal_woningen_bouwjaar_45_tot_65', 'aantal_woningen_bouwjaar_65_tot_75', 'aantal_woningen_bouwjaar_75_tot_85', 'aantal_woningen_bouwjaar_85_tot_95', 'aantal_woningen_bouwjaar_95_tot_05', 'aantal_woningen_bouwjaar_05_tot_15', 'aantal_woningen_bouwjaar_15_en_later', 'aantal_meergezins_woningen', 'percentage_koopwoningen', 'percentage_huurwoningen', 'aantal_huurwoningen_in_bezit_woningcorporaties', 'aantal_niet_bewoonde_woningen', 'gemiddelde_woz_waarde_woning', 'omgevingsadressendichtheid', 'stedelijkheid', '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>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2260N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((226000.000 619000.000, 226000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2265N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((226500.000 619500.000, 227000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((227000.000 619500.000, 227500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((227500.000 619500.000, 228000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((228000.000 619500.000, 228500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((199500.000 307500.000, 200000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151104</th>\n",
       "      <td>E1905N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((190500.000 307000.000, 191000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((191000.000 307000.000, 191500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((192000.000 307000.000, 192500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((192500.000 307000.000, 193000....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>151108 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2260N6190           -99997         -99997   \n",
       "1           E2265N6190           -99997         -99997   \n",
       "2           E2270N6190           -99997         -99997   \n",
       "3           E2275N6190           -99997         -99997   \n",
       "4           E2280N6190           -99997         -99997   \n",
       "...                ...              ...            ...   \n",
       "151103      E1995N3070           -99997              5   \n",
       "151104      E1905N3065           -99997         -99997   \n",
       "151105      E1910N3065           -99997         -99997   \n",
       "151106      E1920N3065               15              5   \n",
       "151107      E1925N3065           -99997              5   \n",
       "\n",
       "                                                 geometry  \n",
       "0       MULTIPOLYGON (((226000.000 619000.000, 226000....  \n",
       "1       MULTIPOLYGON (((226500.000 619500.000, 227000....  \n",
       "2       MULTIPOLYGON (((227000.000 619500.000, 227500....  \n",
       "3       MULTIPOLYGON (((227500.000 619500.000, 228000....  \n",
       "4       MULTIPOLYGON (((228000.000 619500.000, 228500....  \n",
       "...                                                   ...  \n",
       "151103  MULTIPOLYGON (((199500.000 307500.000, 200000....  \n",
       "151104  MULTIPOLYGON (((190500.000 307000.000, 191000....  \n",
       "151105  MULTIPOLYGON (((191000.000 307000.000, 191500....  \n",
       "151106  MULTIPOLYGON (((192000.000 307000.000, 192500....  \n",
       "151107  MULTIPOLYGON (((192500.000 307000.000, 193000....  \n",
       "\n",
       "[151108 rows x 4 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(list(nl_map_cbs))\n",
    "nl_map_dst = nl_map_cbs.drop(columns=['aantal_mannen', 'aantal_vrouwen', 'aantal_inwoners_0_tot_15_jaar', 'aantal_inwoners_15_tot_25_jaar', 'aantal_inwoners_25_tot_45_jaar', 'aantal_inwoners_45_tot_65_jaar', 'aantal_inwoners_65_jaar_en_ouder', 'percentage_nederlandse_achtergrond', 'percentage_westerse_migr_achtergr', 'percentage_niet_westerse_migr_achtergr', 'aantal_personen_met_uitkering_onder_aowlft', 'aantal_part_huishoudens', 'aantal_eenpersoonshuishoudens', 'aantal_meerpersoonshuishoudens_zonder_kind', 'aantal_eenouderhuishoudens', 'aantal_tweeouderhuishoudens', 'gemiddelde_huishoudensgrootte', 'aantal_woningen', 'aantal_woningen_bouwjaar_voor_1945', 'aantal_woningen_bouwjaar_45_tot_65', 'aantal_woningen_bouwjaar_65_tot_75', 'aantal_woningen_bouwjaar_75_tot_85', 'aantal_woningen_bouwjaar_85_tot_95', 'aantal_woningen_bouwjaar_95_tot_05', 'aantal_woningen_bouwjaar_05_tot_15', 'aantal_woningen_bouwjaar_15_en_later', 'aantal_meergezins_woningen', 'percentage_koopwoningen', 'percentage_huurwoningen', 'aantal_huurwoningen_in_bezit_woningcorporaties', 'aantal_niet_bewoonde_woningen', 'gemiddelde_woz_waarde_woning', 'omgevingsadressendichtheid'])\n",
    "\n",
    "nl_map_dst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We kunnen zien dat er gemeente zijn die geen stemlokalen hebben, dit klopt. [In de verkiezingen van 2022 hebben 12 gemeentes niet meegedaan](https://nl.wikipedia.org/wiki/Nederlandse_gemeenteraadsverkiezingen_2022). Er zijn dus in totaal 333 gemeentes met stemlokalen. We willen de bevolkingsdichtheiddata van de gemeentes die niet meededen dus weggooien, hiervoor moeten we eerst kijken welke alleen binnen de gemeentes vallen die we niet willen houden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 21,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First let's remove the municipalities that don't have an Election from the municipality map\n",
    "remove_lst = [\"Boxtel\", \"Eemsdelta\", \"Oisterwijk\", \"Vught\", \"Heerhugowaard\", \"Langedijk\", \"Boxmeer\", \"Cuijk\", \"Sint Anthonis\", \"Mill en Sint Hubert\", \"Grave\", \"Landerd\", \"Uden\", \"Brielle\", \"Hellevoetsluis\", \"Westvoorne\", \"Purmerend\", \"Beemster\", \"Weesp\"]\n",
    "\n",
    "\n",
    "nl_map_clean = nl_map[~nl_map[\"GM_NAAM\"].isin(remove_lst)]\n",
    "nl_map_clean = nl_map_clean.query(\"H2O != 'JA'\")\n",
    "nl_map_clean = nl_map_clean.query(\"GM_NAAM != 'Buitenland'\")\n",
    "\n",
    "\n",
    "nl_map_election = nl_map[nl_map[\"GM_NAAM\"].isin(gemeentes)]\n",
    "nl_map_election = nl_map_election.query(\"H2O != 'JA'\")\n",
    "\n",
    "print(\"Shape of clean: {}\".format(nl_map_clean.shape))\n",
    "print(\"Shape of election: {}\".format(nl_map_election.shape))\n",
    "\n",
    "diff = pd.concat([nl_map_election, nl_map_clean]).drop_duplicates(keep=False)\n",
    "diff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het is een andere vorm omdat deze drie gemeentes een andere format hadden voor de naam van hun verkiezingen, en dus niet op dezelfde manier gefilterd konden worden, ze staan wel in de lijst, dit is dus correct, we gebruiken de clean dataframe.\n",
    "Nu we dezelfde lijst hebben van gemeentes die in de verkiezingen meededen kunnen we verder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map_clean.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_dst['savedindex'] = nl_map_dst.index #Save the index values as a new column\n",
    "\n",
    "intersecting = nl_map_clean.sjoin(nl_map_dst, how='inner')['savedindex'] #Find the polygons that intersect. Keep savedindex as a series\n",
    "\n",
    "nl_map_dst = nl_map_dst.loc[nl_map_dst.savedindex.isin(intersecting)] #Filter away these, \"savedindex is in intersecting\"\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326).plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\n",
    "#Location is Amersfoort, the central point of the continental Netherlands\n",
    "map = folium.Map(location = [52.155, 5.3875], zoom_start = 9, tiles=\"cartodbdark_matter\", prefer_canvas=True)\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326)\n",
    "#Make sure the index is a string so folium can read it correctly as a key.\n",
    "nl_map_dst['crs28992res500m'] = nl_map_dst['crs28992res500m'].apply(lambda x: str(x))\n",
    "\n",
    "nl_map_dst_zero = nl_map_dst.copy()\n",
    "\n",
    "zero_mask_pop = nl_map_dst['aantal_inwoners'] == -99997\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop]\n",
    "zero_mask_pop2 = nl_map_dst['aantal_inwoners'] == 0\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop2]\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data = nl_map_dst,\n",
    "    name=\"Bevolkingsdichtheid\",\n",
    "    data = nl_map_dst,\n",
    "    columns = [\"crs28992res500m\", \"aantal_inwoners\"],\n",
    "    key_on = 'feature.properties.crs28992res500m',\n",
    "    fill_color = 'RdPu',\n",
    "    nan_fill_color= 'white',\n",
    "    fill_opacity = 0.7,\n",
    "    nan_fill_opacity = 0.7,\n",
    "    line_opacity = 0,\n",
    "    legend_name = 'Bevolkingsdichtheid',\n",
    "    smooth_factor = 1.0,\n",
    "    show=False\n",
    ").add_to(map)\n",
    "map\n",
    "\n",
    "# Renders the map to an HTML file and displays it in an embed.\n",
    "def embed_map(m):\n",
    "    #from IPython.display import IFrame\n",
    "    m.save('index.html')\n",
    "    #return IFrame('index.html', width='100%', height='750px')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_hmp = [[point.xy[1][0], point.xy[0][0]] for point in gdf_wims.geometry]\n",
    "\n",
    "plugins.HeatMap(gdf_wims_hmp, name=\"Stemlokalen Heatmap\").add_to(map)\n",
    "\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "\n",
    "\n",
    "embed_map(map)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151102</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "2           E2270N6190           -99997         -99997   \n",
       "3           E2275N6190           -99997         -99997   \n",
       "4           E2280N6190           -99997         -99997   \n",
       "7           E2265N6185           -99997         -99997   \n",
       "8           E2270N6185           -99997         -99997   \n",
       "...                ...              ...            ...   \n",
       "151102      E1990N3070           -99997         -99997   \n",
       "151103      E1995N3070           -99997              5   \n",
       "151105      E1910N3065           -99997         -99997   \n",
       "151106      E1920N3065               15              5   \n",
       "151107      E1925N3065           -99997              5   \n",
       "\n",
       "                             geometry  savedindex  \n",
       "2       POINT (227250.000 619250.000)           2  \n",
       "3       POINT (227750.000 619250.000)           3  \n",
       "4       POINT (228250.000 619250.000)           4  \n",
       "7       POINT (226750.000 618750.000)           7  \n",
       "8       POINT (227250.000 618750.000)           8  \n",
       "...                               ...         ...  \n",
       "151102  POINT (199250.000 307250.000)      151102  \n",
       "151103  POINT (199750.000 307250.000)      151103  \n",
       "151105  POINT (191250.000 306750.000)      151105  \n",
       "151106  POINT (192250.000 306750.000)      151106  \n",
       "151107  POINT (192750.000 306750.000)      151107  \n",
       "\n",
       "[140002 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_points = nl_map_dst.copy()\n",
    "nl_map_dst_points['geometry'] = nl_map_dst_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points = nl_map_dst_zero.copy()\n",
    "nl_map_dst_zero_points['geometry'] = nl_map_dst_zero_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205250.000 611250.000)</td>\n",
       "      <td>267</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>1331.950309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206250.000 611250.000)</td>\n",
       "      <td>269</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>688.536284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205750.000 610750.000)</td>\n",
       "      <td>292</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>672.375861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206250.000 610750.000)</td>\n",
       "      <td>293</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>228.220493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>335</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206750.000 610750.000)</td>\n",
       "      <td>294</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>389.974214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0      E2050N6110                5              5   \n",
       "1      E2060N6110               10              5   \n",
       "2      E2055N6105               20              5   \n",
       "3      E2060N6105              185              5   \n",
       "4      E2065N6105              335              5   \n",
       "\n",
       "                        geometry  savedindex  Unnamed: 0    _id  \\\n",
       "0  POINT (205250.000 611250.000)         267        5710  30871   \n",
       "1  POINT (206250.000 611250.000)         269        5710  30871   \n",
       "2  POINT (205750.000 610750.000)         292        5710  30871   \n",
       "3  POINT (206250.000 610750.000)         293        5710  30871   \n",
       "4  POINT (206750.000 610750.000)         294        5710  30871   \n",
       "\n",
       "          Gemeente CBS gemeentecode  Nummer stembureau  ...  \\\n",
       "0  Schiermonnikoog           GM0088                  1  ...   \n",
       "1  Schiermonnikoog           GM0088                  1  ...   \n",
       "2  Schiermonnikoog           GM0088                  1  ...   \n",
       "3  Schiermonnikoog           GM0088                  1  ...   \n",
       "4  Schiermonnikoog           GM0088                  1  ...   \n",
       "\n",
       "  Gehandicaptentoilet     Kieskring ID  Hoofdstembureau  Tellocatie  \\\n",
       "0                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "1                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "2                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "3                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "4                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "\n",
       "                    Contactgegevens gemeente  \\\n",
       "0  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "1  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "2  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "3  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "4  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "\n",
       "                         Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "1  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "2  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "3  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "4  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "\n",
       "                                  ID                              UUID  \\\n",
       "0  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "1  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "2  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "3  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "4  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "\n",
       "          dist  \n",
       "0  1331.950309  \n",
       "1   688.536284  \n",
       "2   672.375861  \n",
       "3   228.220493  \n",
       "4   389.974214  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from scipy.spatial import cKDTree\n",
    "from shapely.geometry import Point\n",
    "#Found on https://gis.stackexchange.com/questions/222315/finding-nearest-point-in-other-geodataframe-using-geopandas\n",
    "def ckdnearest(gdA, gdB):\n",
    "\n",
    "    nA = np.array(list(gdA.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    nB = np.array(list(gdB.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    btree = cKDTree(nB)\n",
    "    dist, idx = btree.query(nA, k=1)\n",
    "    gdB_nearest = gdB.iloc[idx].drop(columns=\"geometry\").reset_index(drop=True)\n",
    "    gdf = pd.concat(\n",
    "        [\n",
    "            gdA.reset_index(drop=True),\n",
    "            gdB_nearest,\n",
    "            pd.Series(dist, name='dist')\n",
    "        ], \n",
    "        axis=1)\n",
    "\n",
    "    return gdf\n",
    "\n",
    "#error bar is +- sqrt(250²*2)m ≈ +-353.553390593m\n",
    "error = np.sqrt(250**2 + 250**2)\n",
    "df_nearest = ckdnearest(nl_map_dst_points.to_crs(epsg=28992), gdf_wims_dedupe.to_crs(epsg=28992))\n",
    "df_nearest.head()\n",
    "\n"
   ]
  },
  {
   "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": 28,
   "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>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17236.920436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17280.014918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17337.427867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16708.725120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16738.249149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139997</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "      <td>498</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>2010.126740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139998</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "      <td>498</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>1949.951758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139999</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2880.233287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140000</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2746.345509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140001</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2813.494018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2270N6190                0         -99997   \n",
       "1           E2275N6190                0         -99997   \n",
       "2           E2280N6190                0         -99997   \n",
       "3           E2265N6185                0         -99997   \n",
       "4           E2270N6185                0         -99997   \n",
       "...                ...              ...            ...   \n",
       "139997      E1990N3070                0         -99997   \n",
       "139998      E1995N3070                0              5   \n",
       "139999      E1910N3065                0         -99997   \n",
       "140000      E1920N3065               15              5   \n",
       "140001      E1925N3065                0              5   \n",
       "\n",
       "                             geometry  savedindex  Unnamed: 0    _id  \\\n",
       "0       POINT (227250.000 619250.000)           2        5817  31030   \n",
       "1       POINT (227750.000 619250.000)           3        5817  31030   \n",
       "2       POINT (228250.000 619250.000)           4        5817  31030   \n",
       "3       POINT (226750.000 618750.000)           7        5817  31030   \n",
       "4       POINT (227250.000 618750.000)           8        5817  31030   \n",
       "...                               ...         ...         ...    ...   \n",
       "139997  POINT (199250.000 307250.000)      151102         498   4103   \n",
       "139998  POINT (199750.000 307250.000)      151103         498   4103   \n",
       "139999  POINT (191250.000 306750.000)      151105        5276  29739   \n",
       "140000  POINT (192250.000 306750.000)      151106        5276  29739   \n",
       "140001  POINT (192750.000 306750.000)      151107        5276  29739   \n",
       "\n",
       "             Gemeente CBS gemeentecode  Nummer stembureau  ...  \\\n",
       "0        Het Hogeland           GM1966                  1  ...   \n",
       "1        Het Hogeland           GM1966                  1  ...   \n",
       "2        Het Hogeland           GM1966                  1  ...   \n",
       "3        Het Hogeland           GM1966                  1  ...   \n",
       "4        Het Hogeland           GM1966                  1  ...   \n",
       "...               ...              ...                ...  ...   \n",
       "139997          Vaals           GM0981                  3  ...   \n",
       "139998          Vaals           GM0981                  3  ...   \n",
       "139999  Gulpen-Wittem           GM1729                  7  ...   \n",
       "140000  Gulpen-Wittem           GM1729                  7  ...   \n",
       "140001  Gulpen-Wittem           GM1729                  7  ...   \n",
       "\n",
       "       Gehandicaptentoilet   Kieskring ID Hoofdstembureau  Tellocatie  \\\n",
       "0                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "1                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "2                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "3                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "4                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "...                    ...            ...             ...         ...   \n",
       "139997                 NaN          Vaals           Vaals         NaN   \n",
       "139998                 NaN          Vaals           Vaals         NaN   \n",
       "139999                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "140000                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "140001                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "\n",
       "                            Contactgegevens gemeente  \\\n",
       "0                        verkiezingen@hethogeland.nl   \n",
       "1                        verkiezingen@hethogeland.nl   \n",
       "2                        verkiezingen@hethogeland.nl   \n",
       "3                        verkiezingen@hethogeland.nl   \n",
       "4                        verkiezingen@hethogeland.nl   \n",
       "...                                              ...   \n",
       "139997  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139998  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139999                  info@gulpen-wittem.nl 14 043   \n",
       "140000                  info@gulpen-wittem.nl 14 043   \n",
       "140001                  info@gulpen-wittem.nl 14 043   \n",
       "\n",
       "                              Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "1       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "2       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "3       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "4       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "...                                                   ...           ...   \n",
       "139997                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139998                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139999  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140000  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140001  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "\n",
       "                                       ID                              UUID  \\\n",
       "0       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "1       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "2       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "3       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "4       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "...                                   ...                               ...   \n",
       "139997  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139998  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139999  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140000  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140001  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "\n",
       "                dist  \n",
       "0       17236.920436  \n",
       "1       17280.014918  \n",
       "2       17337.427867  \n",
       "3       16708.725120  \n",
       "4       16738.249149  \n",
       "...              ...  \n",
       "139997   2010.126740  \n",
       "139998   1949.951758  \n",
       "139999   2880.233287  \n",
       "140000   2746.345509  \n",
       "140001   2813.494018  \n",
       "\n",
       "[140002 rows x 46 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_zero_points[\"aantal_inwoners\"].mask(nl_map_dst_zero_points[\"aantal_inwoners\"] == -99997, 0, inplace=True)\n",
    "nl_map_dst_zero_points.head()\n",
    "df_nearest_zero = ckdnearest(nl_map_dst_zero_points.to_crs(epsg=28992), gdf_wims_dedupe.to_crs(epsg=28992))\n",
    "df_nearest_zero[\"aantal_inwoners\"].dropna()\n",
    "df_nearest_zero[\"dist\"].dropna()\n",
    "df_nearest_zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>Gemeente</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47304</th>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32815</th>\n",
       "      <td>Baarn</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5168</th>\n",
       "      <td>Groningen</td>\n",
       "      <td>Dorpshuis De Hoeksteen</td>\n",
       "      <td>5.577246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38975</th>\n",
       "      <td>Montfoort</td>\n",
       "      <td>Zalencentrum St. Joseph</td>\n",
       "      <td>5.703409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67518</th>\n",
       "      <td>Kerkrade</td>\n",
       "      <td>’t Westhoes</td>\n",
       "      <td>7.252446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23422</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Het Kruispunt</td>\n",
       "      <td>8207.619943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22478</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Gymzaal De Borg</td>\n",
       "      <td>8402.730770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22348</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>8540.805874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22477</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>9028.790070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22619</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Panta Rhei</td>\n",
       "      <td>9173.600947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68131 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Gemeente                              Naam stembureau         dist\n",
       "47304  Ridderkerk                                 Gemeentehuis     3.835321\n",
       "32815       Baarn                            Dorpshuis de Furs     4.000517\n",
       "5168    Groningen                       Dorpshuis De Hoeksteen     5.577246\n",
       "38975   Montfoort                      Zalencentrum St. Joseph     5.703409\n",
       "67518    Kerkrade                                  ’t Westhoes     7.252446\n",
       "...           ...                                          ...          ...\n",
       "23422    Zeewolde                                Het Kruispunt  8207.619943\n",
       "22478    Lelystad                              Gymzaal De Borg  8402.730770\n",
       "22348    Lelystad  Voormalige Scholengemeenschap De Rietlanden  8540.805874\n",
       "22477    Lelystad  Voormalige Scholengemeenschap De Rietlanden  9028.790070\n",
       "22619    Zeewolde                                   Panta Rhei  9173.600947\n",
       "\n",
       "[68131 rows x 3 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nearest.sort_values(by=['dist'], inplace=True)\n",
    "df_nearest[['Gemeente', 'Naam stembureau', 'dist']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_dist(df, label):\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df['dist'].plot(kind=\"hist\", weights=df['aantal_inwoners'], figsize=(13,13), fontsize=22, density=False,title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), log=True).set_ylabel('Bevolking (Millioenen)')\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), xlabel=\"Inwoners per 500m² (laagste is 5)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_nearest_zero = df_nearest_zero.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "\n",
    "\n",
    "ax_nearest_zero.set_xscale('log')\n",
    "#ax_nearest_zero.set_yscale('log')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIGSIZE = (13, 13)\n",
    "def plot_bargraph_with_groupings(df, groupby, colourby, title, xlabel, ylabel):\n",
    "\n",
    "    import matplotlib.patches as mpatches\n",
    "\n",
    "\n",
    "    # Makes the bargraph.\n",
    "    ax = df[groupby].value_counts().plot(kind='bar',\n",
    "                                         figsize=FIGSIZE,\n",
    "                                         title=title)\n",
    "    \n",
    "\n",
    "    # display the graph.\n",
    "    \n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bargraph_with_groupings(gdf_wims_dedupe, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen', 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dit is onbruikbaar, de categorieën moeten elk één balkje zijn, niet zoals dit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_use (df, label):\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df_exploded = df.drop('Gebruiksdoel van het gebouw', axis=1).join(df['Gebruiksdoel van het gebouw'].str.split(',', expand=True).stack().reset_index(level=1,drop=True).rename('Gebruiksdoel van het gebouw'))\n",
    "    #print(df_exploded)\n",
    "    plot_bargraph_with_groupings(df_exploded, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen Staffel {}'.format(label), 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')\n",
    "    print(\"Staffel: {}\".format(label))\n",
    "    print(df_exploded['Gebruiksdoel van het gebouw'].value_counts())\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam              456\n",
       "Rotterdam              398\n",
       "'s-Gravenhage          271\n",
       "Utrecht                162\n",
       "Breda                   90\n",
       "Eindhoven               86\n",
       "Groningen               85\n",
       "Apeldoorn               71\n",
       "Enschede                69\n",
       "Alphen aan den Rijn     66\n",
       "Leiden                  52\n",
       "Deventer                51\n",
       "West Betuwe             37\n",
       "Waadhoeke               33\n",
       "Amsterdam              382\n",
       "Rotterdam              375\n",
       "'s-Gravenhage          258\n",
       "Utrecht                161\n",
       "Groningen              122\n",
       "Breda                   89\n",
       "Haarlemmermeer          79\n",
       "Nijmegen                74\n",
       "'s-Hertogenbosch        40\n",
       "Het Hogeland            39\n",
       "Zoetermeer              38\n",
       "Staphorst                2\n",
       "Name: Gemeente, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "wims_count = gdf_wims_dedupe['Gemeente'].value_counts()\n",
    "\n",
    "\n",
    "geojson_rename = df_geojson_dedupe.rename(columns = {'electionName': 'Gemeente'})\n",
    "geojson_count = geojson_rename['Gemeente'].str.slice(13, -5).value_counts()\n",
    "\n",
    "pd.concat([geojson_count, wims_count]).drop_duplicates(keep=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_14 = '2022-03-14T07:30:00 tot 2022-03-14T21:00:00'\n",
    "standard_15 = '2022-03-15T07:30:00 tot 2022-03-15T21:00:00'\n",
    "standard_16 = '2022-03-16T07:30:00 tot 2022-03-16T21:00:00'\n",
    "\n",
    "\n",
    "nan_value = float(\"NaN\")\n",
    "gdf_wims_dedupe.replace(\" \", nan_value, inplace = True)\n",
    "gdf_wims_dedupe.replace(\"  \", nan_value, inplace = True)\n",
    "\n",
    "wims_nonstandaard_14 = gdf_wims_dedupe.dropna(subset=['Openingstijden 14-03-2022']).loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] != standard_14]\n",
    "wims_nonstandaard_15 = gdf_wims_dedupe.dropna(subset=['Openingstijden 15-03-2022']).loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] != standard_15]\n",
    "wims_nonstandaard_16 = gdf_wims_dedupe.dropna(subset=['Openingstijden 16-03-2022']).loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] != standard_16]\n",
    "wims_standaard_14 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] == standard_14]\n",
    "wims_standaard_15 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] == standard_15]\n",
    "wims_standaard_16 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] == standard_16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Openingstijden 14-03-2022 van</th>\n",
       "      <th>Openingstijden 14-03-2022 tot</th>\n",
       "      <th>Openingstijden 15-03-2022 van</th>\n",
       "      <th>Openingstijden 15-03-2022 tot</th>\n",
       "      <th>Openingstijden 16-03-2022 van</th>\n",
       "      <th>Openingstijden 16-03-2022 tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00 tot 2022-03-16T13:00:00</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00</td>\n",
       "      <td>2022-03-16T13:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "9272                           NaN                           NaN   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9272           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16T10:00:00           2022-03-16T13:00:00  \n",
       "1              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "2              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "3              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "4              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9271           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9272           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9273           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9274           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_times = gdf_wims_dedupe.loc[:, ('Openingstijden 14-03-2022','Openingstijden 15-03-2022','Openingstijden 16-03-2022', 'UUID', 'Gemeente', 'CBS gemeentecode')]\n",
    "gdf_wims_split = gdf_wims_times\n",
    "gdf_wims_split[['Openingstijden 14-03-2022 van', 'Openingstijden 14-03-2022 tot']] = gdf_wims_times['Openingstijden 14-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "gdf_wims_split[['Openingstijden 15-03-2022 van', 'Openingstijden 15-03-2022 tot']] = gdf_wims_split['Openingstijden 15-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "gdf_wims_split[['Openingstijden 16-03-2022 van', 'Openingstijden 16-03-2022 tot']] = gdf_wims_split['Openingstijden 16-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "\n",
    "gdf_wims_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
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       "      <th>CBS gemeentecode</th>\n",
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       "      <th>Openingstijden 14-03-2022 tot</th>\n",
       "      <th>Openingstijden 15-03-2022 van</th>\n",
       "      <th>Openingstijden 15-03-2022 tot</th>\n",
       "      <th>Openingstijden 16-03-2022 van</th>\n",
       "      <th>Openingstijden 16-03-2022 tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00 tot 2022-03-16T13:00:00</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 10:00:00</td>\n",
       "      <td>2022-03-16 13:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2022-03-14 07:30:00</td>\n",
       "      <td>2022-03-14 21:00:00</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>2022-03-14 07:30:00</td>\n",
       "      <td>2022-03-14 21:00:00</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "9272                           NaT                           NaT   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9272           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16 10:00:00           2022-03-16 13:00:00  \n",
       "1              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "2              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "3              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "4              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9271           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9272           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9273           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9274           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_split[['Openingstijden 14-03-2022 van','Openingstijden 15-03-2022 van','Openingstijden 16-03-2022 van', 'Openingstijden 14-03-2022 tot', 'Openingstijden 15-03-2022 tot','Openingstijden 16-03-2022 tot']] = gdf_wims_split[['Openingstijden 14-03-2022 van','Openingstijden 15-03-2022 van','Openingstijden 16-03-2022 van','Openingstijden 14-03-2022 tot','Openingstijden 15-03-2022 tot','Openingstijden 16-03-2022 tot']].apply(pd.to_datetime, errors='coerce')\n",
    "gdf_wims_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "import numpy as np\n",
    "\n",
    "def datesplit(df, column):\n",
    "\n",
    "    df = df.dropna(subset = ['{} van'.format(column)])\n",
    "    df1 = df.rename(columns={'{} van'.format(column):'vandate','{} tot'.format(column):'totdate', 'UUID':'UUID'})\n",
    "    return  (pd.concat([pd.Series(r.UUID,pd.date_range(r.vandate, r.totdate, freq='0.5H')) \n",
    "                        for r in df1.itertuples()])\n",
    "               .rename_axis('Openingstijden')\n",
    "               .reset_index(name='UUID'))\n",
    "def plot_opening(df, label):\n",
    "    print(\"Open op 14 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count()))\n",
    "    print(\"Open op 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count()))\n",
    "\n",
    "    print(\"Open op 14 én 15 maart groep {}: {}\".format(label, df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 14 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count()))\n",
    "    print(\"Open op 14, 15 én 16 maart groep {}: {}\".format(label, df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    opening = np.datetime64('2022-03-16 07:30:00')\n",
    "    closing = np.datetime64('2022-03-16 21:00:00')\n",
    "\n",
    "    #print(df[(df['Openingstijden 16-03-2022 van'] == opening)])\n",
    "    df_standard = df[(df['Openingstijden 16-03-2022 van'] == opening) & (df['Openingstijden 16-03-2022 tot'] == closing)]\n",
    "\n",
    "    print(\"Aantal stemlokalen open op standaard tijden 16 Maart in staffel {}: {}\".format(label, df_standard['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    plt.figure(figsize=(13,13))\n",
    "    wims_datesplit_14 = df.loc[:, ('Openingstijden 14-03-2022 van','Openingstijden 14-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_15 = df.loc[:, ('Openingstijden 15-03-2022 van','Openingstijden 15-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_16 = df.loc[:, ('Openingstijden 16-03-2022 van','Openingstijden 16-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_14 = datesplit(wims_datesplit_14, 'Openingstijden 14-03-2022')\n",
    "    wims_datesplit_15 = datesplit(wims_datesplit_15, 'Openingstijden 15-03-2022')\n",
    "    wims_datesplit_16 = datesplit(wims_datesplit_16, 'Openingstijden 16-03-2022')\n",
    "\n",
    "    wims_datesplit_14.reset_index()\n",
    "    wims_datesplit_15.reset_index()\n",
    "    wims_datesplit_16.reset_index()\n",
    "\n",
    "    #wims_datesplit_14.info()\n",
    "    #wims_datesplit_15.info()\n",
    "    #wims_datesplit_16.info()\n",
    "\n",
    "    \n",
    "    wims_datestack = pd.concat([wims_datesplit_14, wims_datesplit_15], ignore_index=True)\n",
    "    wims_datestack = pd.concat([wims_datestack, wims_datesplit_16], ignore_index=True)\n",
    "    \n",
    "    wims_datestack.set_index('Openingstijden', drop=False, inplace=True)\n",
    "\n",
    "    #print(wims_datestack['Openingstijden'].unique())\n",
    "\n",
    "    xticks = []\n",
    "    xticklabels = []\n",
    "    datetimecount = 0\n",
    "    for datetime in wims_datestack.groupby(pd.Grouper(freq='30Min'))['Openingstijden'].unique():\n",
    "        if (datetime.size > 0):\n",
    "            xticks.append(datetime.ravel()[0])\n",
    "            if(datetimecount % 6 == 0):\n",
    "                ts = pd.to_datetime(datetime.ravel()[0])\n",
    "                #hardcoded for the data, sloppy code, quick fix, only applies to timestamps with 7 minute changes to reality\n",
    "                if (ts.minute == 7):\n",
    "                    ts = ts - dt.timedelta(minutes=7)\n",
    "                xticklabels.append(ts.strftime(\"%m-%d %H:%M\"))\n",
    "            else:\n",
    "                xticklabels.append(\" \")\n",
    "        else:\n",
    "            xticks.append(\"\")\n",
    "            xticklabels.append(\"\")\n",
    "        datetimecount += 1\n",
    "\n",
    "\n",
    "    wims_datestack.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden',width=1, figsize=(25, 25), title=\"Openingstijden stemlokalen staffel {}\".format(label), log=True).set_xticklabels(xticklabels, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "    \n",
    "\n",
    "    \n",
    "    dfg = wims_datestack.groupby(pd.Grouper(freq='30Min')).count()\n",
    "    dfg['Staffel'] = label\n",
    "\n",
    "    global wims_datestack_grouped\n",
    "    if (label != 'totaal'):\n",
    "        wims_datestack_grouped = pd.concat([wims_datestack_grouped, dfg])\n",
    "    wims_datestack.to_csv(path_or_buf='../data/export/openingstijden_staffel_{}.csv'.format(label), sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')\n",
    "\n",
    "\n",
    "    #wims_datesplit_16.groupby(wims_datesplit_16[\"Openingstijden 16-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_16.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_15.groupby(wims_datesplit_15[\"Openingstijden 15-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 15-03-2022')\n",
    "    #wims_datesplit_14.groupby(wims_datesplit_14[\"Openingstijden 14-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 14-03-2022')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stemger = pd.read_excel('../data/Maatwerk_kiesgerechtigd_per_gemeente_def.xlsx', sheet_name='Tabel 1', header=0, skiprows= [0,1,3,5,6,7,344,345])\n",
    "df_stemger_clean = df_stemger[df_stemger['gemeentecode'].isin(nl_map_clean['GM_CODE'])]\n",
    "\n",
    "bins = [0, 10, 30, 60, 100, 350, float(\"inf\")]\n",
    "labels = ['1; 0-10.000 stemgerechtigden', '2; 10.000-30.000 stemgerechtigden', '3; 30.000-60.000 stemgerechtigden', '4; 60.000-100.000 stemgerechtigden', '5; 100.000-350.000 stemgerechtigden', '6; >350.000 stemgerechtigden']\n",
    "\n",
    "df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_binned(df1, df2):\n",
    "    return df1[df1['CBS gemeentecode'].isin(df2['gemeentecode'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 28\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 29\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 126\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 0\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 4\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 3\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 421\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 427\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2150\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 15\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 16\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 101\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 346\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 347\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2196\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 11\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 16\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 65\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 177\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 182\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 950\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 3\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 1\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 27\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 197\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 192\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1361\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 13\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 15\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 37\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 151\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 151\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1010\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 1\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 1\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 5\n"
     ]
    }
   ],
   "source": [
    "open_standaard = {\n",
    "        'dag': [],\n",
    "        'standaard': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "def print_opening_standard(df, label, day, standard):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    print(\"Staffel: {}, dag: {}, {}open op standaard dagen, stemlokalen: {}\".format(label, day, standard, len(filter_binned(df, df_stemger_label).index)))\n",
    "    global open_standaard\n",
    "    open_standaard['dag'].append(day)\n",
    "    open_standaard['aantal'].append(len(filter_binned(df, df_stemger_label).index))\n",
    "    open_standaard['staffel'].append(label)\n",
    "    if (standard == 'niet '):\n",
    "        open_standaard['standaard'].append(False)\n",
    "    else:\n",
    "        open_standaard['standaard'].append(True)\n",
    "for label in labels:\n",
    "    print_opening_standard(wims_standaard_14, label, \"14 maart\", \"\")\n",
    "    print_opening_standard(wims_standaard_15, label, \"15 maart\", \"\")\n",
    "    print_opening_standard(wims_standaard_16, label, \"16 maart\", \"\")\n",
    "    print_opening_standard(wims_nonstandaard_14, label, \"14 maart\", \"niet \")\n",
    "    print_opening_standard(wims_nonstandaard_15, label, \"15 maart\", \"niet \")\n",
    "    print_opening_standard(wims_nonstandaard_16, label, \"16 maart\", \"niet \")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '14 maart'), Text(1, 0, '15 maart'), Text(2, 0, '16 maart')]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_open_standaard_full = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_standaard_plot = df_open_standaard_full[df_open_standaard_full['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "df_open_nonstandaard = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_nonstandaard_plot = df_open_nonstandaard[~df_open_nonstandaard['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "dagen_standaard = sorted(list(dict.fromkeys(open_standaard['dag'])))\n",
    "\n",
    "ax_open_standaard = df_open_standaard_plot.plot(title='Stemlokalen open op standaard dagen',kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
    "\n",
    "ax_open_nonstandaard = df_open_nonstandaard_plot.plot(title='Stemlokalen open op niet standaard dagen', kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
    "\n",
    "ax_open_standaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "ax_open_nonstandaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep 1; 0-10.000 stemgerechtigden: 0\n",
      "Open op 15 maart groep 1; 0-10.000 stemgerechtigden: 3\n",
      "Open op 16 maart groep 1; 0-10.000 stemgerechtigden: 95\n",
      "Open op 14 én 15 maart groep 1; 0-10.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 1; 0-10.000 stemgerechtigden: 4\n",
      "Open op 15 én 16 maart groep 1; 0-10.000 stemgerechtigden: 6\n",
      "Open op 14, 15 én 16 maart groep 1; 0-10.000 stemgerechtigden: 24\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 1; 0-10.000 stemgerechtigden: 28\n",
      "Open op 14 maart groep 2; 10.000-30.000 stemgerechtigden: 5\n",
      "Open op 15 maart groep 2; 10.000-30.000 stemgerechtigden: 4\n",
      "Open op 16 maart groep 2; 10.000-30.000 stemgerechtigden: 1804\n",
      "Open op 14 én 15 maart groep 2; 10.000-30.000 stemgerechtigden: 5\n",
      "Open op 14 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 13\n",
      "Open op 15 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 21\n",
      "Open op 14, 15 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 413\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 2; 10.000-30.000 stemgerechtigden: 421\n",
      "Open op 14 maart groep 3; 30.000-60.000 stemgerechtigden: 3\n",
      "Open op 15 maart groep 3; 30.000-60.000 stemgerechtigden: 8\n",
      "Open op 16 maart groep 3; 30.000-60.000 stemgerechtigden: 1901\n",
      "Open op 14 én 15 maart groep 3; 30.000-60.000 stemgerechtigden: 6\n",
      "Open op 14 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 11\n",
      "Open op 15 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 12\n",
      "Open op 14, 15 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 337\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 3; 30.000-60.000 stemgerechtigden: 346\n",
      "Open op 14 maart groep 4; 60.000-100.000 stemgerechtigden: 3\n",
      "Open op 15 maart groep 4; 60.000-100.000 stemgerechtigden: 1\n",
      "Open op 16 maart groep 4; 60.000-100.000 stemgerechtigden: 796\n",
      "Open op 14 én 15 maart groep 4; 60.000-100.000 stemgerechtigden: 1\n",
      "Open op 14 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 5\n",
      "Open op 14, 15 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 176\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 4; 60.000-100.000 stemgerechtigden: 175\n",
      "Open op 14 maart groep 5; 100.000-350.000 stemgerechtigden: 11\n",
      "Open op 15 maart groep 5; 100.000-350.000 stemgerechtigden: 8\n",
      "Open op 16 maart groep 5; 100.000-350.000 stemgerechtigden: 1199\n",
      "Open op 14 én 15 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 14, 15 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 199\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 5; 100.000-350.000 stemgerechtigden: 197\n",
      "Open op 14 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 15 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 16 maart groep 6; >350.000 stemgerechtigden: 863\n",
      "Open op 14 én 15 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 14, 15 én 16 maart groep 6; >350.000 stemgerechtigden: 152\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 6; >350.000 stemgerechtigden: 151\n",
      "                     Openingstijden  UUID                       Staffel\n",
      "Openingstijden                                                         \n",
      "2022-03-14 07:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 08:00:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 08:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 09:00:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 09:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "...                             ...   ...                           ...\n",
      "2022-03-16 19:00:00            1014  1014  6; >350.000 stemgerechtigden\n",
      "2022-03-16 19:30:00            1014  1014  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:00:00            1014  1014  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:30:00            1014  1014  6; >350.000 stemgerechtigden\n",
      "2022-03-16 21:00:00            1012  1012  6; >350.000 stemgerechtigden\n",
      "\n",
      "[762 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7Qk5Jsm9VPamqVs3Gcu6cpR8WPdYY42tJzk7yyqpaVVW/nCnufmCxBz67hqzK9P+fbD+73/pQf3ySJ1TVw2fx/H8m+eD4wZrZ70nyOzV9yed/yrScxWKP67Yc65OZXjMvrunLCV84u/0TCzyeHavqmVW1ekxLI62/tiTT+3SXqlo95y5vT/Kami0hU1X3ml2rNseJSV4y+93snORl6zcs95owe78cm+RNVbXrbGz3rh9898C7Ml0HDp0d6971gy/r3JiF3ndz/XWSn6yqI2b/2/FfkvyHeY/xdr/eAgArR7QGADbLmL6Y8LeTvDFTkPmnTDPcDp2tybreqZm+OOybSZ6d5MgxrR19S6aZzQck+ZdMM/remWRuyNkS4/xephnhz80UK5+V5COZ4nkyfbHZ/8kUKT+b5K1jjE/Otr0uU8C6tqr+ezbu2Exx8Jwkn8+8L6lM8p8zfRHZlzM9FydnmlW7XHfOtEbtVZn+xH3XTL+HZPrQIEmurqr16+duqfPeyhjj75L8bqYQeXmm2ZZPX2C/f80Url9WVc/L9AVyd5mN/x8zLTWw2DlOyTQr+oSalun4UqaZ/JvjsCTnVdX1mWYwP322PvANmdbV/szs9/ywTB/IPDjTesV/nR/+XW7U5o57TGtof2P9f2bnv2n27/VfKrpLpudtofvflOmLTx87u++xSf7znND855m+/PSLszH99ey2zI5/XlU9c3asKzMtb/GaTK+bh+bWv9+NHmu270Gz+/5BkifPjrmYYzN9mPGMTMuj3JjpepExxnlJjskUnK/I9KHCC+bc95WZlqi4OMn/TfKHY/pi0vWPa8MyJLflWLNryRGZ3lPXJvnVJEfMbl/Is5NcNHsNHJPp2pPZ7+N9SS6cveZ2y/Sa/HCmZYquy/Q7fuhGnq+NOTZTtD0304cep2f6UsL10Xy514SXZVpC6R9nj+X/ZPpriYxprfqjMq0ZvS7Tc7bJtdsXed/N3X5Vpr/UeEOmZYf2TnJmfnDd3lrXWwBghdTCS9gBANx2VfWqJA8YYzxrpccyV1X9U5K3jzH+4jYe51NJ3jnGeM+WGRksrqp+Lsl/mS1zAktSVY/JdL1byheBtjT765G1SZ45xvj7lR4PAHD7M9MaALjDq6qfr6r/MFsy4TmZlipYdIbvEo9510x/2v4vW2KMsCljjDMEazZlttzSY2fXu3tnmj1+ykqPa7mq6peqaufZ8kO/nWld+QX/ygAAuOMRrQGAHwV7Zfoz8nWZ1t598mzd080yW9v1G5n+FP6MLTJCgC2jMi1x881My4Ocn2lN8m3NT2daquWqTEtJHTHGuHFlhwQAbC2WBwEAAAAAoA0zrQEAAAAAaEO0BgAAAACgje1XegBbyj3vec+xxx57rPQwAAAAAADYiLPOOuuqMca9Ftt+h4nWe+yxR84888yVHgYAAAAAABtRVRdvbLvlQQAAAAAAaEO0BgAAAACgDdEaAAAAAIA27jBrWgMAAAAAdzw33XRT1q5dm+985zsrPRSWadWqVdl9992zww47LOt+ojUAAAAA0NbatWuz0047ZY899khVrfRwWKIxRq6++uqsXbs2e+6557Lua3kQAAAAAKCt73znO9lll10E621MVWWXXXbZrBnyojUAAAAA0JpgvW3a3N+baA0AAAAAsBFr167N4Ycfngc+8IG5//3vn5e85CX53ve+t0XP8fa3vz3vec97tugxjzvuuFx22WUbfn7e856XL3/5y0mSxz72sbn22mt/6D6vetWr8sY3vnGLjmO5rGkNAAAAAGwz9nj5X2/R4130B4/b6PYxRo488sj8+q//ek499dTccsstOfroo/OKV7wif/iHf7jFxnHMMcdssWOtd9xxx2XffffNbrvtliR55zvfuWHb6aefvsXPt6WYaQ0AAAAAsIhPfOITWbVqVY466qgkyXbbbZc3velNefe73523vvWtOfzww3PYYYdlr732yu/93u9tuN973/veHHzwwTnggAPya7/2a7nllluSJHe7293yile8Ivvvv38e9rCH5d/+7d+S3HqG8yGHHJKXvexlOfjgg/OgBz0on/70p5MkN9xwQ5761Kdmv/32y9Oe9rQ89KEPzZlnnplbbrkla9asyb777puf/MmfzJve9KacfPLJOfPMM/PMZz4zBxxwQG688cYccsghOfPMM5Mke+yxR6666qokyWte85rstddeeeQjH5mvfvWrGx7DBRdckMMOOywHHnhgHv7wh+crX/lKkmTNmjV58YtfnJ/5mZ/J/e53v5x88slb9DkXrQEAAAAAFnHeeeflwAMPvNVtd7/73XPf+943N998c/75n/85xx9/fM4+++ycdNJJOfPMM3P++efn/e9/fz7zmc/k7LPPznbbbZfjjz8+SfLtb387D3vYw3LOOefkEY94RI499tgFz7v+2H/8x3+8IYa/9a1vzT3ucY+ce+65+d3f/d2cddZZSZKzzz47l156ab70pS/li1/8Yo466qg8+clPzkEHHbRhbHe5y10WPM9ZZ52VE044IV/4whfywQ9+MJ/73Oc2bDv66KPzp3/6pznrrLPyxje+MS94wQs2bLv88stzxhln5CMf+Uhe/vKXb/4TvADLgwAAAAAALGKMseAXCq6//VGPelR22WWXJMmRRx6ZM844I9tvv33OOuusPOQhD0mS3Hjjjdl1112TJDvuuGMe//jHJ0kOPPDAfPzjH1/wvEceeeSGfS666KIkyRlnnJGXvOQlSZJ99903++23X5Lkfve7Xy688MK86EUvyuMe97g8+tGPXvLj+/SnP51f/uVfzl3vetckyROf+MQkyfXXX59/+Id/yFOe8pQN+373u9/d8O8jjjgid7rTnbL33ntvmC2+pYjWAAAAAACL2GefffKBD3zgVrd961vfyiWXXJLtttvuh4J2VWWMkec85zl53ete90PH22GHHTbcZ7vttsvNN9+84HnvfOc7/9A+Y4wF973HPe6Rc845Jx/72Mfylre8JSeeeGLe/e53L/kxLhTlv//972fnnXfO2WefvdHxbWxcm8vyIAAAAAAAizj00ENzww035D3veU+S5JZbbslLX/rSrFmzJne9613z8Y9/PNdcc01uvPHGfOhDH8rP/uzP5tBDD83JJ5+cK664IklyzTXX5OKLL77NY/m5n/u5nHjiiUmSL3/5y/niF7+YJLnqqqvy/e9/P0960pPy+7//+/n85z+fJNlpp51y3XXXbfSYj3jEI3LKKafkxhtvzHXXXZfTTjstybQEyp577pmTTjopyRSmzznnnNv8GJZCtAYAAAAAWERV5ZRTTslJJ52UBz7wgXnQgx6UVatW5bWvfW2SKSQ/+9nPzgEHHJAnPelJOeigg7L33nvn1a9+dR796Ednv/32y6Me9ahcfvnlt3ksL3jBC3LllVdmv/32y+tf//rst99+Wb16dS699NIccsghOeCAA7JmzZoNM7zXrFmTY445ZsMXMS702B784AfnaU972obxP/zhD9+w/fjjj8+73vWu7L///tlnn31y6qmn3ubHsBS1padur5SDDjporP/mSwAAAADgjuH888/PT/zET6z0MBZ03HHH5cwzz8yf/dmfbZXz3XLLLbnpppuyatWqXHDBBTn00EPzta99LTvuuOOyj7PrrrvmG9/4RnbYYYfbabSThX5/VXXWGOOgxe5jTWsAAAAAgG3ADTfckF/4hV/ITTfdlDFG3va2ty07WCfTOt3Pe97zbvdgvblEawAAAACAzbBmzZqsWbNmq51vp512ypZYbeIrX/nKFhjN7cea1gAAAAAAtCFaAwAAAACt3VG+l+9Hzeb+3kRrAAAAAKCtVatW5eqrrxautzFjjFx99dVZtWrVsu9rTWsAAAAAoK3dd989a9euzZVXXrnSQ2GZVq1ald13333Z9xOtAQAAAIC2dthhh+y5554rPQy2IsuDAAAAAADQhmgNAAAAAEAbojUAAAAAAG2I1gAAAAAAtCFaAwAAAADQhmgNAAAAAEAbojUAAAAAAG2I1gAAAAAAtCFaAwAAAADQhmgNAAAAAEAbojUAAAAAAG20jNZV9RNV9faqOrmqfn2lxwMAAAAAwNax1aJ1Vb27qq6oqi/Nu/2wqvpqVX29ql6eJGOM88cYxyR5apKDttYYAQAAAABYWVtzpvVxSQ6be0NVbZfkLUkek2TvJM+oqr1n256Y5Iwkf7cVxwgAAAAAwAraatF6jPGpJNfMu/ngJF8fY1w4xvhekhOSHD7b/8NjjJ9J8szFjllVR1fVmVV15pVXXnl7DR0AAAAAgK1k+xU+/72TXDLn57VJHlpVhyQ5Msmdk5y+2J3HGO9I8o4kOeigg8btNkoAAAAAALaKlY7WtcBtY4zxySSf3LpDAQAAAABgpW3NNa0XsjbJfeb8vHuSy1ZoLAAAAAAArLCVjtafS/LAqtqzqnZM8vQkH17hMQEAAAAAsEK2WrSuqvcl+WySvapqbVU9d4xxc5IXJvlYkvOTnDjGOG9rjQkAAAAAgF622prWY4xnLHL76dnIly0CAAAAAPCjY6WXBwEAAAAAgA1EawAAAAAA2hCtAQAAAABoQ7QGAAAAAKAN0RoAAAAAgDZEawAAAAAA2hCtAQAAAABoQ7QGAAAAAKAN0RoAAAAAgDZEawAAAAAA2hCtAQAAAABoQ7QGAAAAAKAN0RoAAAAAgDZEawAAAAAA2hCtAQAAAABoY/uVHgAAAAAAdLPHy//6djnuRX/wuNvluMnyxnx7jgNuK9EaAAAAALaS2yuGL9e2GOX50WF5EAAAAAAA2jDTGgAAAIDbVZfZxWYBw7ZBtAYAAADgR0KXeA5snGgNAAAAAKyIDh8kmIHfj2gNAAAAAGwRHSI02z7RGgAAAIAkgiPQg2gNAAAAsA0RloE7OtEaAAAAYIUJ0bDtWM771XrZm0e0BgAAAAB+ZN2eHxr5QOoHlhPw73Q7jgMAAAAAAJZFtAYAAAAAoA3RGgAAAAC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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wims_datestack_grouped = pd.DataFrame()\n",
    "def make_graphs_opening(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    #df_stemger_label.head()\n",
    "    graph_wims = filter_binned(gdf_wims_dedupe, df_stemger_label)\n",
    "    graph_wims_split = filter_binned(gdf_wims_split, df_stemger_label)\n",
    "    plot_opening(graph_wims_split, label)\n",
    "    \n",
    "    \n",
    "for label in labels:\n",
    "    make_graphs_opening(label)\n",
    "\n",
    "print(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "wims_datestack_grouped.drop('Openingstijden', axis=1, inplace=True)\n",
    "wims_datestack_grouped.reset_index(inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def graph_open_stacked(df):\n",
    "    wims_pivot = df.pivot_table(index='Openingstijden', columns='Staffel', values='UUID', aggfunc='sum')\n",
    "\n",
    "    ax_open_opening = wims_pivot.plot(kind=\"bar\", stacked=True, fontsize=22, figsize=(40,40), log=True)\n",
    "\n",
    "\n",
    "    xticks = pd.date_range(start=df.Openingstijden.min(), end=df.Openingstijden.max(), freq=\"30min\")\n",
    "    xticklabels = []\n",
    "    tickcount = 0\n",
    "    for tick in xticks:\n",
    "        if (tickcount % 6 == 0):\n",
    "            xticklabels.append(tick.strftime(\"%d-%m %H:%M\"))\n",
    "        else:\n",
    "            xticklabels.append(\" \")\n",
    "        tickcount += 1\n",
    "\n",
    "\n",
    "    ax_open_opening.set_xticklabels(xticklabels, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph_open_stacked(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Invalid comparison between dtype=datetime64[ns] and Timestamp",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:536\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=534'>535</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=535'>536</a>\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_compatible_with(other)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=536'>537</a>\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, IncompatibleFrequency) \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=537'>538</a>\u001b[0m     \u001b[39m# e.g. tzawareness mismatch\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py:508\u001b[0m, in \u001b[0;36mDatetimeArray._check_compatible_with\u001b[0;34m(self, other, setitem)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=506'>507</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=507'>508</a>\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_assert_tzawareness_compat(other)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=508'>509</a>\u001b[0m \u001b[39mif\u001b[39;00m setitem:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=509'>510</a>\u001b[0m     \u001b[39m# Stricter check for setitem vs comparison methods\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py:711\u001b[0m, in \u001b[0;36mDatetimeArray._assert_tzawareness_compat\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=709'>710</a>\u001b[0m     \u001b[39mif\u001b[39;00m other_tz \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=710'>711</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=711'>712</a>\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mCannot compare tz-naive and tz-aware datetime-like objects.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=712'>713</a>\u001b[0m         )\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=713'>714</a>\u001b[0m \u001b[39melif\u001b[39;00m other_tz \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
      "\u001b[0;31mTypeError\u001b[0m: Cannot compare tz-naive and tz-aware datetime-like objects.",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mInvalidComparison\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:1008\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1006'>1007</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1007'>1008</a>\u001b[0m     other \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_comparison_value(other)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1008'>1009</a>\u001b[0m \u001b[39mexcept\u001b[39;00m InvalidComparison:\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:539\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=536'>537</a>\u001b[0m     \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, IncompatibleFrequency) \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=537'>538</a>\u001b[0m         \u001b[39m# e.g. tzawareness mismatch\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=538'>539</a>\u001b[0m         \u001b[39mraise\u001b[39;00m InvalidComparison(other) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=540'>541</a>\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_list_like(other):\n",
      "\u001b[0;31mInvalidComparison\u001b[0m: 2022-03-14 07:30:00+00:00",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb Cell 65'\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=0'>1</a>\u001b[0m filtered_datestack_1 \u001b[39m=\u001b[39m wims_datestack_grouped\u001b[39m.\u001b[39mloc[(pd\u001b[39m.\u001b[39;49mto_datetime(wims_datestack_grouped[\u001b[39m'\u001b[39;49m\u001b[39mOpeningstijden\u001b[39;49m\u001b[39m'\u001b[39;49m]) \u001b[39m>\u001b[39;49m\u001b[39m=\u001b[39;49m pd\u001b[39m.\u001b[39;49mto_datetime(\u001b[39m'\u001b[39;49m\u001b[39m2022-03-14T07:30:00.000Z\u001b[39;49m\u001b[39m'\u001b[39;49m))\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=1'>2</a>\u001b[0m                      \u001b[39m&\u001b[39m (pd\u001b[39m.\u001b[39mto_datetime(wims_datestack_grouped[\u001b[39m'\u001b[39m\u001b[39mOpeningstijden\u001b[39m\u001b[39m'\u001b[39m]) \u001b[39m<\u001b[39m\u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mto_datetime(\u001b[39m'\u001b[39m\u001b[39m2022-03-14T21:00:00.000Z\u001b[39m\u001b[39m'\u001b[39m))]\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=2'>3</a>\u001b[0m graph_open_stacked(filtered_datestack_1)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=3'>4</a>\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=4'>5</a>\u001b[0m \u001b[39mfiltered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=5'>6</a>\u001b[0m \u001b[39m                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-15T21:00:00.000Z'))]\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=9'>10</a>\u001b[0m \u001b[39mgraph_open_stacked(filtered_datestack_3)\u001b[39;00m\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000063?line=10'>11</a>\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer.<locals>.new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=65'>66</a>\u001b[0m             \u001b[39mreturn\u001b[39;00m \u001b[39mNotImplemented\u001b[39m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=67'>68</a>\u001b[0m other \u001b[39m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=69'>70</a>\u001b[0m \u001b[39mreturn\u001b[39;00m method(\u001b[39mself\u001b[39;49m, other)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=57'>58</a>\u001b[0m \u001b[39m@unpack_zerodim_and_defer\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m__ge__\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=58'>59</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__ge__\u001b[39m(\u001b[39mself\u001b[39m, other):\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=59'>60</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_cmp_method(other, operator\u001b[39m.\u001b[39;49mge)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py:5623\u001b[0m, in \u001b[0;36mSeries._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5619'>5620</a>\u001b[0m rvalues \u001b[39m=\u001b[39m extract_array(other, extract_numpy\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, extract_range\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5621'>5622</a>\u001b[0m \u001b[39mwith\u001b[39;00m np\u001b[39m.\u001b[39merrstate(\u001b[39mall\u001b[39m\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5622'>5623</a>\u001b[0m     res_values \u001b[39m=\u001b[39m ops\u001b[39m.\u001b[39;49mcomparison_op(lvalues, rvalues, op)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5624'>5625</a>\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_construct_result(res_values, name\u001b[39m=\u001b[39mres_name)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py:269\u001b[0m, in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=259'>260</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=260'>261</a>\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mLengths must match to compare\u001b[39m\u001b[39m\"\u001b[39m, lvalues\u001b[39m.\u001b[39mshape, rvalues\u001b[39m.\u001b[39mshape\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=261'>262</a>\u001b[0m         )\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=263'>264</a>\u001b[0m \u001b[39mif\u001b[39;00m should_extension_dispatch(lvalues, rvalues) \u001b[39mor\u001b[39;00m (\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=264'>265</a>\u001b[0m     (\u001b[39misinstance\u001b[39m(rvalues, (Timedelta, BaseOffset, Timestamp)) \u001b[39mor\u001b[39;00m right \u001b[39mis\u001b[39;00m NaT)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=265'>266</a>\u001b[0m     \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m is_object_dtype(lvalues\u001b[39m.\u001b[39mdtype)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=266'>267</a>\u001b[0m ):\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=267'>268</a>\u001b[0m     \u001b[39m# Call the method on lvalues\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=268'>269</a>\u001b[0m     res_values \u001b[39m=\u001b[39m op(lvalues, rvalues)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=270'>271</a>\u001b[0m \u001b[39melif\u001b[39;00m is_scalar(rvalues) \u001b[39mand\u001b[39;00m isna(rvalues):  \u001b[39m# TODO: but not pd.NA?\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=271'>272</a>\u001b[0m     \u001b[39m# numpy does not like comparisons vs None\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=272'>273</a>\u001b[0m     \u001b[39mif\u001b[39;00m op \u001b[39mis\u001b[39;00m operator\u001b[39m.\u001b[39mne:\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer.<locals>.new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=65'>66</a>\u001b[0m             \u001b[39mreturn\u001b[39;00m \u001b[39mNotImplemented\u001b[39m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=67'>68</a>\u001b[0m other \u001b[39m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=69'>70</a>\u001b[0m \u001b[39mreturn\u001b[39;00m method(\u001b[39mself\u001b[39;49m, other)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=57'>58</a>\u001b[0m \u001b[39m@unpack_zerodim_and_defer\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m__ge__\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=58'>59</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__ge__\u001b[39m(\u001b[39mself\u001b[39m, other):\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=59'>60</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_cmp_method(other, operator\u001b[39m.\u001b[39;49mge)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:1010\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1007'>1008</a>\u001b[0m     other \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_validate_comparison_value(other)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1008'>1009</a>\u001b[0m \u001b[39mexcept\u001b[39;00m InvalidComparison:\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1009'>1010</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m invalid_comparison(\u001b[39mself\u001b[39;49m, other, op)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1011'>1012</a>\u001b[0m dtype \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(other, \u001b[39m\"\u001b[39m\u001b[39mdtype\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1012'>1013</a>\u001b[0m \u001b[39mif\u001b[39;00m is_object_dtype(dtype):\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1013'>1014</a>\u001b[0m     \u001b[39m# We have to use comp_method_OBJECT_ARRAY instead of numpy\u001b[39;00m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1014'>1015</a>\u001b[0m     \u001b[39m#  comparison otherwise it would fail to raise when\u001b[39;00m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1015'>1016</a>\u001b[0m     \u001b[39m#  comparing tz-aware and tz-naive\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py:34\u001b[0m, in \u001b[0;36minvalid_comparison\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=31'>32</a>\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=32'>33</a>\u001b[0m     typ \u001b[39m=\u001b[39m \u001b[39mtype\u001b[39m(right)\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=33'>34</a>\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid comparison between dtype=\u001b[39m\u001b[39m{\u001b[39;00mleft\u001b[39m.\u001b[39mdtype\u001b[39m}\u001b[39;00m\u001b[39m and \u001b[39m\u001b[39m{\u001b[39;00mtyp\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=34'>35</a>\u001b[0m \u001b[39mreturn\u001b[39;00m res_values\n",
      "\u001b[0;31mTypeError\u001b[0m: Invalid comparison between dtype=datetime64[ns] and Timestamp"
     ]
    }
   ],
   "source": [
    "filtered_datestack_1 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-14T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-14T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_1)\n",
    "\"\"\"\n",
    "filtered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-15T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_2)\n",
    "filtered_datestack_3 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-16T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-16T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_3)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 1; 0-10.000 stemgerechtigden\n",
      "bijeenkomstfunctie         82\n",
      "kantoorfunctie             23\n",
      "sportfunctie               22\n",
      "woonfunctie                15\n",
      "overige gebruiksfunctie    12\n",
      "onderwijsfunctie           10\n",
      "gezondheidszorgfunctie      6\n",
      "winkelfunctie               3\n",
      "industriefunctie            1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden\n",
      "bijeenkomstfunctie         1369\n",
      "sportfunctie                415\n",
      "kantoorfunctie              259\n",
      "onderwijsfunctie            243\n",
      "woonfunctie                 211\n",
      "overige gebruiksfunctie      89\n",
      "gezondheidszorgfunctie       78\n",
      "industriefunctie             38\n",
      "winkelfunctie                36\n",
      "logiesfunctie                33\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden\n",
      "bijeenkomstfunctie         1414\n",
      "sportfunctie                384\n",
      "onderwijsfunctie            268\n",
      "kantoorfunctie              203\n",
      "woonfunctie                 181\n",
      "overige gebruiksfunctie     108\n",
      "gezondheidszorgfunctie      100\n",
      "industriefunctie             51\n",
      "winkelfunctie                34\n",
      "logiesfunctie                26\n",
      "celfunctie                    1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden\n",
      "bijeenkomstfunctie         531\n",
      "sportfunctie               161\n",
      "onderwijsfunctie           141\n",
      "woonfunctie                 82\n",
      "kantoorfunctie              80\n",
      "gezondheidszorgfunctie      43\n",
      "overige gebruiksfunctie     39\n",
      "industriefunctie            21\n",
      "winkelfunctie               19\n",
      "logiesfunctie                7\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         667\n",
      "onderwijsfunctie           298\n",
      "sportfunctie               239\n",
      "kantoorfunctie             138\n",
      "woonfunctie                115\n",
      "overige gebruiksfunctie     60\n",
      "gezondheidszorgfunctie      55\n",
      "industriefunctie            41\n",
      "winkelfunctie               29\n",
      "logiesfunctie               12\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 6; >350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         403\n",
      "onderwijsfunctie           228\n",
      "sportfunctie               114\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 80\n",
      "industriefunctie            52\n",
      "overige gebruiksfunctie     38\n",
      "winkelfunctie               28\n",
      "gezondheidszorgfunctie      27\n",
      "logiesfunctie               26\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_graphs_use(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    plot_use(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels:\n",
    "    make_graphs_use(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep totaal: 22\n",
      "Open op 15 maart groep totaal: 24\n",
      "Open op 16 maart groep totaal: 6658\n",
      "Open op 14 én 15 maart groep totaal: 12\n",
      "Open op 14 én 16 maart groep totaal: 28\n",
      "Open op 15 én 16 maart groep totaal: 44\n",
      "Open op 14, 15 én 16 maart groep totaal: 1301\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel totaal: 1318\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_opening(gdf_wims_split, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: totaal\n",
      "bijeenkomstfunctie         4466\n",
      "sportfunctie               1335\n",
      "onderwijsfunctie           1188\n",
      "kantoorfunctie              794\n",
      "woonfunctie                 684\n",
      "overige gebruiksfunctie     346\n",
      "gezondheidszorgfunctie      309\n",
      "industriefunctie            204\n",
      "winkelfunctie               149\n",
      "logiesfunctie               104\n",
      "celfunctie                    3\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_use(gdf_wims_dedupe, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2; 10.000-30.000 stemgerechtigden      170\n",
      "3; 30.000-60.000 stemgerechtigden       92\n",
      "1; 0-10.000 stemgerechtigden            25\n",
      "4; 60.000-100.000 stemgerechtigden      24\n",
      "5; 100.000-350.000 stemgerechtigden     19\n",
      "6; >350.000 stemgerechtigden             3\n",
      "Name: binned, dtype: int64\n"
     ]
    }
   ],
   "source": [
    " print(df_stemger_clean['binned'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_graphs_dist(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    plot_dist(filter_binned(df_nearest, df_stemger_label), label)\n",
    "\n",
    "for label in labels:\n",
    "    make_graphs_dist(label)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gemiddelde afstand tot stemlokaal totaal: 434.3908324541042\n",
      "['crs28992res500m', 'aantal_inwoners', 'stedelijkheid', 'geometry', 'savedindex', 'Unnamed: 0', '_id', 'Gemeente', 'gemeentecode', 'Nummer stembureau', 'Naam stembureau', 'Gebruiksdoel van het gebouw', 'Website locatie', 'Wijknaam', 'CBS wijknummer', 'Buurtnaam', 'CBS buurtnummer', 'BAG Nummeraanduiding ID', 'Straatnaam', 'Huisnummer', 'Huisletter', 'Huisnummertoevoeging', 'Postcode', 'Plaats', 'Extra adresaanduiding', 'X', 'Y', 'Latitude', 'Longitude', 'Openingstijden 14-03-2022', 'Openingstijden 15-03-2022', 'Openingstijden 16-03-2022', 'Toegankelijk voor mensen met een lichamelijke beperking', 'Akoestiek', 'Auditieve hulpmiddelen', 'Visuele hulpmiddelen', 'Gehandicaptentoilet', 'Kieskring ID', 'Hoofdstembureau', 'Tellocatie', 'Contactgegevens gemeente', 'Verkiezingswebsite gemeente', 'Verkiezingen', 'ID', 'UUID', 'dist']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "binned\n",
       "1; 0-10.000 stemgerechtigden           582.737580\n",
       "2; 10.000-30.000 stemgerechtigden      539.170370\n",
       "3; 30.000-60.000 stemgerechtigden      472.161641\n",
       "4; 60.000-100.000 stemgerechtigden     451.049861\n",
       "5; 100.000-350.000 stemgerechtigden    357.505034\n",
       "6; >350.000 stemgerechtigden           231.455703\n",
       "dtype: float64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def w_avg(df, values, weights):\n",
    "    d = df[values]\n",
    "    w = df[weights]\n",
    "    return (d * w).sum() / w.sum()\n",
    "print(\"Gemiddelde afstand tot stemlokaal totaal: {}\".format(w_avg(df_nearest, \"dist\", \"aantal_inwoners\")))\n",
    "\n",
    "df_nearest_rename = df_nearest.rename(columns = {'CBS gemeentecode': 'gemeentecode'})\n",
    "print(list(df_nearest_rename))\n",
    "df_nearest_merged = pd.merge(df_nearest_rename, df_stemger_clean, on=['gemeentecode'])\n",
    "df_nearest_merged.groupby('binned').apply(w_avg, 'dist', 'aantal_inwoners')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "324.59925001723775\n",
      "binned\n",
      "1; 0-10.000 stemgerechtigden           420.523944\n",
      "2; 10.000-30.000 stemgerechtigden      387.837924\n",
      "3; 30.000-60.000 stemgerechtigden      357.802769\n",
      "4; 60.000-100.000 stemgerechtigden     338.623546\n",
      "5; 100.000-350.000 stemgerechtigden    298.937122\n",
      "6; >350.000 stemgerechtigden           213.189891\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "def weighted_median(df, val, weight):\n",
    "    df_sorted = df.sort_values(val)\n",
    "    cumsum = df_sorted[weight].cumsum()\n",
    "    cutoff = df_sorted[weight].sum() / 2.\n",
    "    return df_sorted[cumsum >= cutoff][val].iloc[0]\n",
    "\n",
    "print(weighted_median(df_nearest_merged, 'dist', 'aantal_inwoners'))\n",
    "\n",
    "print(df_nearest_merged.groupby('binned').apply(weighted_median, 'dist', 'aantal_inwoners'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_nearest_merged['New']=df_nearest_merged[['aantal_inwoners','r2']].apply(tuple ,1);df_nearest_merged.groupby(['binned']).New.value_counts().reindex(pd.MultiIndex.from_frame(df_nearest_merged[['binned','New']])).values\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_dist(df_nearest, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_type(df, label):\n",
    "    print(\"aantal mobiele stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"Mobiel\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal drive through stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"Drive\")][\"Naam stembureau\"].count()))\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    print(\"aantal niet publiek open stemlokalen groep {}: {}\".format(label, df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"Niet open voor algemeen publiek\")][\"Extra adresaanduiding\"].count()))\n",
    "    print(\"aantal tent stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"tent\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal parkeerplaats stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"parkeer\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal bus stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"bus\")][\"Naam stembureau\"].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aantal mobiele stemlokalen groep totaal: 98\n",
      "aantal drive through stemlokalen groep totaal: 25\n",
      "aantal niet publiek open stemlokalen groep totaal: 89\n",
      "aantal tent stemlokalen groep totaal: 13\n",
      "aantal parkeerplaats stemlokalen groep totaal: 13\n",
      "aantal bus stemlokalen groep totaal: 23\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 1; 0-10.000 stemgerechtigden: 3\n",
      "aantal drive through stemlokalen groep 1; 0-10.000 stemgerechtigden: 1\n",
      "aantal niet publiek open stemlokalen groep 1; 0-10.000 stemgerechtigden: 3\n",
      "aantal tent stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal parkeerplaats stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal bus stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 30\n",
      "aantal drive through stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 5\n",
      "aantal niet publiek open stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 27\n",
      "aantal tent stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 3\n",
      "aantal parkeerplaats stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 8\n",
      "aantal bus stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 5\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 39\n",
      "aantal drive through stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 7\n",
      "aantal niet publiek open stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 25\n",
      "aantal tent stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 0\n",
      "aantal parkeerplaats stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 1\n",
      "aantal bus stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 9\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 10\n",
      "aantal drive through stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 7\n",
      "aantal niet publiek open stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 11\n",
      "aantal tent stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 5\n",
      "aantal parkeerplaats stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "aantal bus stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 16\n",
      "aantal drive through stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 5\n",
      "aantal niet publiek open stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 23\n",
      "aantal tent stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 3\n",
      "aantal parkeerplaats stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 4\n",
      "aantal bus stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 9\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal drive through stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal niet publiek open stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal tent stemlokalen groep 6; >350.000 stemgerechtigden: 2\n",
      "aantal parkeerplaats stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal bus stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print_type(gdf_wims_dedupe, \"totaal\")\n",
    "print(\"\\n\")\n",
    "\n",
    "def make_print_type(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    print_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_print_type(label)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(list(gdf_wims_dedupe))\n",
    "\n",
    "#print(list(df_stemger_clean))\n",
    "\n",
    "\n",
    "#gdf_wims_dedupe.rename(columns = {'CBS gemeentecode': 'gemeentecode'}, inplace = True)\n",
    "#wims_merged = pd.merge(gdf_wims_dedupe, df_stemger_clean, on=['gemeentecode'])\n",
    "#wims_merged.rename(columns = {'binned': 'staffel'}, inplace = True)\n",
    "#wims_merged.to_csv(path_or_buf='../data/export/openingstijden_alle_staffels.csv', sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')\n",
    "\n",
    "#df_nearest.rename(columns = {'CBS gemeentecode': 'gemeentecode'}, inplace = True)\n",
    "#df_merged = pd.merge(df_nearest, df_stemger_clean, on=['gemeentecode'])\n",
    "#df_merged.rename(columns = {'binned': 'staffel'}, inplace = True)\n",
    "#df_merged.to_csv(path_or_buf='../data/export/afstand_alle_staffels.csv', sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "open = {\n",
    "        'dagen': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "\n",
    "def graph_open_2(df, label):\n",
    "    \n",
    "    open['dagen'].append(\"14 en 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"14 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"15 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alle dagen\")\n",
    "    open['aantal'].append(df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 14 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "\n",
    "def make_graph_open_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_open_2(filter_binned(gdf_wims_times, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_open_2(label)\n",
    "\n",
    "dagen = sorted(list(dict.fromkeys(open['dagen'])))\n",
    "\n",
    "df_open_dagen = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "#ax_open = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "#ax_open.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "#for c in ax_open.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    #labels_ax= [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    #ax_open.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n",
    "ax_open_log = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13), log=True)\n",
    "\n",
    "ax_open_log.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax_open_log.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax_open_log.bar_label(c, labels=labels_ax, label_type='center', padding = 0)\n",
    "\n",
    "#pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PHqVBgwZ51vu7UCIiIiIiBc7Pz4+tW7cC0L9/f0JDQ/Hy8mLhwoXUrVsXSHkkJjExEQ8PD8aOHWt7NCc3ffv25aOPPqJRo0YcP36c9957j2bNmuHr62trN7MjR45Qvnz5LOUXLlzA2dmZyZMn8/777+Ps7Mz169dJTk7m2LFjGR79STNmzBjWrVuHq6sr69aty7AeIL3ly5fj7OzMjh076Nixo212wc3Njd69e1O/fn0CAgKYPn267Y1ZgwcPtr3qN6d+coufOXMmgwcPxsXFhdq1a2f7xqz//Oc/NGjQgIYNG+Lo6MgTTzyBh4cHhQsXpmHDhkyZMoXBgwdTv359GjduTIMGDRg6dGiesx2Z+5g8eTJNmzYlMjKS0qVLAym/E/369aNFixa4u7vTs2fPbBOFnOq5ubnx5ptv0rp1axo2bMjLL7+c6zgy31d677zzDiEhITRu3JgffvjBlsg1btyYPn364OnpSY8ePXj88cdtMQsXLmTOnDk0bNgQNze3DC9dyMmmTZvo2DHvt8z9XRj5fWf0/xovLy8z83u8RURE/o4OHz5MvXr1CnQM+/btY/LkySxYsKBAxwHQqVMnli1bRpEiRfJV/5dffmHu3LlMnjz5Tx7Z39PNmzdxdHTEMAyCg4P573//m68v7VaKj4/Hzs6OwoULs2PHDoYPH57jY1f3olWrVqxcudK2BuWvKLv/PTEMI8w0zSzvQr6jNSKGYTgDowE/4GHAAM4AG4APTdP8LYe4fsBwwAOwA44AXwAzTdNMzqU/S+NERESkYDRq1Ii2bduSlJR03/cSuVPffffdHdVv0KCBkpB7EBYWxgsvvIBpmpQpU4a5c+cW9JCyOH36NL179yY5OZkiRYrw2Wef3fc+Ll68yMsvv/yXTkLuVL5nRAzDaARsBMoAZ4Gw1EtewENALOBvmub2THHTgeeBOFISlgTABygJLAd6maaZZRtVq+My04yI/B193KdTQQ9BRB5ALUe8SvWHsi5UFutVqe1a0EMQuSd3MiNyJ2tEppOShHwG1DJNs6tpml2BmsBcoAQwM1OnPUhJCi4AHqZpdjJNsxvgChwGugEvZO7I6jgREREREbFWvhIRwzCKAi1ST982TTMh7Vrqz2NTTz0MwyiWLvT11ONo0zQj0sVEkfLoFMAYwzAyj8PqOBERERERsVB+v5AnAWmvP8juhcxpz3fdAG6BbT1JE+A2sDhLgGn+CJwDqgC2115YHSciIiIiItbLVyKSOuuxIfV0vGEY9mnXUn9+P/V0jvnHopNGqceDpmneyqHpPZnqFkSciIiIiIhY7E4eUXoeiACeA34zDGO5YRjLgRNAX+AT4JV09WumHk/l0ubpTHULIk5EREQK2K24OLo92Z+kpDzfJ3NHfli3jl8jjuVZb9InU5n5+Zxc6yxduYp2HTvTrmNnOvfqw8HDh/Ns99vvf6B1QAequtYh/OefM1ybOnMWLdq1p6WvP5u2/JRt/OXLl/H19cXV1RVfX1/bRnoAEyZMwMXFhTp16rB27VpbeVhYGO7u7ri4uDBy5MgcdwUPCAiw7XExbNgw22cfHx9Pnz59cHFxoVmzZpw8eTLb+Jz6yS1+3rx5uLq64urqatuAMT82b97M9u3b8674gKpRowaXLl3KUp75vmbNmsX8+fPvqO02bdpwty9Y+u6773jnnXfuKvZ+yPfre03T/M0wjEeB+cATgHO6y6HAlvRrR0hZvA4pj2vlJDb1WLIA40RERCSdKguyvNzmnlx4Ku8vScGLl9DB3+++v7p3zbr1+LZtSx1Xl3tu6+Fqziz7+ivKlC7Nhh9/5NW3xvL90iW5xtR5xJU5M6bx2ltvZyj/NeIYK1evZvMP3xP1exS9Bwxi2/qQLPFBQUH4+PgwZswYgoKCCAoKYuLEiRw6dIjg4GAOHjzI+fPnad++PUePHsXOzo7hw4cze/ZsmjdvTocOHVizZk22mxV+8803lCpVCtM06dmzJ4sXL6Zv377MmTOHsmXLcuzYMYKDgxk9ejSLFi3KEp9TPznFX758mfHjxxMaGophGDRp0oTAwMB8va528+bNlChRgkcffTTPun+2xMREChe+ox0wcpT5voYNG3Zf2s2vjh07MnbsWEaPHk2xYsXyDrjP8j0jkpqE/AK4AF2ACkBFoCtQFlhqGEb6/5alrSW50x0TrY77owHDGGIYRqhhGKEXL16822ZERETkDi1b9S0B7X0AuHHjBr2eGoBvYFfadujEmnXrbfUGDRuOX5dutA7owILgYFt5bQ9PJnw8GZ9OnenYoxcXL11iz969hGzYyLsTP6R950BOnjrNV8GLCOjWHZ9OnXl2xAvcvJXT09xZeTduTJnUXb+beHoSeeGC7Vr/ZwdzISoqS8wjLi641KqVpXzt+vV06dgRB4ciPFytGjWqV2ff/gNZ6q1cuZKBAwcCMHDgQFasWGEr79u3Lw4ODtSsWRMXFxd2795NZGQk169fp0WLFhiGwYABA2wxmZUqVQpI+WJ9+/ZtDMPI0mfPnj3ZsGFDllmV3PrJKX7t2rX4+vpSrlw5ypYti6+vL2vWrMkyrqlTp1K/fn08PDzo27cvJ0+eZNasWUyZMgVPT09++uknLl68SI8ePfD29sbb25tt27YBMG7cOAYOHIifnx81atRg2bJlvPbaa7i7uxMQEEBCQsrfzL///nvq1q1Ly5YtGTlyJJ06pbze/saNGzzzzDN4e3vTqFEj28aKX375Jb169aJz5874+fnlWC8pKYlXXnkFd3d3PDw8+PTTT2339emnn9K4cWPc3d05cuRItvc1btw4Jk2aBMCePXvw8PCgRYsWvPrqqzRo0ACAW7du0bdvXzw8POjTpw+30v0Oh4SE0KJFCxo3bkyvXr2IjU35G3yNGjV45513MvQPYBgGbdq0ueO9c+6X/L41qwywgpSZhADTNFeZphltmuYl0zRXAgGkLFIfaxhG2guwY1KPJTK3l07atZh0ZVbH2ZimOds0TS/TNL0qVqyYSzMiIiJyv9y+fZtTZ85QzTnlYQsHBwfmzpjBulUrWPLVfMZPCLJ9EZ4SNIGQlctZs2IZc+Yt4HLqo0o3b96kiacnG777luZNvflq0Td4N26Mn0873h79Guu/XUWN6g/Twd+PNcuXseG7b3GtXZv/Ls7yfpt8+e/iJbRr1cp2vnDO51SpXDnf8Reioqjq5GQ7r1qlSraJTFRUFE6p9ZycnPj9998BOHfuHNWqVbPVc3Z25ty5c5w7dw5nZ+cs5Tnx9/enUqVKlCxZkp49e2Zpu3DhwpQuXZro6OgMcbn1k1N8TmPOLCgoiH379nHgwAFmzZpFjRo1GDZsGKNGjSI8PJzHH3+cF198kVGjRrFnzx6WLl3K4MGDbfHHjx9n9erVrFy5kn/84x+0bduWn3/+GUdHR1avXk1cXBxDhw7lhx9+YOvWraT/4/MHH3xAu3bt2LNnD5s2beLVV1/lxo2Uh2127NjBvHnz2LhxY471Zs+ezYkTJ2zj79+/v63tChUqsHfvXoYPH86kSZOyva/0nn76aWbNmsWOHTsyzBTOnDmTYsWKceDAAd58803CwlK29rt06RLvv/8+69evZ+/evXh5eWXYaDNz/2m8vLz46afsHw38s+V3XqkjKbMfG7PbPd00zWOGYewC2qT+JwI4mXq5ei7tpv02nkxXZnWciIiIFKDLV65QqtQfT02bpsmEjz9m555QChUyuBAVxcVLl6hUsSJz5s3nh3XrADgfGcmJk6coV7YsRezt8W3XFgCPBm5s2bot276OHI1g4pQpXL8ew42bN2nzeMs7Hu+2HTv5evFiVgb/9y7u9o97zMLI7sWk+Y83DCPH8pysXbuWuLg4+vfvz8aNG/H19c1XG7nVudexeXh40L9/f7p27UrXrl2zHff69es5dOiQ7fz69evExKT8nfmJJ57A3t4ed3d3kpKSCAgIAMDd3Z2TJ09y5MgRatWqRc2aKUuGn3zySWbPng2kzCisWrXK9kU9Li6O06dTlhinzebkVm/9+vUMGzbM9uhWWn2A7t27A9CkSROWLVuW7X2luXr1KjExMbZHtvr162ebtdiyZQsjR460fVYeHh4A7Ny5k0OHDvHYY48BKQl+ixYtbG3m1H+lSpU4f/58ruP5s+Q3EXk49XgtlzpXU49pn/i+1KObYRiOObzJyjtT3YKIExERkQJUtGhR4uNv286XrfqW6MuXWbtiGfb29ni3bkt8fDzbd+5iy/btfLv4G4o5OtK93z+Ij48HoLC9ve1LrV0hOxJzWPT+0ugxfDFzOm716rFo6TK279p1R2M9dOQI/3rjTRbO/Zxy+VjbkBOnKlU4HxlpOz9/4QJVKlXKUq9y5cpERkbi5OREZGQklVLrODs7c+bMGVu9s2fPUrVqVZydnTl79myW8qSkJJo0aQJAYGAg7777rq1O0aJFCQwMZOXKlfj6+tradnZ2JjExkWvXrmX4Qp3Wf3b9pB9b5nhnZ2c2b96cIaZNmzZZ7nn16tVs2bKFVatW8d5773Hw4MEsdZKTk9mxYweOjo5Zrjk4OABQqFAh7NP9XhQqVIjExMQcF+9DShK1dOlS6tSpk6F8165dFC9ePM96pmnmmPiljcvOzo7ExMRs66RvJzfZ9WGaJr6+vvz3v9knyDn1HxcXl+3naIX8rhFJS5OapH91b5rUsiappycATNM8A+wFigC9solpTcqC9wvAjrRyq+NERESkYJUpXZrkpCTiUpOK6zExVChfHnt7e7bt2MnZ1Md3rsfEUKZUaYo5OhJx/Dh7w8PzbLtE8eLE3vjjPTaxN2KpXKkSCQkJLFu1KtuYufMXMHf+gizlZ8+f59nnX+DTjz+ids2ML+Ds9dSADGtG8uLv48PK1auJj7/N6TNnOHHqJI0aemSpFxgYaHu71Lx58+jSpYutPDg4mPj4eE6cOEFERARNmzbFycmJkiVLsnPnTkzTZP78+XTp0gU7OzvCw8MJDw/n3XffJTY2lsjURCgxMdG2ZiJzn0uWLKFdu3ZZvvjm1E9u8f7+/oSEhHDlyhWuXLlCSEgI/v7+GdpNTk7mzJkztG3blg8//JCrV68SGxtLyZIlbTMeAH5+fkybNs12Hp6P34U0devW5bfffrO9zSv9Qnx/f38+/fRTWyKwb1/2f7vOqZ6fnx+zZs2yfdG/fPlyrmPJfF9pypYta/t8AYLTrYdq1aoVCxcuBOCXX37hwIGUtUXNmzdn27ZtHDuW8pa4mzdvcvTo0Vz7Bzh69Kht/YnV8puI/ADcJGVmZIphGA5pF1J/nkrKY09XgLXp4iakHicahuGSLqYSMCP1NMg0zeRM/VkdJyIiIgWodcuW7E59BWn3wM7s//kX/Lt2Z9mqVbjUTlns3bZVKxKTEmnXsTMfTvmExp6eebbbpVNHZnz2Ob6du3Dy1GlGv/QSHXr0os/Ap7NdRA5w7Lffsn2T05RPp3Hl6lVef2cc7TsH4t815VGX5ORkTpw6TZkyZbLEfB8SQuPHHids3z6eGjyEvoOeAVLeptW5QwdaBzxBv2cG8+9x79jWAQwePNj2OtYxY8awbt06XF1dWbduHWPGjAHAzc2N3r17U79+fQICApg+fbotfubMmQwePBgXFxdq166d7Ruzbty4QWBgIB4eHjRs2JBKlSrZ3tj07LPPEh0djYuLC5MnTyYoKMgW55nuM8+pn5ziy5Urx9ixY20LzN9+++0sMy1JSUn84x//wN3dnUaNGjFq1CjKlClD586dWb58uW1R99SpUwkNDcXDw4P69esza9asbP8ts+Po6MiMGTMICAigZcuWVK5cmdKpLyEYO3YsCQkJeHh40KBBA8aOHZttGznVGzx4MA8//LDtc/36669zHUvm+0pvzpw5DBkyhBYtWmCapm2Mw4cPJzY2Fg8PDz788EOaNm0KQMWKFfnyyy958skn8fDwoHnz5rZF6bnZtGkTHTt2zLPen8HIa+rHVtEwBgJzADtSZkjCSHlTVRPACYgH+pqmuSJT3AxgOBAHrAcSAB+gFCkL4Huappll/tTquMy8vLzMu30ns8iD6uM+nQp6CCLyAGo54lWqP1S1QMfw88FD/N/cuUz7eFLelf9kTz03hDnTp1GkSJF81T9y9Cj/XbyE8W++cc99V6ntmncluWexsbGUKFEC0zQZMWIErq6ujBo1qqCHlUHaGCFlAX9kZCSffPLJfe0jKiqKfv36sWHDhrwr59Phw4epV69ehjLDMMJM08zyXvB8v77XNM15QFNgAXAb8AN8SXlb1hygceYkJDXueaA/KY9NtQb8gWPAC0CPnJICq+NERESk4Li71eex5s3v+4aGd2PBZ7PznYQA1H3kkfuShIh1PvvsMzw9PXFzc+PatWsMHTq0oIeUxerVq/H09KRBgwb89NNPvPXWW/e9j9OnT/Pxxx/f93bzK98zIv9rNCMif0eaERGR7DwIMyKSQjMi8lf3p8yIiIiIiIiI3C9KRERERERExHJKRERERERExHJKRERERERExHJKRERERKTA3YqLo9uT/e/7W7N+WLeOXyOO5Vlv0idTmfn5nFzrrFm3nnYdO9v2ENmVj5faTJzyH1tMn4FPcyEqynZt6sxZtGjXnpa+/mza8lO28ZcvX8bX1xdXV1d8fX25cuWK7dqECRNwcXGhTp06rF37xzZuYWFhuLu74+LiwsiRI3Pcpfv27dsMGTKERx55hLp167J06VIA4uPj6dOnDy4uLjRr1sy28V9mOfWTW/y8efNwdXXF1dXVtulhfmzevJnt27fnu/6DpkaNGly6dClLeeb7mjVrFvPnz7+jttu0acPdvmDpu+++45133rmr2PuhcIH1LCIiIg8k363d72t761ouy7NO8OIldPD3s23Kd7+sWbce37ZtqePqknflPDz+aAv82/tgGAaHjhxhyMgX2RqyNteY5wcPZvSolwD4fN58Jk+bzofvvcuvEcdYuXo1m3/4nqjfo+g9YBDb1odkiQ8KCsLHx4cxY8YQFBREUFAQEydO5NChQwQHB3Pw4EHOnz9P+/btOXr0KHZ2dgwfPpzZs2fTvHlzOnTowJo1a7Ld1PCDDz6gUqVKHD16lOTkZNsu4HPmzKFs2bIcO3aM4OBgRo8enWH38TQ59ZNT/OXLlxk/fjyhoaEYhkGTJk0IDAzMdvPIzDZv3kyJEiV49NFH86z7Z0tMTKRw4fvzFTrzfaVtKmmVjh07MnbsWEaPHk2xYsUs7Rs0IyIiIiIPgGWrviWgvQ+Qsut3r6cG4BvYlbYdOrFm3XpbvUHDhuPXpRutAzqwIDjYVl7bw5MJH0/Gp1NnOvboxcVLl9izdy8hGzby7sQPad85kJOnTvNV8CICunXHp1Nnnh3xAjdv3cr3GIsXL45hGADcvHnL9jNA/2cHZ5jtSFOyZAnbzzdv3rTFrF2/ni4dO+LgUISHq1WjRvXq7Nt/IEv8ypUrGThwIAADBw5kxYoVtvK+ffvi4OBAzZo1cXFxYffu3URGRnL9+nVatGiBYRgMGDDAFpPZ3Llzef311wEoVKgQFSpUyNJnz5492bBhQ5ZZldz6ySl+7dq1+Pr6Uq5cOcqWLYuvry9r1qzJMq6pU6dSv359PDw86Nu3LydPnmTWrFlMmTLFtgP5xYsX6dGjh22X9m3btgEwbtw4Bg4ciJ+fHzVq1GDZsmW89tpruLu7ExAQQEJCAgDff/89devWpWXLlowcOZJOnVJeb3/jxg2eeeYZvL29adSoEStXrgTgyy+/pFevXnTu3Bk/P78c6yUlJfHKK6/g7u6Oh4cHn376qe2+Pv30Uxo3boy7uztHjhzJ9r7GjRvHpEkpm3ru2bMHDw8PWrRowauvvkqDBg0AuHXrFn379sXDw4M+ffpwK93vcEhICC1atKBx48b06tWL2NhYIGVG5p133snQP4BhGLRp04bvvvsu29+RP5tmRERERKRA3b59m1NnzlDN2RkABwcH5s6YQcmSJYi+fJlOPXvbZiKmBE2gbJky3IqL44luPejo70+5smW5efMmTTw9ef1fL/PexA/5atE3jBrxPH4+7fBt25ZOTwQAUKpUSf7Rtw8AQZOn8N/Fi3l2wIB8j/X7kBD+PeljoqMvs+Cz2bbyhXM+zzFmwseTWbJ8BSVLlmTJVwsAuBAVRWNPT1udqlWqZJvIREVF4eTkBICTkxO///47AOfOnaN58+a2es7Ozpw7dw57e3ucUz/H9OWZXb16FYCxY8eyefNmateuzbRp06hcuTLnzp2jWrVqABQuXJjSpUsTHR1tS1TS+s+pn5zi05fnNragoCBOnDiBg4MDV69epUyZMgwbNowSJUrwyiuvANCvXz9GjRpFy5YtOX36NP7+/hw+fBiA48ePs2nTJg4dOkSLFi1YunQpH374Id26dWP16tUEBAQwdOhQtmzZQs2aNXnyySdtfX/wwQe0a9eOuXPncvXqVZo2bUr79u0B2LFjBwcOHKBcuXK88cYb2dabP38+J06cYN++fRQuXNg2ywRQoUIF9u7dy4wZM5g0aRKff/55lvtKv8P5008/zezZs3n00UcZM2aMrXzmzJkUK1aMAwcOcODAARo3bgzApUuXeP/991m/fj3Fixdn4sSJTJ48mbfffjvH/gG8vLz46aef6N27d5Z/iz+bZkRERESkQF2+coVSpUrazk3TZMLHH9OuY2f6DBzEhagoLqY+Xz9n3nx8OnWmU89enI+M5MTJUwAUsbfHt11bADwauHH27Nls+zpyNIIufZ+kbYdOLFv1bb7Wj6TXwc+PrSFrmTtzBh/+5z/5inn9Xy8TtnUL3QM788WCBbZ7zCLdDEtesos3DCPH8swSExM5e/Ysjz32GHv37qVFixa2L8P5aSO3Ovc6Ng8PD/r3789XX32V4yNQ69ev54UXXsDT05PAwECuX79OTEwMAE888QT29va4u7uTlJREQEBKEuru7s7Jkyc5cuQItWrVombNmgAZEpGQkBCCgoLw9PSkTZs2xMXFcfr0aQDbbE5u9davX8+wYcNs406rD9C9e8ojj02aNMlx3U2aq1evEhMTY3tkq1+/frZrW7Zs4R//+Ifts/Lw8ABg586dHDp0iMceewxPT0/mzZvHqVOn8uy/UqVKnD9/Ptfx/Fk0IyIiIiIFqmjRosTH37adL1v1LdGXL7N2xTLs7e3xbt2W+Ph4tu/cxZbt2/l28TcUc3Ske79/EB8fD0Bhe3vbl1q7QnYk5rDo/aXRY/hi5nTc6tVj0dJlbN+1667G3KKpNy+ePkP05cuUT/dlMzfdAjvz1OAhvPrSizhVqcL5yEjbtfMXLlClUqUsMZUrVyYyMhInJyciIyOplFrH2dmZM2fO2OqdPXuWqlWr4uzsnCEJSytPSkqiSZMmAAQGBjJ+/HiKFStGt27dAOjVqxdz5szJ0LazszOJiYlcu3YtwxfqtDrZ9ZNbvLOzM5s3b84Q06ZNmyz3vHr1arZs2cKqVat47733OHjwYJY6ycnJ7NixA0dHxyzXHBwcgJTHzezT/V4UKlSIxMTEHBfvQ0oStXTpUurUqZOhfNeuXRQvXjzPeqZpZptcpR+XnZ0diYmJOY4hrZ3cZNeHaZr4+vry3//+9476j4uLy/ZztIJmRERERKRAlSldmuSkJOJSk4rrMTFUKF8ee3t7tu3YydnUx3eux8RQplRpijk6EnH8OHvDw/Nsu0Tx4sTeuGE7j70RS+VKlUhISGDZqlXZxsydv4C58xdkKT9x8pTtC+KBXw6SkHCbcqkLrXs9NYDICxeyxPyW7i/PIRs24FKrFgD+Pj6sXL2a+PjbnD5zhhOnTtKooUeW+MDAQNvbpebNm0eXLl1s5cHBwcTHx3PixAkiIiJo2rQpTk5OlCxZkp07d2KaJvPnz6dLly7Y2dkRHh5OeHg47777LoZh0LlzZ1tisGHDBurXr5+lzyVLltCuXbssX3xz6ie3eH9/f0JCQrhy5QpXrlwhJCQEf3//DO0mJydz5swZ2rZty4cffsjVq1eJjY2lZMmSthkPAD8/P6ZNm2Y7D8/H70KaunXr8ttvv9lmBdIvxPf39+fTTz+1/Tvv27cv2zZyqufn58esWbNsX/TTP5qVncz3laZs2bK2zxcgON16qFatWrFw4UIAfvnlFw4cSFlb1Lx5c7Zt28axYymzfDdv3uTo0aO59g9w9OhR2/oTqykRERERkQLXumVLdqe+grR7YGf2//wL/l27s2zVKlxqp3x5b9uqFYlJibTr2JkPp3ySYY1FTrp06siMzz7Ht3MXTp46zeiXXqJDj170Gfi0LSnI7Nhvv2X7JqfVa9fS5omOtO8cyBvjxjPrk/9gGAbJycmcOHWaMmXKZIn54KNJtHmiI+06dubHn7bx3tg3AajziCudO3SgdcAT9HtmMP8e947tjWGDBw+2vY51zJgxrFu3DldXV9atW2dbK+Dm5kbv3r2pX78+AQEBTJ8+3RY/c+ZMBg8ejIuLC7Vr1872jVkAEydOZNy4cXh4eLBgwQI+/vhjAJ599lmio6NxcXFh8uTJBAUF2WI8033mOfWTU3y5cuUYO3asbYH522+/nWWmJSkpiX/84x+4u7vTqFEjRo0aRZkyZejcuTPLly+3LeqeOnUqoaGheHh4UL9+fWbNmpXtPWbH0dGRGTNmEBAQQMuWLalcuTKlS5cGUtbMJCQk4OHhQYMGDRg7dmy2beRUb/DgwTz88MN4eHjQsGFDvv7661zHkvm+0pszZw5DhgyhRYsWmKZpG+Pw4cOJjY3Fw8ODDz/8kKZNmwJQsWJFvvzyS5588kk8PDxo3ry5bVF6bjZt2kTHjh3zrPdnMPKa+vlf5eXlZd7tO5lFHlQf9+lU0EMQkQdQyxGvUv2hqgU6hp8PHuL/5s5l2seTCnQcAE89N4Q506dRpEiRfNU/cvQo/128hPFvvnHPfVep7XrPbUjeYmNjKVGiBKZpMmLECFxdXRk1alRBDyuDtDFCygL+yMhIPvnkk/vaR1RUFP369cuwSP5eHT58mHr16mUoMwwjzDRNr8x1NSMiIiIiBc7drT6PNW9+3zc0vBsLPpud7yQEoO4jj9yXJESs89lnn+Hp6YmbmxvXrl1j6NChBT2kLFavXo2npycNGjTgp59+4q233rrvfZw+fdo2E1YQNCOSA82IyN+RZkREJDsPwoyIpNCMiPzVaUZEREREREQeaEpERERERETEckpERERERETEckpERERERETEckpEREREpMDdiouj25P97/tbs35Yt45fI47lWW/SJ1OZ+fmcfLUZfuAADz1Sl+9+WJOv+nPmz6elrz+tAzrw3sQPbeVTZ86iRbv2tPT1Z9OWn7KNvXz5Mr6+vri6uuLr68uVK1ds1yZMmICLiwt16tRh7dq1tvKwsDDc3d1xcXFh5MiROe7S/eabb1KtWjXbK2LTxMfH06dPH1xcXGjWrJlt4z9I2VTR1dUVV1dX26aFmd1N/IkTJ2jWrBmurq706dOH27dvZ9t2ZlevXmXGjBn5qvsgGjduHJMmZX1ldeb7On/+PD179ryjtr/88kteeOGFuxrX7du3adWqVZ47wN+rwn9q6yIiIvKXc6Vj4H1tr+zq7HcwTy948RI6+PvZNuW7X9asW49v27bUcXW5L+0lJSXx/oeTaPN4y3zV37ZjJ2vXb2DDd9/i4FCES9HRAPwacYyVq1ez+Yfvifo9it4DBrFtfUiW+KCgIHx8fBgzZgxBQUEEBQUxceJEDh06RHBwMAcPHuT8+fO0b9+eo0ePYmdnx/Dhw5k9ezbNmzenQ4cOrFmzJttNDTt37swLL7yAq2vGN3XNmTOHsmXLcuzYMYKDgxk9ejSLFi3i8uXLjB8/ntDQUAzDoEmTJgQGBmbZ/PFu4kePHs2oUaPo27cvw4YNY86cOQwfPjzPzzftC/vzzz+fr3+PP1tSUtJ9+R3OfF9Vq1ZlyZIl99xufhUpUgQfHx8WLVpE//79/7R+NCMiIiIFYtHu/byzch0frfnRVnYz/jb/9+Mugr7fxP/9uIubtxMAuBF/m5mbdvDGsjUs2/tLhnZmbNrBxB82MznkJyaH/ERMXHy2/W04fIwJ329i4g+b+fXCxT/vxuSuLFv1LQHtfQC4ceMGvZ4agG9gV9p26MSadett9QYNG45fl260DujAguBgW3ltD08mfDwZn06d6dijFxcvXWLP3r2EbNjIuxM/pH3nQE6eOs1XwYsI6NYdn06deXbEC9y8deuOxjln/gI6+vtRoXz5DOX9nx3MhaioLPXnff1fXhg6BAeHlH1J0uLWrl9Pl44dcXAowsPVqlGjenX27T+QJX7lypUMHDgQgIEDB7JixQpbed++fXFwcKBmzZq4uLiwe/duIiMjuX79Oi1atMAwDAYMGGCLyax58+Y4OTnl2mfPnj3ZsGEDpmmydu1afH19KVeuHGXLlsXX15c1a7LOCt1pvGmabNy40fYX//T3md7Bgwdp2rQpnp6eeHh4EBERwZgxYzh+/Dienp68+uqrAHz00Ud4e3vj4eHBO++8A8DJkyepW7cugwcPpkGDBvTv35/169fz2GOP4erqyu7duwG4ePEivr6+NG7cmKFDh1K9enUuXboEwFdffWXrf+jQobbZuxIlSvD222/TrFkzduzYkWO9NWvW0LhxYxo2bIiPj4/tvg4dOkSbNm2oVasWU6dOBchyXydPnqRBgwYA3Lx5k969e+Ph4UGfPn1o1qwZaVtOfPHFFzzyyCO0bt2abdu22fq4ePEiPXr0sO1qn3Zt3LhxPPPMM1n6B+jatSsLFy7M9nfnflEiIiIiBcKrpjPPtWqaoWzjkeO4VirPmA5tca1Uno2HUx6pKWxXiIAGdejkUS+7pujXzJOX/R7nZb/HKVnUIcv1C9diCD99nlf9WzH48aYsC/uF5GTto/WguH37NqfOnKGaszMADg4OzJ0xg3WrVrDkq/mMnxBke7xoStAEQlYuZ82KZcyZt4DLqY8q3bx5kyaenmz47luaN/Xmq0Xf4N24MX4+7Xh79Gus/3YVNao/TAd/P9YsX8aG777FtXZt/rt4cb7HGXnhAj+ErGNAvyezXFs453OqVK6cpfy3kyfYtSeUDj160u3J/oQfSEk2LkRFUTVdElC1SpVsE5moqChbsuDk5MTvv/8OwLlz56hWrZqtnrOzM+fOnePcuXM4p36O6cvvRPq2CxcuTOnSpYmOjs6xz3uNj46OpkyZMhQuXDjXdmfNmsWLL75IeHg4oaGhODs7ExQURO3atQkPD+ejjz4iJCSEiIgIdu/eTXh4OGFhYWzZsgWAY8eO8eKLL3LgwAGOHDnC119/zdatW5k0aRL//ve/ARg/fjzt2rVj7969dOvWjdOnTwMpe2MsWrSIbdu2ER4ejp2dne1L+o0bN2jQoAG7du2ifPny2da7ePEizz33HEuXLmX//v0sTvd7d+TIEdauXcvu3bsZP348CQkJWe4rvRkzZlC2bFkOHDjA2LFjCQsLAyAyMpJ33nmHbdu2sW7dOg4dOmSLefHFFxk1ahR79uxh6dKlDB48ONf+ARo0aMCePXty+U25d3o0S0RECkTtiuW5fONmhrKD56MY3qY5AF41nJm5eSedGtbDoXBhalYsx6XYG3fV18HzUXg+XJXCdnaUL1GM8iWKcfryVWpUKJt3sPzpLl+5QqlSJW3npmky4eOP2bknlEKFDC5ERXHx0iUqVazInHnz+WHdOgDOR0Zy4uQpypUtSxF7e3zbtQXAo4EbW7Zuy7avI0cjmDhlCtevx3Dj5s18P2IF8Pb7/+at1169o0dvEhOTuHb9OquXLCb8wAGGjHyJXZs2ZL9uwzDy3W528YZh5Fh+J+617TuNz2+7LVq04IMPPuDs2bN07949yyNlACEhIYSEhNCoUSMAYmNjiYiI4OGHH6ZmzZq4u7sD4Obmho+PD4Zh4O7ublvHsnXrVpYvXw5AQECA7bGzDRs2EBYWhre3NwC3bt2iUqVKANjZ2dGjR49c6+3cuZNWrVpRs2ZNAMqVK2cbc8eOHXFwcMDBwYFKlSoRlU1Cmt7WrVt58cUXgZRkwcPDA4Bdu3bRpk0bKlasCECfPn04evQoAOvXr8+QmFy/fp2YmJgc+3d2dsbOzo4iRYoQExNDyZIl+TMoERERkQdGTFw8pRyLAlDKsSixOTxmldmiPQcoZBi4P1SF9vVdsnyJuXYrjurly9jOyxQryrVbcfdt3HJvihYtSnz8H4uTl636lujLl1m7Yhn29vZ4t25LfHw823fuYsv27Xy7+BuKOTrSvd8/iI9P+R0pbG9v+3e3K2RHYg6L3l8aPYYvZk7HrV49Fi1dxvZdu/I9zv2//MKwl0YBKcnThs0/YlfYjid8fXOMcapShQ5+fhiGQaOGDSlkGERfvoJTlSqcj4y01Tt/4QJVUr/Yple5cmUiIyNxcnIiMjLS9uXX2dmZM2fO2OqdPXuWqlWr4uzszNmzZ7OUJyUl0aRJEwACAwN59913cxxzWtvOzs4kJiZy7do1ypUrh7OzM5s3b87Qdps2be45vkKFCly9epXExEQKFy5sG3Nm/fr1o1mzZqxevRp/f38+//xzatWqlaGOaZq8/vrrDB06NEP5yZMncXD4Y7a0UKFCtvNChQrZFmXntLDfNE0GDhzIhAkTslwrWrSoLTnNqd6qVatyTAjTj8vOzi7PBeI5jRFyTjqTk5PZsWMHjo6Od9R/fHw8RYsWzXU890KPZomIyF9a/2aNeMW/Fc+3bcGJS5cJO5XNYyj39sdn+ZOVKV2a5KQk4lKTiusxMVQoXx57e3u27djJ2dTHdK7HxFCmVGmKOToScfw4e8PD82y7RPHixN74YyYt9kYslStVIiEhgWWrsl9EP3f+AubOX5ClfPfmjez5cRN7ftxEpwB/gsaPsyUhvZ4aQOSFC1liAnzbs3XnTgCOnzhBQkIC5cuVxd/Hh5WrVxMff5vTZ85w4tRJGjX0yBIfGBhoe7vUvHnz6NKli608ODiY+Ph4Tpw4QUREBE2bNsXJyYmSJUuyc+dOTNNk/vz5dOnSBTs7O8LDwwkPD881Ccnc55IlS2jXrh2GYeDv709ISAhXrlzhypUrhISE4O/vf8/xhmHQtm1b22Ls9PeZ3m+//UatWrUYOXIkgYGBHDhwgJIlS9r+sg/g7+/P3LlziY2NBVIeE0t7nC0/WrZsyTfffANgGyuAj48PS5YssbV1+fJlTp06lSU+p3otWrTgxx9/5MSJE7by3GS+r5zGeOjQIX7++WcAmjVrxubNm4mOjiYhISHD419+fn5MmzbNdh6ej//uREdHU7FiRezt7fOse7eUiIiIyAOjZFEHrqfOVFy/FUeJbNZ7ZFa6WMpf64raF6bRw1U5fflqtnWu3vxjBuTqzThK/Yl/5ZM717plS3anLrjtHtiZ/T//gn/X7ixbtQqX2il/9W7bqhWJSYm069iZD6d8QmNPzzzb7dKpIzM++xzfzl04eeo0o196iQ49etFn4NO4ZPpreppjv/2W5U1QuUlOTubEqdOUKVMmy7Une/bg1OkztHmiI8NeHMUnH03EMAzqPOJK5w4daB3wBP2eGcy/x71j+6v64MGDbYuPx4wZw7p163B1dWXdunWMGTMGSHm0qHfv3tSvX5+AgACmT59ui585cyaDBw/GxcWF2rVrZ/vGLIDXXnsNZ2dnbt68ibOzM+PGjQPg2WefJTo6GhcXFyZPnkxQUBCQ8jjR2LFjbQue3377bdsjRm+//TarUhO7u4mfOHEikydPxsXFhejoaJ599tks4120aBENGjTA09OTI0eOMGDAAMqXL89jjz1GgwYNePXVV/Hz86Nfv360aNECd3d3evbsmeMX+uy88847hISE0LhxY3744QdbYle/fn3ef/99/Pz88PDwwNfXl8h0M1ppcqpXsWJFZs+eTffu3WnYsCF9+vTJdRyZ7yu9559/nosXL+Lh4cHEiRPx8PCgdOnSODk5MW7cOFq0aEH79u1p3LixLWbq1KmEhobi4eFB/fr1mTVrVp6fxaZNm+jQoUM+P7m7Y+Q2vfO/zMvLy0z7HwGRv4uP+3Qq6CGIZHD5xk3m/LSHVwNaA/Dt/sMUL2JPu3oubDx8jJu3E+jU8I8F6ntOnOHMlWt0b5zy9pik5GTiEhIp7lCEpORkvtq5D9dKFXjUpXqGfi5ci2Hhzn282P4xrt2K5/9+3MmYJ9pSqJCmRQBajniV6g9lfRTGSj8fPMT/zZ3LtI+z7qlgtaeeG8Kc6dMoUqRIvuofOXqU/y5ewvg337jnvqvUzrruQawTHx+PnZ0dhQsXZseOHQwfPjxfswdWSkpKIiEhgaJFi3L8+HF8fHw4evRovn9f86t79+5MmDCBOnXq3FHc4cOHqVcv44tFDMMIM03TK3NdrREREZEC8dWOfRy/GM2N+Nu89+0G/NxcaVe3Ngt27GX3iTOUKebIgBZ//EXvg+82EpeYSFJyMgfPRfFcq6aULe7I7C27SE42STZNXCtXoHmthwE4eC6KM1euEtCgDlVKl6RhNSc+WrOFQoUMujVuoCTkAePuVp/Hmje/b/sw3IsFn82+o/p1H3nkviQhUvBOnz5N7969SU5OpkiRInz22WcFPaQsbt68Sdu2bUlISMA0TWbOnHnfk5Dbt2/TtWvXO05C7pRmRHKgGRH5O9KMiIhk50GYEZEUmhGRv7o7mRHRGhEREREREbGcEhEREREREbGcEhEREREREbGcEhEREREREbGcEhEREREpcLfi4uj2ZH+SctgR/W79sG4dv0Ycy7PepE+mMvPzObnW2b5zF494NqZ950Dadw5k8qfTcq0P8O33P9A6oANVXesQnrrxXJqpM2fRol17Wvr6s2nLT7bysLAw3N3dcXFxYeTIkTnupD1hwgRcXFyoU6cOa9euzTM+Pj6ePn364OLiQrNmzTh58mS27c6aNQt3d3c8PT1p2bIlhw4dsl2zs7PD09MTT09PAgMDbeUnTpygWbNmuLq60qdPH27fvp1t2/PmzcPV1RVXV1fbpoe5xZumyciRI3FxccHDw4O9e/dm2252vvzyS86fP5/v+g+SkydP0qBBg2yvZb6vwYMHZ/g3yo8SJUrc9dheeeUVNm7ceNfx6en1vSIiIpLB0o/O3Nf2erxaLc86wYuX0MHf776/unfNuvX4tm1LHVeX+9JeM2+vO3q9b51HXJkzYxqvvfV2hvJfI46xcvVqNv/wPVG/R9F7wCC2rQ8BYPjw4cyePZvmzZvToUMH1qxZk2VTwkOHDhEcHMzBgwc5f/487du35+jRo9jZ2eUYP2fOHMqWLcuxY8cIDg5m9OjRLFq0KMuY+/Xrx7BhwwBYtWoVL7/8MmvWrAHA0dEx2301Ro8ezahRo+jbty/Dhg1jzpw5DB8+PEOdy5cvM378eEJDQzEMgyZNmhAYGEjZsmVzjP/hhx+IiIggIiKCXbt2MXz4cHbt2pWvz/7LL7+kQYMGVK1a8G+ES0xMpHDh+/O1O/N9ff755/el3fz65z//yXPPPUe7du3uuS3NiIiIiEiBW7bqWwLa+wBw48YNej01AN/ArrTt0Ik169bb6g0aNhy/Lt1oHdCBBcHBtvLaHp5M+HgyPp0607FHLy5eusSevXsJ2bCRdyd+SPvOgZw8dZqvghcR0K07Pp068+yIF7h569Z9GX//ZwdzISoqS/kjLi7Z7uC+dv16unTsiINDER6uVo0a1auzb/8BIiMjuX79Oi1atMAwDAYMGMCKFSuyxK9cuZK+ffvi4OBAzZo1cXFxYffu3bnGr1y5koEDBwLQs2dPNmzYkO1sS6lSpWw/37hxA8PIfc8d0zTZuHEjPXv2BGDgwIHZjnnt2rX4+vpSrlw5ypYti6+vL2vWrMk1fuXKlQwYMADDMGjevDlXr17NsqN5UlISgwYNokGDBri7uzNlyhSWLFlCaGgo/fv3x9PTk1u3bhEWFkbr1q1p0qQJ/v7+tnbatGnDqFGjaNWqFfXq1WPPnj10794dV1dX3nrrLVs/7733HnXr1sXX15cnn3ySSZNSNt88fvw4AQEBNGnShMcff5wjR44AMGjQIF5++WXatm3L6NGjc6wXFRVFt27daNiwIQ0bNmT79u22+3ruuedwc3PDz8+PW7duZXtfbdq0IW3LiTlz5vDII4/Qpk0bnnvuOV544QUgZcapRYsWeHt7M3bs2Ayf30cffYS3tzceHh688847QMqMTL169bL0D1C9enWio6O5cOFCrr8X+aFERERERArU7du3OXXmDNWcnQFwcHBg7owZrFu1giVfzWf8hCDbF+YpQRMIWbmcNSuWMWfeAi5fuQKkbPLWxNOTDd99S/Om3ny16Bu8GzfGz6cdb49+jfXfrqJG9Yfp4O/HmuXL2PDdt7jWrs1/Fy++o7GG7QvHp1Nn+j3zLL8ejbCVL5zzOVUqV853Oxeioqjq5GQ7r1qlCheiojh37hzOqZ8DgLOzM+fOncsSf+7cOapVq5alXm7x6WMKFy5M6dKliY6OznZ806dPp3bt2rz22mtMnTrVVh4XF4eXlxfNmze3JQvR0dGUKVPG9hf/Ox1zbvE5xaQXHh7OuXPn+OWXX/j55595+umn6dmzJ15eXixcuJDw8HAKFy7MP//5T5YsWUJYWBjPPPMMb775pq2NIkWKsGXLFoYNG0aXLl2YPn06v/zyC19++SXR0dGEhoaydOlS9u3bx7Jly0i/19yQIUP49NNPCQsLY9KkSTz//PO2a0ePHmX9+vV8/PHHOdYbOXIkrVu3Zv/+/ezduxc3NzcAIiIiGDFiBAcPHqRMmTIsXbo0y305Ojra+jp//jzvvfceO3fuZN26dbZEB+DFF19k+PDh7NmzhypVqtjKQ0JCiIiIYPfu3YSHhxMWFsaWLVty7D9N48aN2bZtW5Z/4zulR7NERESkQF2+coVSpUrazk3TZMLHH7NzTyiFChlciIri4qVLVKpYkTnz5vPDunUAnI+M5MTJU5QrW5Yi9vb4tmsLgEcDN7Zszf5L0pGjEUycMoXr12O4cfMmbR5vme9xuru5sefHTRQvXpwNmzfz9PDn2b5h3V3dc7brPgwj2/LsZiRyqpdbfH7bBhgxYgQjRozg66+/5v3337et5zh9+jRVq1blt99+o127dri7u2eYQSmIMdeqVYvffvuNf/7zn3Ts2BE/P78sMb/++iu//PILvr6+QMpsg1O6RDBtvYu7uztubm62a7Vq1eLMmTNs3bqVLl262L74d+7cGYDY2Fi2b99Or169bG3Fx8fbfu7Vqxd2dna51tu4cSPz588HUtbglC5dmitXrlCzZk08PT0BaNKkSY5retLs3r2b1q1bU65cOVvfR48eBWDbtm22ROKpp55i9OjRQEoiEhISQqNGjWz3ExERwcMPP5xr/5UqVbov62+UiIiIiEiBKlq0KPHxfyxuXrbqW6IvX2btimXY29vj3bot8fHxbN+5iy3bt/Pt4m8o5uhI937/sH2ZK2xvb/uCalfIjsQcFr2/NHoMX8ycjlu9eixauozt+VxvAFCy5B8LfH3atGHMO+OJvnyZ8qlf/O6EU5UqnE/3iNH5CxeoUqkSzs7OnD171lZ+9uzZbNc4ODs7c+bMmSz1cotPi3F2diYxMZFr165Rrlw53nzzTVavXg2QZf1H3759M6z1SGurVq1atGnThn379tGjRw+uXr1qWweR25g3b96cYWxt2rShQoUKOcbndJ/plS1blv3797N27VqmT5/ON998w9y5czPUMU0TNzc3duzYkWVckDILB1CoUCHbz2nniYmJOb4wIDk5mTJlymS7bgagePHi+aqX25ggJUG5lcdjhDmNMU1OyeHrr7/O0KFDM5SfPHky1/7j4uIyzMbcLT2aJSIiIgWqTOnSJCclEZeaVFyPiaFC+fLY29uzbcdOzqY+inM9JoYypUpTzNGRiOPH2ZuPL3Ulihcn9sYN23nsjVgqV6pEQkICy1atyjZm7vwFzJ2/IEv57xcv2r7s7du/n+TkZMqVLQtAr6cGEHkHz8z7+/iwcvVq4uNvc/rMGU6cOkmjhh44OTlRsmRJdu7ciWmazJ8/ny5dumSJDwwMJDg4mPj4eE6cOEFERARNmzbNNT4wMNA2s7FkyRLatWuHYRh88MEHhIeH274kR0T88cjZ6tWrcXV1BeDKlSu2xO/SpUts27aN+vXrYxgGbdu2ZcmSJUDKm7GyG7O/vz8hISFcuXKFK1euEBISgr+/f67xgYGBzJ8/H9M02blzJ6VLl84wk5E2luTkZHr06MF7771ne7NWyZIliYmJAaBOnTpcvHjRlogkJCRw8ODBfP97tWzZkm+//Za4uDhiY2NtiVupUqWoWbMmi1Mf8TNNk/3792eJz62ej48PM2fOBFJmaq5fv57rWNLfV3pNmzblxx9/5MqVKyQmJmZ4lOqxxx4jOHVN1cKFC23l/v7+zJ07l9jYWCDlUbjff/89z8/j6NGjOb7V604oEREREZEC17plS3anPnffPbAz+3/+Bf+u3Vm2ahUutVMWe7dt1YrEpETadezMh1M+oXHqYyO56dKpIzM++xzfzl04eeo0o196iQ49etFn4NPZLiIHOPbbb5RNTTDS++6HNbR5oiM+nTrz1rvvM+uTKRiGQXJyMidOnaZMmTJZYr4PCaHxY48Ttm8fTw0eQt9BzwApb9Pq3KEDrQOeoN8zg/n3uHdsbwybOXMmgwcPxsXFhdq1a9vemLVq1Srefjvl7Vtubm707t2b+vXrExAQwPTp0/OMf/bZZ4mOjsbFxYXJkycTFBSU7f1PmzYNNzc3PD09mTx5si15OXz4MF5eXjRs2JC2bdsyZswY6tevD8DEiROZPHkyLi4uREdH8+yzzwIQGhrK4MGDAShXrhxjx47F29sbb29v3n77bdtjRDnFd+jQgVq1auHi4sJzzz3HjBkzsoz33LlztGnTBk9PTwYNGsSECROAlMXiw4YNw9PTk6SkJJYsWcLo0aNp2LAhnp6etkXh+eHt7U1gYCANGzake/fueHl5Ubp0aSDli/2cOXNo2LAhbm5urFy5Mts2cqr3ySefsGnTJtzd3WnSpEmeCVL6+0o/S/HQQw/xxhtv0KxZM9q3b0/9+vVtY/zkk0+YPn063t7eXLt2zRbj5+dHv379aNGiBe7u7vTs2TPbJCe9hIQEjh07hpeXV94fXB6MvKZx/ld5eXmZ6RciifwdfNynU0EPQUQeQC1HvEr1hwr2Fac/HzzE/82dy7SPJxXoOACeem4Ic6ZPo0iRIvmqf+ToUf67eAnj33zjnvuuUtv1ntuQP0dsbCwlSpTg5s2btGrVitmzZ9O4ceOCHlYGaWNMTEykW7duPPPMM3Tr1u2+9rF8+XL27t3Le++9l+31w4cPU69evQxlhmGEmaaZJXPRGhEREREpcO5u9XmseXOSkpLu+14id+pO9gkBqPvII/clCZEH25AhQzh06BBxcXEMHDjwgUtCAMaNG8f69euJi4vDz8+Prl273vc+EhMT+de//nVf2lIiIiIiIg+EJ3v1LOghiOTo66+/Lugh5Cltb5M/U/o3f90rrRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERGRAncrLo5uT/YnKYcd0e/WD+vW8WvEsTzrTfpkKjM/n5Nnve07d9G+cyCtAzrQ7cn+9zy+NevW065jZ9p3DsS/a3e2bt1qu1ajRg3c3d3x9PTMsGfD5cuX8fX1xdXVFV9fX65cuZJ922vWUKdOHVxcXDLsGZJb/IQJE3BxcaFOnTqsXbs23/exYsUKDh06dCe3/kApUaJEtuWZ7+vtt99m/fr1d9R2jRo1uHTp0l2Na9q0aXzxxRd3FftXoLdmiYiISAYL3xh1X9vr/+8pedYJXryEDv5+9/3VvWvWrce3bVvquLrcc1vXrl9nzDvj+PqLOThXrcql6Og8Y65eu0aZ1E3lsvP4oy3wb++DYRgcOnKEwYMHc+TIEdv1TZs2UaFChQwxQUFB+Pj4MGbMGIKCgggKCmLixIkZ6iQlJTFixAjWrVuHs7OzbUO++vXr5xh/6NAhgoODOXjwIOfPn6d9+/YcPXo0X/8mK1asoFOnTrYNDgtSYmIihQvfn6+4me/r3XffvS/t5tczzzzDY489xtNPP21pv1bRjIiIiIgUuGWrviWgvQ8AN27coNdTA/AN7ErbDp1Ys+6Pv0APGjYcvy7daB3QgQXBwbby2h6eTPh4Mj6dOtOxRy8uXrrEnr17CdmwkXcnfkj7zoGcPHWar4IXEdCtOz6dOvPsiBe4mW5n6rwsX/UtHfz9cK6asvljhfLlbdf6PzuYC1FRWWJmfPY5T3Tvwfz/BhMTE5vlevHixTEMA4CbN2/Zfs7NypUrGThwIAADBw5kxYoVWers3r0bFxcXatWqRZEiRejbt69tJ++c4leuXEnfvn1xcHCgZs2auLi4sHv37ixtp+2o7uHhwSuvvML27dtZtWoVr776Kp6enhw/fpzjx48TEBBAkyZNePzxx23J1aBBgxg+fDht27alVq1a/PjjjzzzzDPUq1ePQYMG2fqYM2cOjzzyCG3atOG5557jhRdeAODixYv06NHDtjv7tm3bgJT9M4YMGYKfnx8DBgzIsV5sbCxPP/007u7ueHh4sHTpUlufb775Jg0bNqR58+ZERUVle1+DBg1iyZIlAHz//ffUrVuXli1bMnLkSDp1Stk0ODo6Gj8/Pxo1asTQoUNJv3n4V199RdOmTfH09GTo0KG2GcASJUpk6R+gWLFi1KhRI9t/h78DJSIiIiJSoG7fvs2pM2eo5uwMgIODA3NnzGDdqhUs+Wo+4ycE2b7MTQmaQMjK5axZsYw58xZwOfWxops3b9LE05MN331L86befLXoG7wbN8bPpx1vj36N9d+uokb1h+ng78ea5cvY8N23uNauzX8XL873OI+fPMm1a9fo3u8f+HXpxjfLl9uuLZzzOVUqV84S88Yr/+LTSR9x+swZ/Lp05cXXRrMrNDRDne9DQmjp589Tzw1h7ty5tnLDMPDz86NJkybMnv3HJotRUVE4OTkB4OTkxO+//56l33PnzlGtWjXbubOzM+fOncs1PreYNJcvX2b58uUcPHiQAwcO8NZbb/Hoo48SGBjIRx99RHh4OLVr12bIkCF8+umnhIWFMWnSJJ5//nlbG1euXGHjxo1MmTKFzp07M2rUKA4ePMjPP/9MeHg458+f57333mPnzp2sW7cuwwzRiy++yKhRo9izZw9Lly5l8ODBtmthYWGsXLmSr7/+Osd67733HqVLl+bnn3/mwIEDtGvXDkhJfps3b87+/ftp1aoVn332Wbb3lSYuLo6hQ4fyww8/sHXrVi5evGi7Nn78eFq2bMm+ffsIDAzk9OnTQMqO44sWLWLbtm2Eh4djZ2fHwoULc+w/jZeXFz/99FOWf+O/Az2aJSIiIgXq8pUrlCpV0nZumiYTPv6YnXtCKVTI4EJUFBcvXaJSxYrMmTefH9atA+B8ZCQnTp6iXNmyFLG3x7ddWwA8GrixZeu2bPs6cjSCiVOmcP16DDdu3qTN4y3zPc6kxEQO/HKQxQvmcSsujs69+tDE05PaNWvmGudSqxZvvfYqr//rZVZ8t5oBzw2lV7euvP/2WAA6+PnRwc+PHbv3MHbsWNsahG3btlG1alV+//13fH19qVu3Lq1atcrXWNP/FT5NXrMt+YkpVaoURYsWZfDgwXTs2NE2C5BebGws27dvz7DxXXx8vO3nzp07YxgG7u7uVK5cGXd3dwDc3Nw4efIkJ0+epHXr1pQrVw5I2UDv6NGjAKxfvz7Dmo3r168TExMDQGBgII6OjrnWW79+PcHpZtLKli0LQJEiRWz30qRJE9al/o7l5MiRI9SqVYuaqf/2Tz75pC1Z3LJlC8uWLQOgY8eOtj42bNhAWFgY3t7eANy6dYtKlSrl2X+lSpUyJGN/J0pEREREpEAVLVqU+PjbtvNlq74l+vJl1q5Yhr29Pd6t2xIfH8/2nbvYsn073y7+hmKOjnTv9w/bF9zC9va2L812hexIzGHR+0ujx/DFzOm41avHoqXL2L5rV77H6VSlCuXKlqVYsWIUK1aM5t7eHDp8JM9ExDRNtu3cSfCSpezbf4Cnn/oH/Xtn3Z26RVNvXn7jTS5dukSFChWomvoIWKVKlejWrRu7d++mVatWVK5cmcjISJycnIiMjLR9mU3P2dmZM2fO2M7Pnj1ray+n+Nxi0hQuXJjdu3ezYcMGgoODmTZtGhs3bsxQJzk5mTJlyhAeHp7t5+Hg4ABAoUKFbD+nnScmJua6JiU5OZkdO3bYEo70ihcvnmc90zSzTcjs0//+2NmRmJiY4xjS2slNdn2YpsnAgQOZMGHCHfUfFxeX7f3+HejRLBERESlQZUqXJjkpibjUpOJ6TAwVypfH3t6ebTt2cjb18aDrMTGUKVWaYo6ORBw/zt4cvuimV6J4cWJv3LCdx96IpXKlSiQkJLBs1apsY+bOX8Dc+QuylPu392FXaCiJiYncvHWLvfv34+qS8rhOr6cGEHnhQpaYpStX8bhfAF98tZBunTuxZe0PjHl5lO0xtBMnT9m+1B745SC3b9+mfPny3Lhxw/aX/hs3bhASEkKDBg2AlL/8z5s3D4B58+bRpUuXLP16e3sTERHBiRMnuH37NsHBwQQGBuYaHxgYSHBwMPHx8Zw4cYKIiAiaNm2aod3Y2FiuXbtGhw4d+M9//mNLNkqWLGkbb6lSpahZsyaLUx97M02T/fv3Z/tZZ6dp06b8+OOPXLlyhcTExAzrOPz8/Jg2bZrtPKdkJ6d6mctzeuNYmvT3lV7dunX57bffOHnyJACLFi2yXWvVqpXtkasffvjB1oePjw9LliyxPQp3+fJlTp06lWv/AEePHrX92//dKBERERGRAte6ZUt2p66d6B7Ymf0//4J/1+4sW7UKl9q1AGjbqhWJSYm069iZD6d8QmNPzzzb7dKpIzM++xzfzl04eeo0o196iQ49etFn4NO41KqVbcyx336zPU6T3iMuLrRt1Yp2HTvToXtP+vXuRd1HHiE5OZkTp05TpkyZLDHOD1VlRfDXzJk+DZ82bbL8tX/12rW0eaIj7TsH8sa48SxatAjDMIiKiqJly5Y0bNiQpk2b0rFjRwICAoCUxeLr1q3D1dWVdevWMWbMGADOnz9Phw4dgJSZi2nTpuHv70+9evXo3bs3bm5uuca7ubnRu3dv6tevT0BAANOnT88y3piYGDp16oSHhwetW7dmypSUN6L17duXjz76iEaNGnH8+HEWLlzInDlzaNiwIW5ubraF8vnx0EMP8cYbb9CsWTPat29P/fr1KZ365rGpU6cSGhqKh4cH9evXZ9asWdm2kVO9t956iytXrtCgQQMaNmzIpk2bch1L5vtK4+joyIwZMwgICKBly5ZUrlzZNsZ33nmHLVu20LhxY0JCQnj44YcBqF+/Pu+//z5+fn54eHjg6+tLZGRknp/Htm3baN++fd4f3F+QkdfU0v8qLy8vMzTTYjKRv7qP+2R9lldEpOWIV6n+UNW8K/6Jfj54iP+bO5dpH08q0HEAPPXcEOZMn0aRIkXyVf/I0aP8d/ESxr/5xj33XaW26z238XcQGxtLiRIlSExMpFu3bjzzzDN069atoIeVQdoYTdNkxIgRuLq6MmrU/X319b59+5g8eTILFmSdoXtQHT58mHr16mUoMwwjzDRNr8x1NSMiIiIiBc7drT6PNW9+3zc0vBsLPpud7yQEoO4jj9yXJET+MG7cODw9PWnQoAE1a9aka9euBT2kLD777DM8PT1xc3Pj2rVrDB069L73cenSJd5777373u6DQjMiOdCMiPwdaUZERLLzIMyISArNiMhfnWZERERERETkgaZERERE5H+caZp5vo5URCQvd/q/I0pERERE/sfFXoziRly8khERuWumaRIdHU3RokXzHaMNDUVERP7HHVqdsgt0iYqV89x9W/5cV27nvpGeyIOsaNGiOKfukZMfSkRERET+xyXcvMH+xX+d14P+nf1r0XcFPQQRy+jRLBERERERsVy+EhHDMNoYhmHm8z8PZxPfzzCMnwzDuGYYRqxhGKGGYYwwDCPX/q2OExERERERa+T30awLwLxcrjcF6gHHgTPpLxiGMR14HogDNgAJgA8wDfAxDKOXaZpZdi+yOk5ERERERKyTr0TENM0jwKCcrhuGcTD1x7lmulduGIbRg5Sk4ALQyjTNiNTyysAmoBvwAvBJpvYsjRP5X1G07MsFPQQRERER4D6sETEMowVQH0gi66zJ66nH0WlJAYBpmlHA8NTTMdk8MmV1nIiIiIiIWOh+fCF/JvW4xjTNc2mFhmE4A02A28DizEGmaf4InAOqAM0LKk5ERERERKx3T4mIYRjFgD6pp3MyXW6UejxomuatHJrYk6luQcSJiIiIiIjF7nVGpBdQEvgdyPzi65qpx1O5xJ/OVLcg4kRERERExGL3moikPZY13zTNhEzXSqQeb+QSH5t6LFmAcSIiIiIiYrG7TkQMw3ABWqWezs2uSurRzOZark1bHPdHA4YxJHXPkdCLFy/ebTMiIiIiIpKHe5kRSZsN2WGa5uFsrsekHktkc41M12LSlVkdZ2Oa5mzTNL1M0/SqWLFiLs2IiIiIiMi9uKtExDAMO2BA6mnmReppTqYeq+fSVLVMdQsiTkRERERELHa3MyL+wEOkrMdYlEOdfalHN8MwHHOo452pbkHEiYiIiIiIxe42EXk29bjINM3Y7CqYpnkG2AsUIeXtWhkYhtEacCZlF/QdBRUnIiIiIiLWu+NExDCMCkCn1NOcHstKMyH1ODF1cXtaG5WAGamnQaZpJhdwnIiIiIiIWKjwXcQ8RcqswxHTNLfnVtE0zSWGYcwEhgM/G4axHkgAfIBSwApgWkHHiYiIiIiIte4mEXk69ZjdK3uzME3zecMwtgIjgNaAHXAkNX5mTrMTVseJiIiIiIh17jgRMU3T4y5ivga+ftDjRERERETEGve6s7qIiIiIiMgdUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWUyIiIiIiIiKWK1zQAxARkf9NX23+iF9O7aSkYxne7D0nw7X1+79hxc7/I2jAMko4liY27hpz1o3n1O+/0ryOP71bjgQg7vZNpqx6yRZ39cZFvF3a0/OxEVn6W7vva3Yc+YFCRiF6PvYC9at5/6n3JyIiuVMiIiIiBaL5I/60duvC/E0TM5Rfif2dI2fDKFuikq3M3q4Inbye5vyVk0RePmErL1qkGK/3nG07n7h0GJ41H8/SV+SVk+w9tok3e8/h2o1opq1+lbf7zKNQIbs/4c5ERCQ/9GiWiIgUCJeqHhQrWipL+dLtM+jafAgGhq3Mwd6R2k7u2NvZ59je79fOEnPrKrWd3LNcO3ByO41d2mJvV4QKpZyoUOohTv5+5P7ciIiI3BUlIiIi8sA4cHI7ZYpXwLl87TuODTu2kca122AYRpZr125comzxirbzssUrcO3mpXsaq4iI3BslIiIi8kC4nRDH2n0L6eg16K7iw45twsulXbbXTNPMpjRrwiIiItbRGhEREXkgXLx+nujrF5iwZAiQsvB84rJhvNptOqWKlcs19mz0cZLMJB6u+Ei218uUqMiVGxdt51duXKJ0sfL3b/AiInLHlIiIiMgD4aHytQgauNR2/vbCfrzWfSYlHEvnGRt2bCNetbOfDQHwqP4oX274gHYePbl2I5qL185Ro1Ld+zJuERG5O0pERESkQHyx/n0iIvcTG3eNt77qQwevgTxat0OO9d9e2I+4hJskJiVw4OQ2RnSciFPZGgDsPf4jw5/4d4b6B05u5/TFX+nk/TRO5WrQqHYbPvjmGQoZdvRu+U+9MUtEpIAZ2T83K15eXmZoaGhBD0Pkvpo+bGNBD0FERHIxYlbOM3sif1WGYYSZpumVuVyL1UVERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJ3nIgYhuFoGMZrhmHsMQzjqmEYNw3DOGEYxmLDMB7LIaafYRg/GYZxzTCMWMMwQg3DGGEYRq79Wx0nIiIiIiLWKHwnlQ3DqAmEAC7A78CPQDxQA+gC7Ae2ZYqZDjwPxAEbgATAB5gG+BiG0cs0zaRs+rI0TkRERERErJPvRMQwjOLAOqA28B7wnmmaCemulwfKZ4rpQUpScAFoZZpmRGp5ZWAT0A14AfikIONERERERMRad/Ko0lukJCHzTdN8O30SAmCaZrRpmkczxbyeehydlhSk1o0ChqeejsnmkSmr40RERERExEL5+kJuGEYR4LnU06B8xjgDTYDbwOLM103T/BE4B1QBmhdUnIiIiIiIWC+/MwNNSHns6oxpmocNw3jUMIx/G4bxf4ZhjDcMo0U2MY1SjwdN07yVQ7t7MtUtiDgREREREbFYfteIuKceIwzD+BIYmOn624ZhLAWeSpcE1Ew9nsql3dOZ6hZEnIiIiIiIWCy/MyLlUo+tgAHAJFLenFWWlLdlnQN6ANPTxZRIPd7Ipd3Y1GPJAowTERERERGL5TcRSatXGJhjmuarpmkeN03zqmmaq4CugAkMNAyjVmpdI/Vo3uGYrI77owHDGJK650joxYsX77YZERERERHJQ34TkZh0P3+W+aJpmqFAWGp7bTLFlMhcP520a+nbtzrOxjTN2aZpepmm6VWxYsVcmhERERERkXuR30TkZLqfT+RQJ628SqaY6rm0Wy2b9q2OExERERERi+U3Edmb7ufyOdSpkHpMW4exL/XoZhiGYw4x3pnqFkSciIiIiIhYLF+JiGma54Bdqac+ma8bhlEWaJx6Gpoac4aUBKYI0CubmNaAMym7oO9I15elcSIiIiIiYr072WH8g9Tj24ZheKYVGoZRFJgJlCZlnUj6L/kTUo8TDcNwSRdTCZiRehpkmmZypr6sjhMREREREQvldx8RTNP81jCMScArwC7DMHYB0UBToCopr/B90jRNM13MEsMwZgLDgZ8Nw1gPJJAyq1IKWAFMy6YvS+NERERERMRa+U5EAEzTfNUwjO3AP0nZnbwYKZsETiZlpiHLO29N03zeMIytwAigNWAHHAHmAjNzmp2wOk5ERERERKxzR4kIgGmay4HldxjzNfD1XfRlaZyIiIiIiFjjTtaIiIiIiIiI3BdKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHJKRERERERExHKFC3oAImKddptHFPQQREQkV4cLegAiltGMiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWK5wQQ9AREQEYMGVyyy+ehUT6FW6DAPKleNwXBzjoy4Qb5oUxmBs5cp4ODqy/cYNJl/8nQQT7A14pWIlmhcvnqXNq0lJ/Ov8Oc4lJPCQvT2Tqz5EaTs7629ORESy0IyIiIgUuIj4eBZfvcqi6jVYXqMmm2/EcvL2bT6++DvPl6/A8ho1eaFCBT6++DsAZezsmOHszMqaNZngVJUxFyKzbffz6GiaFyvOmlq1aV6sOJ9fjrbytkREJBdKREREpMAdvx1PQ0dHHAsVorBh4O1YjA0xMRgY3EhOBiA2OZlKhe0BqF+0qO1nlyJFiE9O5nZqvfQ2xsbStXRpALqWLs2GmFiL7khERPKiR7NERKTAuRZx4JOLF7malISDYbDlRixuRYsyplIlnjt7ho8u/k4ysPDh6lliQ2JjqFe0KEUKZf3bWnRSIhULp/xfXcXChbmclPhn34qIiOSTEhERESlwtR0cGFyuPM+eOU2xQoWo41CUwoZB8NWrjKlUCb+Spfjh+nXGXohkbrWHbXER8fFMvniRz5yrFeDoRUTkbujRLBEReSD0KFOGpTVqsuDh6pS2s6O6fRFWXr+Gb4mSAASULMnPcXG2+hcSEhh57iwTqjjxcJEi2bZZ3q4wFxNTZkEuJiZSzk5/fxMReVAoERERkQdCdGrCcD4hgfWxMXQoVYpKhQuz59ZNAHbevEl1+5R1IdeTkhh+7iyjKlakcbFiObbZtkQJVly7BsCKa9doV6LEn3wXIiKSX/rTkIiIPBBePH+Oq0lJ2BsGb1WqTGk7O8ZXrsKE36NIAooYBuOrOAHw9dUrnL59m5nR0cyMTnkT1ufO1ShfuDBjL0TSp0wZGhR15Lny5Rl1/hxLr13Fyd6eKVUfKsA7FBGR9AzTNAt6DA8kLy8vMzQ0tKCHIXJfHa5br6CHICIiuah35HBBD0HkvjMMI8w0Ta/M5Xo0S0RERERELKdERERERERELJfvRMQwjC8NwzBz+c+RXGL7GYbxk2EY1wzDiDUMI9QwjBGGYeTav9VxIiIiIiJijbtZrL4NOJZNeWR2lQ3DmA48D8QBG4AEwAeYBvgYhtHLNM2kgo4TERERERHr3E0i8rlpml/mp6JhGD1ISQouAK1M04xILa8MbAK6AS8AnxRknIiIiIiIWOvPflTp9dTj6LSkAMA0zShgeOrpmGwembI6TkRERERELPSnfSE3DMMZaALcBhZnvm6a5o/AOaAK0Lyg4kRERERExHp3k4i0NQxjsmEYsw3DeM8wDP8cZhgapR4PmqZ5K4e29mSqWxBxIiIiIiJisbtZIzIgm7JDhmH0NU3z53RlNVOPp3Jp63SmugURJyIiIiIiFruTGZFwYCTgBpQAqgKdgP1AfWC9YRgPpatfIvV4I5c2Y1OPJQswTkRERERELJbvGRHTNP+TqegGsNowjHXAj6Ssu3idlLdSARhpoXc4Jqvj/mjAMIYAQwAefvjhu21GRERERETycM+L1U3TvA1MSD3tkO5STOqxBDlLuxaTrszqOBvTNGebpullmqZXxYoVc2lGRERERETuxf16a1barurpH806mXqsnktctUx1CyJOREREREQsdr8SkfKpx9h0ZftSj26GYTjmEOedqW5BxImIiIiIiMXuVyLSO/WY9npcTNM8A+wFigC9MgcYhtEacCZlF/QdBRUnIiIiIiLWy1ciYhiGp2EYnQzDsMtUXtgwjJdJeZsWwJRMoWlrRyYahuGSLq4SMCP1NMg0zeQCjhMREREREQvl961ZNYDlwGXDMI4CZ0l5Ba47Ka/xTQZGm6a5Nn2QaZpLDMOYCQwHfjYMYz2QAPgApYAVwLTMnVkdJyIiIiIi1spvIrIf+ARoSspi8EakvCb3LPAFMN00zbDsAk3TfN4wjK3ACKA1YEfK4va5wMycZiesjhMREREREesYpnnX2278rXl5eZmhoaEFPQyR++pw3XoFPQQREclFvSOHC3oIIvedYRhhpml6ZS6/X4vVRURERERE8k2JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWE6JiIiIiIiIWK5wQQ9ARKzT+3X9V15E5EH2c0EPQMRCmhERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHLKRERERERERHL3XUiYhjGvw3DMFP/80ou9foZhvGTYRjXDMOINQwj1DCMEYZh5Nq31XEiIiIiImKdu/pybhiGN/AaYOZRbzqwEPACfgLWAY8A04AlhmHYPQhxIiIiIiJirTtORAzDcAC+BKKAlbnU6wE8D1wAPEzT7GSaZjfAFTgMdANeKOg4ERERERGx3t3MiLwL1AeGAddyqfd66nG0aZoRaYWmaUYBw1NPx2TzyJTVcSIiIiIiYrE7+lJuGEYz4F/A16ZpfptLPWegCXAbWJz5ummaPwLngCpA84KKExERERGRgpHvRMQwjKLAPOAy8GIe1RulHg+apnkrhzp7MtUtiDgRERERESkAhe+g7gdAHaCvaZqX8qhbM/V4Kpc6pzPVLYg4EREREREpAPmaETEM41HgJWCFaZqL8hFSIvV4I5c6sanHkgUYJyIiIiIiBSDPRMQwDEfgC+A6KW+lyg8j9Zjr630fgLiMjRjGkNR9R0IvXrx4L02JiIiIiEgu8jMj8m9S9uJ42TTNyHy2G5N6LJFLnbRrMenKrI7LwDTN2aZpepmm6VWxYsVcmhIRERERkXuRnzUi3YBkYKBhGAMzXaubehxuGEYn4JhpmoOBk6nl1XNpt1rq8WS6MqvjRERERESkAOR3sXohoHUu12ul/qdM6vm+1KObYRiOObzJyjtT3YKIExERERGRApDno1mmadYwTdPI7j+kvM4X4NXUMs/UmDPAXqAI0Ctzm4ZhtAacSdkFfUe6viyNExERERGRgvFn7jI+IfU40TAMl7RCwzAqATNST4NM00wu4DgREREREbHYnewjckdM01xiGMZMYDjws2EY64EEwAcoBawAphV0nIiIiIiIWO9PS0QATNN83jCMrcAIUtaY2AFHgLnAzJxmJ6yOExERERERa91TImKa5iBgUB51vga+vou2LY0TERERERHr/JlrRERERERERLKlRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCynRERERERERCxXuKAHICIi/5tuR9/m3GfnSLyWCAaUbVOWCn4VuBB8gevh1zEKGxSpVATnZ52xK27H1e1XufTDJVt83Nk4ao+rjWN1R67uvMrF7y4CYF/GHuehzhQumfX/4i5+d5ErW65AIXDq70RJ95KW3a+IiGSkRERERAqEYWdQpW8VHGs4knQriePjjlPCrQTFGxSncq/KGHYGF765wMXVF6nSuwplHi1DmUfLABB3Jo5TU0/hWN0RM8kkcmEkrv92pXDJwlxYdIHo9dFU7lY5Q39x5+K4tusaLh+4kHg1kRMfnuCRiY9gFDIK4O5FRESPZomISIGwL2OPYw1HAOwc7XCo6kDilURKNiiJYZeSHBSrXYyEywlZYq/uukqZZmVSTsyUQ3J8MqZpknQrCfuy9lliYvbFULpZaQrZF6JIxSI4VHbg1m+3/pR7ExGRvGlGRERECtzti7eJOxWHY23HDOVXtlyhdLPSWepf23WN6i9WB8AobFB1QFWOvXWMQg6FKFK5CFUHVM0Sk3AlgWK1i9nOC5ctTMKVrEmOiIhYQzMiIiJSoJLikjg97TRV+lXBztHOVv77qt/BDkq3yJiI3Dx+k0IOhSjqXBQAM9Hk8sbL1H63NnX+U4ei1Yra1otkYP6ptyEiIndIiYiIiBQYM9HkzLQzlGlRhtJefyQcV7ZeIWZ/DNWGVsMwMq7huLbrWoZZklunUx6vcqjkgGEYlG5ampvHbmbpy76cfYbHvBKvJGb7CJeIiFhDiYiIiBQI0zQ5N/ccDk4OVAioYCuPORDDpe8vUf3F6hRyyPh/U2ayybU91/5YHwLYl7Un/nw8idcTAYj9JRYHJ4cs/ZVsVJJru66RnJDM7Yu3iY+Kx7GWY5Z6IiJiDa0RERGRAnEz4iZXt1/FwdmBY2OPAVC5Z2UiF0aSnJjMyY9OAuBY25GHBj0EwI1fb2Bf1p4ilYrY2rEva0+lLpU4MeEE2EGR8kV46LmU+tf3XefWiVtU7l6Zog8VpZR3KSLeiMCwM6j6VFW9MUtEpAAZpqmHZrPj5eVlhoaGFvQwRO4r93nuBT0EERHJxc8Dfy7oIYjcd4ZhhJmm6ZW5XI9miYiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5fKdiBiG8U/DML4xDOOwYRjRhmEkGIZx0TCM9YZh/MMwDCOX2H6GYfxkGMY1wzBiDcMINQxjhGEYufZvdZyIiIiIiFjjTr6Yjwa6AreA7cBS4BjQDlgALM/ui75hGNOBhYAX8BOwDngEmAYsMQzDLrvOrI4TERERERHrFL6Dun2BfaZp3khfaBiGG7AB6AIMBL5Id60H8DxwAWhlmmZEanllYBPQDXgB+CRTm5bGiYiIiIiItfI9I2Ka5tbMSUhq+UFgeuqpb6bLr6ceR6clBakxUcDw1NMx2cykWB0nIiIiIiIWul9fyBNTj3FpBYZhOANNgNvA4swBpmn+CJwDqgDNCypORERERESsd8+JiGEYNYFhqaffprvUKPV40DTNWzmE78lUtyDiRERERETEYneyRgQAwzCeBloD9oAz8CgpCc0E0zSXp6taM/V4KpfmTmeqWxBxIiIiIiJisTtORIDHSFmUniYRGAtMzlSvROoxy7qSdGJTjyULME5ERERERCx2x49mmaY52DRNAygGuAH/AcYBOw3DqJquatq+IuYddmF13B8NGMaQ1D1HQi9evHi3zYiIiIiISB7ueo2IaZq3TNM8ZJrmq6S8raohKXt1pIlJPZbIEvyHtGsx6cqsjrMxTXO2aZpepml6VaxYMZdmRERERETkXtyvt2al7R3S2TAM+9SfT6Yeq+cSVy1T3YKIExERERERi92vROQqKWtFCgPlUsv2pR7dDMNwzCHOO1PdgogTERERERGL3a9EpBUpSchV4BKAaZpngL1AEaBX5gDDMFqT8tatC8COtHKr40RERERExHr5SkQMw3jcMIz+hmE4ZHPtMWBO6ukc0zST0l2ekHqcaBiGS7qYSsCM1NMg0zSTMzVrdZyIiIiIiFgov6/vrU3KOpBphmHsJWVWoWRqef3UOqtJeY2vjWmaSwzDmAkMB342DGM9kAD4AKWAFWRc4F4gcSIiIiIiYq38JiI/Au8BjwOPkLKJoUFKQrIU+Mo0zRXZBZqm+bxhGFuBEaRshGgHHAHmAjNzmp2wOk5ERERERKyTr0TENM0TwNt324lpml8DXz/ocSIiIiIiYo37tVhdREREREQk35SIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiIiI5ZSIiIiIiMj/t3fnUZZV9b3Av7/qauhuoEWgQbQNIGjigCi2EX0m4GoRp5ggokQTY+LS90CfJiZxWO+9PKNJAPNM1IAakxgSJ4wYJxKNU0QEB9ohKoqCEUECBpChB4Ye9vvjnqaLoqqobrp3dVc+n7Xu2nXPHu6+t1nU/dbZ+xzoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgu/G5ngDQz7d+eMVcTwEAIIkzIgAAwBwQRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhuVkGkqhZW1cqqemNVfamqrq6q26vqqqo6p6qOuZv+z62q86vqpqpaU1WrquolVTXj6/fuBwAA9DHbL+ZHJ/l0klckOSjJV5N8KMlPk5yQ5F+r6nVTdayqM5O8J8mKJOcn+VSSByU5I8k5VbVgZ+gHAAD0M9sgsinJB5P8YmvtwNba01trz2mtHZ7kpCQbk/yfqnrCxE5VdUKSU5Jck+ThQ7/jkzwwyXeTHJ/kpZNfrHc/AACgr1kFkdbaZ1trz2qtnT9F3fuTnDU8/bVJ1a8Zyle11i6d0OcnSU4enr56iiVTvfsBAAAdba8v5F8fyuWbD1TV8iSPSnJ7kg9M7tBaOy/JVUnuk+SoueoHAAD0t72CyAOH8uoJxx45lBe31m6Zpt9Fk9rORT8AAKCzexxEquo+SV4wPP3ghKpDhvJHM3S/YlLbuegHAAB0do+CSFWNJ3l3knsl+Uxr7WMTqvccyrUzDLFmKPeaw34AAEBn9/SMyNuTrExyZe66Ub2Gsm3lmL37bRmg6sXDPUdWXXvttds6DAAAcDe2OYhU1ZuTvDCjS+WubK1dM6nJ6qHcM9PbXLd6wrHe/e7QWntHa21Fa23FsmXLZhgGAAC4J7YpiFTVG5O8LMm1GYWQS6dodvlQHjTDUPef1HYu+gEAAJ1tdRCpqjdkdIf165Mc21r7zjRNN1/S96FVtXiaNo+e1HYu+gEAAJ1tVRCpqtOS/H6SGzIKIf82XdvW2pVJvpZktyQnTjHW0Rndd+SaJF+cq34AAEB/sw4iVfX6JK9KcmNGIWQ2ZxVOHcrTq+qwCWPtn+Stw9PTWmub5rgfAADQ0fhsGlXVM5L87+HpZUn+Z1VN1fSS1tppm5+01s6pqrclOTnJt6rq00nWZ3SlraVJPpzkjMmD9O4HAAD0NasgkmSfCT+vGB5TOS/JaRMPtNZOqaovJHlJkqOTLEhySZJ3JnnbdGcnevcDAAD6qda2+bYb89qKFSvaqlWr5noasH299l5zPQMAZvLam+Z6BrDdVdVXW2t3OZFxT29oCAAAsNUEEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALoTRAAAgO4EEQAAoDtBBAAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALobn+sJAPBf05U3bcrzP3xLrlnTMlbJi49cmJcftXt+/5O35mPf35DdFiSH7jOWv/3lxdl7USVJvvmTjfnv596am28b9bnoRXtk0XjlmLPW5uo1LYuH32qf/PUl2X+Pu/6t7dTzb8vffP32LBirvOXJi3LcYX4NAswV/wcGYE6MjyVvfNKiHHnggqy+reVR71ibYw8dz7GHjufUJ+6e8bHKqz51a049/7acfuyibNjU8mv/eEvedfziHHGfBbl+3aYsnJA13vPMxVlx3wXTvt53rt2Ysy9en4tP2TP/sbrlie9am++/dM8sGKsO7xaAySzNAmBOHLjXWI48cBQc9tq98uBlY7nq5pYnHTqe8SEcHLV8QX68elOS5JM/2JCHH7AgR9xn1GffJWNbFSI+csmGnPTQhdl9vHLIvcdy2D5j+cpVG7fzuwJgtgQRAObc5Tduytev3pjHLL/zGY13fmN9njIsn/r+9ZtSlRz37rU58i/X5A0X3Hantr/5kVvyiLevyevPuy2ttbu8xlWrN+X+99oSXJbvNZarVt+1HQB9WJoFwJxac3vLCf+wLm968qIs3X1LUPjjz9+W8bHkeYcvTJJs2JR84YoNuehFe2TJwsrKv1+XRx24ICsfMJ73PHNx7rd0LKtvG431rm9Wnn/Ebnd6nSmySSzKApg7zogAMGfWbxwFh+cdvjDPfPDCO47/3Tduz7mXbsh7nrk4VaO4sHzpWI4+aDz7LRnLkoWVpx42nq9dPVpadb+lo19ne+1eee7hC6dccrV86ViuvGlLGvnx6k25716iCMBcEUQAmBOttbzwo7fmwfstyCseu/sdxz9x2YacfsHt+ehJi7Nk4ZagcNyh4/nmTzZm3fqWDZtazvvRhjxk2Vg2bGq5bt1oH8n6jS3nfn9DHrb/XTetP+Nnx3P2xetz24aWH96wKZdevyk/f7/pN7cDsGNZmgXAnLjgyo151zfX5/D9x/KIt69JkvzJyt3zso/fmts2Jse+a12S0Yb1tz99ce69uPKKx+6WR//V2lSSpz5wPE970MKsvb3luHevy/qNycaWPPGQ8bzoyNHZlY9+b31W/cfGvO4Ji/LQ/Rfk2Q9ZmIe8dU3GxypnPnWRK2YBzKGaakMfyYoVK9qqVavmehqwfb32XnM9AwBm8tqb5noGsN1V1VdbaysmH7c0CwAA6E4QAQAAuhNEAACA7gQRAACgO0EEAADoThABAAC6E0QAAIDuBBEAAKA7QQQAAOhOEAEAALqbdRCpqp+tqpdX1bur6pKq2lRVraqeNYu+z62q86vqpqpaU1WrquolVTXj6/fuBwAA9DG+FW1PTvLyrX2BqjozySlJbk3ymSTrk6xMckaSlVV1Ymtt41z3AwAA+tmaMwTfTvKnSZ6T5LAk591dh6o6IaNQcE2Sh7fWnt5aOz7JA5N8N8nxSV461/0AAIC+Zh1EWmt/3Vp7ZWvtH1prP5hlt9cM5ataa5dOGOsnGZ1hSZJXT7Fkqnc/AACgox32hbyqlid5VJLbk3xgcn1r7bwkVyW5T5Kj5qofAADQ3448M/DIoby4tXbLNG0umtR2LvoBAACd7cggcshQ/miGNldMajsX/QAAgM52ZBDZcyjXztBmzVDuNYf9AACAznZkEKmhbDt5vy0DVL14uOfIqmuvvXZbhwEAAO7Gjgwiq4dyzxnabK5bPeFY7353aK29o7W2orW2YtmyZTMMAwAA3BM7MohcPpQHzdDm/pPazkU/AACgsx0ZRL4+lA+tqsXTtHn0pLZz0Q8AAOhshwWR1tqVSb6WZLckJ06ur6qjkyzP6C7oX5yrfgAAQH87+g7jpw7l6VV12OaDVbV/krcOT09rrW2a434AAEBH47NtWFVHZsuX+SR5yFD+SVX93uaDrbWjJvx8TlW9LcnJSb5VVZ9Osj7JyiRLk3w4yRmTX6t3PwAAoK9ZB5GMvsg/ZorjD5ypU2vtlKr6QpKXJDk6yYIklyR5Z5K3TXd2onc/AACgn1kHkdba57LlXh1bpbX23iTv3dn7AQAAfezoPSIAAAB3IYgAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB343M9AaCfg29971xPAaZ13T+/Kbf84KIsWHKv3PeFb02S3Pj5d2XdZV9OqrJgyd7Z96m/nfG99s0tP/x6bjzvrLSNG1ILxrP3E34riw864i5jbrxlda77yOnZcPNPMr70gOz3K6/OgkV79n5rMGuXz/UEoCNnRADYKex5+BOz/4l/eKdjSx9zQu77W2fkvr/5F1l86KNz04XvS5IsWLI0y074g9z3hWdm36f9Tq4/941Tjnnzlz6QRQcfkfu9+K+y6OAjcvOXPrDD3wcAsyOIALBTWHT/h2XB4r3udGxs9yV3/NzW35qkkiS7HXBoxvfaN0mycL+D0jasT9uw/i5jrrvsy9njYSuTJHs8bGXWXfqlHTR7ALbWvF2aVVXPTXJykocnWZDkkiR/m+RtrbVNczk3AGbvhs//fdZ++7MZ231JDvjVU+9Sv+57F2S3Ax6QGl94l7qNa2/M+J77JEnG99wnm9beuKOnC8AszcszIlV1ZpL3JFmR5Pwkn0ryoCRnJDmnqhbM4fQA2Ar3/sXnZ/kpZ2WPhxyT1V899051t1/7o9x43lnZ57iXztHsANhW8y6IVNUJSU5Jck2Sh7fWnt5aOz7JA5N8N8nxSfzGAtjF7PGQY7Lu+xfc8XzDzdfl2g/9cfZ92iuy8N4HTtlnwR57Z8Oan47ar/lpxvbYu8dUAZiFeRdEkrxmKF/VWrt088HW2k8yWqqVJK+uqvn43gHmlfU/veqOn9dd9uUs3Gd5kmTTrWvyn+e8Nnsf/RtZtPwh0/Zfcthjsvbbn0mSrP32Z7LksMfs2AkDMGvzao9IVS1P8qgktye5y6VRWmvnVdVVSe6X5KgkF/adIQDTufajb8htV3wrG2+5OT8+8zdyr8c/L7f++6qs/+mPkxrL+NJl2ee4lyRJbv7audlw49W56cKzc9OFZydJDnj267Ngj71z/cffkj0f8ZTsfuADs/SoZ+W6j5yWNd/8ZMaXLst+v/yamaYAQEfzKogkeeRQXtxau2WaNhdlFEQeGUEEYKex7BmvvMuxvY540pRt937cSdn7cSdNWbfvU152x88LFi/NASf9yfaZIADb1XxbnnTIUP5ohjZXTGoLAAB0Nt+CyObb5a6doc2aodxrhjYAAMAONN+WZtVQtm3qXPXiJC8enq6pqu9tl1kBsKPsl+S6uZ4EbC91+lzPAHaIg6Y6ON+CyOqh3HOGNpvrVk+uaK29I8k7tvekANgxqmpVa23FXM8DgK0335ZmXT6UU6auwf0ntQUAADqbb0Hk60P50KpaPE2bR09qCwAAdDavgkhr7cokX0uyW5ITJ9dX1dFJlmd01/Uv9p0dADuA5bQAu6h5FUQGpw7l6VV12OaDVbV/krcOT09rrW3qPjMAtqthbx8Au6BqbZsuMLVTq6q3Jjk5ya1JPp1kfZKVSZYm+XCSZ7XWNs7ZBAEA4L+4+XhGJK21U5I8L6NlWkcnOS7JZUlemuQEIQSYD6rq56rq7VX1vapaV1W3VNUVVXVhVb2xqo6d6zluq6p6QVW1qjprO433uWG8Y7bHeHP9OgDzwXy7fO8dWmvvTfLeuZ4HwI5QVc9J8vcZ7Ym7KsnnktyQZFmSI5M8NqM/xHxqQp/LM7qq4CGttcu7ThgAJpm3QQRgvqqq+yR5Z0Yh5BVJ3jLxTG9VjSV5/PAAgJ2SIAKw63l6kiVJvtha+/PJlcPFOD4/PABgpzQv94gAzHP7D+V/zqbx5v0W2XKz1x8O+xg2Pw6e1P7BVfU3VfXDqrq1qm6oqk9X1TOmGf/yzeNU1S9V1flVdXNVXV9V51TVIUO7sar6nar61rCn5ZqqOrOq9traD6CqHldVHxzGuH0oz6mqo7ZhrN+uqo1VdXVVHTkcW1hVv15V7xv24Kwe5vydqjq9qvbZ2tcZxj2uqj5aVT8Z5n318BqHT9H24OFzvbxGTqmqbwzzuKGqPlJVD9uWeQDsDAQRgF3PFUO5cpZfRC9L8ndJ1g7PPzg83/xYs7lhVZ2U5BtJfmtof26Sbyb5hSQfqarXzfA6p2R0ZcJNST6R5OYkJyQ5v6r2TfL+JH80zP9TSXYf+pwzi/dwh6o6Ocn5SZ45jHXOUJ6Q5IKqetEsxxmrqj9L8udJvp/ksa21rw3VB2S0B+e4JNcn+eck52W0B+eVSS6qqv22ct5vzuhzeUqSH2T0WV2d5KQkX6mqp87Q/awkf5ZR+PynJDcleUZG7/cBWzMPgJ1Ga83Dw8PDYxd6JNkrow3qLaPLk/9TRl+OVya51wz9Lh/6HDxN/cOT3JZkdZKnTKp7aEZf9luSJ0wz7rokj59wfFFGm+hbkm8luSTJ/SbU/0xGX/Jbkl+YNOYLhuNnTTp+xPCeNyY5cVLdScPx25M8bFLd5nkcM2Fu5wzHPp/k3lN8xr+UZOGk44sz2p/Tkrxtis/wTq8z4fj/GI5/O8nPTar7leE93TBxHkkOHvq0JP+e5NAJdbsP/+4tyV/N9X+THh4eHtvycEYEYBfTWlud5IlJVmW01++pSU7P6L5JP62qC4aram2t/5XRBvhXttY+Puk1L85oY3wyuhT6VN7UWvvChD63JnnT8PRhSV7WWrtqQv0VSd49PH3CLOf4soze89mttQ9MmuPZGYWLhUlePt0Aw9mZz2R0BuUDSY5trd0waazVrbWPtdbWTzp+S0bvf8PQ/25V1YIkfzA8fXZr7ZJJY344yV8m2TvJr00zzMtaaz+Y0Oe2JH84PF05m3kA7GxsVgfYBbXWvpvk0VX1uCRPS/KYjC7be+8kj0vyuKp6SmvtBbMZb7jS1pMz+gv7dEulzhvKx05T/4kpjl02lOuTfHaK+kuH8r6zmGYyuiRxMlqqNJV3Jnl2kmOmqX9ARl/6H5TRUqffa61Ne2ffqnpkRl/0D06yR5Iaqm5Psqyq7j05xEzhEUkOTHJxa+0707Q5L8lLMvps/2JS3YZM/dluDjSz/ewAdiqCCMAurLV2YZILkzvCxFFJ/m+SJyX5jar6p8lnDqaxb5Klw8//WVUztV02zfEfT3Fs8/6Ta1prG2aoX3S3Mxy531D+cJr6H0xqN9lfZvS7722ttd+d7kWqas8k78loH8ZMlma0pGomm/dwPHS4aMBMpvpsr57qs2ut3Tz8O+1+N2MC7JQEEYB5oo0u23vhsOn5KxmdIfmVjJYf3Z0FQ7kxW5ZLba1N21i3Lab7Qj9jgsooXPx6kudX1Qdba5+Zpt2pGYWQ7yR5dUbL4K7bvFSrqv4jo7Mcd/d6yZbP9qqMls/N5JIpjm3vzw5gpyCIAMwzrbWNVfXZjILIdGcvJrsuyS0ZbcZ+aWttzd20nytXJTk0o7MMP5ii/pAJ7aZyVpJ/yeiKWOdW1QmttX+eot2JQ/mc1tq3J1ZU1R5J7rMVc75yKK+e7VI5gP8KbFYH2MXU3aybGvzMUE5cLnX7UN7lj1DD0p/Nf61/1rbPbofbvE/l+dPU/+ZQfm66AVpr78toH8lYkg9V1TOnaLb5PiFXTlH33MzuTMhmX8no6mCPrKrDtqIfwLwmiADsek6pqr+tqp+fXFFV48N9NDaHifdPqN58luDB04z7uow2lb+5qk6aHHiG+26srKon38P53xNvyWjz9q9W1fETK6rqxIwCxvqh3bRaax9K8ssZLUV7f1U9d1KTzUukXjLpNVZktGxr1oblXK/PaInWh6f5d9ujqn61qqb7twGYdyzNAtj1LMzoPhsvqKprMroB4U8z+iv+w7PlKkpvaK39y4R+H8roalLvqapPJrlxOP6q1tr1rbVVVfX8jK489b4kp1XVdzK6r8jyjK40tV9Glwqe6ipOO1xr7d+q6uVJzkjyj1X15YyWaB2W5Ocz2k/x0tbat2Yx1ieq6mlJPprkXVW1qLX2zqH6dRntrfnjqnp2ku9m9Lk+PsnZSf5bttypfjbzfnNVHZTkd5J8uaq+Ocx7LMn9k/xckiUZ3ezwu7MdF2BXJogA7Hr+JqObCD4xoy/fhyfZP6MzAT/O6G7pfz3xnh6DMzK6ytPzkjw9W6629EcZLR1Ka+3sqrooo/t1HJstl8u9JsnXMrqJ3lbdCX17a629tar+LcnvZhQIHpVREPvHJP+vtfbFrRjrX6vqSUk+nuSvq2pxa+3M1to5VfWEjO7/cURGQefSJL+d5MyMbjC4tfN+RVV9OMnJw7yfltG+nKuTfCyjQHT+1o4LsKuqGS6fDgAAsEPYIwIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANCdIAIAAHQniAAAAN0JIgAAQHeCCAAA0J0gAgAAdCeIAAAA3QkiAABAd4IIAADQnSACAAB0J4gAAADdCSIAAEB3gggAANDd/wcfLoZfJvBzDwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "amount = {\n",
    "        ' ': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "def graph_count(df, label):\n",
    "    amount[' '].append(\"Stemlokaal\")\n",
    "    amount['aantal'].append(df[\"UUID\"].count())\n",
    "    amount['staffel'].append(label)\n",
    "\n",
    "def make_graph_count(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_count(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_count(label)\n",
    "\n",
    "\n",
    "\n",
    "ax_stemlok = pd.DataFrame(amount).pivot(index=' ', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "ax_stemlok.set_xticklabels(['Stemlokalen'], fontsize=22, rotation=0, ha=\"center\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax_stemlok.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax_stemlok.bar_label(c, labels=labels_ax, label_type='center')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts =   {'type': [],\n",
    "                'aantal': [],\n",
    "                'staffel': []}\n",
    "def graph_type(df, label):\n",
    "    \n",
    "    counts['type'].append(\"Mobiel stemlokaal\") \n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Mobiel\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Drive-through stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Drive\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    counts['type'].append(\"Niet open algemeen publiek\")\n",
    "    counts['aantal'].append(df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"Niet open voor algemeen publiek\")][\"Extra adresaanduiding\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Tent stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"tent\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Parkeerplaats stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"parkeer\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Bus stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"bus\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "\n",
    "def make_graph_type_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_type_2(label)\n",
    "\n",
    "types = ['Bus stemlokaal', 'Drive through stemlokaal', 'Mobiel stemlokaal', 'Niet open voor algemeen publiek', 'Parkeerplaats stemlokaal', 'Tent stemlokaal']\n",
    "\n",
    "ax = pd.DataFrame(counts).pivot(index='type', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "ax.set_xticklabels(types, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#TODO:mobiele stemlokalen eruit filteren die NIET 0,0 zijn\n",
    "#TODO:datastandaard duitse verkiezingen stemlokaalafstand opzoeken"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
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  "vscode": {
   "interpreter": {
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 },
 "nbformat": 4,
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}