stembureau-meting/jupyter/stembureau_data.ipynb

{
 "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/500/2022-cbs_vk500_2021_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": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021'}>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 92,
   "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": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stembureaus op de gemeentekaart van het CBS')"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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j27RFmXl9u30DsGjsgyLi+IhYGRErR0ZGZmusUm+8RjbcnpyZayPiocB5EfGjwZmZmRFxv39MOjNPB04HWLZsWc//2LQ08zwiG2KZubb9vR44GzgEWBcRewK0v9f3N0JpOBiyIRURO0XEgtHbwDOBHwDnAsvbYsuBc/oZoTQ8PLUcXouAs6P77wjnA5/OzK9ExPeAz0bEccA1wIt7HKM0FAzZkMrMq4HHjzP9JuDpsz8iaXh5aimpPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDJqk8QyapPEMmqTxDNsQiYl5EXBYRX2z394mISyLiqog4MyK263uM0jAwZMPtDcCVA/ffC5ySmfsCtwDH9TIqacgYsiEVEUuAI4GPtPsBPA04qy2yAji6l8FJQ8aQDa9TgT8D7m33HwJsyMxN7f61wOLxHhgRx0fEyohYOTIyMuMDlfpmyIZQRDwXWJ+Zl/46j8/M0zNzWWYuW7hw4RYenTR85vc9AI3rScDvRsRzgB2AXYD3A7tFxPx2VLYEWNvjGKWh4RHZEMrMt2TmksxcCrwUuCAzXw58HXhhW2w5cE5PQ5SGiiGr5c3An0TEVXTXzD7a83ikoeCp5ZDLzAuBC9vtq4FD+hyPNIw8IpNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hG1IRsUNEfDci/jUiroiId7Tp+0TEJRFxVUScGRHb9T1WqW+GbHj9EnhaZj4eOAg4IiKeCLwXOCUz9wVuAY7rb4jScDBkQyo7t7W727Y/CTwNOKtNXwEcPfujk4aLIRtiETEvIlYB64HzgJ8CGzJzU1vkWmDxOI87PiJWRsTKkZGRWRuv1BdDNsQy857MPAhYAhwCPHqajzs9M5dl5rKFCxfO5BCloWDICsjMDcDXgcOA3SJifpu1BFjb17ikYWHIhlRELIyI3drtHYHDgSvpgvbCtthy4JxeBigNkflTL6Ke7AmsiIh5dF84n83ML0bED4EzIuKdwGXAR/scpDQMDNmQyszvAwePM/1quutlkhpPLSWVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyCSVZ8gklWfIJJVnyIZUROwVEV+PiB9GxBUR8YY2ffeIOC8iftL+fnDfY5X6ZsiG1ybgjZl5APBE4A8j4gDgROD8zNwPOL/dl+Y0QzakMvP6zPyXdnsjcCWwGDgKWNEWWwEc3csApSFiyAqIiKXAwcAlwKLMvL7NugFYNM7yx0fEyohYOTIyMnsDlXpiyIZcROwMfB44ITN/PjgvMxPIsY/JzNMzc1lmLlu4cOEsjVTqjyEbYhGxLV3EPpWZ/9Amr4uIPdv8PYH1fY1PGhaGbEhFRAAfBa7MzL8bmHUusLzdXg6cM9tjk4bN/L4HoAk9CXglcHlErGrT/hw4GfhsRBwHXAO8uJ/hScPDkA2pzPwmEBPMfvpsjkUadp5aSirPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5BJKs+QSSrPkEkqz5ANqYj4WESsj4gfDEzbPSLOi4iftL8f3OcYpWFhyIbXx4Ejxkw7ETg/M/cDzm/3pTnPkA2pzLwIuHnM5KOAFe32CuDo2RyTNKwMWS2LMvP6dvsGYNF4C0XE8RGxMiJWjoyMzN7opJ4YsqIyM4GcYN7pmbksM5ctXLhwlkcmzT5DVsu6iNgToP29vufxSEPBkNVyLrC83V4OnNPjWKShYciGVER8BvgO8FsRcW1EHAecDBweET8BntHuS3Pe/L4HoPFl5jETzHr6rA5EKsAjMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknlGTJJ5c3vewB64CLiCOD9wDzgI5l58mTLLz3xS/ebtvrkI2dmcFIPPCIrJiLmAR8Eng0cABwTEQdMtPzla28dd/p4cZOqMmT1HAJclZlXZ+ZdwBnAUT2PSeqVIatnMbBm4P61bdqvRMTxEbEyIlbec/v4R2TS1sSQbYUy8/TMXJaZy+Y9aNe+hyPNOENWz1pgr4H7S9o0ac4yZPV8D9gvIvaJiO2AlwLnTrTwYxePf0TmTy21NfHXL4rJzE0R8UfAV+l+/eJjmXnFZI8xWtraGbKCMvPLwJf7Hoc0LDy1lFSeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1SeIZNUniGTVJ4hk1ReZGbfY9AMiogR4Jp2dw/gxh6HM10zMc69M3PhFl6nhoQhm0MiYmVmLut7HFOpMk4ND08tJZVnyCSVZ8jmltP7HsA0VRmnhoTXyCSV5xGZpPIMmaTyDNkcERFHRMSPI+KqiDix7/GMJyJWR8TlEbEqIlb2PR7V4TWyOSAi5gH/BhwOXAt8DzgmM3/Y68DGiIjVwLLMrPBLuxoiHpHNDYcAV2Xm1Zl5F3AGcFTPY5K2GEM2NywG1gzcv7ZNGzYJfC0iLo2I4/sejOqY3/cApAFPzsy1EfFQ4LyI+FFmXtT3oDT8PCKbG9YCew3cX9KmDZXMXNv+Xg+cTXdKLE3JkM0N3wP2i4h9ImI74KXAuT2PaTMRsVNELBi9DTwT+EG/o1IVnlrOAZm5KSL+CPgqMA/4WGZe0fOwxloEnB0R0O2Xn87Mr/Q7JFXhr19IKs9TS0nlGTJJ5RkySeUZMknlGTJJ5RkySeUZMknl/Qcba4gU+4XEeAAAAABJRU5ErkJggg==\n",
      "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": 94,
   "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"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "12121\n",
      "12504\n",
      "12505\n",
      "12506\n"
     ]
    }
   ],
   "source": [
    "# De waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is,\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": 96,
   "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": 97,
   "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": 98,
   "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",
       "      <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>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": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims_clean.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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": 100,
   "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": 101,
   "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",
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       "      <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",
       "    </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>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": 101,
     "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": 233,
   "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",
       "      <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",
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       "      <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",
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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>8582 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",
       "[8582 rows x 41 columns]"
      ]
     },
     "execution_count": 233,
     "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='first')\n",
    "df_geojson_dedupe = df_geojson_clean.drop_duplicates(subset=\"geometry\", keep='first')\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": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 106,
   "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": 107,
   "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": 107,
     "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": 108,
   "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": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of clean: (333, 38)\n",
      "Shape of election: (330, 38)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GM_CODE</th>\n",
       "      <th>GM_NAAM</th>\n",
       "      <th>H2O</th>\n",
       "      <th>OAD</th>\n",
       "      <th>STED</th>\n",
       "      <th>BEV_DICHTH</th>\n",
       "      <th>AANT_INW</th>\n",
       "      <th>AANT_MAN</th>\n",
       "      <th>AANT_VROUW</th>\n",
       "      <th>P_00_14_JR</th>\n",
       "      <th>...</th>\n",
       "      <th>P_TURKIJE</th>\n",
       "      <th>P_OVER_NW</th>\n",
       "      <th>OPP_TOT</th>\n",
       "      <th>OPP_LAND</th>\n",
       "      <th>OPP_WATER</th>\n",
       "      <th>JRSTATCODE</th>\n",
       "      <th>JAAR</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>GM0164</td>\n",
       "      <td>Hengelo</td>\n",
       "      <td>NEE</td>\n",
       "      <td>1845</td>\n",
       "      <td>2</td>\n",
       "      <td>1332</td>\n",
       "      <td>81049</td>\n",
       "      <td>40776</td>\n",
       "      <td>40273</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6183</td>\n",
       "      <td>6084</td>\n",
       "      <td>99</td>\n",
       "      <td>2021GM0164</td>\n",
       "      <td>2021</td>\n",
       "      <td>47510.255914</td>\n",
       "      <td>6.183056e+07</td>\n",
       "      <td>POLYGON ((251978.591 481220.258, 251979.382 48...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GM0373</td>\n",
       "      <td>Bergen (NH.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>819</td>\n",
       "      <td>4</td>\n",
       "      <td>300</td>\n",
       "      <td>29715</td>\n",
       "      <td>14317</td>\n",
       "      <td>15398</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12023</td>\n",
       "      <td>9896</td>\n",
       "      <td>2127</td>\n",
       "      <td>2021GM0373</td>\n",
       "      <td>2021</td>\n",
       "      <td>57488.474563</td>\n",
       "      <td>9.987418e+07</td>\n",
       "      <td>POLYGON ((105976.650 529056.951, 106002.347 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>GM0893</td>\n",
       "      <td>Bergen (L.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>318</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>13108</td>\n",
       "      <td>6568</td>\n",
       "      <td>6540</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10850</td>\n",
       "      <td>10324</td>\n",
       "      <td>525</td>\n",
       "      <td>2021GM0893</td>\n",
       "      <td>2021</td>\n",
       "      <td>61497.563571</td>\n",
       "      <td>1.084951e+08</td>\n",
       "      <td>POLYGON ((199768.270 409749.960, 199758.060 40...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GM_CODE       GM_NAAM  H2O   OAD  STED  BEV_DICHTH  AANT_INW  AANT_MAN  \\\n",
       "113  GM0164       Hengelo  NEE  1845     2        1332     81049     40776   \n",
       "191  GM0373  Bergen (NH.)  NEE   819     4         300     29715     14317   \n",
       "328  GM0893   Bergen (L.)  NEE   318     5         127     13108      6568   \n",
       "\n",
       "     AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW  OPP_TOT  OPP_LAND  \\\n",
       "113       40273          15  ...          6          7     6183      6084   \n",
       "191       15398          12  ...          0          3    12023      9896   \n",
       "328        6540          13  ...          0          3    10850     10324   \n",
       "\n",
       "     OPP_WATER  JRSTATCODE  JAAR    Shape_Leng    Shape_Area  \\\n",
       "113         99  2021GM0164  2021  47510.255914  6.183056e+07   \n",
       "191       2127  2021GM0373  2021  57488.474563  9.987418e+07   \n",
       "328        525  2021GM0893  2021  61497.563571  1.084951e+08   \n",
       "\n",
       "                                              geometry  \n",
       "113  POLYGON ((251978.591 481220.258, 251979.382 48...  \n",
       "191  POLYGON ((105976.650 529056.951, 106002.347 52...  \n",
       "328  POLYGON ((199768.270 409749.960, 199758.060 40...  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 109,
     "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": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 112,
   "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": 113,
   "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": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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": 114,
     "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": 115,
   "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": 115,
     "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": 116,
   "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>496</td>\n",
       "      <td>4101</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>ec2f41c816aa4f4f8b18a3565c20dd0b</td>\n",
       "      <td>1939.206985</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>496</td>\n",
       "      <td>4101</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>ec2f41c816aa4f4f8b18a3565c20dd0b</td>\n",
       "      <td>1923.094050</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         496   4101   \n",
       "139998  POINT (199750.000 307250.000)      151103         496   4101   \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                  1  ...   \n",
       "139998          Vaals           GM0981                  1  ...   \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                  ja          Vaals           Vaals          ja   \n",
       "139998                  ja          Vaals           Vaals          ja   \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  ec2f41c816aa4f4f8b18a3565c20dd0b   \n",
       "139998  NLODSGM0981stembureaus20220316009  ec2f41c816aa4f4f8b18a3565c20dd0b   \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   1939.206985  \n",
       "139998   1923.094050  \n",
       "139999   2880.233287  \n",
       "140000   2746.345509  \n",
       "140001   2813.494018  \n",
       "\n",
       "[140002 rows x 46 columns]"
      ]
     },
     "execution_count": 116,
     "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": 117,
   "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>46669</th>\n",
       "      <td>Lingewaard</td>\n",
       "      <td>Ontmoetingscentrum Doornenburg</td>\n",
       "      <td>4.465340</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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65964</th>\n",
       "      <td>Roerdalen</td>\n",
       "      <td>Brede school de Berensprong</td>\n",
       "      <td>8117.463711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22477</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Gymzaal Kindcentrum Warande (2)</td>\n",
       "      <td>8135.260944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22479</th>\n",
       "      <td>Harderwijk</td>\n",
       "      <td>Drive-In op parkeerplaats P2</td>\n",
       "      <td>8167.139659</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>22619</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Gymzaal Kindcentrum Warande (2)</td>\n",
       "      <td>8685.023942</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",
       "46669  Lingewaard  Ontmoetingscentrum Doornenburg      4.465340\n",
       "5168    Groningen           Dorpshuis De Hoeksteen     5.577246\n",
       "38975   Montfoort          Zalencentrum St. Joseph     5.703409\n",
       "...           ...                              ...          ...\n",
       "65964   Roerdalen      Brede school de Berensprong  8117.463711\n",
       "22477    Lelystad  Gymzaal Kindcentrum Warande (2)  8135.260944\n",
       "22479  Harderwijk     Drive-In op parkeerplaats P2  8167.139659\n",
       "22478    Lelystad                  Gymzaal De Borg  8402.730770\n",
       "22619    Lelystad  Gymzaal Kindcentrum Warande (2)  8685.023942\n",
       "\n",
       "[68131 rows x 3 columns]"
      ]
     },
     "execution_count": 117,
     "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": 118,
   "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": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": 120,
   "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": 121,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": 122,
   "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": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam           509\n",
       "Rotterdam           452\n",
       "'s-Gravenhage       320\n",
       "Utrecht             201\n",
       "Groningen           121\n",
       "Breda               111\n",
       "Nijmegen            108\n",
       "Eindhoven           102\n",
       "Arnhem               82\n",
       "Zwolle               70\n",
       "Deventer             63\n",
       "'s-Hertogenbosch     61\n",
       "Stichtse Vecht       38\n",
       "Amsterdam           387\n",
       "Rotterdam           375\n",
       "'s-Gravenhage       258\n",
       "Utrecht             200\n",
       "Groningen           123\n",
       "Breda                90\n",
       "Haarlem              78\n",
       "Nijmegen             76\n",
       "Arnhem               72\n",
       "Leeuwarden           69\n",
       "Súdwest-Fryslân      67\n",
       "Emmen                59\n",
       "Dordrecht            54\n",
       "Meierijstad          49\n",
       "Name: Gemeente, dtype: int64"
      ]
     },
     "execution_count": 123,
     "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": 124,
   "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": 125,
   "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>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>8582 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",
       "[8582 rows x 12 columns]"
      ]
     },
     "execution_count": 125,
     "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": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>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>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>8582 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",
       "[8582 rows x 12 columns]"
      ]
     },
     "execution_count": 126,
     "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": 127,
   "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": 128,
   "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": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_binned(df1, df2):\n",
    "    return df1[df1['CBS gemeentecode'].isin(df2['gemeentecode'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Gemeente    Naam stembureau         dist gemeentecode  \\\n",
      "68130  Vlieland  Sporthal Flidunen  8023.806656       GM0096   \n",
      "\n",
      "                            geometry  gemeente Kiesgerechtigde bevolking  \\\n",
      "68130  POINT (127250.000 586750.000)  Vlieland                         1   \n",
      "\n",
      "                             binned  \n",
      "68130  1; 0-10.000 stemgerechtigden  \n",
      "        Gemeente              Naam stembureau         dist gemeentecode  \\\n",
      "66779  Roerdalen  Brede school de Berensprong  8117.463711       GM1669   \n",
      "\n",
      "                            geometry   gemeente Kiesgerechtigde bevolking  \\\n",
      "66779  POINT (210250.000 355750.000)  Roerdalen                      17.3   \n",
      "\n",
      "                                  binned  \n",
      "66779  2; 10.000-30.000 stemgerechtigden  \n",
      "         Gemeente               Naam stembureau         dist gemeentecode  \\\n",
      "30730  Harderwijk  Drive-In op parkeerplaats P2  8167.139659       GM0243   \n",
      "\n",
      "                            geometry    gemeente Kiesgerechtigde bevolking  \\\n",
      "30730  POINT (167250.000 492250.000)  Harderwijk                        38   \n",
      "\n",
      "                                  binned  \n",
      "30730  3; 30.000-60.000 stemgerechtigden  \n",
      "       Gemeente                  Naam stembureau         dist gemeentecode  \\\n",
      "20747  Lelystad  Gymzaal Kindcentrum Warande (2)  8685.023942       GM0995   \n",
      "\n",
      "                            geometry  gemeente Kiesgerechtigde bevolking  \\\n",
      "20747  POINT (159750.000 491750.000)  Lelystad                      62.9   \n",
      "\n",
      "                                   binned  \n",
      "20747  4; 60.000-100.000 stemgerechtigden  \n",
      "      Gemeente      Naam stembureau         dist gemeentecode  \\\n",
      "24075   Almere  School Het Avontuur  7847.286731       GM0034   \n",
      "\n",
      "                            geometry gemeente Kiesgerechtigde bevolking  \\\n",
      "24075  POINT (158250.000 489250.000)   Almere                       164   \n",
      "\n",
      "                                    binned  \n",
      "24075  5; 100.000-350.000 stemgerechtigden  \n",
      "        Gemeente Naam stembureau         dist gemeentecode  \\\n",
      "11706  Rotterdam       Dorpskerk  5983.140982       GM0599   \n",
      "\n",
      "                           geometry   gemeente Kiesgerechtigde bevolking  \\\n",
      "11706  POINT (66750.000 438250.000)  Rotterdam                     516.8   \n",
      "\n",
      "                             binned  \n",
      "11706  6; >350.000 stemgerechtigden  \n"
     ]
    }
   ],
   "source": [
    "df_dist_nonbin = df_nearest[['Gemeente', 'Naam stembureau', 'dist', \"CBS gemeentecode\", \"geometry\"]].rename(columns = {'CBS gemeentecode': 'gemeentecode'})\n",
    "df_dist_bin = pd.merge(df_dist_nonbin, df_stemger_clean, on = 'gemeentecode')\n",
    "\n",
    "df_furthest_binned = pd.DataFrame()\n",
    "\n",
    "for label in labels: \n",
    "    print(df_dist_bin[df_dist_bin['binned'].str.fullmatch(label)].sort_values(by=['dist'])[::-1].head(1))\n",
    "    df_furthest_binned = df_furthest_binned.append(df_dist_bin[df_dist_bin['binned'].str.fullmatch(label)].sort_values(by=['dist'])[::-1].head(1))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "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: 31\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 129\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: 446\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 449\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2242\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 16\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 17\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 103\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 392\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 388\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2328\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 12\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 17\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 68\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 213\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 213\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1051\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: 2\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 29\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 226\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 202\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1456\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: 16\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 39\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: 1015\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": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '14 maart'), Text(1, 0, '15 maart'), Text(2, 0, '16 maart')]"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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 tijden',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 tijden', 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": 133,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"12\" halign=\"left\">aantal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>staffel</th>\n",
       "      <th colspan=\"2\" halign=\"left\">1; 0-10.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">2; 10.000-30.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">3; 30.000-60.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">4; 60.000-100.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">5; 100.000-350.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">6; &gt;350.000 stemgerechtigden</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>standaard</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dag</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14 maart</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>446</td>\n",
       "      <td>16</td>\n",
       "      <td>392</td>\n",
       "      <td>12</td>\n",
       "      <td>213</td>\n",
       "      <td>3</td>\n",
       "      <td>226</td>\n",
       "      <td>13</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15 maart</th>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>449</td>\n",
       "      <td>17</td>\n",
       "      <td>388</td>\n",
       "      <td>17</td>\n",
       "      <td>213</td>\n",
       "      <td>2</td>\n",
       "      <td>202</td>\n",
       "      <td>16</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16 maart</th>\n",
       "      <td>129</td>\n",
       "      <td>3</td>\n",
       "      <td>2242</td>\n",
       "      <td>103</td>\n",
       "      <td>2328</td>\n",
       "      <td>68</td>\n",
       "      <td>1051</td>\n",
       "      <td>29</td>\n",
       "      <td>1456</td>\n",
       "      <td>39</td>\n",
       "      <td>1015</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                aantal        \\\n",
       "staffel   1; 0-10.000 stemgerechtigden         \n",
       "standaard                         True False   \n",
       "dag                                            \n",
       "14 maart                            28     0   \n",
       "15 maart                            31     4   \n",
       "16 maart                           129     3   \n",
       "\n",
       "                                                   \\\n",
       "staffel   2; 10.000-30.000 stemgerechtigden         \n",
       "standaard                              True False   \n",
       "dag                                                 \n",
       "14 maart                                446    16   \n",
       "15 maart                                449    17   \n",
       "16 maart                               2242   103   \n",
       "\n",
       "                                                   \\\n",
       "staffel   3; 30.000-60.000 stemgerechtigden         \n",
       "standaard                              True False   \n",
       "dag                                                 \n",
       "14 maart                                392    12   \n",
       "15 maart                                388    17   \n",
       "16 maart                               2328    68   \n",
       "\n",
       "                                                    \\\n",
       "staffel   4; 60.000-100.000 stemgerechtigden         \n",
       "standaard                               True False   \n",
       "dag                                                  \n",
       "14 maart                                 213     3   \n",
       "15 maart                                 213     2   \n",
       "16 maart                                1051    29   \n",
       "\n",
       "                                                     \\\n",
       "staffel   5; 100.000-350.000 stemgerechtigden         \n",
       "standaard                                True False   \n",
       "dag                                                   \n",
       "14 maart                                  226    13   \n",
       "15 maart                                  202    16   \n",
       "16 maart                                 1456    39   \n",
       "\n",
       "                                              \n",
       "staffel   6; >350.000 stemgerechtigden        \n",
       "standaard                         True False  \n",
       "dag                                           \n",
       "14 maart                           151     1  \n",
       "15 maart                           151     1  \n",
       "16 maart                          1015     5  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_open_standaard_full.pivot(index='dag', columns=['staffel', 'standaard'], values=['aantal'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Staffel     1       2       3      4       5       6                     \n",
    "14 maart    0%      3.4%    3.1%   1.7%    6.2%    0.7%\n",
    "15 maart    12.1%   3.6%    4.4%   0.5%    7.2%    0.7%\n",
    "16 maart    2.3%    4.5%    2.9%   2.8%    2.6%    0.5%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "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: 5\n",
      "Open op 16 maart groep 1; 0-10.000 stemgerechtigden: 98\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: 10\n",
      "Open op 15 maart groep 2; 10.000-30.000 stemgerechtigden: 6\n",
      "Open op 16 maart groep 2; 10.000-30.000 stemgerechtigden: 1877\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: 434\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 2; 10.000-30.000 stemgerechtigden: 442\n",
      "Open op 14 maart groep 3; 30.000-60.000 stemgerechtigden: 16\n",
      "Open op 15 maart groep 3; 30.000-60.000 stemgerechtigden: 16\n",
      "Open op 16 maart groep 3; 30.000-60.000 stemgerechtigden: 2002\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: 371\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 3; 30.000-60.000 stemgerechtigden: 378\n",
      "Open op 14 maart groep 4; 60.000-100.000 stemgerechtigden: 9\n",
      "Open op 15 maart groep 4; 60.000-100.000 stemgerechtigden: 3\n",
      "Open op 16 maart groep 4; 60.000-100.000 stemgerechtigden: 869\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: 206\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 4; 60.000-100.000 stemgerechtigden: 205\n",
      "Open op 14 maart groep 5; 100.000-350.000 stemgerechtigden: 29\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: 1285\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: 210\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 5; 100.000-350.000 stemgerechtigden: 208\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: 868\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            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 19:30:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:00:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:30:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 21:00:00            1017  1017  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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\n",
      "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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\n",
      "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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\n",
      "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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\n",
      "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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EJM9IclmSN3T38w/17wAAAAAAYGfZ0JXNVfVHVXVxVZ231/a7VtX7qupfq+oXxs33TvKX3X16kh84xPUCAAAAALADbXQZjTOT3HX9hqo6MsnTk9wtyclJHlhVJye5bpIPj7tdcWjKBAAAAABgJ9tQs7m735jkU3ttvm2Sf+3u93f3ZUn+PMk9k1yYoeG84Z8PAAAAAMDhbc6azdfJdAVzMjSZvy3JU5P8flXdI8nL9/fNVfWwJA9Lkutf//ozygAAAAB2shv+wiuWXQIA2+CQ3yCwuy9J8hMb2O+MJGckyamnntqHug4AAAAAALbPnGUuLkpyvXVfX3fcBgAAAADALjOn2fyOJN9YVf+tqo5J8oAkZx2asgAAAAAAOJxsqNlcVX+W5K1JblJVF1bVQ7v78iSPSvKqJP+U5IXdff7WlQoAAAAAwE61oTWbu/uB+9n+yiSvPKQVAQAAAABw2JmzjAYAAAAAACTRbAYAAAAA4BDQbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABmW2qzuapOq6oz9uzZs8wyAAAAAACYaanN5u5+eXc/7KSTTlpmGQAAAAAAzGQZDQAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYLalNpur6rSqOmPPnj3LLAMAAAAAgJmW2mzu7pd398NOOumkZZYBAAAAAMBMltEAAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgNs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYLalNpur6rSqOmPPnj3LLAMAAAAAgJmqu5ddQ6rq40n+/QC7XCPJJzbxIzez/+G2706pw/HtvDoc38Htu1PqcHwHt+9OqcPxHdy+O6UOx3dw++6UOla9Zse38+pwfAe3706pw/Ed3L47pQ7Ht/PqcHwHt+9OqcPxHdy+O6WOZR7fDbr7mvt8pLt3/EeSd27V/ofbvjulDse38+pwfI5vJ9fh+BzfTq7D8e2e49spdTg+x7eT63B8jm8n1+H4dl4djs/x7eQ6HN/2HN/eH9ZsBgAAAABgNs1mAAAAAABmO1yazWds4f6H2747pQ7Ht/PqcHwHt+9OqcPxHdy+O6UOx3dw++6UOhzfwe27U+pY9Zod386rw/Ed3L47pQ7Hd3D77pQ6HN/Oq8PxHdy+O6UOx3dw++6UOnbK8S3YETcIBAAAAADg8Ha4XNkMAAAAAMAOptkMAAAAAMBsh02zuaqOrqqjl13HTiCLiSwmslgkD2AzjBkTWUxkMZHFInkAG2W8WCSPiSwmspisQhY7vtlcVVepqjsnOSvJ86rq3suuaVlkMZHFRBaL5AFshjFjIouJLCayWCQPYKOMF4vkMZHFRBaTVcriqGUXcCBV9bVJHpTk+5L8RZJ/SfKHVXV+d79vqcVtM1lMZDGRxSJ5AJthzJjIYiKLiSwWyQPYKOPFInlMZDGRxWTVstixzeaqOibJDye5RZLf6u43jdsvSnLNJIdd2AdLFhNZTGSxSB7AZhgzJrKYyGIii0XyADbKeLFIHhNZTGQxWcUsdvIyGt+R5PuTPK+731RVR1TVDyW5KMlbk6SqrrfMAreRLCaymMhikTyAzTBmTGQxkcVEFovkAWyU8WKRPCaymMhisnJZ7Mhmc1UdmeS/J/mr7n7j+PUdk9wuyTnjPv8tybOr6i7Lq3TryWIii4ksFskD2AxjxkQWE1lMZLFIHsBGGS8WyWMii4ksJquaxU5dRqOTXJrki+PX909ySpLLkvxxd1+R5ANV9cQkT62qK7r7tUupdOvJYiKLiSwWyQPYDGPGRBYTWUxksUgewEYZLxbJYyKLiSwmK5lFdfeya9inqrpVkucluTjDpeNvTvKC7v5sVd04yee6+2NV9YgkpyY5PUn3Tj2gGWQxkcVEFovkAWyGMWMii4ksJrJYJA9go4wXi+QxkcVEFpNVzGKnXtmc7n5XVX1Pkut29zlVVeuCvEWS/6+qfi3JyUn+sbu/vKxat5osJrKYyGKRPIDNMGZMZDGRxUQWi+QBbJTxYpE8JrKYyGKyilns2Cub91ZV39fdr1739XOTnJjk3Une3N1/u6zatpssJrKYyGKRPIDNMGZMZDGRxUQWi+QBbJTxYpE8JrKYyGKyClns2Cub16uqayX53ar6ze7+06o6LsmFSV7X3W9YbnXbSxYTWUxksUgewGYYMyaymMhiIotF8gA2ynixSB4TWUxkMVmVLA6LZnN3X1xV90/yvKr6hiRfSHKrJC9Nkqo6InutV1JVJ3X3nmXUu5VkMZHFRBaL5AFshjFjIouJLCayWCQPYKOMF4vkMZHFRBaTVcniiGUXsFHdfX6SByQ5LsnnkzwzyYer6ja913olVXXTJL9VVXfb/kq3niwmspjIYpE8gM0wZkxkMZHFRBaL5AFslPFikTwmspjIYrISWXT3YfuR5M5JPpLk1HXbKskxSU5L8uUkt1x2nbKQhSx2xoc8fPjwsZkPY4YsZCELefjw4WMrPowX8pCFLFY5i8PmyuY1VVVr/3b3a5I8OMmdquroqjq6B5cluW+Sf+ju9yyz3q0ki4ksJrJYJA9gM4wZE1lMZDGRxSJ5ABtlvFgkj4ksJrKYHM5ZVHdf+V47VFUd0d1frqqrdPel67a/OMl1u/vbxq+P6u7Ll1boNpDFRBYTWSySB7AZGx0zdgNZTGQxkcUieQAbtYm/S47u7i8trdBtIo+JLCaymBxuWRx2Vzav19NaJddY21ZVL8lXB73yTSNZTGQxkcUieQCbsZExY9x2TFXdtapus901bhdZTGQxkcUieQAbtdHxYic0jbaDPCaymMhicrhlcVhf2ZwkVXV8kqcleVWSuyc5ubtvOz52ZHdfsW7fY5Ic3d2XLKXYLSaLiSwmslgkD2AzDjRmjI8fk+ROGd7WdtckD+juVy2j1q0mi4ksJrJYJA9gozYwXlwtyc0yrNV6eZJ3dPerl1HrdpDHRBYTWUwOpywO+2ZzklTVLZL8nyRHdvfXrtt+YpIjk9w/yWeT3C/J7ZLcr7vfvIxat5osJrKYyGKRPIDN2NeYUVVHjg/fLcm9Mkz6Pp3kyUke0d1v2v5Kt54sJrKYyGKRPICNOsDfJV+b5ElJPpXksiTnJnlihvFiJRtpiTzWk8VEFpPDJYvDehmNNd19bpLvSvLpqrpDklTVNyV5S5KHJ7lFkn9Pcs0kf5fkY0sqdcvJYiKLiSwWyQPYjL3GjO8ct12R4cWpr0lynyTndPdrk/xkkuusayytFFlMZDGRxSJ5ABu113hxxySpqpOS/EaSmyf5QpJndfeLkjwqyQ9V1VWWVe9Wk8dEFhNZTA6XLFbiyuY1VXWjDOuVvHEM/XVJbtXd51fVE5JcN8kTuvu9Sy10G8hiIouJLBbJA9iMccy4epJ3ZZhDXT5uf1SS70vy4O7eU+MNPJZY6paTxUQWE1kskgewUeN4cYPufn1V3TtDM+mDGa5QfEiSu3T3J6rqhN2wxJ88JrKYyGKy07M4art/4Vbq7vcnef/4+Zuq6geSnFVV78nwNrUnJnnfEkvcNrKYyGIii0XyADZjbcyoqocnuTTJmeNDL0jyreO27IamkSwmspjIYpE8gI1a/3dJkpsmOT/Js7u7q+rWGd5x+YlVb6CtkcdEFhNZTHZ6FiuxjMbequqIJOnus5P8Y4Z10V7X3Rf0uku51/ZbZZvIopZT4faRxUQWi+QBbNL/SfJzVfXD49f3T3LrJMev32mXvC1+o1nshvFTFhNZLJIHcKVqcJUkN0rypbFpdFqS703yxb32Xfk5xibzWOnxUxYTWUx2chYrtYzG3qrqN5NcP8nfJvlkd7+oqmqv5tEJGSZ7n+juC5ZU6pbbVxb72KeSPCHJm7r7ldtc4raRxUQWi+QBbFRV3TTJc5NckOQ7k9y3u8/ZxzyjknxLksu6+1+XU+3W2mQWP5Pk3O5+3VKK3WKymMhikTyAjRrHi5cneU2SOyf5xe7+89pryZ3dMMdIDpjHrhs/ZTGRxWQnZrHqzebrJDmxu7/qbfBVdf0kd0ryY0kuTnL7JD/V3S/b3iq3x4GyWLfP1yR5ZJLHJrlbd79tm8rbVrKYyGKRPIDNqKprJukkR3T3xVV1ZA83AVu7Ucetkzw+yUeS3DbJo1Z4nrHfLNbtc40k90zyO0l+sLtfv4RSt5wsJrJYJA9go8Z+xY2SXLz3RXG7bY6RHDiPdfvsivFTFhNZTHZaFiu1ZvPeuvuifW2vqusl+eEk/yXJ07v7hVX1XUkeXFVnd/cX9/V9h7P9ZbGXLyV5Z5Lzklx1aytaHllMZLFIHsBmdPfH1z4frxxY32i+e4YbgP15dz+lqm6f5DFV9fru/uxyKt46+8tir30+UVVvT7InwzpyK0kWE1kskgewUd39oSQfSr4yXvT4+a6bYyT7z2OvfXbF+CmLiSwmOy2LlV+zeL2a1mj+f5JcI8nZ3f3Ccdudkpywio3m/RkvoV/7/KpJvj/J/0jylO5+zdIKWwJZTGSxSB7ARnR317R+4i2T3CXJa7v7KeO2UzK8o2wl/whcb1+T2ySpqjsm+eMkT1ibf60fY1fRZrJYdbJYJA9go8wxFplnTJxLJrKY7IQsdlWzubu/XFXHJnlEknetrVFSVXfL0Hx+0vj1A6rqHsurdHuse3X0qknukeTBSc7s7r9cv19VrfQV8MnGsqiq21TV7ZZU4rbZ6PNit9jgc+OqNaz/Duxi665SfFKS87r7+UlSVbdMcp0Mk7tU1d2q6i7LqXI5xneQPSXJs7r7WWvb9zcZXmX7y6KqvqWqTllaYUuwvyx2qwM8N46uqmOWVxmwbOYYB2aeMTHPmJhnTLZ7jrHyTcR9uFmGNUzWBue7J/nuJP+a5MJxn48meUZVfam7X72cMrdeVf1ekg9kWA7gR5L8yV4NtAcluVWSG1XVc7v75cupdOsdKIt1b0G4SpInV9Uv9wrfGG4Dz4vbZXjLxfUyvGjz1qUUuk02kMdjMqx79Pmqenp3n7WcSoGdoKpumOQj3f3b49enJLlbkqsl+cdxt88leeZ4elnlecbPJ/n3JP+Q5PeSPHuvye3dk9wkyc2TvLC7z15KodvgQFnUdMOnqyZ5WlX9+orPM67sefENSa6e4Ya9H+juc5ZS6DbZQB6PSPJdSY6tqmev8nMDODBzjEXmGRPzjIl5xmSZc4yVvkHgvlTV1yd5W5JfS3Jykq/JcFfoF3f3h9b+I1bVNyf5qyQ/3d2vXVa9W6mqbpHkr5NckeRHu/tN6x57dJLHZLgK/MgMNx94UHf/wzJq3Wr7y6LGG7ese17cNskZSU7v7ncsseQtcyXPi4cm+ekkL05ydIYbbD6yu1+xjFq3w5Xk8cgMS2rcL8mxSZ6V5KHd/a5l1AosXw03AHtHkl/K8MLctTO8WPns7j5v3XnlFkmen+TRq7okTw13xj47wx/BD+nuF6977FEZxs/fTXJ5kp9P8mPd/ZZl1LrV9pfFuudDjW+Tvn2SZ2a4afXfLbHkLXMlz4v7ZphbXJjk80nunWGescp/FB8ojwcleXKSH0xyfJLfSvLwVX+hH9g3c4xF5hkT84yJecZkmXOMXbWMRpJ0938k+YEMax2dlGHw+ZMeFtNeW2rjqCSXZcjnl6vqOsuqdyt197lJ7prhVZ2vLAEwNpofnOR7u/tl3f2SDK+UXmUphW6DfWUxDshXVNXRSX6+qq7e3W/PcII/cXnVbq0DPC9+MsnTk7w0ye92968k+fEk96rhrqYraX/PjfHhmyR5XHefO7748PYMTXhgl+rhBmD3zLCe4rcmeV2S3+vu88bH194G+5Ek/5HkqVV1o2XUutW6+/wMOXw5w4Q+SVJVP5XkV5Lcp7v/oLufk+Q1GS4AWEn7ymLdPOOoJA8Z5xlvTfLKJF+3vGq31l5ZXLK2vap+MMlvJDknw1qCj84wzzh9Vefiyb7zWDfPuE6SX+juN49XKJ6VFZ6DAgdmjrHIPGNinjExz5gsc46xG5fRSHe/p6p+rvdxB+iqekiSb0py3wyN6Dd390XbXeN26e4LqurbktwgSarq/hmuaP6e7n7vuO2bMjwxL15aodtg7ywyXNF9eXd/qao+leTdVfWKDP8BP7esOrfDPp4Xd0ny6CS/k+SiJG+qqnt09+ur6oPd/Ykllrvl9vHcqCSd4Wrn766qVya5dZIvJlnpLIArN84zTu/uS/d+rIb7RJyc5H9luILgvd39/u2ucbuM4+d3JLldDTdqvlOSn0pyp/HFvNSwTtw1kqz0jY3WZXH7cdNRSb7U3ZdX1ReTnFtVz05y0yQrfeXqXs+LozNcBPKIJG/MMMd6SVXds7vfUFUfXeW5eLL43KjhJmCV4Uq8E5J8Y5I/rKprZbiK8ZL9/yRg1ZljLDLPmJhnTMwzJsuaY+y6ZTT2papOSnKHDA3mW2VYy+SC8SrWtX2O3FdzelWse1vFryR5X3f/xfiKx0lJ/jDJh7r7Z5db5fapqu9Jcmp3r900sjK8Avi0JJ/t7jcvs77tsu558WMZGu9ra50/PcnLet06YGv7LqvW7VJVN0ly8+7+y/F5cUaGd0LcKclZ3f3YpRYI7Dg13ED0Bkl+NsME/9VJ3rLXGLrq84y1t3GenuTE7v69dY/9TZJLuvs+y6twe1XVrZPcvrt/f922v07yggzn211xt/R1z4u7JrlFkj/s7k9W1eOTvLu7X7Ru37U1J1fWOK+4VpJbdffZ4x/Iz0jy8SQ/muEimAcss0ZgZzHHGJhnLDLPGJhnTLZ7jrErr2xeM4ZdGdZm/miSDyZ5VHd/bt3jx3b3pWuDc1Ud1d2XL6nkLTM2FI/IcFX32lW7N8vw9pPP7avRvKpZjP4jyY9U1fu6+2UZrlr9twxvVbps78bqimeRJKck+di6r09O8qpkd0xe9vL5JI+rqmO7+/lVdWaG/yevWd9o3i3Nd+DAxnPrMzKs6/7lJPdK8qm1c8a688fKTm5Ha8d3SoZJ7dofyH+R5Kj1fwDukvFzT5KHVtVHuvslVXX1DO+MeX0PS74l2RVZrD0vbpPkuO7+5Pj1dyT58HJKWp5xPl5JfrWqrtHdz6uqX83w1ta3r/8jcNX/KAaunDnGAvOMReYZA/OM0XbPMVzZnKSqrp3kUxle4fnyulc/rpvk/hkW3P9sVR2X5IFJLuruVy2z5q1Sw80EnpfkQxmai5/q7sdW1dUyvO3gmbsoi5sleW6SD2R4YeaC7v6lGtbzeUB21/PiWzKcqF+W8W053X2nqjo2ySOT/HF3f2ocvE5Lcmmv8N2Pa7jz81MzNJ7/Kcmnu/v/HSd8P5fhFdNdkwdwYOM848Qk/97D0kxrN509KclPZLh3xK4YM2q4UcmLkrw7471D1ia3VfXY7KLxc5xnnJnkXUmul+Rj3f1jVXViktOzi86tNSzZ9tIkz85wn4TLu/se42P/M8mfdffF49ffnuT4XtEbeCdfmWf8QYYl7C7O8Dfi6eNjP5fkT3dTHsD+mWMsMs+YmGdMzDMm2zXH2NVXNq/p7o/u9fUV478XVtXbMqzLmu7+QlV9IMnvV9VjewXvWNnd51bVPTIsGH/R2qteY1P1zdldWZxXVfdO8vVJvtjd7xm3X7QLnxf/VMOdW09N8m/dfea4/YtV9d5MWXRVXZLkaWMWr1ha0Vuou99dVadluGnmx9de9Rsndudll+UBHNg+5hlrY8aeqnpfdtGY0d3nV9X3J7lhkk+unVtHu2r8HOcZ903yDRkuAHn1uP1zu+3c2t3/XFX3SfLdSf62u5+w7uGPZlhbcM0JGbJ49CrOuZKFecaJSf6zF++NcWF2WR7A/pljLDLPmJhnTMwzJts1x3Bl8z5U1dd198f22nZMkiPHxuK3J/ntJD/QK3xjtPEVrmv0cNfb9dt3axZX7+ltF2vbd10Wyf6XDamqo8dX1G+b5JlJ7tXdK//2lKo6obu/ajH93ZoHcGDGjEkNSxJ9cR/bd2MWx3T3ZfvYvuuy2J+qr9xL4tQMVyc9oLvft+y6lkUewN7MMRaZZ0zMM66c8+pkbhZHbF1ph6eqOj7JT1TVLfd66FpJnllV10tyfpLOsDbSKjsuwzo/shiyOF0Ww8koyaOr6g57bb9akqdU1bV7uLnmJUmOX0aN22nM45HyADaiqo6KMSPJV8bP/ymLr2TxM7IYVNVjariZz/ptleS3x4tC3pnhSqSrLqXAbVZVj5YHcGXMMRaZZ0zMMxaZZ0y2ao5hGY29dPfnq+qPkuwZG4gf7e4v9bCkxkeS/G2Gxdbf2t0XLbXYLSaLiSwm46ueL0jymar62gx39r2sh6VWPp7k7VX1H0netxteBRzz+LPIA9iA7r7cmDFwPpnI4qu8JEMWRydDPuPVNZ9J8o6q+qckn8nwQv9u8NLIA7gS5hiLnFsnsvgq5hmTl2YLsrCMxn6Mrwr+atatT1tVN0zy80l+qbs/WcPC6r+e5D+TvGMV17ZJZLGeLBbVsJj+f3b3H41fXz3J7yf5te7+53Hb45JcmuHEtZI3UFwjD2AzjBkTWUxkMamqH8lwY5ozxq+PzXDD4icleWd3X1ZV90tyTIZ7jbx+edVuPXkAG+VcskgeE1lMnFcnhzoLy2jsRw/r0f55hrcaPLCqvj7J72S4y+snq+ruSc5Ict0MC80/u6pus7yKt44sJrL4Kq/J8Nak+1bVCUl+MckHeliA/5ur6qwk35nhRPWc2uttOytIHsBmGDMmspjIYnJOkp+uqntXVSV5aJIPdvdbMrzL81VJfiLDzY+eW1Xfu8Rat4M8gI1yLlkkj4ksJs6rk0OahSubr0RV3SzJkzM05t+b5PFJbpbkh5Kc191PHfd7epK/7+4/WVKpW04WE1lMxiyemeGupR9M8pQkn89wBfhHuvux436/keTT3f2kJZW6LeQBbIYxYyKLiSwmYxbPSfLZJB9P8qdJXp/kRRneBvzAcb/HJblWdz+maripzbJq3kryADbKuWSRPCaymDivTg5lFtZsvhLdfV5V3TPJsd39qaq6SpIHZ7iMfK2heJskN07ytCWWuuVkMZHFZMzitCQndveFSVJVL85wtffaSeqGSa6d5OylFbpN5AFshjFjIouJLCbrsvgvST7c3ZdU1UuTXLruj54TklwtydvH71m5PwDXyAPYKOeSRfKYyGLivDo5lFloNm9Ad1+S4a6cSfK4JCd095OTpKq+Mckdk7wrwx0aV5osJrKYdPdnMiwan6o6Pclx3f3o8euTknx7hvHmwiWVuK3kAWyGMWMii4ksJt398QxX2KSGO6Yf0933WrfL7TLkcdb2V7f95AFslHPJInlMZDFxXp0cqiw0mzfvC0nemCRVdfskt0/yzUn+aPzPupvIYiKLyZeTvCNJquobknxbkgcleVp3/9syC1sSeQCbYcyYyGIii8nxST6QJFV1tQxZ/G6SJ3b325dZ2JLIA9go55JF8pjIYuK8OjnoLKzZvElVdfMkf5Nh3ZLrZmgwvrK7/36phS2BLCaymFTVyRmyODvJSRnWfnpRd//NUgtbEnkAm2HMmMhiIotJVd0kySuSvGzcdPMkZ3b3C5ZX1fLIA9go55JF8pjIYuK8OpmThWbzQaiqGyS5dZJ3J/lod39+uRUtjywmsphU1Y2TfF+Sd2bI4sNLLmmp5AFshjFjIouJLCbjHz8PzHAV1ke6+11LLmmp5AFslHPJInlMZDFxXp0cbBaazQAAAAAAzHbEsgsAAAAAAODwp9kMAAAAAMBsms0AAAAAAMym2QwAAAAAwGyazQAAAAAAzKbZDADASqiq61bVy6rqX6rq36rqKVV1zCH+HQ+vqh89xD/zx6vqv677+jlVdfL4+Sur6mv28T2/VlWPOZR1AADAXJrNAAAc9qqqkrwkyUu7+xuTfFOSE5M8/lD+nu7+g+7+k0P5M5P8eJKvNJu7+ye7+4Lx87t392cO8e8DAIAtodkMAMAq+J4kl3b3c5Oku69I8rNJHlJVjxyveH7DeNXzr659U1X9SFW9vareXVXPqqojx+2fq6rHV9V7quptVfV14/avXFE8/rzfHL//n6vqjuP246vqhVV1QVX9VVX9fVWdWlVHVtWZVXVeVf1jVf1sVd0nyalJnj/WcNz4c08df9YHq+oa4+f/e/w9b05yk3XHcOOqOruqzqmqN1XVN4/bz6yqp1bVW6rq/ePvAgCALaPZDADAKrhpknPWb+juzyb5UJKjktw2yQ8luUWS+47N329Jcv8k39HdpyS5IsmDxm8/IcnbuvuWSd6Y5PT9/N6juvu2SX4myVoT+5FJPt3dJyf55SS3HrefkuQ63X2z7r55kud2918meWeSB3X3Kd39hX39kqq6dZIHjD/j7klus+7hM5L8dHffOsljkjxj3WNfn+QOSb4/yRP3cwwAAHBIHLXsAgAAYBu8prs/mSRV9ZIMDdjLMzSC3zGswpHjklw87n9Zkr8ePz8nyZ3383Nfsm6fG46f3yHJU5Kku8+rqnPH7e9PcqOqelqSVyR59Sbqv2OSv+ruz4/HcNb474lJvj3Ji8ZjSJJj133fS7v7y0kuWLs6GwAAtopmMwAAq+CCJAvLRFTV1ZJcP0NTuffav5NUkj/u7v+1j5/3pe5e+54rsv958xc3sM/wC7s/XVW3THKXJA9Pcr8kDznQ92zAEUk+M16ZfaD6kuF4AQBgy1hGAwCAVfC6JMdX1Y8mybj28u8kOTPJ55PcuaquXlXHJblXkr8bv+c+VXWt8XuuXlU3OAS1/F2GRnKq6uQkNx8/v0aSI7r7xUl+Kcm3jvv/Z5KrXsnPfGOSe41rOl81yWnJV5YK+UBV3Xf8HTU2tAEAYNtpNgMAcNgbr0L+wQzrMf9Lkn9OcmmSXxx3eXuSFyc5N8mLu/ud3X1Bhqbvq8elLl6TYY3juZ6R5JpVdUGS/z/J+Un2JLlOkjdU1buTPC/J2hXVZyb5g7UbBO7n8P4hyV8keU+Sv0nyjnWPPyjJQ6vqPePvuuchOAYAANi0mt4dCAAAq6eqfjzJqd39qG36fUcmObq7L62qGyd5bZKbdPdlB/FzLk5y7e7+0haUCgAAh5Q1mwEA4NA6Psnrq+roDOskP3KzjebR+Umeo9EMAMDhwpXNAAAAAADMZs1mAAAAAABm02wGAAAAAGA2zWYAAAAAAGbTbAYAAAAAYDbNZgAAAAAAZtNsBgAAAABgtv8LmvBHD5VIIeoAAAAASUVORK5CYII=\n",
      "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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\n",
      "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": 135,
   "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": 136,
   "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": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "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": 138,
   "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)",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    535\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 536\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_compatible_with\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    537\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIncompatibleFrequency\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36m_check_compatible_with\u001b[0;34m(self, other, setitem)\u001b[0m\n\u001b[1;32m    507\u001b[0m             \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 508\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_assert_tzawareness_compat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    509\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0msetitem\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36m_assert_tzawareness_compat\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    710\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mother_tz\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 711\u001b[0;31m                 raise TypeError(\n\u001b[0m\u001b[1;32m    712\u001b[0m                     \u001b[0;34m\"Cannot compare tz-naive and tz-aware datetime-like objects.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\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)",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   1007\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1008\u001b[0;31m             \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_comparison_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1009\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    538\u001b[0m                 \u001b[0;31m# e.g. tzawareness mismatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 539\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    540\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\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[0;32m/tmp/ipykernel_4625/3510751849.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m filtered_datestack_1 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-14T07:30:00.000Z'))\n\u001b[0m\u001b[1;32m      2\u001b[0m                      & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-14T21:00:00.000Z'))]\n\u001b[1;32m      3\u001b[0m \u001b[0mgraph_open_stacked\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_datestack_1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \"\"\"\n\u001b[1;32m      5\u001b[0m filtered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/common.py\u001b[0m in \u001b[0;36mnew_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arraylike.py\u001b[0m in \u001b[0;36m__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"__ge__\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__ge__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cmp_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moperator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mge\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0;31m# -------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   5621\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5622\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5623\u001b[0;31m             \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomparison_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5625\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_construct_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres_values\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m    267\u001b[0m     ):\n\u001b[1;32m    268\u001b[0m         \u001b[0;31m# Call the method on lvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m         \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    271\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# TODO: but not pd.NA?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/common.py\u001b[0m in \u001b[0;36mnew_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arraylike.py\u001b[0m in \u001b[0;36m__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"__ge__\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__ge__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cmp_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moperator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mge\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0;31m# -------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   1008\u001b[0m             \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_comparison_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1009\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1010\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0minvalid_comparison\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1011\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1012\u001b[0m         \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"dtype\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/invalid.py\u001b[0m in \u001b[0;36minvalid_comparison\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m     32\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m         \u001b[0mtyp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Invalid comparison between dtype={left.dtype} and {typ}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     35\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mres_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\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": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 1; 0-10.000 stemgerechtigden\n",
      "bijeenkomstfunctie         83\n",
      "kantoorfunctie             26\n",
      "sportfunctie               23\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         1420\n",
      "sportfunctie                456\n",
      "kantoorfunctie              270\n",
      "onderwijsfunctie            249\n",
      "woonfunctie                 213\n",
      "overige gebruiksfunctie      98\n",
      "gezondheidszorgfunctie       80\n",
      "industriefunctie             40\n",
      "winkelfunctie                37\n",
      "logiesfunctie                33\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden\n",
      "bijeenkomstfunctie         1507\n",
      "sportfunctie                436\n",
      "onderwijsfunctie            284\n",
      "kantoorfunctie              224\n",
      "woonfunctie                 185\n",
      "overige gebruiksfunctie     114\n",
      "gezondheidszorgfunctie      103\n",
      "industriefunctie             54\n",
      "winkelfunctie                34\n",
      "logiesfunctie                27\n",
      "celfunctie                    1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden\n",
      "bijeenkomstfunctie         595\n",
      "sportfunctie               188\n",
      "onderwijsfunctie           152\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 88\n",
      "gezondheidszorgfunctie      47\n",
      "overige gebruiksfunctie     44\n",
      "industriefunctie            22\n",
      "winkelfunctie               20\n",
      "logiesfunctie                7\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         727\n",
      "onderwijsfunctie           318\n",
      "sportfunctie               273\n",
      "kantoorfunctie             150\n",
      "woonfunctie                120\n",
      "overige gebruiksfunctie     66\n",
      "gezondheidszorgfunctie      55\n",
      "industriefunctie            49\n",
      "winkelfunctie               32\n",
      "logiesfunctie               12\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 6; >350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         404\n",
      "onderwijsfunctie           229\n",
      "sportfunctie               115\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 80\n",
      "industriefunctie            53\n",
      "overige gebruiksfunctie     39\n",
      "winkelfunctie               28\n",
      "gezondheidszorgfunctie      27\n",
      "logiesfunctie               26\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OpF9Ls+P+E81p6dfRjE5Ce/lU4OdJLqX5pnO0rf+5NCNj/JHmA/uFVfWbOZ72fTQdHf9EM3LI/mPUWTRthM+i6U+wOk2/htPbml5I02yFtlnDf9F8eJ/K9T/EX0ZzVuQ0ms7fBwCfau/7NeA/gC+2j/srmk5/M5lvu3R1AE3H8AOnNYl6Mc0B1WU07YC/NNOdx7Qm8DWakZJOozkzszP8vWnAO4Aj05zu377j9hhb26b5ce1jXUDTafJZ0183M/zfT6Pp0/IzmtfPPYAjZ3mOy2g6fe5G89o8t/1bbjHT7efxZ5qRZ35HE1o/D7y7qqZeu5+k6a9zcZKvV9Wvx61zltqvownk96IZUeYCmgOy2Q6qRj2PJtS8Ocub/1w+cv3G89TyTJpvvz9C00n3L7TflLf/t8fTdJy9mGZEr8e366cmDPv2yGO9mKZ52nk0fXteVG0/gPb3C2ne/+fRBOYXj3PfGYTmQPI8mvD2CuCp1fabmu+5knw7yRvG+Rtp9o/fAE6ieT8c0q4b576jVqLZ9/6RpsngP9IEe2j2WScD5ya5oF13U+5v3krznvp9+zhfpgkzN/S19yya4cJ/TfNe+TLNWRaq6kCa/coBNE28vk7zZcmc2n3BF4DT2vfVHaZdfzLNvvyLNGcfLqf5317V3uQtNM2Zfk8TdD43ct8b8/6SxpKq+c6qSZK0uCT5Lk2/iVP6rkXDkORFwG5VNX0Qh0UjyS1pwtuWVfX7nsuRPCMhSbr5qaqHGyKWtiS3TzOM8Upphlx+Dc2ZykUlyePSNJFdi6a/10k0c0lIvTNISJKkm6PVaJpjXUbTjOogZpnpe+B2oWka9keaOYN2K5uTaCBs2iRJkiSpM89ISJIkSersZjnpyAYbbFCbbbZZ32VIkiRJi9oxxxxzQVUtm+m6m2WQ2GyzzTj66KP7LkOSJEla1JKcMdt1Nm2SJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdbZK3wUM3WZ7H9J3CSs4/Z2P6bsESZIkyTMSkiRJkrozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOptYkEjyqSTnJfnVDNe9Jkkl2aBdTpIPJDk1yYlJthm57R5Jftf+7DGpeiVJkiSNb5JnJD4DPHL6yiQbAw8H/jCy+lHAlu3PXsBH2tuuD+wD3A/YDtgnyXoTrFmSJEnSGCYWJKrqR8BFM1z1PuC1QI2s2wX4bDV+Dqyb5PbAI4DDquqiqvozcBgzhBNJkiRJC2tB+0gk2QU4u6pOmHbVhsCZI8tntetmWy9JkiSpRws2s3WSNYE30DRrmsTj70XTLIpNNtlkEk8hSZIkqbWQZyS2ADYHTkhyOrARcGyS2wFnAxuP3Hajdt1s66+nqvatqm2rattly5ZNoHxJkiRJUxYsSFTVSVV1m6rarKo2o2mmtE1VnQscDDyrHb1pe+CSqjoHOBR4eJL12k7WD2/XSZIkSerRJId//QLwM+AuSc5KsuccN/8WcBpwKvBx4MUAVXUR8Dbgl+3PW9t1kiRJkno0sT4SVfW0ea7fbORyAS+Z5XafAj51kxYnSZIk6UZxZmtJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHU2sSCR5FNJzkvyq5F1707ymyQnJvlaknVHrnt9klOT/DbJI0bWP7Jdd2qSvSdVryRJkqTxTfKMxGeAR05bdxhw96raGvhf4PUASbYCdgPu1t7nw0lWTrIy8N/Ao4CtgKe1t5UkSZLUo4kFiar6EXDRtHXfrapr28WfAxu1l3cBvlhVV1XV74FTge3an1Or6rSquhr4YntbSZIkST3qs4/Ec4Fvt5c3BM4cue6sdt1s668nyV5Jjk5y9Pnnnz+BciVJkiRN6SVIJHkjcC2w/031mFW1b1VtW1XbLlu27KZ6WEmSJEkzWGWhnzDJs4HHAjtVVbWrzwY2HrnZRu065lgvSZIkqScLekYiySOB1wI7V9WVI1cdDOyW5BZJNge2BI4CfglsmWTzJKvRdMg+eCFrliRJknR9EzsjkeQLwIOBDZKcBexDM0rTLYDDkgD8vKpeWFUnJ/kS8GuaJk8vqarr2sd5KXAosDLwqao6eVI1S5IkSRrPxIJEVT1thtWfnOP27wDeMcP6bwHfuglLkyRJknQjObO1JEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6m1iQSPKpJOcl+dXIuvWTHJbkd+3v9dr1SfKBJKcmOTHJNiP32aO9/e+S7DGpeiVJkiSNb5JnJD4DPHLaur2Bw6tqS+DwdhngUcCW7c9ewEegCR7APsD9gO2AfabChyRJkqT+TCxIVNWPgIumrd4F2K+9vB/w+JH1n63Gz4F1k9weeARwWFVdVFV/Bg7j+uFEkiRJ0gJb6D4St62qc9rL5wK3bS9vCJw5cruz2nWzrb+eJHslOTrJ0eeff/5NW7UkSZKkFfTW2bqqCqib8PH2raptq2rbZcuW3VQPK0mSJGkGCx0k/tQ2WaL9fV67/mxg45HbbdSum229JEmSpB4tdJA4GJgaeWkP4KCR9c9qR2/aHrikbQJ1KPDwJOu1nawf3q6TJEmS1KNVJvXASb4APBjYIMlZNKMvvRP4UpI9gTOAXdubfwt4NHAqcCXwHICquijJ24Bftrd7a1VN78AtSZIkaYFNLEhU1dNmuWqnGW5bwEtmeZxPAZ+6CUuTJEmSdCM5s7UkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTOVpnvBkluATwJ2Gz09lX11smVJUmSJGnI5g0SwEHAJcAxwFWTLUeSJEnSYjBOkNioqh458UokSZIkLRrj9JH4aZJ7TLwSSZIkSYvGOGckHgA8O8nvaZo2Baiq2nqilUmSJEkarHGCxKMmXoUkSZKkRWXepk1VdQawMfCQ9vKV49xPkiRJ0s3XvIEgyT7A64DXt6tWBT4/yaIkSZIkDds4ZxaeAOwMXAFQVX8E1p5kUZIkSZKGbZwgcXVVFVAASdaabEmSJEmShm6cIPGlJB8D1k3yfOB7wMcnW5YkSZKkIZt31Kaqek+ShwGXAncB/rWqDpt4ZZIkSZIGa5zhX2mDg+FBkiRJEjBHkEhyGW2/iOlX0UxIt87EqpIkSZI0aLMGiapyZCZJkiRJMxqraRNAktsAq08tV9UfJlKRJEmSpMEbZ0K6nZP8Dvg9cARwOvDtCdclSZIkacDGGf71bcD2wP9W1ebATsDPJ1qVJEmSpEEbJ0hcU1UXAislWamqfgBsO+G6JEmSJA3YOH0kLk5yS+BHwP5JzgOumGxZkiRJkoZsnDMSuwB/AV4FfAf4P+CxkyxKkiRJ0rCNEyR2q6rrquraqtqvqj4AvHbShUmSJEkarnGaNj0pyV+ran+AJB8C1phsWZIkSZKGbKwgARyc5G/AI4GLq2rPyZYlSZIkachmDRJJ1h9ZfB7wdeBI4C1J1q+qiyZcmyRJkqSBmuuMxDFAARn5/Zj2p4A7Trw6SZIkSYM0a5BoJ5+TJEmSpOuZt49EklWBFwEPalf9EPhYVV0zwbokSZIkDdg4na0/AqwKfLhdfma77nmTKkqSJEnSsI0TJO5bVfccWf5+khMmVZAkSZKk4RtnQrrrkmwxtZDkjsB1kytJkiRJ0tCNc0bin4EfJDmNZuSmTYHnTLQqSZIkSYM2b5CoqsOTbAncpV3126q6arJlSZIkSRqyuSake+IsV90pCVX11Rv6pEleRdNZu4CTaM5w3B74InBrmjksnllVVye5BfBZ4D7AhcBTq+r0G/rckiRJkm68uc5IPG6O6wq4QUEiyYbAy4GtquovSb4E7AY8GnhfVX0xyUeBPWlGh9oT+HNV3SnJbsB/AE+9Ic8tSZIk6aYx14R0k+wHsQqwRpJrgDWBc4CHAE9vr98PeDNNkNilvQzwZeBDSVJVNcH6JEmSJM1hnAnp1gWeBWw2evuqevkNecKqOjvJe4A/AH8BvkvTlOniqrq2vdlZwIbt5Q2BM9v7XpvkEprmTxdMq3MvYC+ATTbZ5IaUJkmSJGlM4wz/+i2aEHESzQH/1M8NkmQ9mrMMmwN3ANYCHnlDH29KVe1bVdtW1bbLli27sQ8nSZIkaQ7jDP+6elW9+iZ8zocCv6+q8wGSfBXYEVg3ySrtWYmNgLPb258NbAyclWQV4FY0na4lSZIk9WScMxKfS/L8JLdPsv7Uz414zj8A2ydZM0mAnYBfAz8AntzeZg/goPbywe0y7fXft3+EJEmS1K9xzkhcDbwbeCPNaE20v+94Q56wqn6R5MvAscC1wHHAvsAhwBeTvL1d98n2Lp+kCTOnAhfRjPAkSZIkqUfjBInXAHeqqgvmveWYqmofYJ9pq08Dtpvhtn8FnnJTPbckSZKkG2+cpk2nAldOuhBJkiRJi8c4ZySuAI5P8gPgqqmVN3T4V0mSJEmL3zhB4uvtjyRJkiQBYwSJqtovyRrAJlX12wWoSZIkSdLAzdtHIsnjgOOB77TL90py8ITrkiRJkjRg43S2fjPNaEoXA1TV8dzAoV8lSZIk3TyMEySuqapLpq372ySKkSRJkrQ4jNPZ+uQkTwdWTrIl8HLgp5MtS5IkSdKQjXNG4mXA3WiGfj0AuAR4xSSLkiRJkjRs45yReExVvRF449SKJE8BDpxYVZIkSZIGbZwzEq8fc50kSZKkJWLWMxJJHgU8GtgwyQdGrloHuHbShUmSJEkarrmaNv0ROBrYGThmZP1lwKsmWZQkSZKkYZs1SFTVCcAJSQ6oqmuSrArcHTi7qv68YBVKkiRJGpxZ+0gk+WiSu7Uh4lbACcBngeOSPG3BKpQkSZI0OHN1tn5gVZ3cXn4O8L9VdQ/gPsBrJ16ZJEmSpMGaK0hcPXL5YcDXAarq3EkWJEmSJGn45goSFyd5bJJ7AzsC3wFIsgqwxkIUJ0mSJGmY5hq16QXAB4DbAa8cOROxE3DIpAuTJEmSNFxzjdr0v8AjZ1h/KHDoJIuSJEmSNGzjzGwtSZIkSSswSEiSJEnqzCAhSZIkqbNZ+0gkefVcd6yq99705UiSJElaDOYatWnt9vddgPsCB7fLjwOOmmRRkiRJkoZtrlGb3gKQ5EfANlV1Wbv8Zhz+VZIkSVrSxukjcVtWnOX66nadJEmSpCVqrqZNUz4LHJXka+3y44HPTKogSZIkScM3b5Coqnck+TbwwHbVc6rquMmWJUmSJGnI5hq1aZ2qujTJ+sDp7c/UdetX1UWTL0+SJEnSEM11RuIA4LHAMUABmfb7jhOvTpIkSdIgzTVq02Pb35svXDmSJEmSFoN5R21K4xlJ3tQub5Jku8mXJkmSJGmoxhn+9cPA/YGnt8uXAf89sYokSZIkDd44w7/er6q2SXIcQFX9OclqE65LkiRJ0oCNc0bimiQr03SwJsky4G8TrUqSJEnSoI0TJD4AfA24TZJ3AD8B/m2iVUmSJEkatHEmpNs/yTHATjRDvz6+qk6ZeGWSJEmSBmucPhIAvwMunbp9kk2q6g8Tq0qSJEnSoM0bJJK8DNgH+BNwHcsnpNt6sqVJkiRJGqpxzki8ArhLVV046WIkSZIkLQ7jdLY+E7hk0oVIkiRJWjxmPSOR5NXtxdOAHyY5BLhq6vqqeu+Ea5MkSZI0UHM1bVq7/f2H9me19keSJEnSEjdrkKiqtyxkIZIkSZIWj7maNn2DdjbrmVTVzhOpSJIkSdLgzdW06T0LVoUkSZKkRWWupk1HTF1OsgawSVX9dkGqkiRJkjRo8w7/muRxwPHAd9rleyU5eMJ1SZIkSRqwceaReDOwHXAxQFUdD2w+sYokSZIkDd44QeKaqpo+Id2snbAlSZIk3fzN1dl6yslJng6snGRL4OXATydbliRJkqQhG+eMxMuAu9HMan0AcAnwygnWJEmSJGng5j0jUVVXAm9M8o72siRJkqQlbpxRm3ZI8mvgN+3yPZN8eOKVSZIkSRqscZo2vQ94BHAhQFWdADxokkVJkiRJGrZxggRVdea0VddNoBZJkiRJi8Q4ozadmWQHoJKsCrwCOGWyZUmSJEkasnHOSLwQeAmwIXA2cK92WZIkSdISNc4ZiVTV7hOvRJIkSdKiMc4ZiSOTfDfJnknWnXRBkiRJkoZv3iBRVXcG/oVmUrpjk3wzyTMmXpkkSZKkwRp31KajqurVwHbARcB+E61KkiRJ0qCNMyHdOkn2SPJt4KfAOTSBQpIkSdISNU5n6xOArwNvraqfTbYcSZIkSYvBOEHijlVVSdaceDWSJEmSFoVx+khsn+TXwG8AktwzyYcnW5YkSZKkIRsnSPwX8AjgQoCqOgF40ARrkiRJkjRw447adOa0VddNoBZJkiRJi8Q4fSTOTLIDUElWBV4BnDLZsiRJkiQN2ThnJF4IvATYEPgjcK92WZIkSdISNe8Ziaq6ANh9AWqRJEmStEiMMyHdRkm+luS89ucrSTZaiOIkSZIkDdM4TZs+DRwM3KH9+Ua7TpIkSdISNU6QWFZVn66qa9ufzwDLJlyXJEmSpAEbJ0hcmOQZSVZuf55BO6eEJEmSpKVpnCDxXGBX4FzgHODJwHMmWZQkSZKkYRtn1KYzgJ0XoBZJkiRJi8SsQSLJB4Ga7fqqevlEKpIkSZI0eHOdkTh65PJbgH0mXIskSZKkRWLWIFFV+01dTvLK0WVJkiRJS9s4na1hjiZOkiRJkpaecYOEJEmSJP3dXJ2tL2P5mYg1k1w6dRVQVbXOpIuTJEmSNExz9ZFYeyELkSRJkrR42LRJkiRJUme9BIkk6yb5cpLfJDklyf2TrJ/ksCS/a3+v1942ST6Q5NQkJybZpo+aJUmSJC3X1xmJ9wPfqaq7AvcETgH2Bg6vqi2Bw9tlgEcBW7Y/ewEfWfhyJUmSJI1a8CCR5FbAg4BPAlTV1VV1MbALMDVXxX7A49vLuwCfrcbPgXWT3H5Bi5YkSZK0gj7OSGwOnA98OslxST6RZC3gtlV1Tnubc4Hbtpc3BM4cuf9Z7boVJNkrydFJjj7//PMnWL4kSZKkPoLEKsA2wEeq6t7AFSxvxgQ0Y8vScRK8qtq3qratqm2XLVt2kxUrSZIk6fr6CBJnAWdV1S/a5S/TBIs/TTVZan+f115/NrDxyP03atdJkiRJ6smCB4mqOhc4M8ld2lU7Ab8GDgb2aNftARzUXj4YeFY7etP2wCUjTaAkSZIk9WDWCekm7GXA/klWA04DnkMTar6UZE/gDGDX9rbfAh4NnApc2d5WkiRJUo96CRJVdTyw7QxX7TTDbQt4yaRrkiRJkjQ+Z7aWJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnq/RdgBa3zfY+pO8SVnD6Ox/TdwmSJElLgmckJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1FlvQSLJykmOS/LNdnnzJL9IcmqS/0myWrv+Fu3yqe31m/VVsyRJkqRGn2ckXgGcMrL8H8D7qupOwJ+BPdv1ewJ/bte/r72dJEmSpB71EiSSbAQ8BvhEuxzgIcCX25vsBzy+vbxLu0x7/U7t7SVJkiT1pK8zEv8FvBb4W7t8a+Diqrq2XT4L2LC9vCFwJkB7/SXt7SVJkiT1ZMGDRJLHAudV1TE38ePuleToJEeff/75N+VDS5IkSZqmjzMSOwI7Jzkd+CJNk6b3A+smWaW9zUbA2e3ls4GNAdrrbwVcOP1Bq2rfqtq2qrZdtmzZZP8CSZIkaYlb8CBRVa+vqo2qajNgN+D7VbU78APgye3N9gAOai8f3C7TXv/9qqoFLFmSJEnSNEOaR+J1wKuTnErTB+KT7fpPArdu178a2Lun+iRJkiS1Vpn/JpNTVT8EfthePg3Ybobb/BV4yoIWJkmSJGlOQzojIUmSJGmRMEhIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTOVum7AOnmbrO9D+m7hBWc/s7H9F2CJEm6GfCMhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzpzZWlKvnPlbkqTFyTMSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTOVum7AEnS3Dbb+5C+S1jB6e98TN8lSJIGwDMSkiRJkjozSEiSJEnqbMGDRJKNk/wgya+TnJzkFe369ZMcluR37e/12vVJ8oEkpyY5Mck2C12zJEmSpBX1cUbiWuA1VbUVsD3wkiRbAXsDh1fVlsDh7TLAo4At25+9gI8sfMmSJEmSRi14kKiqc6rq2PbyZcApwIbALsB+7c32Ax7fXt4F+Gw1fg6sm+T2C1u1JEmSpFG99pFIshlwb+AXwG2r6pz2qnOB27aXNwTOHLnbWe266Y+1V5Kjkxx9/vnnT65oSZIkSf0FiSS3BL4CvLKqLh29rqoKqC6PV1X7VtW2VbXtsmXLbsJKJUmSJE3XS5BIsipNiNi/qr7arv7TVJOl9vd57fqzgY1H7r5Ru06SJElST/oYtSnAJ4FTquq9I1cdDOzRXt4DOGhk/bPa0Zu2By4ZaQIlSZIkqQd9zGy9I/BM4KQkx7fr3gC8E/hSkj2BM4Bd2+u+BTwaOBW4EnjOglYrSZIk6XoWPEhU1U+AzHL1TjPcvoCXTLQoSZIkSZ04s7UkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM4OEJEmSpM4MEpIkSZI6M0hIkiRJ6swgIUmSJKkzg4QkSZKkzgwSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSepslb4LkCTpxths70P6LuF6Tn/nY/ouQZImzjMSkiRJkjozSEiSJEnqzCAhSZIkqTODhCRJkqTODBKSJEmSOjNISJIkSerMICFJkiSpM+eRkCTpZm5oc204z4Z08+AZCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLUmUFCkiRJUmcGCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1tkrfBUiSJPVps70P6buE6zn9nY/puwRpXp6RkCRJktSZZyQkSZI0p6GdtfGMzTB4RkKSJElSZ56RkCRJkm6EoZ2xgYU5a+MZCUmSJEmdGSQkSZIkdWaQkCRJktSZQUKSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHVmkJAkSZLU2aIJEkkemeS3SU5Nsnff9UiSJElL2aIIEklWBv4beBSwFfC0JFv1W5UkSZK0dC2KIAFsB5xaVadV1dXAF4Fdeq5JkiRJWrJSVX3XMK8kTwYeWVXPa5efCdyvql46cpu9gL3axbsAv13wQue2AXBB30UMmNtnfm6jubl95uc2mpvbZ35uo/m5jebm9pnf0LbRplW1bKYrVlnoSialqvYF9u27jtkkObqqtu27jqFy+8zPbTQ3t8/83EZzc/vMz200P7fR3Nw+81tM22ixNG06G9h4ZHmjdp0kSZKkHiyWIPFLYMskmydZDdgNOLjnmiRJkqQla1E0baqqa5O8FDgUWBn4VFWd3HNZXQ222dVAuH3m5zaam9tnfm6jubl95uc2mp/baG5un/ktmm20KDpbS5IkSRqWxdK0SZIkSdKAGCQkSZIkdWaQkCRJktSZQUKStCQluXOSw5P8ql3eOsm/9F2XJC0WBokJ8kNqbknWTPKmJB9vl7dM8ti+6xqaJJsmeWh7eY0ka/dd05C4fWbne2xeHwdeD1wDUFUn0gwvrmmSrNl3DUOX5AFJntNeXpZk875rGgKPhcazWPfXBonJ8kNqbp8GrgLu3y6fDby9v3KGJ8nzgS8DH2tXbQR8vbeCBsbtMy/fY3Nbs6qOmrbu2l4qGagkOyT5NfCbdvmeST7cc1mDk2Qf4HU0n/kAqwKf76+iQfFYaDyLcn9tkJgsP6TmtkVVvYvlO5crgfRb0uC8BNgRuBSgqn4H3KbXiobF7TM332NzuyDJFkABJHkycE6/JQ3O+4BHABcCVNUJwIN6rWiYngDsDFwBUFV/BDw72vBYaDyLcn+9KCakW8T8kJrb1UnWYPn22YImjWu5q6rq6qTZlyRZhXZ7CXD7zMf32NxeQjPx012TnA38HnhGvyUNT1WdOfUea13XVy0DdnVVVZKp99pafRc0IB4LjWdR7q8NEpPlh9Tc9gG+A2ycZH+ab5af3WtFw3NEkjcAayR5GPBi4Bs91zQkbp+5+R6bQ1WdBjy0Pehbqaou67umATozyQ5AJVkVeAVwSs81DdGXknwMWLdtcvlcmiY98lhoXItyf+3M1gvAD6nZJbk1sD3N6bufV9UFPZc0KElWAvYEHk6zjQ4FPlG+cQG3zzh8j11fkmdU1eeTvHqm66vqvQtd01Al2QB4P/BQmtfQd4FXVNWFvRY2QO2XGX/fF1XVYT2XNCgeC81vMe6vDRIT4IfU3JLctap+k2Sbma6vqmMXuibp5sT32NySvKCqPtZ2kJ2uquqtC16UdDPjsdB4Fvv+2qZNkzHVNnKmjlYmN3g1sBfwnzNcV8BDFrac4UnyparaNclJzPCaqaqteyhrMNw+8/I9Noeqmhrl63tVdeTodUl27KGkwUny2qp6V5IPMvN77OU9lDU4SX5SVQ9IchkrbqfQhNJ1eiptCDwWGs+i3l97RmKCkuw404fU9HVLVZLVq+qv861bipLcvqrOSbLpTNdX1RkLXdOQuH3G43tsbkmOrapt5lu3FCV5XFV9I8keM11fVfstdE1anDwWGs9i3V87/OtkfXDMdUvVT8dct+RU1dSIFi+uqjNGf2g6FC9pbp+x+R6bQZL7J3kNsCzJq0d+3gys3HN5g1BVU4MWXFlV+43+AFf2WdsQJfncOOuWKI+FxrMo99c2bZqAJPcHdqD9kBq5ah38kCLJ7YANaUbauTfLx0leB3D21BU9jGaSo1GPmmHdUuX2mYHvsXmtBtyS5jNwtNnFpcCTe6louF4PHDjGuqXubqML7VDU9+mplkHwWGg8i31/bZCYDD+k5vYImiHNNqJpEzj1prkUeENPNQ1KkhfRfLO+RZITR65am0XwDcWkuX3m5XtsDlV1BM3QwZ+xGdzMkjwKeDSwYZIPjFy1Dk4m9ndJXk/znlojyaVTq4GraYY8Xco8FhrPot5f20digpJs6ofU7JI8qaq+0ncdQ5TkVsB6wL8De49cdVlVXdRPVcPh9hmP77G5JTkMeEpVXdwurwd8saoe0WthA5DknsC9gLcC/zpy1WXAD6rqz33UNVRJ/r2qXt93HUPksdB4Fuv+2j4Sk/WJJOtOLSRZL8mhPdYzNPeZYfu8vcd6BqOqLqmq02nGb79opP3/tUnu1291/XP7jM332Nw2mAoRAO3B8W36K2c4quqEtj/EPYDPj/SPOIhFMNtuD45qv+AAIMm6SR7fYz1D4rHQeBbl/togMVl+SM3tUTNsn0f3V84gfQS4fGT58nadGm6fufkem9vfkmwytdCOAuZp+hV9F1hjZHkN4Hs91TJk+1TVJVML7ftupnlKliKPhcazKPfX9pGYrL8l2aSq/gB+SM1g5SS3qKqrAJKsAdyi55qGJqOzNFfV39pOfGq4febme2xubwR+kuQImnbJD6QZz13LrV5Vfw/rVXV5ksF3AO3BTF/Mui9qeCw0nkW5v/ZFPll+SM1tf+DwJJ9ul58DODb5ik5L8nKWf8v+YuC0HusZGrfP3HyPzaGqvtPOJrt9u+qVVXVBnzUN0BVJtpmaXTfJfYC/9FzTEB2d5L3Af7fLLwGO6bGeIfFYaDyLcn9tZ+sJS7IByz+kfu6H1IrakUF2ahcPqyrbTY5IchvgAzQzWxZwOM3Bznm9FjYQbp/5+R6bW5INgU0Z+WKtqn7UX0XDkuS+wBeBP9IcBN4OeGpVeZA8IslawJuAh7arDgPeXlVX9FfVcHgsNJ7FuL82SEyYH1KSNExJ/gN4KnAy8Ld2dVXVzv1VNTxJVgXu0i7+tqqu6bMeLT4eC918GSQmyA+puSV5IvAfNJ2u0v5UVa3Ta2EDkmQZ8HxgM1bcAT+3r5qGxO0zN99jc0vyW2DrqTbJmlmSHbj+e+yzvRU0QEnuDPwT199OD+mrpqHwWGg8i3V/bZCYID+k5pbkVOBxVXVK37UMVZKfAj+maWt73dT6xTjW9CS4febme2xuSb5NM4/E5fPeeIlK8jlgC+B4lr/Hqqpe3ltRA5TkBOCjXH9ftOSbgHksNJ7Fur+2s/VknQasimNuz+ZPi+0N04M1q+p1fRcxYG6fufkem9uVwPFJDmdkP+1B8gq2BbYqv3Wcz7VV5dDTM/NYaDyLcn9tkJgsP6TmdnSS/wG+zorb56u9VTQ830zy6Kr6Vt+FDJTbZ26+x+Z2cPuj2f2KpoP1OX0XMnDfSPJi4Gus+F67qL+SBsNjofEsyv21TZsmKMkeM61vZwdd8kaGOBtVtm9fLsllwFo0O5VrWCRtJheK22duvsd0YyX5AXAv4ChWPLixffuIJL+fYXVV1R0XvJiB8VhoPIt1f22QkCQtSe3B3/U+BD34Wy7JP860vqqOWOhaJA2PTZsmyA+pubXpe6btM+j0vZCSPGim9Q6b13D7zM332Ly2Hbm8OvAUYP2eahkkA8N4kjxrpvWObuWx0LgW6/7aIDFZfkjN7Zsjl1cHnkAz6ZGW++eRy6sD29GMCrLkhxRsuX3m5ntsDlV14bRV/5XkGOBf+6hniNrmg1MHN6vRdJq9wuaD13Pfkcur00wqdiyw5IMEHguNa1Hur23atMCSHFNV9+m7jiFKshLwk6raoe9ahirJxsB/VdWT+q5liNw+c/M9tqIk24wsrkRzwPOiqrpnTyUNWpIAuwDbV9XefdczZEnWBb5YVY/su5Yh8lhofotlf+0ZiQma5UPKbT67LWkmYtHszgL+oe8iBsztMzffYyv6z5HL1wK/B3btqZbBa4eA/XqSfQCDxNyuADbvu4gh8FjoBlsU+2v/kZPlh9Qcpp0yBzgXcE6AEUk+yPJttBLN6CnH9lbQwLh95uZ7bGZJXlFV7wfeVFU/6bueIWtn250ydRD4157KGawk32DFfdFWwJf6q2hQPBYaw2LdX9u0aQKmPqSSPMAPqetLsmNVHZlk9aryA2kO04bNuxY4vaqO7KueoXH7zMz32NySHF9V90pybFVtM/89lq5pQ1JeC5wOfLyqzuunomFJcouqumra6FbXAmdU1Vl91TUEHguNZ7Hvrw0SE+CH1Nym2ka6fWaX5PCq2inJfzhz8/W5febme2xuSb5A8836HYD/G72KpgXP1r0UNiBT760ku1aV36zPYuo9luRzVfXMvusZEo+FxrPY99c2bZqMU5L8DtgwyYkj6/2QalyTZF9goyQfmH6ls10CcPskOwA7J/kizWvn76pqqTffcfvMzffYHKrqaUluBxwKOLHazB6dZG+avhAGidmtluTpwA7TmoEBw5+VeMKmjoXu4LHQnBb1/togMQF+SM3rscBDgUfQDNWp6/tX4E3ARsB7p11XOLyp22duvsfmUVXnAn8fnSnJesDGVXXi7PdaUr4D/Bm4ZZJLR9Y7e/yKXgjsDqwLPG7adQUs2SDhsdDYFvX+2qZNEzTSoW/OdUvVTO0mp9oK9lXTkLRDLb6pqt7ady1DleRNVfW2vusYqiT3rKoT+q5jqJL8kOYAZxWaD/DzgCOr6tV91jUkSQ6qql36rmPokuxZVZ/suw4tXot1f22QmKCZ2rslOa6q7t1XTUMyy/ZZlG0EJyXJSVV1j77rGKokOwLHV9UVSZ4BbAO8v6rO6Lm0QUiyDHg+sBkjZ6CHPlPqQpnaHyd5Hs3ZiH2SnGiTC3WVZC3gVcAmVbVXki2Bu1TVN+e5681WkpOYYaZmbNo0oyTvAt4O/IXmjODWwKuq6vO9FjYPmzZNQJKnAU8HNk9y8MhV6wAX9VPVcCS5P7ADsCzJ6Dd/6wAr91PVYB2b5L5V9cu+CxmojwD3THJP4DXAJ2hmkv3HOe+1dBwE/Bj4HnBdz7UM0SpJbk8zFOUb+y5miGYYkhLgEuBo4DVVddrCVzVIn6I5qzU1edjZwIGsOFvxUvPYvgtYZB5eVa9N8gSa0dGeCPwIMEgsQT8FzgE2YMXxky8DbH8LqwG3pHn9rT2y/lLgyb1UNFz3A3ZPcgbNBEd+k7Oia6uqkuwCfKiqPplkz76LGpA1HdVqTm+lab/9k6r6ZZI7Ar/ruaah+S+aiR4PoNn/7AZsQTNfy6eAB/dV2MBsUVVPbb9IpKqubJunLlmjZ4aTbApsWVXfS7IGHn/OZNX292OAA6vqksXwEvIfOQHtm+eMJA8F/lJVf0tyZ+CuwEn9Vte/qjoiyU+AravqLX3XM3CP6LuAgbssyeuBZwAPSrISy3fGgm8meXRVfavvQgbq8Ko6cGqhqk5L8k99FjRAO1fVPUeW922H9Xxdkjf0VtXwXN0eIBdAki2Aq/otaRiSPB/YC1ifJoRuBHwU2KnPugboG0l+Q9O06UVt09TBzyuxUt8F3Mz9CFg9yYbAd4FnAp/ptaKBqKrraMZw1xzaULouzWggjwPWtf3/Cp5K82G9ZzsKz0bAu/staVBeQRMm/prksvbn0nnvtXR8I8nfRx9KshXwjR7rGaIrk+yaZKX2Z1eWH9zYyXK5fWjatW+cZH/gcOC1/ZY0GC8BdqRpdUBV/Q64Ta8VDVBV7U3TNG7bqroGuBIY/EAHdraeoJGJal4GrFFV75qaoKXv2oYgyUeADWnakV4xtX6Jj7u9giSvoOksO7VNngDsW1Uf7K8q6eYhyWNoDvYeA9yFpn/N7lV1fJ91DUnb3Ov9wP1pgsPPaToVnw3cxxmLl0tya2B7miZgP6+qC3ouaRCS/KKq7jcyuMEqwLE20V1RkjWBV7PIOuzbtGmy0nYs3h2YardtZ+LlVgcuZMUx/5f0uNsz2BO4X1VdAc1ss8DPgCUdJJL8pKoeMEtH0KIZ1ODdVfXhha9uWJLsDDyoXfzh0D+UFlJVHZJkVZozxmsDT6iq/+25rMFIsjLw4qqaPj/ClCUfIpLctap+k2RqtMFz2t+bJNnEyTEBOKJtBrdGkocBL8YzfzP5NIuww75nJCYoyT/SjCRzZFX9R/vNziuHPkuhhqMdPu++VfXXdnl14JcOCTu39pvBn1bVXfqupU9J3gncF9i/XfU04Oiqen1/VfUvyQdZMYDuBPwfzUgpg59JdiEl+XlVbd93HUOVZN/22+MfzHB1VdVSnxyTtu/ansDDac7WHFpVH++3quFJcnRVbTs6TUCSE6b1URocg4R6k2Qjmm/Wd2xX/Rh4RVWd1V9Vw9IOj7sH8DWaHfAuwGeq6r/6rKtvSdapqkuTrD/T9VV1UZLbV9U5M12/VCQ5EbhXVf2tXV4ZOG6pNylIssdc11fVfgtVy9DZBHV+7YHy/Z1MdWZJ3lpV/zqyvDLw2aravceyBifJT2m+1DiybRa/BfCFqtqu59LmZNOmCUqyLfAGrj8Z1JL+EB/xaZohBZ/SLj+jXfew3ioamKp6bzv77gNovkF9TlUd129Vg3AAzRjlx8xwXQF3XOohYsS6LJ+/5lY91jEYBoVObII6j3Zkxg8BTjY7s42TvL6q/j3JasCXgON7rmmIpnfY3xF4dq8VjcEzEhOU5LfAP9MM+fq3qfWOutOYqeO5ndGvr51s7UE0H94/rqoTei5Ji0Q7pv07gR/QnNF6ELB3Vf1Pr4X1LMmXqmrX2Wbe9csedZXkPTT9175aHlitoJ1PY3+aY6H/B3y7qt7Xb1XDtBg77BskJmiqQ2jfdQxVksNpzkB8oV31NJpv3B1bujUyatNXaHYsjto0IsnnaIZZ/nFV/abveoaonbn5vu3iUe0wuUvaVLO3dpKs6/HLnuVsgjqeduCHtYBraYbHnZo8dJ0573gzNtIBHZr5fT4GHAl8EsCO6I0ZOuyvYOjbySAxQUl2ojk4PpyRiWlsW9poP8Q/SDOsIDQ7mJdX1R/6q2pY2jbu9x8ZtWkt4Gd+Y9pI8v+AB7Y/WwDHAT+qqvf3WtiATBu16YiqcrQUjS3JYTRNCT/XrnoGzRC5NkHVnGbpgD7Fjuitxd5h3yAxQUk+TzOb9cksb9pUVfXc/qrSYuKoTfNrO+7dl+aU+QtpZpO/a79VDcMsozb9sqqckZi/f4s89SG4Gs23plcs5W+Rp7MJ6niSHD79bPpM66SbGztbT9Z9l/rwk3MZmehoe5oP858Br6qq03otbFg+Dfwiydfa5ccDn+qvnGFpm8etRfPa+THNe+68fqsalEez4qhN+9GctTFIAFW19tTlth33LjT7Iy13YZJnsGIT1At7rGdQ2i931gQ2SLIeTZMmgHVoRrta8pLcAngS1x945q191TRESZ44w+pLgJOG/Lm2Ut8F3Mz9NMlWfRcxYAfQjN5we+AONMMLfmHOeywxVfVe4Dk0o+5cRNOHxE5qy50IXA3cHdgauHuSNfotaXDWHbnsqE2zqMbXgUf0XcvAPBfYFTiXZrK1J9Psk9R4Ac3ocXdtf0/9HAR8qMe6huQgmpB+Lc0QwlM/WtGewCdoJjHeHfg48DrgyCTP7LOwudi0aYKSnELTbvv3NH0kpjpf2b6dpv3/9G2xGCZfWUhJPldVz5xv3VKXZG2aYfL+CbhdVd2i34qGIcluNKM2/RBHbbqead8ArgRsC/xjVd1/lrssOUk2rqozp627nZ32V5TkZQ6CMbMkv6qqu/ddx9AlORR4VlX9qV2+LfBZmrOAPxrqNrRp02Q9su8CBu7bSfYGvkjTtOmpwLemJhmrqovmuvMScbfRhbY/wH16qmVwkryMZo6N+9DMSvwpmiZOajyWZpv8mWb7vM4DwBU8buTytTTbaJd+Shms3yc5EHhuVf2lXfctYMYRZpawc5OsXVWXJfkXmu3z9qGPuLNAfprkHlV1Ut+FDNzGUyGidV677qIk1/RV1HwMEhNUVWe0cwA8sF3lHAAr2rX9/QKWd3gMsFu7fMc+ihqCJK+nace+RpJLWd7u9mpg394KG57VgPcCx1TVtX0XM0CfpNn/7Ew7qlUSR7Xi76H8RJsKzuskmnB+ZJKnVNX/sXx/pOXeVFUHJnkA8FDg3cBHgPv1W9YgPAB4dhJbZ8zth0m+SdPMG5pmhD9sR2u8uLeq5mHTpgkamQNgarhX5wAYkWRX4DtVdWmSN9F8g/M2v8FZLsm/V9Xr+65jiNoDwZMdoWlujmo1uyRHVdV2fdcxZEmOraptkuzI8jbbb6kqz0iMSHJcVd07yb/TdI49YGpd37X1zflaxtMO+PBEmuAFzZD4Xxn6BIcGiQlyDoC5TfWRaL/BeRvwHuBfq8pvcEYk2RDYlBVHu/hRfxUNR5KDgJc598jMZhjV6idDHv1joSV5H82Qr//DSOdPv8xYbvRguJ3c8EBgm6pas9/KhqX9Jvls4GE0X4r9hWYCyCXb5y/JOu0XhevPdL3Nl6+v7RexHU2rjKMWw/7apk2TFeC6keXr8JTwqKlt8xjg41V1SJK391nQ0LTzAOwG/Jrl26toZnMWrAecnOQoVjwQ3Lm/kgblRJr+I3enGUbw4iQ/G2nrvtTdq/09OgxlAYOeAGqBPXrqQjsb+IOBHXqrZrh2pekX+Z6qurgNXf/cc019O4Cmn9YxNO+r0eOfJd18eSZtK413s3xwjA8m+eeq+nKvhc3DMxITlOTVwB7A6BwAn6mq/+qrpiHxG5z5JfktsHVVXTXvjZegJP840/qqOmKhaxkyR7XSDdU20f00cBnN0JT3phn567u9FjYwSTaZab1nS/8+Oe8RNP1Ef9N3PUOV5ATgYVNnIZIsA7439GMig8QEtZOw3I3l7d1+DJzh6bxGkjVpvsE5qap+136Dcw8/oJZL8m3gKVV1ed+1DFXb/nbLqvpe+5pauaou67uuIUjyUprO1lOjWv2Y5sP8+33WNRRJbg3sQ7OPLuAnwFurygnXWlNDcid5BM3AGG8CPmcfiRUlOYnl37qvDmwO/Laq7jbnHZeAJP+PZj/0QJpBH46l2Q8t+UEfRiU5qaruMbK8EnDC6LohsmnTZH0VePxUe9v2QPkwHL4TgKq6kuUd0amqc2gmPNJyVwLHt23d/35Woqpe3l9Jw5Hk+cBewPo0H1AbAh8FduqzrgFZHUe1mssXaZoJPqld3p2mv8RDe6toeKaaozyaJkCc3HYK1YjpB3tJtgFe3FM5g1JVP0jyI1Yc9OHugEFiRd9p55KYmpj3qTRDLQ+aZyQmqD3IeTTNh9QmwMHAP/mNu8aVZI+Z1lfVfgtdyxAlOZ6mY9ovRjqEnjT0b3A0DDNNlOXrZ0VJPk0T0DcH7gmsDPywqvxCbB6+lhoO+jC+JE8CdmwXf1xVX5vr9kPgGYkJqqqPJ1mNZnr4zYAXVNVP+61Ki4mBYV5XVdXVU1+QJlmF5XOSSPP5bjv795fa5ScDh/ZYzxDtSdMp/bSqurJtDvacfksanrZP5JSVaPr9/bGncobGQR/GVFVfAb7Sdx1deEZiAqbtUAI8i+aNdBxAVb23j7q0+CTZEvh3YCuaZioAVJWjXQBJ3kUzUc+zgJfRNCX4dVW9sc+6NGxJLmN5e/a1gL+1yysDl1fVOj2WNwht05xZOUTuipLsM7I4NUv6V6rqr/1UNDwO+jCzkf3R9a6imbhv0Psjg8QETNuhXE9VvWWhatHiluQnNJ1B3wc8juabwJWq6l97LWwg2s5oewIPp9npHgp8YugT+EhDl+QH7cXVab5NPpHmPbY1cHRV3b+v2rS4OOjDzZtBQhqwJMdU1X1G29pOreu7NmmxazsN7w5sXlVvS7IxcPuqOqrn0gYjyVeBfarqpHb57sCbq+rJ/VY2DEm+wRzNKZ3TBpL8E014cNCHmyH7SExQkjvTnMLbjBVnJXayI43rqvZb99+13+qcDdyy55p6NzLU4oycPV5j+jBNs6aHAG8DLgf+m2Z0GTXuMhUiAKrqV0n+oc+CBuY97e8nArcDPt8uPw34Uy8VDUxVvWf+W2mx8ozEBLWTi3yUZlbHv89wXVXH9FaUFpUk9wVOAdalOdC5FXBcVb2tz7r61s4dAfCS9vfn2t/PoGlTuvfCV6XFJsmxVbVNkuNGRv06YegTQC2kJF+gmTV+6gB5d+CWVfW0/qoaniRHV9W2862Tbm4MEhNkExTdWEmOBZ5VVb9ql58GvLKq7tdvZcMwegA4su5YJ8vSOJL8AtgB+GUbKJYB353+mlrKkqwOvAh4ULvqR8BH7ES8oiSnAI+pqtPa5c2Bb1WVZ290s2bTpsn6RpIXA19jxcnEnNla43oy8OUkT6fprPZMmo7FaiTJjlV1ZLuwA83Qi9I4PkCzf75NknfQvN/+pd+ShqUNDO9rfzS7VwE/THIaTaf0TWlmApdu1jwjMUFJfj/D6nLoTnXR9rX5OvAH4AmOvb1ckvsAn6Jp8hXgz8BzHZpS40pyV5qZ0AMcXlWn9FzSICT5UlXtOlt/JPshXV+SWwB3bRd/U1VXzXV76ebAICEN0Awf3rehmcjnKvBDfLoktwKoqkv6rkWLR5L1Z1h9WVVds+DFDEyS21fVOSP9kVZQVWcsdE1D154R3YwVB1f5bG8FSQvAIDFBSdYEXg1sUlV7tZOL3aWqvtlzaRq42T68p/gh3mi/AXwS1//wfmtfNWnxSHI6sDHNmazQDGpwLs1oO893YIxGuz/asqq+l2QNYJWquqzvuoYkyeeALYDjWT64SlXVy3srSloA9pGYrE/TjNi0Q7t8NnAgYJDQnAwKYzuI5kzNMYz0Q5LGdBjw5ao6FCDJw2mC6adphoZd8oMaJHk+sBewPs2B8kY0oxHu1GddA7QtsJWTYWqpMUhM1hZV9dR2pB2q6sp2AiRJN42NquqRfRehRWv7qnr+1EJVfTfJe6rqBe3ZLjVDLG8H/AKgqn6X5Db9ljRIv6KZR+KcvguRFpJBYrKubk8DF0CSLfBbU+mm9NMk9xidMEvq4JwkrwO+2C4/FfhTkpVpJqoTXFVVV099B5ZkFeaYDHIJ2wD4dZKjWHGUxiU/s7Vu3gwSk7UP8B1g4yT7AzsCz+61Iunm5QHAc9ohF6+iaededkbXmJ5Os5/+Os3B8ZHtupWBXfsra1COSPIGYI0kDwNeDHyj55qG6M19FyD1wc7WE5bk1sD2NAc4P6+qC3ouSbrZaDuBrkczxwY0k2VdbB8T6aaRZCVgT5r5awIcCnzCvgCSwCAxUW1/iN2BO1bVW5NsAtyuqo7quTTpZiHJK4DnAV+lOch5PPDxqvpgn3VJWhqS/KSqHpDkMlZs8jV1dnSdnkqTFoRBYoKSfISmne1DquofkqwHfLeq7ttzadLNQpITgftX1RXt8lrAz2zaJN00kuxI02xnU5rm0FMHyE6sKsk+EhN2v6raJslxAFX15ySr9V2UdDMSlo/ZTnvZkdGkm84ngVfRDLF83Ty3lbTEGCQm65p29I+pUZuW4Ugg0k3p08AvknytXX48zYGPNK8kdwY+Aty2qu6eZGtg56p6e8+lDcklVfXtvouQNEw2bZqgJLvTDCe4DbAf8GTgX6rqwF4Lk25GkmxDM3oTwI+r6rg+69HikeQI4J+Bj1XVvdt1v6qqu/dbWf/a9xU0o1etTNMPaXRY02P7qEvSsBgkJizJXWlmAA1weFWd0nNJkiQgyS+r6r5JjhsJEsdX1b16Lq13SX4wx9VVVQ9ZsGIkDZZNmyYgyTpVdWmS9YHzgC+MXLcecGlV2dZUkvp1QTtR6FTz0yfjzMQAVNX/67sGScPnGYkJSPLNqnpskt/TfEBl5DfALWmGqHxDXzVK0lKX5I7AvsAOwJ+B3wPPqKrT+6xrCJK8eq7rq+q9C1WLpOEySPSg7YD9q6r6h75rkaSlrh02eKWquqzvWoYiyT7txbsA9wUObpcfBxxVVc/opTBJg2KQmIAkd62q34x0VluBndQkqX+zfOt+CXBMVR2/wOUMUpIfAY+ZCllJ1gYOqaoH9VuZpCGwj8RkvBrYC/hPZpjpErCTmiT1b9v25xvt8mOBE4EXJjmwqt7VW2XDcVvg6pHlq9t1kuQZiUlKsgbwYpqhKQv4MfCRqvprr4VJkqa+bX90VV3eLt8SOAR4JM1Zia36rG8IkryRZgjY0blavlRV/9ZbUZIGwyAxQUm+BFwK7N+uejpwq6ratb+qJEkASX4D3KOqrmmXbwGcUFV3HR0SdqlLch+Wz9XyI+dqkTTFpk2Tdfdp32j9IMmve6tGkjRqf5qZ0Q9qlx8HHNB2vnZfvdzxNMPirgKQZJOq+kOvFUkaBM9ITFCSzwMfqqqft8v3A15SVc/qtzJJEkCSbYEd28Ujq+roPusZmiQvA/YB/gRcR9vXr6q27rUwSYNgkJiAJCfR9IlYlWbovD+0y5sCv7HdrST1Z9qkoddTVRctdE1DleRU4H5VdWHftUgaHps2TcZj+y5AkjSrA2j208cw88h6d+yjqIE6k2ZIXEm6Hs9ISJKWnCQBNrat/9ySfJLmzPohwFVT653ZWhJ4RkKStARVVSU5BLhH37UM3B/an9XaH0n6O89ISJKWpCT70QyI8cu+axm6do4NpubckCQwSEiSlqh2Hok7AWcAV+CIRNeT5O7A54CpjukXAM+qqpP7q0rSUBgkJElLUpJNZ1pfVWcsdC1DleSnwBur6gft8oOBf6uqHfqsS9IwrNR3AZIk9aENDBsDD2kvX4mfi9OtNRUiAKrqh8Ba/ZUjaUjsbC1JWpKS7ANsSzMq0adp5v75PMsnqBOcluRNNM2bAJ4BnNZjPZIGxG9eJElL1ROAnWn6R1BVfwTW7rWi4XkusAz4KvAVYIN2nSR5RkKStGRd3Q4DWwBJbLJzfXcHXlVV102tSLIN8Of+SpI0FJ6RkCQtVV9K8jFg3STPB74HfLznmobmUOD7SW4zsu4TfRUjaVg8IyFJWpKq6j1JHgZcStNP4l+r6rCeyxqa3wLvBo5IsmdV/ZRmmFxJMkhIkpamJK8G/sfwMKeqqm8m+S3wP0k+BThuvCTApk2SpKVrbeC7SX6c5KVJbtt3QQMUgKr6HfBA4EGAE/ZJApyQTpK0xCXZGngq8CTgrKp6aM8lDVqSTarqD33XIal/npGQJC115wHnAhcCt5nntktKkjsnOTzJr9rlrYFn9VyWpIEwSEiSlqQkL07yQ+Bw4NbA86vKZjsr+jjweuAagKo6Edit14okDYadrSVJS9XGwCur6vi+CxmwNavqqGSFgZqu7asYScNikJAkLUlV9fok90zy0nbVj6vqhF6LGp4LkmxBO1JTkicD5/RbkqShsGmTJGlJSvJyYH+afhG3AT6f5GX9VjU4LwE+Btw1ydnAK4EX9lqRpMFw1CZJ0pKU5ETg/lV1Rbu8FvAz+0ks1861AbAGzZePVwCXAMfYJEySZyQkSUtVgOtGlq/DWZun25bmDMR6wLrAC4BHAh9P8toe65I0APaRkCQtVZ8GfpHka+3y44FP9lfOIG0EbFNVlwMk2Qc4hGZiumOAd/VYm6SeGSQkSUtSVb23Hf71Ae2q51TVcT2WNES3Aa4aWb4GuG1V/SXJVbPcR9ISYZCQJC1ZVXUscGzfdQzY/jRnbQ5qlx8HHND2J/l1f2VJGgI7W0uSpFkl2RbYsV08sqqO7rMeScNhkJAkSZLUmaM2SZIkSerMICFJkiSpM4OEJC1hSW6b5IAkpyU5JsnPkjxhjts/OMk3b+Rz7pxk7/byZ5I8+QY+zuU3ooYbfF9JUsNRmyRpiUoS4OvAflX19HbdpsDON8Fjr1xV1810XVUdDBx8Y59DktQvz0hI0tL1EODqqvro1IqqOqOqPphk5STvTvLLJCcmecHI/dZJckiS3yb5aJKVoPmWP8l/JjkBuH+S05Ns0F63bTtnA0meneRD04tJ8rb2DMXKSd6Z5Nftc7+nvX7z9ozJSUnePnK/tLX+qr3uqSPX/fPI3/CWm3bzSdLS5hkJSVq67sbscyjsCVxSVfdNcgvgyCTfba/bDtgKOAP4DvBE4MvAWsAvquo1AM0Jj/EkeTewNvAcYH3gCcBdq6qSrNve7P3AR6rqs0leMnL3JwL3Au4JbAD8MsmPgHsAW7b1Bjg4yYOq6kdjFyZJmpVnJCRJACT57yQnJPkl8HDgWUmOB34B3JrmoBzgqKo6rW269AWWzwx9HfCVG/DUbwJuVVUvrGZM8kuAvwKfTPJE4Mr2dju2zwfwuZH7PwD4QlVdV1V/Ao4A7tv+DQ8HjqMJTHcd+RskSTeSZyQkaek6GXjS1EJVvaRtinQ08AfgZVV16OgdkjwYmD4B0dTyX6f1i7iW5V9YrT5HHb8E7pNk/aq6qKquTbIdsBPwZOClNM2wRp9rHAH+vao+1uE+kqQxeUZCkpau7wOrJ3nRyLo129+HAi9KsipAkjsnWau9bru2v8JKwFOBn8zy+KcD92kvP2mW20DTPOqdwCFJ1k5yS5ozFN8CXkXTZAngSGC39vLuI/f/MfDUtm/FMuBBwFHt3/Dc9vFIsmGS28xRhySpA89ISNIS1fY/eDzwviSvBc4HrgBeBxwIbAYc247udD7w+PauvwQ+BNwJ+AHwtVme4i00zZPeBvxwnloOTLI2zWhOTwcOSrI6zVmFV7c3ewVwQJLXAQeN3P1rwP2BE2jOWLy2qs4Fzk3yD8DP2v4alwPPAM6bqxZJ0njSNEeVJEmSpPHZtEmSJElSZwYJSZIkSZ0ZJCRJkiR1ZpCQJEmS1JlBQpIkSVJnBglJkiRJnRkkJEmSJHX2/wFSAKQrh3mUWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r3CLJbDucZluHfAW4SZIXphtWduMkd51jnTOXwTWq6jS6kahe038u7k63fhl/jw9Nco/+Pb6O5bfnVvU9SrMyLGhJq6q30G0sv5Ru5Xs2XWeul9GNqEF//WTgx0kupuskO972/iy6H7M/0rX7fmZr42HMO+g6UZ4NHNA/ZmV1Fl273D/Qte9fn66fwal9Tc+ka2JCVX0d+G+6Pb8n93/HPY/u6MYpdJ0hDwQ+2j/2i3TDRn62f95fAA9aQVkrWy6r6kC6kXIOntF86dnA65JcQrfxcVDrwXO0Id0GzYV0739b4OFwTXODNwJHpjv8frdVXB5zVl1b6If1z3Ue8F7gyTM/N43/+yl0fUx+RPf5uT1dh+3Wa1wC3J+unf8f6T6n/0nXYXFVXUC3Yfdb+o6SwFuravTZ/Qhd/5kLk3ypqn411zpXUPvVdKF7B7qRkM4DPkzXaXxljz2/3yt9VlWdRdd84oKqGjWD2XoltbyeroP9/6NrfnEc3eeCqjqXrvnfG+mWyV0Z60eR5P1JxpuNPQ7Yqb/vm4E9+uegqr4BvIVupKvf0zVD238uj12Bb9Ed7dsF+GB//V5/72v1OyXG9/7vT9d05jS6PjVv7Z9/pctntsc27Az8JMmf6Y4svqCWnX/mNcAB/edtz6o6hu7z+Z7+dU+maya3yqrre/Q8uuB+Jl3zqXPojkJD14n7UOBb/Trpx/37XNHzrXAd0n9H70e3LjiL7vv1z3Ms9U10wevCJP/auH0v4O50zYveQDeE7eVj7/E5dOvcM+mW2fgJI1fpPUork+63TJKkxS/J8cBu/dEkaVZJrku3c2H7qvrdwOXMW5LPAb+uqv1XemdpNfPIgiRpyaiqHQwKmk2Sh6VrJroRXb+mn9MNVbpk9E0Ob5Guae0D6frmfWngsjSlDAuSJGlNsjtd070/0p1x+nG19JpR3JjunD5/pjuh47OqGz5ZWnA2Q5IkSZLU5JEFSZIkSU1zOTnIorX55pvXdtttN3QZkiRJ0pJ17LHHnldVW7RuW9JhYbvttuOYY44ZugxJkiRpyUpy2opusxmSJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqSmiYaFJJsm+XySXyc5Kcndk2yW5NtJftv/vX5/3yR5V5KTk5yYZMdJ1iZJkiRpdpM+svBO4BtVdWvgjsBJwH7AYVW1PXBYPw3wIGD7/rIv8L4J1yZJkiRpFhMLC0muB9wL+AhAVV1RVRcCuwMH9Hc7AHhEf3134BPV+TGwaZKbTKo+SZIkSbOb5JGFmwHnAh9LclySDyfZCLhRVZ3Z3+cs4Eb99S2B08ce/4d+3nKS7JvkmCTHnHvuuRMsX5IkSZpukwwL6wA7Au+rqjsBl7KsyREAVVVArcqTVtUHq2qnqtppiy22WG3FSpIkSVreJMPCH4A/VNVP+unP04WHs0fNi/q/5/S3nwFsPfb4rfp5kiRJkgYwsbBQVWcBpye5VT9rN+BXwKHA3v28vYFD+uuHAk/uR0W6G3DRWHMlSZIkSQtsnQk///OATydZDzgFeCpdQDkoyT7AacCe/X2/BjwYOBm4rL+vJEmSpIFMNCxU1fHATo2bdmvct4DnTLIeSZIkSXM36SMLi952+3116BI49c0PGboESZIk6VomfVI2SZIkSUuUYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVLTRMNCklOT/DzJ8UmO6edtluTbSX7b/71+Pz9J3pXk5CQnJtlxkrVJkiRJmt1CHFn456raoap26qf3Aw6rqu2Bw/ppgAcB2/eXfYH3LUBtkiRJklZgiGZIuwMH9NcPAB4xNv8T1fkxsGmSmwxQnyRJkiQmHxYK+FaSY5Ps28+7UVWd2V8/C7hRf31L4PSxx/6hnydJkiRpAOtM+PnvUVVnJLkh8O0kvx6/saoqSa3KE/ahY1+AbbbZZvVVKkmSJGk5Ez2yUFVn9H/PAb4I3AU4e9S8qP97Tn/3M4Ctxx6+VT9v5nN+sKp2qqqdtthii0mWL0mSJE21iYWFJBsl2Xh0Hbg/8AvgUGDv/m57A4f01w8FntyPinQ34KKx5kqSJEmSFtgkmyHdCPhiktHrHFhV30jyU+CgJPsApwF79vf/GvBg4GTgMuCpE6xNkiRJ0kpMLCxU1SnAHRvzzwd2a8wv4DmTqkeSJEnSqvEMzpIkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmiYeFpKsneS4JF/pp2+W5CdJTk7yuSTr9fOv00+f3N++3aRrkyRJkrRiC3Fk4QXASWPT/wm8o6r+AbgA2Kefvw9wQT//Hf39JEmSJA1komEhyVbAQ4AP99MB7gN8vr/LAcAj+uu799P0t+/W31+SJEnSACZ9ZOG/gZcCf+unbwBcWFVX9dN/ALbsr28JnA7Q335Rf39JkiRJA5hYWEjyUOCcqjp2NT/vvkmOSXLMueeeuzqfWpIkSdKYSR5Z2BV4eJJTgc/SNT96J7BpknX6+2wFnNFfPwPYGqC//XrA+TOftKo+WFU7VdVOW2yxxQTLlyRJkqbbxMJCVb28qraqqu2AxwHfraq9gO8Be/R32xs4pL9+aD9Nf/t3q6omVZ8kSZKk2Q1xnoWXAS9OcjJdn4SP9PM/Atygn/9iYL8BapMkSZLUW2fld/n7VdX3ge/3108B7tK4z1+BxyxEPZIkSZJWzjM4S5IkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqWmdld0hyHeDRwHbj96+q102uLEmSJElDW2lYAA4BLgKOBS6fbDmSJEmSFou5hIWtquqBE69EkiRJ0qIylz4LRyW5/cQrkSRJkrSozOXIwj2ApyT5HV0zpABVVXeYaGWSJEmSBjWXsPCgiVchSZIkadFZaTOkqjoN2Bq4T3/9srk8TpIkSdLSttKN/iT7Ay8DXt7PWhf41CSLkiRJkjS8uRwheCTwcOBSgKr6I7DxJIuSJEmSNLy5hIUrqqqAAkiy0WRLkiRJkrQYzCUsHJTkA8CmSZ4OfAf40GTLkiRJkjS0lY6GVFVvS3I/4GLgVsCrq+rbE69MkiRJ0qDmMnQqfTgwIEiSJElTZIVhIckl9P0UZt5Ed1K2TSZWlSRJkqTBrTAsVJUjHkmSJElTbE7NkACS3BBYfzRdVb+fSEWSJEmSFoW5nJTt4Ul+C/wOOBw4Ffj6hOuSJEmSNLC5DJ36euBuwP+rqpsBuwE/nmhVkiRJkgY3l7BwZVWdD6yVZK2q+h6w04TrkiRJkjSwufRZuDDJdYEfAJ9Ocg5w6WTLkiRJkjS0uRxZ2B34C/Ai4BvA/wEPnWRRkiRJkoY3l7DwuKq6uqquqqoDqupdwEsnXZgkSZKkYc2lGdKjk/y1qj4NkOQ9wAaTLUuSJEnS0OYUFoBDk/wNeCBwYVXtM9myJEmSJA1thWEhyWZjk/8CfAk4Enhtks2q6k8Trk2SJEnSgGY7snAsUEDG/j6kvxRw84lXJ0mSJGkwKwwL/QnYJEmSJE2plfZZSLIu8CzgXv2s7wMfqKorJ1iXJEmSpIHNpYPz+4B1gff200/q5/3LpIqSJEmSNLy5hIWdq+qOY9PfTXLCpAqSJEmStDjM5aRsVye5xWgiyc2BqydXkiRJkqTFYC5HFv4N+F6SU+hGRNoWeOpEq5IkSZI0uJWGhao6LMn2wK36Wb+pqssnW5YkSZKkoc12UrZHreCmf0hCVf3vhGqSJEmStAjMdmThYbPcVoBhQZIkSVqDzXZSNvslSJIkSVNsLidl2xR4MrDd+P2r6vkTq0qSJEnS4OYyGtLXgB8DPwf+NtlyJEmSJC0WcwkL61fViydeiSRJkqRFZS4nZftkkqcnuUmSzUaXiVcmSZIkaVBzObJwBfBW4JV0oyDR/735pIqSJEmSNLy5hIWXAP9QVedNuhhJkiRJi8dcmiGdDFw26UIkSZIkLS5zObJwKXB8ku8Bl49mOnSqJEmStGabS1j4Un+RJEmSNEVWGhaq6oAkGwDbVNVvFqAmSZIkSYvASvssJHkYcDzwjX56hySHTrguSZIkSQObSwfn1wB3AS4EqKrjcdhUSZIkaY03l7BwZVVdNGPe3yZRjCRJkqTFYy4dnH+Z5AnA2km2B54PHDXZsiRJkiQNbS5HFp4H3JZu2NQDgYuAF0yyKEmSJEnDm8uRhYdU1SuBV45mJHkMcPDEqpIkSZI0uLkcWXj5HOdJkiRJWoOs8MhCkgcBDwa2TPKusZs2Aa6adGGSJEmShjVbM6Q/AscADweOHZt/CfCiSRYlSZIkaXgrDAtVdQJwQpIDq+rKJOsCtwPOqKoLFqxCSZIkSYNYYZ+FJO9Pcts+KFwPOAH4BHBckscvWIWSJEmSBjFbB+d7VtUv++tPBf5fVd0euDPw0olXJkmSJGlQs4WFK8au3w/4EkBVnTXJgiRJkiQtDrOFhQuTPDTJnYBdgW8AJFkH2GAhipMkSZI0nNlGQ3oG8C7gxsALx44o7AZ8ddKFSZIkSRrWbKMh/T/ggY353wS+OcmiJEmSJA1vLmdwliRJkjSFDAuSJEmSmgwLkiRJkppW2GchyYtne2BVvX31lyNJkiRpsZhtNKSN+7+3AnYGDu2nHwYcPcmiJEmSJA1vttGQXguQ5AfAjlV1ST/9Ghw6VZIkSVrjzaXPwo1Y/mzOV/TzJEmSJK3BZmuGNPIJ4OgkX+ynHwF8fFIFSZIkSVocVhoWquqNSb4O3LOf9dSqOm6yZUmSJEka2myjIW1SVRcn2Qw4tb+Mbtusqv40+fIkSZIkDWW2IwsHAg8FjgUKyIy/N594dZIkSZIGM9toSA/t/95sPk+cZH3gB8B1+tf5fFXtn+RmwGeBG9AFkSdV1RVJrkPXP+LOwPnAY6vq1Pm8tiRJkqS/30pHQ0rniUle1U9vk+Quc3juy4H7VNUdgR2ABya5G/CfwDuq6h+AC4B9+vvvA1zQz39Hfz9JkiRJA5nL0KnvBe4OPKGfvgT4n5U9qDp/7ifX7S8F3Af4fD//ALrRlQB276fpb98tSeZQnyRJkqQJmEtYuGtVPQf4K0BVXQCsN5cnT7J2kuOBc4BvA/8HXFhVV/V3+QOwZX99S+D0/jWuAi6ia6o08zn3TXJMkmPOPffcuZQhSZIkaR7mEhauTLI23VEBkmwB/G0uT15VV1fVDsBWwF2AW8+zzvHn/GBV7VRVO22xxRZ/79NJkiRJWoG5hIV3AV8EbpjkjcARwH+syotU1YXA9+iaM22aZNSxeivgjP76GcDWAP3t16Pr6CxJkiRpACsNC1X1aeClwJuAM4FHVNXBK3tcki2SbNpf3wC4H3ASXWjYo7/b3sAh/fVD+2n6279bVTXndyJJkiRptVrpGZx7vwUuHt0/yTZV9fuVPOYmwAF9E6a1gIOq6itJfgV8NskbgOOAj/T3/wjwySQnA38CHrdqb0WSJEnS6rTSsJDkecD+wNnA1Sw7KdsdZntcVZ0I3Kkx/xS6/gsz5/8VeMycqpYkSZI0cXM5svAC4FZVZf8BSZIkaYrMpYPz6XTDmEqSJEmaIis8spDkxf3VU4DvJ/kq3VmZAaiqt0+4NkmSJEkDmq0Z0sb939/3l/WY48nYJEmSJC19KwwLVfXahSxEkiRJ0uIyWzOkL9Oftbmlqh4+kYokSZIkLQqzNUN624JVIUmSJGnRma0Z0uGj6/0ZmLepqt8sSFWSJEmSBrfSoVOTPAw4HvhGP71DkkMnXJckSZKkgc3lPAuvoTvj8oUAVXU8cLOJVSRJkiRpUZhLWLiyqmaelG2FHZ8lSZIkrRlm6+A88sskTwDWTrI98HzgqMmWJUmSJGloczmy8DzgtnRnbz4QuAh44QRrkiRJkrQIrPTIQlVdBrwyyRv765IkSZKmwFxGQ9olya+AX/fTd0zy3olXJkmSJGlQc2mG9A7gAcD5AFV1AnCvSRYlSZIkaXhzCQtU1ekzZl09gVokSZIkLSJzGQ3p9CS7AJVkXeAFwEmTLUuSJEnS0OZyZOGZwHOALYEzgB36aUmSJElrsLkcWUhV7TXxSiRJkiQtKnM5snBkkm8l2SfJppMuSJIkSdLisNKwUFW3BP6d7sRsP0vylSRPnHhlkiRJkgY119GQjq6qFwN3Af4EHDDRqiRJkiQNbi4nZdskyd5Jvg4cBZxJFxokSZIkrcHm0sH5BOBLwOuq6keTLUeSJEnSYjGXsHDzqqokG068GkmSJEmLxlz6LNwtya+AXwMkuWOS9062LEmSJElDm0tY+G/gAcD5AFV1AnCvCdYkSZIkaRGY62hIp8+YdfUEapEkSZK0iMylz8LpSXYBKsm6wAuAkyZbliRJkqShzeXIwjOB5wBbAn8EduinJUmSJK3BVnpkoarOA/ZagFokSZIkLSJzOSnbVkm+mOSc/vKFJFstRHGSJEmShjOXZkgfAw4FbtpfvtzPkyRJkrQGm0tY2KKqPlZVV/WXjwNbTLguSZIkSQObS1g4P8kTk6zdX55If84FSZIkSWuuuYSFpwF7AmcBZwJ7AE+dZFGSJEmShjeX0ZBOAx6+ALVIkiRJWkRWGBaSvBuoFd1eVc+fSEWSJEmSFoXZjiwcM3b9tcD+E65FkiRJ0iKywrBQVQeMrid54fi0JEmSpDXfXDo4wyzNkSRJkiStmeYaFiRJkiRNmdk6OF/CsiMKGya5eHQTUFW1yaSLkyRJkjSc2fosbLyQhUiSJElaXGyGJEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpaWJhIcnWSb6X5FdJfpnkBf38zZJ8O8lv+7/X7+cnybuSnJzkxCQ7Tqo2SZIkSSs3ySMLVwEvqarbAHcDnpPkNsB+wGFVtT1wWD8N8CBg+/6yL/C+CdYmSZIkaSUmFhaq6syq+ll//RLgJGBLYHfggP5uBwCP6K/vDnyiOj8GNk1yk0nVJ0mSJGl2C9JnIcl2wJ2AnwA3qqoz+5vOAm7UX98SOH3sYX/o5818rn2THJPkmHPPPXdyRUuSJElTbuJhIcl1gS8AL6yqi8dvq6oCalWer6o+WFU7VdVOW2yxxWqsVJIkSdK4iYaFJOvSBYVPV9X/9rPPHjUv6v+e088/A9h67OFb9fMkSZIkDWCSoyEF+AhwUlW9feymQ4G9++t7A4eMzX9yPyrS3YCLxporSZIkSVpg60zwuXcFngT8PMnx/bxXAG8GDkqyD3AasGd/29eABwMnA5cBT51gbZIkSZJWYmJhoaqOALKCm3dr3L+A50yqHkmSJEmrxjM4S5IkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqmuQZnLWEbLffVwd9/VPf/JBBX1+SJEnX5pEFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTesMXYC0WGy331eHLoFT3/yQoUuQJEm6hkcWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDVNLCwk+WiSc5L8YmzeZkm+neS3/d/r9/OT5F1JTk5yYpIdJ1WXJEmSpLmZ5JGFjwMPnDFvP+CwqtoeOKyfBngQsH1/2Rd43wTrkiRJkjQHEwsLVfUD4E8zZu8OHNBfPwB4xNj8T1Tnx8CmSW4yqdokSZIkrdxC91m4UVWd2V8/C7hRf31L4PSx+/2hn3ctSfZNckySY84999zJVSpJkiRNucE6OFdVATWPx32wqnaqqp222GKLCVQmSZIkCRY+LJw9al7U/z2nn38GsPXY/bbq50mSJEkayEKHhUOBvfvrewOHjM1/cj8q0t2Ai8aaK0mSJEkawDqTeuIknwHuDWye5A/A/sCbgYOS7AOcBuzZ3/1rwIOBk4HLgKdOqi5JkiRJczOxsFBVj1/BTbs17lvAcyZViyRJkqRV5xmcJUmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDVNrIOzpKVpu/2+OnQJnPrmhwxdgiRJwiMLkiRJklbAsCBJkiSpybAgSZIkqck+C5LUYN8NSZI8siBJkiRpBQwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKaDAuSJEmSmgwLkiRJkpoMC5IkSZKa1hm6AEnS4rXdfl8dugROffNDhi5BkqaWRxYkSZIkNRkWJEmSJDXZDEmSpJWwOZakaeWRBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU3rDF2AJElaGrbb76tDl8Cpb37I0CVIU8UjC5IkSZKaDAuSJEmSmmyGJEmStApsjqVp4pEFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU3rDF2AJEmSlp7t9vvq0CVw6psfMnQJazyPLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqWlRhIckDk/wmyclJ9hu6HkmSJGmaLZqwkGRt4H+ABwG3AR6f5DbDViVJkiRNr8U0dOpdgJOr6hSAJJ8Fdgd+NWhVkiRJ0gqs6UPIpqom9uSrIskewAOr6l/66ScBd62q5864377Avv3krYDfLGih17Y5cN7ANSwGLoeOy6Hjcui4HDouh47LoeNy6LgcOi6HztDLYduq2qJ1w2I6sjAnVfVB4IND1zGS5Jiq2mnoOobmcui4HDouh47LoeNy6LgcOi6Hjsuh43LoLOblsGj6LABnAFuPTW/Vz5MkSZI0gMUUFn4KbJ/kZknWAx4HHDpwTZIkSdLUWjTNkKrqqiTPBb4JrA18tKp+OXBZc7FomkQNzOXQcTl0XA4dl0PH5dBxOXRcDh2XQ8fl0Fm0y2HRdHCWJEmStLgspmZIkiRJkhYRw4IkSZKkJsOCJEmSpCbDgiRJE5DklkkOS/KLfvoOSf596LokaVUYFubBH4BOkg2TvCrJh/rp7ZM8dOi6FlqSbZPct7++QZKNh65pKNO+LPxOLC/JhkPXMLAPAS8HrgSoqhPphgWfSknukeSp/fUtktxs6JoWktsOy7iuXFrLwLAwP/4AdD4GXA7cvZ8+A3jDcOUsvCRPBz4PfKCftRXwpcEKGpDLAvA7AUCSXZL8Cvh1P33HJO8duKwhbFhVR8+Yd9UglQwsyf7Ay+h+OwHWBT41XEWDcNthGdeVS2gZGBbmxx+Azi2q6i0sW/FdBmTYkhbcc4BdgYsBquq3wA0HrWg4Lgu/EyPvAB4AnA9QVScA9xq0omGcl+QWQAEk2QM4c9iSBvNI4OHApQBV9Udgqo484rbDONeVS2gZLJqTsi0x/gB0rkiyAcuWwy3oUvI0ubyqrki673eSdeiXxxRyWfiduEZVnT76LPSuHqqWAT2H7kRLt05yBvA74InDljSYK6qqkoy+GxsNXdAA3HZYxnXlEloGhoX58Qegsz/wDWDrJJ+m26v8lEErWniHJ3kFsEGS+wHPBr48cE1DcVn4nRg5PckuQCVZF3gBcNLANS24qjoFuG+/YbxWVV0ydE0DOijJB4BN+yaLT6NrljNN3HZYxnXlEloGnsH57+APACS5AXA3ukNnP66q8wYuaUElWQvYB7g/3TL4JvDhmsIvlsuiM+3fCYAkmwPvBO5Ltxy+Bbygqs4ftLAFkuSJVfWpJC9u3V5Vb1/omhaDfifCNeuHqvr2wCUNwm2HjuvKpbMMDAurwB+ATpJbV9Wvk+zYur2qfrbQNUlD8juhcUmeUVUf6Dv1zlRV9boFL0qDcdthGdeVS3MZ2Axp1YzaWLY6ZU1T6noxsC/wX43bCrjPwpaz8JIcVFV7Jvk5jf99Vd1hgLIG4bIA/E4AkOSlVfWWJO+m/Vl4/gBlLbiqGo0I9p2qOnL8tiS7DlDSYJIcUVX3SHIJy38mQhecNhmotIXktsMyriuX4DLwyMI8JNm19QMwc96aLsn6VfXXlc1bEyW5SVWdmWTb1u1VddpC1zQUl8Uy0/ydAEjysKr6cpK9W7dX1QELXdOQkvysqnZc2TxNB7cdlpn2dSUsrWXg0Knz8+45zlvTHTXHeWucqhqNYPHsqjpt/ELXsXdquCyWM7XfCYCqGnVov6yqDhi/AJcNWdtCSnL3JC8Btkjy4rHLa4C1By5vEEk+OZd5azi3HZaZ6nVlb8ksA5shrYIkdwd2of8BGLtpE6boByDJjYEt6Ua9uRPLxgXeBJi2M7bej+5EQ+Me1Jg3DaZ2WfiduJaXAwfPYd6aaj3gunS/seNNTy4G9hikouHddnyiH1r5zgPVsqDcdljGdeXSXAaGhVXjD0DnAXTDe21F1+Zu9EG/GHjFQDUtqCTPottrfoskJ47dtDGLdM/ApLgsAL8TACR5EPBgYMsk7xq7aROm6ORTVXU43VDCH5+mZngtSV5O9x3YIMnFo9nAFXTDiE4Dtx2WcV25BJeBfRbmIcm20/4DAJDk0VX1haHrGEKS6wHXB94E7Dd20yVV9adhqhqGy2KZaf5OACS5I7AD8Drg1WM3XQJ8r6ouGKKuoST5NvCYqrqwn74+8NmqesCghQ0gyZuq6uVD1zEktx2WmfZ1JSytZWCfhfn5cJJNRxNJrp/kmwPWM5Q7N5bDGwasZ8FU1UVVdSrdWPJ/Gmujf1WSuw5b3cJyWSxnar8TAFV1Qt8/4fbAp8b6KxzCIj0z6YRtPgoKAH1YuuFw5Qzq6H7HAgBJNk3yiAHrGYLbDstM9bqyt2SWgWFhfvwB6DyosRwePFw5g3gf8Oex6T/386aRy8LvxMi3gA3GpjcAvjNQLUP6W5JtRhP9iGHTejh//6q6aDTRf09a56FYk7ntsIzryiW0DOyzMD9/S7JNVf0epvoHYO0k16mqywGSbABcZ+CaFlrGz1BcVX/rO+5NI5eF34mR9avqmuBYVX9Osig77k3YK4EjkhxO1y75nnTjq0+j1s7JaVs/uO2wjOvKJbQMpu2Lurr4A9D5NHBYko/1008FpmocdeCUJM9n2R70ZwOnDFjPkFwWfidGLk2y4+hMpEnuDPxl4JoWXFV9oz9L6936WS+sqvOGrGlAxyR5O/A//fRzgGMHrGcIbjss47pyCS0DOzjPU5LNWfYD8ONp/QHoRz/ZrZ/8dlVNVfvLJDcE3kV3xsUCDqPbIDhn0MIG4LLoTPt3AiDJzsBngT/SbRTdGHhsVU3bxiFJtgS2ZWznXFX9YLiKhpFkI+BVwH37Wd8G3lBVlw5X1cJz22EZ15VLZxkYFubJHwBJWrEk6wK36id/U1VXDlnPEJL8J/BY4JfA3/rZVVUPH64qDcltBy1FhoV58Aegk+RRwH/SddBKf6mq2mTQwhZQki2ApwPbsfzK/2lD1TQUl4XfiXFJduHan4VPDFbQAJL8BrjDqE3yNEtyS+BfufZn4j5D1bTQ3HZYxnXl0loGhoV58Aegk+Rk4GFVddLQtQwlyVHAD+na3l49mr9Uxk5enVwWfidGknwSuAVwPMs+C1VVzx+sqAEk+TrdeRb+vNI7r+GSnAC8n2uvH6amaZrbDsu4rlxay8AOzvNzCrAu0zlu+Lizl8KHfMI2rKqXDV3EIuGy8DsxshNwm3Jv1GXA8UkOY+z3YtpCU++qqpq2oZRnctthGdeVS2gZGBbmxx+AzjFJPgd8ieWXw/8OVtHC+0qSB1fV14YuZBFwWfidGPkFXafmM4cuZGCH9hfBl5M8G/giy383puks7247LOO6cgktA5shzUOSvVvz+zOVTo2x4b7G1ZS1Ub8E2Ijui34li7jN4aS5LPxOjCT5HrADcDTL/whOXdtsdZL8rjG7qurmC17MQNx2WMZ15dJaBoYFSdJqleSfWvOr6vCFrmVI/QbytX5kp2kDWdLSZzOkefAHoNOn4tZyWHSpeFKS3Ks1fxqHwnNZ+J0YmbZQMIudxq6vDzwG2GygWgaV5Mmt+dM0QpbbDsu4rlxay8CwMD/+AHS+MnZ9feCRdCdhmib/NnZ9feAudKN9TM1wgGNcFn4ngGuapI1+BNej69R56TQ1SQOoqvNnzPrvJMcCrx6inoHtPHZ9fboTUf0MmJqwgNsO41xXLqFlYDOk1STJsVV156HrGFKStYAjqmqXoWsZSpKtgf+uqkcPXcvQXBZ+JwCSBNgduFtV7Td0PQspyY5jk2vRbSw+q6ruOFBJi0aSTYHPVtUDh65lSG47dFxXLu5l4JGFeVjBD4DLEranO7nINPsD8I9DF7FIuCz8TtAPn/qlJPsDUxUWgP8au34V8Dtgz4FqWWwuBW42dBELyW2HWU39upJFvAz8kM6PPwBcq6kBwFnAVI2zn+TdLFsGa9GNAPOzwQoakMvC78RIf2bSkdFG0V8HKmfBJXlBVb0TeFVVHTF0PYtBki+z/PrhNsBBw1U0CLcdeq4rl9YysBnSKhj9ACS5xzT/ACTZtaqOTLJ+VU3NBkDLjKHwrgJOraojh6pnSNO8LPxOLG/GkIBXAacCH6qqc4apaGElOb6qdkjys6raceWPWHMluU5VXT5jhKyrgNOq6g9D1bWQ3HZYxnXl0lwGhoVV4A9AZ9TGcpqXQ5LDqmq3JP857Wctdln4nRgZfQaS7FlV07bX+BpJPkN3NOWmwP+N30TXMusOgxQ2gNF3Isknq+pJQ9czBLcdlnFduTSXgc2QVs1JSX4LbJnkxLH50/YDcGWSDwJbJXnXzBun5GyUN0myC/DwJJ+l+wxco6qmqfmNy8LvxMiDk+xH1zdhasNCVT0+yY2BbwLTfiK69ZI8AdhlRvM0YHGerXYCRtsON53ybQdwXQlLcBkYFlaBPwDXeChwX+ABdENjTqNXA68CtgLePuO2YrqGC3VZ+J0Y+QZwAXDdJBePzZ+6s3lX1VnANaMeJbk+sHVVnbjiR62RngnsBWwKPGzGbQWs8WHBbYfluK5cgsvAZkjzMNZ5bdZ5a7pW+8tRW7yhalpoSV5VVa8fuo6h9cNjvqqqXjd0LUNKcseqOmHoOoaW5JCq2n3oOoaW5Pt0G4fr0G0UnAMcWVUvHrKuISTZp6o+MnQdWhxcVy6tZWBYmIdWO7Mkx1XVnYaqaQgrWA5Lpg3e6pBkV+D4qro0yROBHYF3VtVpA5e24JL8vKpuP3QdQ0qyBfB0YDvGjtwuxjNyavJGvwtJ/oXuqML+SU6csmYnACTZCHgRsE1V7Ztke+BWVfWVlTx0yUvycxpn6mU6myEBkOQtwBuAv9AdkbwD8KKq+tSghS2AGSMHXovNkJa4JI8HngDcLMmhYzdtAvxpmKoWXpK7A7sAWyQZ30O2CbD2MFUN5n3AHZPcEXgJ8GG6M5L+06yPWjP9LMnOVfXToQsZ0CHAD4HvAFcPXMtgGkMCAlwEHAO8pKpOWfiqBrFOkpvQDY/5yqGLGdhH6Y6ujE44dQZwMMufxXZN9dChC1iE7l9VL03ySLrR0h4F/ABY48MC3XpwSTEsrJqjgDOBzVl+vORLgGlqh7oecF26z8/GY/MvBvYYpKLhXFVVlWR34D1V9ZEk+wxd1EDuCuyV5DS6Ey5N416zDad1RKgZ/pvupHwH0n0OHgfcgu68Gx8F7j1UYQvsdXTt1I+oqp8muTnw24FrGsotquqx/U43quqyvvniGm/8SHOSbYHtq+o7STZgerfD1u3/PgQ4uKoumpKPA1V1wPh0kg2r6rKh6pmLaf2Qzkv/hT8tyX2Bv1TV35LcErg18PNhq1s4VXV4kiOAO1TVa4euZ2CXJHk58ETgXulO177uSh6zpnrA0AUsAl9J8uCq+trQhQzs4VV1x7HpD/bDR74sySsGq2rhHVZVB48mquqUJP86ZEEDuqLfOC6AJLcALh+2pIWV5OnAvsBmdOF5K+D9wG5D1jWQLyf5NV0zpGf1TTiXxDkHVpe+lcZH6Ha+btO3UHhGVT172Mquba2hC1iifgCsn2RL4FvAk4CPD1rRAquqq+nGEJ92j6X7wdunH/1kK+Ctw5Y0jD5Mb0o34snDgE2nsO/GC+gCw1+TXNJfLl7po9Y8lyXZM8la/WVPlm0ITFNHuS8nuWYEqCS3Ab48YD1D2p+ubfrWST4NHAa8dNiSFtxzgF3pjsJTVb8FbjhoRQOpqv3omqTtVFVXApcB0zYown/T7WQ7H6Dv7HyvIQtaEY8szE/6Q6j7AO+tqrckOX7oogZwfN9342C6ZifA1IybDVwzPOLbx6Z/T9dnYeokeQFd597R//9TST5YVe8esKwFVVUbr/xeU2Ev4J3Ae+nCwY+BJ/Z7lp87ZGEL7D/oAsNDgFvRrRv2GrakYVTVt5P8DLgbXdO0F1TVeQOXtdAur6orRs1tkqzDdIXnayTZEHg2sA3d0Zab0n1HpqEPyzWq6vQZza8WZV83w8L8pD98tBcwap8+bR17AdanS8Tj4+hPxbjZSY6oqnusoCNn0XV4f2tVvXfhqxvMPsBdq+pS6M7mC/wImJqwAJDk4SzbO/T9aRjtZVyStYFnV9XMMfVHjljB/DVOVX01ybp0R6A3Bh5ZVf9v4LIWVJJbV9Wvk4xGyTuz/7tNkm2m5KSNI4f3zfA2SHI/uo3laT3S9DGmt8P7yOn9CU2rX0+8ADhp4JqaHDp1HpL8E93IN0dW1X/2ndZeuBiHu9IwktwAOKqqbjV0LQulHx5w56r6az+9PvDTaRpONcmbgZ2BT/ezHg8cU1UvH66qhZfkx1V1t6HrGEpjaMTdgP+jG/VlUQ6NOCn90cV9k3yvcXNV1TSctBGAvk/bPsD96Y6ufLOqPjRsVcNIckxV7TQ+7HySE2b0dVqjJdmc7gjsfek+D98Cnl9Vi250TcOC5i3JVnR7jXftZ/2Q7tDyH4aramEk2aSqLk6yWev2qvpTkptU1Zmt29dE/TC6ewNfpFvx7Q58vKr+e8i6FlKSE4Edqupv/fTawHFTNiIUSd4HbMmUNlFMsvdst88cDWVN128k332aTtjZkuR1VfXqsem1gU9U1dQ1TUtyFF2IPrKqduw7vH+mqu4ycGkLJskBdDuaL+inrw/812I8L4/NkOYhyU7AK7j2iZemaoOA7jDigcBj+ukn9vPuN1hFC+dAurGzW6dqL+Dm0xQUAKrq7enOWHsPumXw1Ko6btiqBrEpy867cr0B6xjS1DZRhOkLAyvTjxz4HmCqTlzasHWSl1fVm5KsBxwEHD9wTUOZ2eF9V+Apg1a08O4wCgoAVXVBkkX5HfHIwjwk+Q3wb3TDpf5tNH/aRn7ph0LcYWXzND36od/uRbdh+MOlcir71aUfQ/7NwPfojq7cC9ivqj43aGFaUEkOqqo9V3Tm3incsUSSt9H1YfrfmtINj/68Ep+m23b4Z+DrVfWOYasaTt9cd9Th/cfT1uE9yQnAvceOLGwGHL4Ym+4aFuZh1Ll16DqGluQwuiMJn+lnPZ5ub/LUjBmd5JN0Q+n+sKp+PXQ9QxobDekLdCv/RwJTNRoSQH/G3p37yaP7EbOmyjQ3UYTuM1BVZ/Yn4LqWaduxBNec1Xsj4Cq6YXRHJ23cZNYHrgHGOndDdx6eDwBH0o2xzzR18m50eF/OlC2LJ9O1Uhmdi+UxwBur6pPDVdVmWJiHJLvRbRgfxthJZaalPe5I/0P4buDu/awj6Trn/H64qhZWkn8G7tlfbgEcB/ygqt45aGED6Nvr331sNKSNgB9N217UGaMhHV5VUzfaSZJv0zXVG/3oPRHYq6qmoYmitJwVdO4embZO3nZ4H9Ofe2X0nr9bVb8asp4VMSzMQ5JP0Z21+Zcsa4ZUi7FTiiav76S2M91h5WfSnd371sNWtfAcDWmFoyH9tKqm6azFNlHszRhaeT26vcqXTsPe9JmSHDbzqHNrnqTFxw7O87PzNA2JuSL9kLHvpGtzWHTtUV9UVacMWtgC6ptibUT33n9I99k4Z9iqBvMx4CdJvthPPwL46HDlDOLBLD8a0gF0R5umKiwA5yd5Iss3UTx/wHoGMX6Svr69+u5068up0e802BDYvB/tZXQGqk3oRsyaGkmuAzyaaw+O8rqhahpKkkc1Zl8E/HyKf0MXrbWGLmCJOqo/dDTtDqQbzeEmdGdfPJhlGwfT4kTgCuB2wB2A2/VnqZ06VfV24Kl0IwH9ia7/yjR23tt07Pq0job0NGBP4Cy6k3DtQffZmFrV+RLwgKFrWWDPoBs17tb939HlEOA9A9Y1hEPoAuNVdEMKjy7TaB/gw3Qnt90L+BDwMuDIJE8asjBdm82Q5iHJSXTt039H12dh1FFr2tpmnzjzPU/bSVVGkmxMN+zbvwI3rqrrDFvRwkvyyap60srmrcmSPI5uNKTvM8WjISXZuqpOnzHvxtPW2XvG3tO1gJ2Af6qqu6/gIWusJM+btsEOZkryi6q63dB1LAZJvgk8uarO7qdvBHyC7ijkD1xOi4vNkObngUMXsEh8Pcl+wGfpmiE9Fvja6ERli/EshKtbkufRnVfgznRnZ/0oXXOkaXTb8Ym+L8edB6plKA+l+wxcQPd5eNm0bSD3fpfkYOBpVfWXft7XgOYIKGuwh41dv4ruM7H7MKUM7qwkG1fVJUn+ne6z8IZpGv2GrlXC7avq50MXsghsPQoKvXP6eX9KcuVQRanNsDAPVXVaP578PftZUzeefG/P/u8zWNaJL8Dj+umbD1HUAlsPeDtwbFVdNXQxQ0jycro2+RskuZhlbZKvAD44WGHD+AjdeuHh9KNjJZnG0bF+Theaj0zymKr6P5Z9LqZCH5ZPnNKmeC2vqqqDk9wDuC/wVuB9wF2HLWtB3QN4SpKpbpXQ+36Sr7Bs2NA9+nkbARcOVpWabIY0D2PjyY+GSp3W8eT3BL5RVRcneRXdnqLXT8ueon5j4JfTOPJRS5I3VdXLh65jaI6OBUl+VlU7JtmVZW2RX1tVU3VkIcnRVXWXoetYDJIcV1V3SvImuk6sB47mDV3bQvG8G8v0Hf4fRRegoBt6/QvTesK+xc6wMA+OJ98Z9Vno9xS9Hngb8Oqqmpo9RUkOAZ43TeeWmE2SLYFtWX6kjx8MV9HCaoyOdcQ0juwxvhHYn6TuYGDHqtpw2MoWVpJ30A2X+jnGOrJOyw6Vcf1e5DOA+9HtWPoL3UkL1/g+bkk26Xeqbda6fRqa7Lb0/RTuQtcS4ehpXFcuFTZDmp8AV49NX82UHWLvjZbBQ4APVdVXk7xhyIIGcH3gl0mOZvmNgYcPV9Iw+nMMPA74Fcs+G0V3hutpcSJdP43b0Q0DeGGSH421258WDx5d6c9kfG9gl8GqGc4O/d/xoTGLZSdhmiZ70vX3e1tVXdiHyH8buKaFciBdf6Zj6f7/49sL09Jkdzl9y4S3smwwiHcn+beq+vyghanJIwvzkOTFwN7A+HjyH6+q/x6qpiFM856ikST/1JpfVYcvdC1DS/Ib4A5VdflK77yGm/bRsfqmmh8DLqEbHvFOdKNCfWvQwjSYJNu05k/TUdn+hK6H0/Vz/PXQ9QwpyQnA/UZHE5JsAXxnmrYflhLDwjz0J1a5Lcva2v0QOG3aDiUm2ZBuT9HPq+q3/Z6i20/bBkHfDnX7qvpOv0zWrqpLhq5roSX5OvCYqvrz0LUMJclz6To4j0bH+iHdhsF3h6xroY2GUE7yALoBEF4FfHIK+yzcANif7reigCOA11XV1J2grj/D+2iv+vrAzYDfVNVtZ33gGiTJP9OtH+5JNwDCz+jWD9M2AAJJfl5Vtx+bXgs4YXyeFg+bIc3P/wKPGLU77TeSv82UDRNZVZexrJM3VXUm3QmYpkaSpwP7ApvRrfy3BN4P7DZkXQO5DDi+b7d/zdGFqnr+cCUtuPWZ8tGxeqNmFg+mCwm/7Ds0TpvP0jXDe3Q/vRdd/4X7DlbRQGZuBCbZEXj2QOUMoqq+l+QHLD8Awu2AqQsLwDf6cy2MTuT6WLrhlbUIeWRhHvoNxAfT/QBsAxwK/Ou07VEXJDmeroPWT8Y6dP58GveOJNm7Nb+qDljoWjSsJB+jC843A+4IrA18v6qmaodK6yRc07p+aJm2ZeEACMtL8mhg137yh1X1xdnur+F4ZGEequpDSdajO3X7dsAzquqoYavSQC6vqitGO02TrMOyc05MFUOBxuxD17n3lKq6rG+O89RhSxrEt/qzeh/UT+8BfHPAegbT9/UbWYuun9sfBypnKA6AMKaqvgB8Yeg6tHIeWVgFM1Z2AZ5M9+U/DqCq3j5EXRpOkrfQnUDmycDz6A6r/6qqXjlkXUNIsj3wJuA2dM1xAKiqqRvpY1r1TUtWaFqGDE1yCcva528E/K2fXhv4c1VtMmB5g0iy/9jk6GzWX6iqvw5T0XCmeQCEse/GtW6iO0Hd1H03lgLDwiqYsbK7lqp67ULVosWh75S1D3B/upXdN4EPT+OJZZIcQdeZ8x3Aw+j2JK9VVa8etDAtmCTf66+uT7cH9US678UdgGOq6u5D1SYNzQEQtFQZFiStFkmOrao7j7dDHs0bujYtrCT/C+xfVT/vp28HvKaq9hi2soXVd+reC7hZVb0+ydbATarq6IFLWzBJvswsTTOn6Zw0Sf6VLiBM+wAIWmLsszAPSW5Jd/hwO5Y/U+00nmhnKo0NA9g0bWfz7l3eH2n5bb8H7QzgugPXpGHcahQUAKrqF0n+cciCBvJeuiZI96E7y/2fgf+hGw1nWryt//so4MbAp/rpxwNnD1LRQKrqbSu/l7T4eGRhHvqTibyf7myM15zJuaqOHawoLaj+3AoAz+n/frL/+0S6dpf7LXxVw0qyM3ASsCndhtH1gOOq6vVD1qWFl+QzdGc0H20Y7gVct6oeP1xVCy/Jz6pqxyTHjY2WdsI0nngqyTFVtdPK5klafAwL82DTCo2MbwSMzfvZtJ18Crr3DTy5qn7RTz8eeGFV3XXYyrTQkqwPPAu4Vz/rB8D7pq0za5KfALsAP+1DwxbAt2auM6ZBkpOAh1TVKf30zYCvVdU0HnGSlhSbIc3Pl5M8G/giy598aqrO4Cyga5a8a1Ud2U/sQjcs4DTaA/h8kifQdeJ7El3Hb02ZPhS8o79Ms3fR/U7cMMkb6b4j/z5sSYN5EfD9JKfQdXrflu7s3pIWOY8szEOS3zVml0NETp8kdwY+StfkJsAFwNOmZYjImfr+PF8Cfg88clrHD59WSQ6qqj1X1KdnGvvyJLk13RndAxxWVScNXNJgklwHuHU/+euquny2+0taHAwL0mqQ5HoAVXXR0LUstMaG4Q3pTjh0OUznBuK0SnKTqjpzrE/PcqrqtIWuaUhJNmvMvqSqrlzwYhaB/sjrdiw/MMgnBitI0pwYFuYhyYbAi4Ftqmrf/mRUt6qqrwxcmhZYv6fs0Vz7B/B1Q9W00Fa0YTgybRuI6vSfi+2r6jtJNgDWqapLhq5rISU5Fdia7ohj6Dr/n0U3CtDTp2lQjCSfBG4BHM+ygUGqqp4/WFGS5sQ+C/PzMbqRkHbpp88ADgYMC9PnELq96Mcy1n9lmhgGNFOSpwP7ApvRbSBuRTeC3G5D1jWAbwOfr6pvAiS5P93OhY/RDas6TZ3/dwJuM40nrJSWOsPC/Nyiqh7bj/ZCVV3Wn3xH02erqnrg0EVIi8xzgLsAPwGoqt8mueGwJQ3iblX19NFEVX0ryduq6hn9Uclp8gu68yycOXQhklaNYWF+rugPqxdAklswpXuVxVFJbj9+AipJXF5VV4z2oSRZh1lOYrgGOzPJy4DP9tOPBc5OsjbdydqmyebAr5IczfKjCE7NGZylpcqwMD/7A98Atk7yaWBX4CmDVqSh3AN4aj8c4OV07ZLLTr2acocneQWwQZL7Ac8GvjxwTUN4At3vxZfowtKR/by1gT2HK2sQrxm6AEnzYwfneUpyA+BudBuHP66q8wYuSQPoO3Fen+68AtCdfOpC2/FrmiVZC9iH7jwbAb4JfNj26pK09BgW5qHvn7AXcPOqel2SbYAbV9XRA5emBZbkBcC/AP9Lt1H0COBDVfXuIeuSpMUgyRFVdY8kl7B8U7TRUdhNBipN0hwZFuYhyfvo2pvep6r+Mcn1gW9V1c4Dl6YFluRE4O5VdWk/vRHwI5shaZol2ZWu2cm2dM1dRxuGnrhSkpYY+yzMz12rasckxwFU1QVJ1hu6KA0iLBsznP66I2Np2n0EeBHdkMJXr+S+kqRFzLAwP1f2o1mMRkPagukb2UKdjwE/SfLFfvoRdBtK0jS7qKq+PnQRQ0tyS+B9wI2q6nZJ7gA8vKreMHBpkjRnNkOahyR70Q2BtyNwALAH8O9VdfCghWkQSXakGxUJ4IdVddyQ9UhD6b8L0I30szZdX57xYTJ/NkRdQ0lyOPBvwAeq6k79vF9U1e2GrUyS5s6wME9Jbk13NtIAh1XVSQOXJEmDSvK9WW6uqrrPghWzCCT5aVXtnOS4sbBwfFXtMHBpkjRnNkNaBUk2qaqLk2wGnAN8Zuy26wMXV5XtcyVNpar656FrWGTO60/aOWqyugeewVjSEuORhVWQ5CtV9dAkv6Nb+WfsL8B16YbNfMVQNUrSUJK8eLbbq+rtC1XLYpDk5sAHgV2AC4DfAU+sqlOHrEuSVoVhYTXqOz3/oqr+cehaJGmhJdm/v3orYGfg0H76YcDRVfXEQQobWD+k8lpVdcnQtUjSqjIsrIIkt66qX4914lvOtHXek6SWJD8AHjLaOE6yMfDVqrrXsJUtrBUcabkIOLaqjl/gciRpXuyzsGpeDOwL/BeNM1ECU9V5T5JW4EbAFWPTV/Tzps1O/eXL/fRDgROBZyY5uKreMlhlkjRHHlmYhyQbAM+mGy6zgB8C76uqvw5amCQtAkleSTd86vj5Rw6qqv8YrKgB9EdYHlxVf+6nrwt8FXgg3dGF2wxZnyTNhWFhHpIcBFwMfLqf9QTgelW153BVSdLikeTOLDv/yA+m8fwjSX4N3L6qruynrwOcUFW3Hh9OVZIWM5shzc/tZuwR+l6SXw1WjSQtPsfTDRO6DkCSbarq94NWtPA+TXeG90P66YcBB/Ydnv3NkLQkeGRhHpJ8CnhPVf24n74r8JyqevKwlUnS8JI8D9gfOBu4mr5fV1XdYdDCBpBkJ2DXfvLIqjpmyHokaVUZFlZBkp/T9VFYl25owN/309sCv7b9qSRBkpOBu1bV+UPXMoQZJ/C8lqr600LXJEnzZTOkVfPQoQuQpCXgdLohQqfVgXS/F8fSHjnv5kMUJUnz4ZEFSdJqleQjdEdfvwpcPpo/TWdwThJg6ynspyFpDeORBUnS6vb7/rJef5k6VVVJvgrcfuhaJOnv4ZEFSdJE9OcVYHSegWmT5AC6wTB+OnQtkjRfhgVJ0mqV5HbAJ4FRB9/zgCdX1S+Hq2rh9edZ+AfgNOBSpnhUKElLl2FBkrRaJTkKeGVVfa+fvjfwH1W1y5B1LbQk27bmV9VpC12LJM3XWkMXIEla42w0CgoAVfV9YKPhyhlGHwq2Bu7TX78Mf3clLTF2cJYkrW6nJHkVXVMkgCcCpwxYzyCS7A/sRDcy1MfoztHzKZadpE2SFj33cEiSVrenAVsA/wt8Adi8nzdtHgk8nK6/AlX1R2DjQSuSpFXkkQVJ0up2O+BFVXX1aEaSHYELhitpEFf0Q6gWQJKpa4olaenzyIIkaXX7JvDdJDccm/fhoYoZ0EFJPgBsmuTpwHeADw1ckyStEo8sSJJWt98AbwUOT7JPVR1FN2zoVKmqtyW5H3AxXb+FV1fVtwcuS5JWiWFBkrS6VVV9JclvgM8l+SgwdeN0J3kx8DkDgqSlzGZIkqTVLQBV9VvgnsC9gGk8EdnGwLeS/DDJc5PcaOiCJGlVeVI2SdLEJdmmqn4/dB1DSHIH4LHAo4E/VNV9By5JkubMIwuSpNUqyS2THJbkF/30HYAnD1zWkM4BzgLOB264kvtK0qJiWJAkrW4fAl4OXAlQVScCjxu0ogEkeXaS7wOHATcAnl5V09gcS9ISZgdnSdLqtmFVHZ0sNwDSVUMVM6CtgRdW1fFDFyJJ82VYkCStbucluQX9CEhJ9gDOHLakhVdVL09yxyTP7Wf9sKpOGLQoSVpFNkOSJK1uzwE+ANw6yRnAC4FnDlrRAJI8H/g0XT+FGwKfSvK8YauSpFXjaEiSpNWqP78AwAZ0O6UuBS4Cjp2mJjlJTgTuXlWX9tMbAT+y34KkpcQjC5Kk1W0nuiMJ1wc2BZ4BPBD4UJKXDljXQgtw9dj01UzhmawlLW32WZAkrW5bATtW1Z8BkuwPfJXu5GzHAm8ZsLaF9DHgJ0m+2E8/AvjIcOVI0qozLEiSVrcbApePTV8J3Kiq/pLk8hU8Zo1TVW/vh069Rz/rqVV13IAlSdIqMyxIkla3T9PtUT+kn34YcGDfZv9Xw5W18KrqZ8DPhq5DkubLDs6SpNUuyU7Arv3kkVV1zJD1SJLmx7AgSZIkqcnRkCRJkiQ1GRYkSZIkNRkWJGkNl+RGSQ5MckqSY5P8KMkjZ7n/vZN85e98zYcn2a+//vEke8zzef78d9Qw78dKkjqOhiRJa7AkAb4EHFBVT+jnbQs8fDU899pVdXXrtqo6FDj0730NSdKwPLIgSWu2+wBXVNX7RzOq6rSqeneStZO8NclPk5yY5Bljj9skyVeT/CbJ+5OsBd3e+iT/leQE4O5JTk2yeX/bTv15BUjylCTvmVlMktf3RxrWTvLmJL/qX/tt/e036498/DzJG8Yel77WX/S3PXbstn8bew+vXb2LT5Kmm0cWJGnNdltWPM7/PsBFVbVzkusARyb5Vn/bXYDbAKcB3wAeBXwe2Aj4SVW9BKA7cDE3Sd4KbAw8FdgMeCRw66qqJJv2d3sn8L6q+kSS54w9/FHADsAdgc2Bnyb5AXB7YPu+3gCHJrlXVf1gzoVJklbIIwuSNEWS/E+SE5L8FLg/8OQkxwM/AW5At+ENcHRVndI3M/oMy85CfDXwhXm89KuA61XVM6sbs/si4K/AR5I8Crisv9+u/esBfHLs8fcAPlNVV1fV2cDhwM79e7g/cBxdKLr12HuQJP2dPLIgSWu2XwKPHk1U1XP6ZkPHAL8HnldV3xx/QJJ7AzNPwjOa/uuMfgpXsWzH0/qz1PFT4M5JNquqP1XVVUnuAuwG7AE8l67J1PhrzUWAN1XVB1bhMZKkOfLIgiSt2b4LrJ/kWWPzNuz/fhN4VpJ1AZLcMslG/W136fsPrAU8FjhiBc9/KnDn/vqjV3Af6JoyvRn4apKNk1yX7kjD14AX0TUvAjgSeFx/fa+xx/8QeGzf12EL4F7A0f17eFr/fCTZMskNZ6lDkrQKPLIgSWuwvj/AI4B3JHkpcC5wKfAy4GBgO+Bn/ahJ5wKP6B/6U+A9wD8A3wO+uIKXeC1dU6LXA99fSS0HJ9mYbpSkJwCHJFmf7ujAi/u7vQA4MMnLgEPGHv5F4O7ACXRHHl5aVWcBZyX5R+BHff+JPwNPBM6ZrRZJ0tykazoqSZIkScuzGZIkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkpv8P4LICVLIeZ9kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6ec4FtkgyU49+BwF7J7l9/xtxXdfCjc94B7oOJOb6GaXrMSxoUamqt9NtLL+CbgV7Lt0h6lfS9WhDf/9U4OdJLqU7SXa07f05dD3l/JmufeZzWz9wI95N1wb2XLq2oMttT11VRXeOwJ/o2vevRXeewel9Tc+lOxRMVX0T+B+6Pb+n9n9HvZDu6MZpwE/o9tx/vH/uV+j20H2+f91fAQ+foazlzZcVdSBd7yAHT2u+9DzgTUkuo9uAOKj15Flah26j5GK6z781sCtcd+7EfwBHpju8fq8VnB+zVlVX0YWDh9MdpXk/sOf05abxfz+N7hyTn9EtP3dmyUbd9Pe4jO7kzCfRLZvn9J9lxj7yl+Eiug2739EF088A76iqqWX3Y3Ttxy9O8tXq2nLPqs4Zar+WLnTvQNdDzAV0G043mcXTb013ROYyuv/XlSx9LsiWy6nltXQbn/sBT+vvv7av63y65n//QTdP7snSbd/3p2s2cgbd+SbvqKpvwXUb5X9Nd40J+vFvp2tr/sf+OfuPvNaTgJ3693kbsHv//rN57nQ7AycluZyuJ55v0DV3gS6Mf6B/n7PoTn59+NSRg+W9V5KTk0yte+Y8f2bx3FE37ufJBXTL9c3oAhAs2VFzYZKp87j2pDuB+Nf9a38RuMUy5teyvIBuOTyHrivmz9EtYyv8nZvFcv4uuvXdd+i+dx+ja5q4PN+nOyJzTpILGu/7TboQ/QP6dXg/6cqRz7heX/8n6ToJmHruylyvaEKl+22TJGnhSXI8sMsMzWikFZLkv4CbV9Vey33wAtUfFfgVXS9n1yzv8dIN5ZEFSdKCVVU7GBQ0V0m265sDTTXH24fuaOWikuSx6a6ovRHdkYGvGRQ0XwwLkiRpVbU+XZv+y+m6Wf1vuiaCi81z6C4493u6rmg9QVnzxmZIkiRJkpo8siBJkiSpaY3lP2Th2mSTTWqbbbYZugxJkiRp0TrmmGMuqKpNW9MWdVjYZpttOProo4cuQ5IkSVq0kpwx0zSbIUmSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJajIsSJIkSWoyLEiSJElqMixIkiRJalpj6AKGts1+hw1dAqe/7ZFDlyBJkiRdj0cWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNY0tLCS5XZLjR26XJnlJko2TfDfJ7/q/G/WPT5L3Jjk1yYlJdhxXbZIkSZKWb2xhoap+W1U7VNUOwN2AK4CvAPsBh1fVtsDh/TDAw4Ft+9u+wAfGVZskSZKk5ZuvZki7AL+vqjOA3YAD+vEHAI/p7+8GfKo6Pwc2THKLeapPkiRJ0jTzFRaeBHyuv79ZVZ3d3z8H2Ky/vzlw5shz/tSPW0qSfZMcneTo888/f1z1SpIkSRNv7GEhyY2AXYGDp0+rqgJqRV6vqj5cVTtV1U6bbrrpSqpSkiRJ0nTzcWTh4cCxVXVuP3zuVPOi/u95/fizgC1HnrdFP06SJEnSAOYjLDyZJU2QAA4F9urv7wUcMjJ+z75XpHsBl4w0V5IkSZI0z9YY54snWRd4MPCckdFvAw5Ksg9wBrBHP/4bwCOAU+l6Ttp7nLVJkiRJWraxhoWquhy46bRxF9L1jjT9sQU8f5z1SJIkSZo9r+AsSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKlprGEhyYZJvpjkN0lOSXLvJBsn+W6S3/V/N+ofmyTvTXJqkhOT7DjO2iRJkiQt27iPLLwH+FZVbQdsD5wC7AccXlXbAof3wwAPB7btb/sCHxhzbZIkSZKWYWxhIclNgPsDHwOoqquq6mJgN+CA/mEHAI/p7+8GfKo6Pwc2THKLcdUnSZIkadnGeWThVsD5wCeSHJfko0nWBTarqrP7x5wDbNbf3xw4c+T5f+rHSZIkSRrAOMPCGsCOwAeq6q7A5SxpcgRAVRVQK/KiSfZNcnSSo88///yVVqwkSZKkpY0zLPwJ+FNV/aIf/iJdeDh3qnlR//e8fvpZwJYjz9+iH7eUqvpwVe1UVTttuummYytekiRJmnRjCwtVdQ5wZpLb9aN2AX4NHArs1Y/bCzikv38osGffK9K9gEtGmitJkiRJmmdrjPn1Xwh8NsmNgNOAvekCykFJ9gHOAPboH/sN4BHAqcAV/WMlSZIkDWSsYaGqjgd2akzapfHYAp4/znokSZIkzZ5XcJYkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktQ01rCQ5PQkJyU5PsnR/biNk3w3ye/6vxv145PkvUlOTXJikh3HWZskSZKkZZuPIwv/UlU7VNVO/fB+wOFVtS1weD8M8HBg2/62L/CBeahNkiRJ0gyGaIa0G3BAf/8A4DEj4z9VnZ8DGya5xQD1SZIkSWL8YaGA7yQ5Jsm+/bjNqurs/v45wGb9/c2BM0ee+6d+3FKS7Jvk6CRHn3/++eOqW5IkSZp4a4z59e9bVWcluRnw3SS/GZ1YVZWkVuQFq+rDwIcBdtpppxV6riRJkqTZG+uRhao6q/97HvAV4B7AuVPNi/q/5/UPPwvYcuTpW/TjJEmSJA1gbGEhybpJ1p+6DzwE+BVwKLBX/7C9gEP6+4cCe/a9It0LuGSkuZIkSZKkeTbOZkibAV9JMvU+B1bVt5L8EjgoyT7AGcAe/eO/ATwCOBW4Ath7jLVJkiRJWo6xhYWqOg3YvjH+QmCXxvgCnj+ueiRJkiStGK/gLEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqWmN5T0gyY2BxwPbjD6+qt40vrIkSZIkDW25YQE4BLgEOAa4crzlSJIkSVooZhMWtqiqh429EkmSJEkLymzOWfhpkjuPvRJJkiRJC8psjizcF3hGkj/QNUMKUFV1l7FWJkmSJGlQswkLDx97FZIkSZIWnOU2Q6qqM4AtgQf296+YzfMkSZIkLW7L3ehPsj/wSuBV/ag1gc+MsyhJkiRJw5vNEYLHArsClwNU1Z+B9cdZlCRJkqThzSYsXFVVBRRAknXHW5IkSZKkhWA2YeGgJB8CNkzybOB7wEfGW5YkSZKkoS23N6SqemeSBwOXArcDXl9V3x17ZZIkSZIGNZuuU+nDgQFBkiRJmiAzhoUkl9GfpzB9Et1F2TYYW1WSJEmSBjdjWKgqezySJEmSJtismiEBJLkZsNbUcFX9cSwVSZIkSVoQZnNRtl2T/A74A3AEcDrwzTHXJUmSJGlgs+k69c3AvYD/V1W3AnYBfj7WqiRJkiQNbjZh4eqquhBYLclqVfUDYKcx1yVJkiRpYLM5Z+HiJOsBPwI+m+Q84PLxliVJkiRpaLM5srAb8DfgpcC3gN8DjxpnUZIkSZKGN5uw8KSquraqrqmqA6rqvcArxl2YJEmSpGHNphnS45P8vao+C5Dkf4G1x1uWJEmSpKHNKiwAhyb5B/Aw4OKq2me8ZUmSJEka2oxhIcnGI4PPAr4KHAm8McnGVfWXMdcmSZIkaUDLOrJwDFBARv4+sr8VcOuxVydJkiRpMDOGhf4CbJIkSZIm1HLPWUiyJvCvwP37UT8EPlRVV4+xLkmSJEkDm80Jzh8A1gTe3w8/vR/3rHEVJUmSJGl4swkLd6+q7UeGv5/khHEVJEmSJGlhmM1F2a5NcpupgSS3Bq4dX0mSJEmSFoLZHFl4OfCDJKfR9Yi0NbD3WKuSJEmSNLjlhoWqOjzJtsDt+lG/raorx1uWJEmSpKEt66Jsj5th0j8loaq+PKaaJEmSJC0Ayzqy8OhlTCvAsCBJkiStwpZ1UTbPS5AkSZIm2GwuyrYhsCewzejjq+pFY6tKkiRJ0uBm0xvSN4CfAycB/xhvOZIkSZIWitmEhbWq6mVjr0SSJEnSgjKbi7J9Osmzk9wiycZTt7FXJkmSJGlQszmycBXwDuA1dL0g0f+99biKkiRJkjS82YSFfwP+qaouGHcxkiRJkhaO2TRDOhW4Yq5vkGT1JMcl+Xo/fKskv0hyapIvJLlRP/7G/fCp/fRt5vqekiRJkm642YSFy4Hjk3woyXunbivwHi8GThkZ/i/g3VX1T8BFwD79+H2Ai/rx7+4fJ0mSJGkgswkLXwX+A/gpcMzIbbmSbAE8EvhoPxzggcAX+4ccADymv79bP0w/fZf+8ZIkSZIGsNxzFqrqgCRrA1tV1W9X8PX/B3gFsH4/fFPg4qq6ph/+E7B5f39z4Mz+Pa9Jckn/+KXOlUiyL7AvwFZbbbWC5UiSJEmareUeWUjyaOB44Fv98A5JDp3F8x4FnFdVszoKMVtV9eGq2qmqdtp0001X5ktLkiRJGjGb3pDeANwD+CFAVR2fZDbdpu4M7JrkEcBawAbAe4ANk6zRH13YAjirf/xZwJbAn5KsAdwEuHD2H0WSJEnSyjSbcxaurqpLpo37x/KeVFWvqqotqmob4EnA96vqqcAPgN37h+0FHNLfP7Qfpp/+/aoqJEmSJA1iNmHh5CRPAVZPsm2S99Gd7DxXrwReluRUunMSPtaP/xhw0378y4D9bsB7SJIkSbqBZtMM6YV0V2++EjgQ+Dbw5hV5k6r6IUuaMZ1G16xp+mP+DjxhRV5XkiRJ0vjMJiw8sqpeQxcYAEjyBODgsVUlSZIkaXCzaYb0qlmOkyRJkrQKmfHIQpKHA48ANp92xeYNgGvaz5IkSZK0qlhWM6Q/A0cDu7L0FZsvA146zqIkSZIkDW/GsFBVJwAnJDmwqq5OsiZwJ+Csqrpo3iqUJEmSNIgZz1lI8sEkd+yDwk2AE4BPAcclefK8VShJkiRpEMs6wfl+VXVyf39v4P9V1Z2BuwGvGHtlkiRJkga1rLBw1cj9BwNfBaiqc8ZZkCRJkqSFYVlh4eIkj0pyV2Bn4FsASdYA1p6P4iRJkiQNZ1m9IT0HeC9wc+AlI0cUdgEOG3dhkiRJkoa1rN6Q/h/wsMb4bwPfHmdRkiRJkoY3mys4S5IkSZpAhgVJkiRJTYYFSZIkSU0znrOQ5GXLemJVvWvllyNJkiRpoVhWb0jr939vB9wdOLQffjRw1DiLkiRJkjS8ZfWG9EaAJD8Cdqyqy/rhN2DXqZIkSdIqbzbnLGzG0ldzvqofJ0mSJGkVtqxmSFM+BRyV5Cv98GOAT46rIEmSJEkLw3LDQlX9R5JvAvfrR+1dVceNtyxJkiRJQ1tWb0gbVNWlSTYGTu9vU9M2rqq/jL88SZIkSUNZ1pGFA4FHAccABWTa31uPvTpJkiRJg1lWb0iP6v/eav7KkSRJkrRQLLc3pHSeluR1/fBWSe4x/tIkSZIkDWk2Xae+H7g38JR++DLg/8ZWkSRJkqQFYTZdp96zqnZMchxAVV2U5EZjrkuSJEnSwGZzZOHqJKvTndRMkk2Bf4y1KkmSJEmDm01YeC/wFeBmSf4D+Anwn2OtSpIkSdLgZnNRts8mOQbYha7b1MdU1Sljr0ySJEnSoGZzzgLA74BLpx6fZKuq+uPYqpIkSZI0uOWGhSQvBPYHzgWuZclF2e4y3tIkSZIkDWk2RxZeDNyuqi4cdzGSJEmSFo7ZnOB8JnDJuAuRJEmStLDMeGQhycv6u6cBP0xyGHDl1PSqeteYa5MkSZI0oGU1Q1q///vH/naj/iZJkiRpAswYFqrqjfNZiCRJkqSFZVnNkL5Gf9XmlqradSwVSZIkSVoQltUM6Z3zVoUkSZKkBWdZzZCOmLqfZG1gq6r67bxUJUmSJGlwy+06NcmjgeOBb/XDOyQ5dMx1SZIkSRrYbK6z8AbgHsDFAFV1PHCrsVUkSZIkaUGYTVi4uqqmX5RtxhOfJUmSJK0alnWC85STkzwFWD3JtsCLgJ+OtyxJkiRJQ5vNkYUXAneku3rzgcAlwEvGWJMkSZKkBWC5Rxaq6grgNUn+o78vSZIkaQLMpjek+yT5NfCbfnj7JO8fe2WSJEmSBjWbZkjvBh4KXAhQVScA9x9nUZIkSZKGN5uwQFWdOW3UtWOoRZIkSdICMpvekM5Mch+gkqwJvBg4ZbxlSZIkSRrabI4sPBd4PrA5cBawQz8sSZIkaRU2myMLqaqnjr0SSZIkSQvKbI4sHJnkO0n2SbLhuAuSJEmStDAsNyxU1W2B19JdmO3YJF9P8rSxVyZJkiRpULPtDemoqnoZcA/gL8ABY61KkiRJ0uBmc1G2DZLsleSbwE+Bs+lCgyRJkqRV2GxOcD4B+Crwpqr62XjLkSRJkrRQzCYs3LqqKsk6Y69GkiRJ0oIxm3MW7pXk18BvAJJsn+T94y1LkiRJ0tBmExb+B3gocCFAVZ0A3H+MNUmSJElaAGbbG9KZ00ZdO4ZaJEmSJC0gszln4cwk9wEqyZrAi4FTxluWJEmSpKHN5sjCc4HnA5sDfwZ26IclSZIkrcKWe2Shqi4AnjoPtUiSJElaQGZzUbYtknwlyXn97UtJtpiP4iRJkiQNZzbNkD4BHArcsr99rR8nSZIkaRU2m7CwaVV9oqqu6W+fBDYdc12SJEmSBjabsHBhkqclWb2/PY3+mguSJEmSVl2zCQvPBPYAzgHOBnYH9h5nUZIkSZKGN5vekM4Adp2HWiRJkiQtIDOGhSTvA2qm6VX1orFUJEmSJGlBWNaRhaNH7r8R2H/MtWhA2+x32KDvf/rbHjno+0uSJOn6ZgwLVXXA1P0kLxkdliRJkrTqm80JzrCM5kiSJEmSVk2zDQuSJEmSJsyyTnC+jCVHFNZJcunUJKCqaoNxFydJkiRpOMs6Z2H9+SxEkiRJ0sJiMyRJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTWMLC0nWSnJUkhOSnJzkjf34WyX5RZJTk3whyY368Tfuh0/tp28zrtokSZIkLd84jyxcCTywqrYHdgAeluRewH8B766qfwIuAvbpH78PcFE//t394yRJkiQNZGxhoTp/7QfX7G8FPBD4Yj/+AOAx/f3d+mH66bskybjqkyRJkrRsYz1nIcnqSY4HzgO+C/weuLiqrukf8idg8/7+5sCZAP30S4CbNl5z3yRHJzn6/PPPH2f5kiRJ0kQba1ioqmuragdgC+AewHYr4TU/XFU7VdVOm2666Q19OUmSJEkzmJfekKrqYuAHwL2BDZOs0U/aAjirv38WsCVAP/0mwIXzUZ8kSZKk6xtnb0ibJtmwv7828GDgFLrQsHv/sL2AQ/r7h/bD9NO/X1U1rvokSZIkLdsay3/InN0COCDJ6nSh5KCq+nqSXwOfT/IW4DjgY/3jPwZ8OsmpwF+AJ42xNkmSJEnLMbawUFUnAndtjD+N7vyF6eP/DjxhXPVIkiRJWjFewVmSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElS0xpDFyAtFNvsd9jQJXD62x45dAmSJEnX8ciCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpCbDgiRJkqQmw4IkSZKkJsOCJEmSpKaxhYUkWyb5QZJfJzk5yYv78Rsn+W6S3/V/N+rHJ8l7k5ya5MQkO46rNkmSJEnLN84jC9cA/1ZVdwDuBTw/yR2A/YDDq2pb4PB+GODhwLb9bV/gA2OsTZIkSdJyjC0sVNXZVXVsf/8y4BRgc2A34ID+YQcAj+nv7wZ8qjo/BzZMcotx1SdJkiRp2eblnIUk2wB3BX4BbFZVZ/eTzgE26+9vDpw58rQ/9eOmv9a+SY5OcvT5558/vqIlSZKkCTf2sJBkPeBLwEuq6tLRaVVVQK3I61XVh6tqp6raadNNN12JlUqSJEkaNdawkGRNuqDw2ar6cj/63KnmRf3f8/rxZwFbjjx9i36cJEmSpAGMszekAB8DTqmqd41MOhTYq7+/F3DIyPg9+16R7gVcMtJcSZIkSdI8W2OMr70z8HTgpCTH9+NeDbwNOCjJPsAZwB79tG8AjwBOBa4A9h5jbZIkSZKWY2xhoap+AmSGybs0Hl/A88dVjyRJkqQV4xWcJUmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDWtMXQBkhaWbfY7bOgSOP1tjxy6BEmShEcWJEmSJM3AsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqWmNoQuQpIVom/0OG7oETn/bI4cuQZI04TyyIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpybAgSZIkqcmwIEmSJKnJsCBJkiSpaWxhIcnHk5yX5Fcj4zZO8t0kv+v/btSPT5L3Jjk1yYlJdhxXXZIkSZJmZ5xHFj4JPGzauP2Aw6tqW+Dwfhjg4cC2/W1f4ANjrEuSJEnSLIwtLFTVj4C/TBu9G3BAf/8A4DEj4z9VnZ8DGya5xbhqkyRJkrR8833OwmZVdXZ//xxgs/7+5sCZI4/7Uz9OkiRJ0kAGO8G5qgqoFX1ekn2THJ3k6PPPP38MlUmSJEmC+Q8L5041L+r/ntePPwvYcuRxW/TjrqeqPlxVO1XVTptuuulYi5UkSZIm2XyHhUOBvfr7ewGHjIzfs+8V6V7AJSPNlSRJkiQNYI1xvXCSzwEPADZJ8idgf+BtwEFJ9gHOAPboH/4N4BHAqcAVwN7jqkuSJEnS7IwtLFTVk2eYtEvjsQU8f1y1SJIkSVpxXsFZkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVLTGkMXIElauLbZ77ChS+D0tz1y6BIkaWJ5ZEGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTYUGSJElSk2FBkiRJUpNhQZIkSVKTV3CWJGk5vJK1pEnlkQVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU32hiRJkmbFXqGkyeORBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU1rDF2AJEnSYrLNfocNXQKnv+2RQ5egCeGRBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTYYFSZIkSU2GBUmSJElNhgVJkiRJTWsMXYAkSZIWn232O2zoEjj9bY8cuoRVnkcWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUZFiRJkiQ1GRYkSZIkNRkWJEmSJDUtqLCQ5GFJfpvk1CT7DV2PJEmSNMkWTFhIsjrwf8DDgTsAT05yh2GrkiRJkibXQrqC8z2AU6vqNIAknwd2A349aFWSJEnSDFb1K1mnqsb24isiye7Aw6rqWf3w04F7VtULpj1uX2DffvB2wG/ntdDr2wS4YOAaFgLnQ8f50HE+dJwPHedDx/nQcT50nA8d50Nn6PmwdVVt2pqwkI4szEpVfRj48NB1TElydFXtNHQdQ3M+dJwPHedDx/nQcT50nA8d50PH+dBxPnQW8nxYMOcsAGcBW44Mb9GPkyRJkjSAhRQWfglsm+RWSW4EPAk4dOCaJEmSpIm1YJohVdU1SV4AfBtYHfh4VZ08cFmzsWCaRA3M+dBxPnScDx3nQ8f50HE+dJwPHedDx/nQWbDzYcGc4CxJkiRpYVlIzZAkSZIkLSCGBUmSJElNhgVJkiRJTYYFSdJKleS2SQ5P8qt++C5JXjt0XZKkFWdYmAN/CDtJtk7yoP7+2knWH7qmISRZJ8nrknykH942yaOGrmsIk75MuCxc5yPAq4CrAarqRLrusCdSknWGrmEhSHLfJHv39zdNcquha5pPbjss4bpycc0Dw8LcTPwPYZJnA18EPtSP2gL46mAFDesTwJXAvfvhs4C3DFfOMFwmAJeFKetU1VHTxl0zSCUDSnKfJL8GftMPb5/k/QOXNYgk+wOvpPvtBFgT+MxwFQ1i4rcdRriuXETzwLAwN/4QwvOBnYFLAarqd8DNBq1oOLepqrez5AfgCiDDljQIlwmXhSkXJLkNUABJdgfOHrakQbwbeChwIUBVnQDcf9CKhvNYYFfgcoCq+jMwUUcecdthlOvKRTQPFsxF2RYZfwjhyqq6KumW6yRr0M+PCXRVkrVZsjzchm5vwaRxmXBZmPJ8ugsMbZfkLOAPwNOGLWkYVXXm1Heid+1QtQzsqqqqJFPfjXWHLmgAbjss4bpyEc0Dw8Lc+EMIRyR5NbB2kgcDzwO+NnBNQ9kf+BawZZLP0u1df8agFQ3DZcJlAYCqOg14UL9BuFpVXTZ0TQM5M8l9gEqyJvBi4JSBaxrKQUk+BGzYN1l8Jl2znEnitsMSrisX0TzwCs43wCT/ECZZDdgHeAjdYbNvAx+tCV2gktwUuBfdvPh5VV0wcEnzzmWiM8nLQpKnVdVnkrysNb2q3jXfNQ0pySbAe4AH0S0P3wFeXFUXDlrYQPqdCNetH6rquwOXNIhJ3nYYNcnryimLZR4YFlaAP4QalWS7qvpNkh1b06vq2PmuScNwWegkeU5Vfag/mXW6qqo3zXtR0sDcdljCdeXinAc2Q1oxU20sWydlTUTqSnJQVe2R5CQan7mq7jJAWUN5GbAv8N+NaQU8cH7LGYbLBOCyAEBVTfWE9b2qOnJ0WpKdByhpEEleUVVvT/I+2t+JFw1Q1iCS/KSq7pvkMpaeF6ELkBsMVNp8mvhthxGuKxfhPPDIwhwk2bn1Qzh93KooyS2q6uwkW7emV9UZ813T0JKsVVV/X964VZXLxBKTvixMSXJsVe24vHGrqiSPrqqvJdmrNb2qDpjvmjS8Sd52mM515eKaB3adOjfvm+W4VU5VTfXc8LyqOmP0RndC6yT66SzHrZJcJpYy0ctCknsn+Tdg0yQvG7m9AVh94PLmTVVNndh/RVUdMHoDrhiytqEk+fRsxq3iJnbboWGi15W9RTMPbIa0ApLcG7gP/Q/hyKQNmKAfwt6D6S6wM+rhjXGrrCQ3Bzan6/3nrizpH3kDYBKv2Dqxy4TLwnVuBKxH99sy2uTiUmD3QSoa1quAg2cxbhLccXSg71r5bgPVMq/cdljCdeXinAeGhRUz8T+ESf6Vbm/xbZKcODJpfRZoIh6jh9J1c7YFXdvDqS/8pcCrB6pp3rlMAC4LAFTVEXRd6H5ykpqfTZfk4cAjgM2TvHdk0gZM2EW4kryK7juwdpJLp0YDV9F1IzoJJn7bYYTrykU4DzxnYQ6SbD2pP4RJbgJsBLwV2G9k0mVV9ZdhqhpWksdX1ZeGrmMoLhNLTPqyMCXJd4EnVNXF/fBGwOer6qGDFjZPkmwP7AC8CXj9yKTLgB9U1UVD1DWkJG+tqlcNXceQJnnbYTrXlYtrHnjOwtx8NMmGUwNJNkry7QHrmTdVdUlVnU7Xd/hfRtqmX5PknsNWN5i7NZaHtwxYz7xymVjKRC8LIzaZCgoA/cbxzYYrZ35V1Qn9+Ql3Bj4zcr7CISzQK7TOg6P6HQsAJNkwyWMGrGcIE7vt0OC6chHNA8PC3Ez0D2HvA8BfR4b/2o+bRA9vLA+PGK6cwbhMuCxM+UeSraYG+p6yJvEw9neAtUeG1wa+N1AtQ9u/qi6ZGui/J63rcazK3HZYwnXlIpoHnrMwN/9IslVV/REm9ocwo1fmrap/9CesTaLVk9y4qq4ESLI2cOOBaxqCy4TLwpTXAD9JcgRde9z70fUrPmnWqqrrAnRV/TXJgjyBcR60dk5O2vrBbYclXFcuonkwaV/UlcUfQjgtyYtYsuf4ecBpA9YzpM8Chyf5RD+8NzCJ/ai7TLgsAFBV3+qvTnqvftRLquqCIWsayOVJdpy6ImuSuwF/G7imoRyd5F3A//XDzweOGbCeIbjtsITrykU0DzzBeY6SbMKSH8KfT9oPYZKbAe+lu9JgAYfTbRCcN2hhA+l7P9mlH/xuVU1cO1SXiY7LQifJ5sDWjOyUqqofDVfR/Etyd+DzwJ/pNg5vDjyxqiZtI5kk6wKvAx7Uj/ou8Jaquny4qubfpG87jHJduXjmgWFhjvwhlKS2JP8FPBE4GfhHP7qqatfhqhpGkjWB2/WDv62qq4esR8Ny20GLkWFhDvwhhCSbAs8GtmHpld4zh6ppKEkeB/wX3Ylq6W9VVRsMWtg8c5lwWZiS5LfAXaba4k6yJPfh+t+JTw1W0ECS3Bb4d64/Lx44VE3zzW2HJVxXLq55YFiYA38IIclPgR/TtTm9dmr8YukzeGVKcirw6Ko6ZehahuQy4bIwJck36a6z8NflPngVluTTwG2A41nynaiqetFgRQ0kyQnAB7n++mFimmS57bCE68rFNQ88wXluTgPWZHL7ywZYp6peOXQRC8S5i+HLPg9cJlwWplwBHJ/kcEbWkxO4kbwTcIdyrxzANVU1aV0pT+e2wxKuKxfRPDAszI0/hPD1JI+oqm8MXcgCcHSSLwBfZenl4cuDVTQMlwmXhSmH9rdJ9yu6k5rPHrqQBeBrSZ4HfIWlvxuTdJV3tx2WcF25iOaBzZDmIMlerfH9FTonQpLLgHXpFvCrWcBt7cZtpNuzUTVJbfXBZQJcFrS0JD8AdgCOYumNgUlso/6HxuiqqlvPezEDcdthCdeVi2seGBYkSStVv2F4vR+XSdowBEjyz63xVXXEfNciSXNlM6Q58IcQkty/NX4Su4Dr9w60locFt3dgnFwmXBZG7DRyfy3gCcDGA9UyGEPBEkn2bI2fpJ6h3HZYwnXl4poHhoW58YcQXj5yfy3gHnS9XExMN3gjvj5yfy3gsXQXYZo0LhMuCwBU1YXTRv1PkmOA1w9Rz1D6pnlTGwM3oju59fJJapo34u4j99eiuxDVscDEhAXcdhjlunIRzQObIa0kSY6pqrsNXcdQkmwJ/E9VPX7oWoaWZDXgJ1V1n6FrGZLLxOQuC0l2HBlcjW4j6V+ravuBShpckgC7Afeqqv2GrmdoSTYEPl9VDxu6liFN+rbDlEldV45ayPPAIwtzMMMP4aTPyz8Btx+6iAViW7qLrEw6l4nJXRb+e+T+NcAfgD0GqmVB6LtP/WqS/YGJDwvA5cCthi5iPrntsEyTuq4ctWDngQvp3Ez8D2GS97Hk8PpqdD1+HDtYQQOa1tQA4Bxg4q434DLhspDkxVX1HuB1VfWToesZWn+F1ilTG4d/H6icQSX5GkuvH+4AHDRcRYOY+G2HKZO+roTFNQ9shrQCpn4Ik9x30n8Ip3UBdw1welUdOVQ9Q0iyc1UdmWStqprIDYBRk7xMuCx0khxfVTskObaqdlz+M1Zt07pGvAY4HfhIVZ03TEXzL8mNq+rKaT1DXQOcUVV/Gqqu+eS2wxKuKxfnPDAsrAB/CCHJ4VW1S5L/mvSr9U61NZ3k5QFcJsBlYUqSz9HtPb8l8PvRSXQtce4ySGHzbOq7kGSPqpq0vedLmfpOJPl0VT196HqG4LbDEq4rF+c8sBnSijklye+AzZOcODJ+kn4Ib5HkPsCuST5P99mvU1WT1Ozk6iQfBrZI8t7pEyfoqpwuEy4LAFTVk5PcHPg2MHEXHhvxiCT70Z2bMNFhAbhRkqcA95nWLAtYmFerHYOpbYdbTvC2wxTXlYtwHhgWVoA/hEDX9eHrgC2Ad02bVkxWN5mPAh4EPJSui9BJ5TLhsnCdqjoHuK7XoyQbAVtW1YkzP2uV8y3gImC9JJeOjJ+4q5oDzwWeCmwIPHratAJW+bDgtsNSXFcuwnlgM6Q5GDmJb5njVmVJXldVbx66joWg1Q51qk3iUDXNt75byNdV1ZuGrmVISbavqhOGrmNoSX5It1G0Bt2P4XnAkVX1siHrmm9JDqmq3YauYyFIsk9VfWzoOrQwuK5cXPPAsDAHrXZmSY6rqrsOVdN8S7IzcHxVXZ7kacCOwHuq6oyBS5t3MywPi6Yt4sqS5KSquvPQdQwpyabAs4FtGDlyuxCvyDlOU+vDJM+iO6qwf5ITJ6y5hUYkWRd4KbBVVe2bZFvgdlX19eU8ddFLchKNK/Uymc2QAEjyduAtwN/ojsTdBXhpVX1m0MLmwbSeA6/HZkiLXJInA08BbpXk0JFJGwB/GaaqwXwA2D7J9sC/AR+luxLnPy/zWauQJPcG7gNsmmR0j+kGwOrDVDWoY5Pcvap+OXQhAzoE+DHwPeDagWsZ0hpJbkHXLeRrhi5mKI2uEQEuAY4G/q2qTpv/qgbzcbqjTFMXnDoLOJilr2K7qnrU0AUsQA+pqlckeSxdL2GPA34ErPJhge77v6gYFlbMT4GzgU1Yur/ky4BJao8LcE1VVZLdgP+tqo8l2WfooubZjYD16L5H64+MvxTYfZCKhnVP4KlJzqC74NIk7jVbZ1J7hJrmTXTts39SVb9McmvgdwPXNIT/obs44YF034cnAbehu/7Ix4EHDFXYAG5TVU/sd7pRVVf0zRdXeaNH3JNsDWxbVd9LsjaTux22Zv/3kcDBVXXJhCwOVNUBo8NJ1qmqK4aqZzYmdSGdk/4Lf0aSBwF/q6p/JLktsB1w0rDVzbvLkrwKeBpw/3SXKV9zOc9ZpVTVEUl+Atylqt44dD0LwEOHLmAB+HqSR1TVN4YuZGCHV9XBUwNVdVqSfx+yoIHsWlXbjwx/uO9G85VJXj1YVcO4qt84LoAktwGuHLak+ZXk2cC+wMZ0oXEL4IPALkPWNZCvJfkNXTOkf+2bcC6Kaw6sLH3rhI/R7XTcqm+p8Zyqet6wlV3fakMXsEj9CFgryebAd4CnA58ctKL590S6Ff0+fe8nWwDvGLak+VdV19L1KT/x+jC9IV2PJ48GNpzAc1heTBcY/p7ksv526XKfter5WpLrevxJcgfgawPWM5QrkuyRZLX+tgdLNogm7YTB/enapm+Z5LPA4cArhi1p3j0f2Jnu6DNV9TvgZoNWNJCq2o+uSdpOVXU1cAUwaZ0B/A/dTrYLAfqTne8/ZEEz8cjC3KQ/hLoP8P6qenuS44cuaj71AeFdI8N/pDtnYRId35/DcjBd8xtgYvoPv06SF9Od3Dv1uT+T5MNV9b4By5pXVbX+8h81Ef6TLjA8Ergd3brhqcOWNIinAu8B3k8XDn4OPK3fw/6CIQubb1X13STHAveia5L14qq6YOCy5tuVVXXVVHObJGsweaER6JreAM8DtqI72nJLunXFJJzDcp2qOnNa86sFea6bYWFu0h8+eiow1U5/Ik5oTfKTqrrvDCfuFd2J3u+oqvfPf3WDWYtuz8Do9QQmov/wafYB7llVl0N3FVvgZ8DEhAWAJLuyZO/QDyeht5fpquqwJGvSHXldH3hsVf2/gcuaV0lWB55XVdOvLTDlJzOMX6Uk2a6qfpNkqne4s/u/WyXZakIu2jjliL752dpJHky3sTyJR9wAPsHknvA+5cz+gqbVry9fDJwycE1Ndp06B0n+ma4HoCOr6r/6k/deshC7u5pvSW4K/LSqbjd0LZpfffeAd6+qv/fDawG/nKTuVJO8Dbg78Nl+1JOBo6vqVcNVNX8aXQLuAvyerreTBdkl4Dgl+XlV3WvoOobUH13cN8kPGpOrqibhoo0A9Of27QM8hO7oyrer6iPDVjWMJEdX1U6j3c4nOWHaOT6rtCSb0B15fBDd8vAd4EVVteB61zQsaIUk2aCqLk2ycWt6Vf0lyS2q6uzW9FVRki3o9p7v3I/6Md0h9j8NV9X867uP3Qv4Ct2Kbzfgk1X1P0PWNZ+SnAjsUFX/6IdXB46blB6hkuy1rOnTewFZ1SX5ALA5NlFcDbj3JF2osiXJm6rq9SPDqwOfqqqJa6KX5Kd0OxOOrKod+xPeP1dV9xi4tHmT5AC6Hc0X9cMbAf+9EK/LYzOkOUiyE/Bqrn/hpUnYIDiQrs/o1iXKC7j1JAWF3ifo5ssT+uGn9eMePFhFA6iqd6W7cu996ZaFvavquGGrGsSGLLnuyk0GrGPeTVoYmAWbKAJ9z4H/C0zMhUtnsGWSV1XVW5PcCDgIOH7gmoYy/YT3nYFnDFrR/LvLVFAAqKqLkizI74hHFuYgyW+Bl9N1l/qPqfET2POLgL4rxB2WN24S9F2/3Z9ug+jHi+VS9itL34f824Af0B1duT+wX1V9YdDC5kmSg6pqj5muWDshO1TUkOSddOcwfbkmdMOjv67EZ+m2Hf4F+GZVvXvYqobTN1ueOuH955N2wnuSE4AHjBxZ2Bg4YiE23TUszMHUSb5D1zGkJJ+m60L2x1X1m6HrGVKSw+mOJHyuH/Vkur3qE9V39khvSF+iW/k/Fpio3pAA+isX370fPKrvOWwiTDVB7C88dT2TtkPFJopL9J1irAtcQ9d97NRFGzdY5hNXASMnd0N3PaIPAUfS9bHPJJ3k3TjhfSkTNi/2pGulMnVNmicA/1FVnx6uqjbDwhwk2YVug/BwRi4qM0ntUJP8C3C//nYb4DjgR1X1nkELG0C/YfQ+4N79qCPpTlL643BVzb++vf69R3pDWhf42aTtTZ7WG9IRVTWpvZ1MvCTfpWuiOPXj/zTgqVU1UU0UJ90MJ3dPmbSTvD3hfUR/DZqpz/z9qvr1kPXMxLAwB0k+Q3fV5pNZ0gypFuJJKePUn5x1d7rDqc+lu6r1dsNWpaHYG9KMvSH9sqom6mq907pWvhHd3tTLJ2Ev8iibKC6R5PDpR1tb4yQtPJ7gPDd3n/SuQfumN+vStUH9Md08OW/YqobRd537Hrq2l0U3T15aVacNWtj8+wTwiyRf6YcfA3x8uHIG8QiW7g3pALqjbhMVFkYvTte3096N7vsxaS5M8jSWbqJ44YD1zLt+p8E6wCZ9by9TV6DagK6nqImR5MbA47l+5yhvGqqmoSR5XGP0JcBJk7otsZCtNnQBi9RP+0NHk+xE4CrgTsBdgDv1VyWdRAfS9WpxC7qrUB7Mko2DiVFV7wL2pusJ6C90521M4sl7G47cn6jekFqq81XgoUPXMoBnAnsA59BdjGx3uu/IJHkOXe952/V/p26HAP87YF1DOIQuOF9D15Xu1G0S7QN8lO7itk8FPgK8EjgyydOHLEzXZzOkOUhyCl07/T/QnbMwdaLWRLXNBkiyPl13Z/8O3LyqbjxsRfMvyYnT//eTdnEZ6E56r6qnL2/cqizJk+h6Q/ohE9gb0pRpew1XA3YC/rmq7j3DU1ZJSbasqjOnjbv5JJ30PiXJCyets4Ppkvyqqu40dB0LQZJvA3tW1bn98GbAp+iOvv3I+bSw2Axpbh42dAFDS/JCuv7070Z3ddaP0zVHmkTfTLIf8Hm6ZkhPBL4xdeG6hXg1xjG54+hAf07L3QaqZSiPovsuXET3vXjlJG4YAo8euX8N3bzYbZhSBvWHJAcDz6yqv/XjvgE0e4JZxZ2TZP2quizJa+nmwVsmqfcbulYJd66qk4YuZAHYcioo9M7rx/0lydVDFaU2w8IcVNUZfX/y9+tHTVx/8nQnLb4LOKaqrhm6mIHt0f99DktO6gzwpH741kMUNV+SvIquTf7aSS5lSZvkq4APD1bYMD5Gt17Ylb6XsCQT1UtYHxJPnNAmaNOdRLcT5cgkT6iq37Pk+zFpXldVBye5L/Ag4B3AB4B7DlvWvLov8IwkE98qAfhhkq+zpNvQ3ftx6wIXD1aVmmyGNAcj/clPdZU6Uf3J9xsDJ9vzUSfJHsC3qurSJK+j22P25gnbY0aSt1bVq4auY2j2EgZJjqqqewxdx9CSHFtVOybZmSVtst9YVRN3ZCHJcVV11yRvpTuJ9cCpcUPXNl+8/sgSfccHj6MLUNB1Of6lSb1g30JnWJgD+5OHJIcAL5y0awm0TJ2z0O8xezPwTuD1VTVJe8wASLI5sDVL9/Txo+Eqml+NXsJ+Mok9eyR5N113qV9g5ATOCQzQ120M9xfrOxjYsarWGbay+dfvRT4LeDDdDpW/0V20cJU/tyvJBv3OpI1b0yeoqepS+vMU7kF3BP6oSVxXLhY2Q5qbANeODF/L5B1a3gg4OclRLL0xsOtwJQ1mall4JPCRqjosyVuGLGgI/TUGngT8miXzpOiu9D0pTqQ7T+NOdN0AXpzkZyPt1SfFDv3f0S4hiyUXH5oUj5i601/Z+gHAfQarZlh70J3v986qurgPTy8fuKb5ciDd+UzH0H0PRrcXVvmmqi39Efl3sKQziPcleXlVfXHQwtTkkYU5SPIyYC9gtD/5T1bV/wxV03xL8s+t8VV1xHzXMrRJ3mM2KslvgbtU1ZXLffAqzl7CBNc1Wf0EcBldN5F3pesd6zuDFjaAJFu1xk/S0en+gq5H0J3n+Juh6xlSkhOAB08dTUiyKfC9SfvdXCwMC3PQX1jljixpa/dj4IxJO5TYt7/ctqq+l2QdYPWqumzouuZb/9kfRtcO93f9HrM7T9oGQZJvAk+oqr8OXctQkryA7gTnqV7Cfky3YfD9Ieuab0luCuxPt44s4CfAm6pq0i5IdkJVbZ/koXQdILwO+PSEnrNwEkv2qq8F3Ar4bVXdcZlPXIUk+Re69cP96DpAOJZu/TAxHSBMSXJSVd15ZHg14ITRcVo4bIY0N18GHjPV/rbfOPwuE9RNZJJnA/sCG9Ot9DYHPgjsMmRdQ6iqK1hysjtVdTbdBZgmzRXA8X27/euOLlTVi4Yrad6thb2EQdeN8I/orlYL3UWXvkDXC84kmWpu8gi6kHByf2LnxJm+EZhkR+B5A5UziKr6QZIfsXQHCHcCJi4sAN/qr7UwdQHTJ9J1K6wFyCMLc9BvKD+C7odwK+BQ4N8naU9ykuPpTkz6xcgJfCe5V2ByJdmrNb6qDpjvWjSs1sWnJnH9kOQTdDtSbgVsD6wO/LCqJmbH0rJM2jJhBwhLS/J4YOd+8MdV9ZVlPV7D8cjCHFTVR5LciO7S7dsAz6mqnw5b1by7sqqumtpJlmQNllxjQBPIUKAR3+mvZn1QP7w78O0B6xnKPnQne59WVVf0zbP2HrakYfTn+k1Zje78rj8PVM5Q7ABhRFV9CfjS0HVo+TyysAKmrewC7En35T8OoKreNURdQ0jydroLp+wJvJDucPKvq+o1Q9al4STZFngrcAe65jgAVNXE9fQxqZJcxpJ26esC/+iHVwf+WlUbDFjevOmb2Mxo0rqQBUiy/8jg1FW9v1RVfx+mouFMcgcII+uI602iu0DdRKwjFhvDwgqYtrK7nqp643zVMrT+ZKR9gIfQfcm/DXzUC6pMriQ/oTup9d3Ao+n2oK5WVa8ftDBpniX5QX93Lbo9ySfSrSfvAhxdVfceqjYNxw4QtFgZFiStFEmOqaq7jbZDnho3dG2aX/1JvE8FblVVb06yJXCLqjpq4NLmVZIvA/tX1Un98J2AN1TV7sNWNn+SfI1lNFGdpGvzJPl3uoAw6R0gaJHxnIU5SHJbusOH27D0lWpX+QsOjXR/1zRJV7HW9VzZH3H6Xb8H7SxgvYFr0jDeT9cE6YF0VzX/K/B/dL3ATJLbTQUFgKr6VZLbD1nQAN7Z/30ccHPgM/3wk4FzB6loIFX1zuU/Slp4PLIwB/3FRD5IdzXG667kXFXHDFbUPOmvrQDw/P7vp/u/T6Nrb7jf/FelhSDJ3YFTgA3pNhBvAhxXVW8esi7NvyTHVtWOSY4b6S3thEm74FKSz9Fd4X5qA/mpwHpV9eThqhpGkqOraqfljZO08BgW5sCmFTC6ETAy7thJvNiQOkmOBfasql/1w08GXlJV9xy2Ms23JL8A7gP8sg8NmwLfmb7OWNUlWQv4V+D+/agfAR+Y0JN6TwEeWVWn9cO3Ar5RVZN2pEVadGyGNDdfS/I84CssffGpSbqCc5LsXFVH9gP3oesOT5Nrd+CLSZ5CdxLf0+lOgNfkeS/d+vFmSf6Dbtl47bAlzb8+FLy7v026lwI/THIa3cneW9Nd1VrSAueRhTlI8ofG6JqkLiKT3A34OF1TkwAXAc+cxC4BtUR/Ps9XgT8Cj53U/sMFSbaju6J7gMOr6pSBS5o3SQ6qqj1mOsdrUs/tSnJjYLt+8DdVdeWyHi9pYTAs6AZJchOAqrpk6Fo0jMYG0c3oLjh0JUzuhtEkS7JxY/RlVXX1vBczgCS3qKqzR87xWkpVnTHfNS0E/RHobVi6Y5BPDVaQpFkxLMxBknWAlwFbVdW+/cWobldVXx+4tHnT7yF6PNdf8b9pqJo0jJk2iKZM6obRJEtyOrAl3RHH0J30fg5d7zfPnoTOIKb0349tq+p7SdYG1qiqy4aua74l+TRwG+B4lnQMUlX1osGKkjQrnrMwN5+g6wnpPv3wWcDBwMSEBeAQur3HxzBy3oYmj2FADd8FvlhV3wZI8hC6nQufoOtWdSJOek/ybGBfYGO6DeUt6HrS22XIugayE3AHL9wpLT6Ghbm5TVU9se/thaq6or8I0STZoqoeNnQRkhake1XVs6cGquo7Sd5ZVc/pj0pOiucD9wB+AVBVv0tys2FLGsyv6K6zcPbQhUhaMYaFubmqP5xcAEluw+TtXf9pkjuPXnBIknpnJ3kl8Pl++InAuUlWp7tY26S4sqqumtqXlGQNlnFRy1XcJsCvkxzF0r0ITswVnKXFyrAwN/sD3wK2TPJZYGfgGYNWNP/uC+zdd4N3JV275PJkVknAU+jWk1+l2zg+sh+3OrDHcGXNuyOSvBpYO8mDgecBXxu4pqG8YegCJM2NJzjPUZKbAvei20j+eVVdMHBJ86o/aW8juv70obvY0MW2X5ekTpLVgH3orjcS4NvAR223L2kxMSzMQX9+wlOBW1fVm5JsBdy8qo4auLR5k+TFwLOAL9P9CD4G+EhVvW/IuiRJC0eSn1TVfZNcxtJNsKaORm8wUGmSZsmwMAdJPkDX7vaBVXX7JBsB36mquw9c2rxJciJw76q6vB9eF/iZzZAkqZNkZ7rmN1vTNfud2kCemAt4Slr8PGdhbu5ZVTsmOQ6gqi5KcqOhi5pnYUlf2fT3J61HKElalo8BL6XrYvra5TxWkhYkw8LcXN336jHVG9KmTFYPH9D1l/6LJF/phx9D98MoacIluS3wAWCzqrpTkrsAu1bVWwYubb5dUlXfHLoISbohbIY0B0meStcV4I7AAcDuwGur6uBBC5tnSXak6xUJ4MdVddyQ9UhaGJIcAbwc+FBV3bUf96uqutOwlc2Pft0IXc9Pq9Od2zXaXeixQ9QlSXNhWJijJNvRXYUzwOFVdcrAJUnSgpDkl1V19yTHjYSF46tqh4FLmxdJfrCMyVVVD5y3YiTpBrIZ0gpIskFVXZpkY+A84HMj0zYCLq0q26VKmnQX9BernGqquTsTdOXeqvqXoWuQpJXFIwsrIMnXq+pRSf5A9yOYkb8A69F1H/rqoWqUpKEluTXwYeA+wEXAH4CnVdXpQ9Y1X5K8bFnTq+pd81WLJN1QhoWVqD/p+VdVdfuha5GkofVdKq9WVZcNXct8SrJ/f/d2wN2BQ/vhRwNHVdXTBilMkubAsLACkmxXVb8ZOXltKZ60Jkkz7lm/BDimqo6f53IGk+RHwCOnwlKS9YHDqur+w1YmSbPnOQsr5mXAvsB/07gSJeBJa5IEO/W3r/XDjwJOBJ6b5OCqevtglc2vzYCrRoav6sdJ0qLhkYU5SLI28Dy6bkML+DHwgar6+6CFSdIC0O9Rf0RV/bUfXg84DHgY3dGFOwxZ33xJ8hq67lNHr0dzUFX952BFSdIKMizMQZKDgEuBz/ajngLcpKr2GK4qSVoYkvwGuHNVXd0P3xg4oaq2G+1OdRIkuRtLrkfzI69HI2mxsRnS3Nxp2p6xHyT59WDVSNLC8lm6K7wf0g8/GjiwP+F50taVx9N1G7sGQJKtquqPg1YkSSvAIwtzkOQzwP9W1c/74XsCz6+qPYetTJIWhiQ7ATv3g0dW1dFD1jOEJC8E9gfOBa6lP7+tqu4yaGGStAIMCysgyUl05yisSdcl3h/74a2B30xKO1xJapl24crrqaq/zHdNQ0pyKnDPqrpw6Fokaa5shrRiHjV0AZK0gB1It548hnaPcbceoqgBnUnXZawkLVoeWZAkrTRJAmxpu3xI8jG6o9CHAVdOjfcKzpIWE48sSJJWmqqqJIcBdx66lgXgj/3tRv1NkhYdjyxIklaqJAfQdQLxy6FrWQj660wwdd0JSVpMDAuSpJWqv87CPwFnAJczob0AJbkT8Glg6oTvC4A9q+rk4aqSpBVjWJAkrVRJtm6Nr6oz5ruWISX5KfCaqvpBP/wA4D+r6j5D1iVJK2K1oQuQJK1a+lCwJfDA/v4VTObvzbpTQQGgqn4IrDtcOZK04jzBWZK0UiXZH9iJriegT9Bdm+YzLLlI26Q4Lcnr6JoiATwNOG3AeiRphU3inh5J0ng9FtiV7nwFqurPwPqDVjSMZwKbAl8GvgRs0o+TpEXDIwuSpJXtqr4L1QJIMqlNb+4EvLSqrp0akWRH4KLhSpKkFeORBUnSynZQkg8BGyZ5NvA94CMD1zSEbwPfT3KzkXEfHaoYSZoLjyxIklaqqnpnkgcDl9Kdt/D6qvruwGUN4bfAO4AjkuxTVT+l60ZWkhYNw4IkaaVK8jLgCxMaEEZVVX09yW+BLyT5OGB/5ZIWFZshSZJWtvWB7yT5cZIXJNls6IIGEoCq+h1wP+D+wERdmE7S4udF2SRJY5HkLsATgccDf6qqBw1c0uCSbFVVfxy6DkmaLY8sSJLG5TzgHOBC4GbLeewqJ8ltkxye5Ff98F2APQcuS5JWiGFBkrRSJXlekh8ChwM3BZ5dVZPY/OYjwKuAqwGq6kTgSYNWJEkryBOcJUkr25bAS6rq+KELGdg6VXVUslQHSNcMVYwkzYVhQZK0UlXVq5Jsn+QF/agfV9UJgxY1jAuS3Ia+B6QkuwNnD1uSJK0YmyFJklaqJC8CPkt3nsLNgM8keeGwVQ3i+cCHgO2SnAW8BHjuoBVJ0gqyNyRJ0kqV5ETg3lV1eT+8LvCzSTtvob/eBMDadDvnLgcuAY6xiZakxcIjC5KklS3AtSPD1zKZVy7eie5IwkbAhsBzgIcBH0nyigHrkqRZ85wFSdLK9gngF0m+0g8/BvjYcOUMZgtgx6r6K0CS/YHD6C7Odgzw9gFrk6RZMSxIklaqqnpX33XqfftRe1fVcQOWNJSbAVeODF8NbFZVf0ty5QzPkaQFxbAgSVrpqupY4Nih6xjYZ+mOsBzSDz8aOLA/h+PXw5UlSbPnCc6SJI1Jkp2AnfvBI6vq6CHrkaQVZViQJEmS1GRvSJIkSZKaDAuSJEmSmgwLkrSKS7JZkgOTnJbkmCQ/S/LYZTz+AUm+fgPfc9ck+/X3P5lk9zm+zl9vQA1zfq4kqWNvSJK0CksS4KvAAVX1lH7c1sCuK+G1V6+qa1vTqupQ4NAb+h6SpGF5ZEGSVm0PBK6qqg9OjaiqM6rqfUlWT/KOJL9McmKS54w8b4MkhyX5bZIPJlkNur31Sf47yQnAvZOcnmSTftpO/fUVSPKMJP87vZgkb+6PNKye5G1Jft2/9zv76bfqj3yclOQtI89LX+uv+mlPHJn28pHP8MaVO/skabJ5ZEGSVm13ZObrHewDXFJVd09yY+DIJN/pp90DuANwBvAt4HHAF4F1gV9U1b8BdAcuZifJO4D1gb2BjYHHAttVVSXZsH/Ye4APVNWnkjx/5OmPA3YAtgc2AX6Z5EfAnYFt+3oDHJrk/lX1o1kXJkmakUcWJGmCJPm/JCck+SXwEGDPJMcDvwBuSrfhDXBUVZ3WNzP6HEuuxnwt8KU5vPXrgJtU1XOr67P7EuDvwMeSPA64on/czv37AXx65Pn3BT5XVddW1bnAEcDd+8/wEOA4ulC03chnkCTdQB5ZkKRV28nA46cGqur5fbOho4E/Ai+sqm+PPiHJA4DpF+GZGv77tPMUrmHJjqe1llHHL4G7Jdm4qv5SVdckuQewC7A78AK6JlOj7zUbAd5aVR9agedIkmbJIwuStGr7PrBWkn8dGbdO//fbwL8mWRMgyW2TrNtPu0d//sBqwBOBn8zw+qcDd+vvP36Gx0DXlOltwGFJ1k+yHt2Rhm8AL6VrXgRwJPCk/v5TR57/Y+CJ/bkOmwL3B47qP8Mz+9cjyeZJbraMOiRJK8AjC5K0CuvPB3gM8O4krwDOBy4HXgkcDGwDHNv3mnQ+8Jj+qb8E/hf4J+AHwFdmeIs30jUlejPww+XUcnCS9el6SXoKcEiSteiODrysf9iLgQOTvBI4ZOTpXwHuDZxAd+ThFVV1DnBOktsDP+vPn/gr8DTgvGXVIkmanXRNRyVJkiRpaTZDkiRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktRkWJAkSZLUZFiQJEmS1GRYkCRJktT0/wHiMHwnDS9UPAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep totaal: 64\n",
      "Open op 15 maart groep totaal: 38\n",
      "Open op 16 maart groep totaal: 6999\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: 1397\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel totaal: 1412\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: totaal\n",
      "bijeenkomstfunctie         4736\n",
      "sportfunctie               1491\n",
      "onderwijsfunctie           1242\n",
      "kantoorfunctie              852\n",
      "woonfunctie                 701\n",
      "overige gebruiksfunctie     373\n",
      "gezondheidszorgfunctie      318\n",
      "industriefunctie            219\n",
      "winkelfunctie               154\n",
      "logiesfunctie               105\n",
      "celfunctie                    3\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "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": 142,
   "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": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "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": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gemiddelde afstand tot stemlokaal totaal: 398.4622574050279\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           557.263691\n",
       "2; 10.000-30.000 stemgerechtigden      501.954603\n",
       "3; 30.000-60.000 stemgerechtigden      430.203478\n",
       "4; 60.000-100.000 stemgerechtigden     385.710814\n",
       "5; 100.000-350.000 stemgerechtigden    330.138666\n",
       "6; >350.000 stemgerechtigden           228.956257\n",
       "dtype: float64"
      ]
     },
     "execution_count": 144,
     "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": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "310.67489219672746\n",
      "binned\n",
      "1; 0-10.000 stemgerechtigden           419.609842\n",
      "2; 10.000-30.000 stemgerechtigden      372.963518\n",
      "3; 30.000-60.000 stemgerechtigden      342.569428\n",
      "4; 60.000-100.000 stemgerechtigden     310.750995\n",
      "5; 100.000-350.000 stemgerechtigden    285.175463\n",
      "6; >350.000 stemgerechtigden           210.788011\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": 146,
   "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": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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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\n",
      "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": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_type(df, label):\n",
    "    # 'Naam stembureu' en 'Extra adresaanduiding' moeten 'mobiel' bevatten, maar 'Extra adresaanduiding' mag niet\n",
    "    # ook 'niet open voor algemeen publiek' bevatten\n",
    "    print(\"aantal mobiele stemlokalen groep {}: {}\".format(\n",
    "        label,\n",
    "        df[\n",
    "            ((df[\"Naam stembureau\"].str.contains(\"mobiel\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"mobiel\", case=False, na=False)))\n",
    "            &\n",
    "            ~(df[\"Extra adresaanduiding\"].str.contains(\"niet open voor algemeen publiek\", case=False, na=False)\n",
    "            )\n",
    "        ][\"Naam stembureau\"].count()\n",
    "    ))\n",
    "    print(\"aantal drive through stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"drive\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"drive\", case=False))][\"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\", case=False)][\"Extra adresaanduiding\"].count()))\n",
    "    print(\"aantal tent stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"tent\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"tent\", case=False))][\"Naam stembureau\"].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aantal mobiele stemlokalen groep totaal: 111\n",
      "aantal drive through stemlokalen groep totaal: 39\n",
      "aantal niet publiek open stemlokalen groep totaal: 100\n",
      "aantal tent stemlokalen groep totaal: 80\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal drive through stemlokalen groep 1; 0-10.000 stemgerechtigden: 1\n",
      "aantal niet publiek open stemlokalen groep 1; 0-10.000 stemgerechtigden: 6\n",
      "aantal tent stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 35\n",
      "aantal drive through stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 9\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: 14\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 45\n",
      "aantal drive through stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 11\n",
      "aantal niet publiek open stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 27\n",
      "aantal tent stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 10\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 14\n",
      "aantal drive through stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 8\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: 20\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 17\n",
      "aantal drive through stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 10\n",
      "aantal niet publiek open stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 29\n",
      "aantal tent stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 24\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: 12\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": 303,
   "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": 304,
   "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": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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": 308,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#TODO:mobiele stemlokalen eruit filteren die NIET 0,0 zijn\n",
    "#TODO:datastandaard duitse verkiezingen stemlokaalafstand opzoeken"
   ]
  }
 ],
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