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": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "\n",
    "crs = {'init':'EPSG:4326'}\n",
    "df_geojson = gpd.read_file(r'../data/2022gr.geo.json', crs=crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CBS dataset: gemeentegrenzen en informatie\n",
    "We importeren nu de gemeente shapefile kaart van het CBS, om de overlay van onze stemlokalen eroverheen te leggen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021'}>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map = gpd.read_file(r'../data/shape/Netherlands_shapefile/gemeente_2021_v1.shp')\n",
    "plot = nl_map.to_crs(epsg=4326).plot()\n",
    "plot.set_title('Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021')\n",
    "plot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De CBS Wijk- en buurtkaart 2021 bevat ook naast de gemeentegrenzen ook informatie (bv. aantal inwoners) over de gemeenten. We printen dat hier uit om daar een beeld van te krijgen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    GM_CODE            GM_NAAM  H2O       OAD      STED  BEV_DICHTH  AANT_INW  \\\n",
      "0    GM0034             Almere   JA -99999999 -99999999   -99999999 -99999999   \n",
      "1    GM0050           Zeewolde   JA -99999999 -99999999   -99999999 -99999999   \n",
      "2    GM0060            Ameland   JA -99999999 -99999999   -99999999 -99999999   \n",
      "3    GM0072          Harlingen   JA -99999999 -99999999   -99999999 -99999999   \n",
      "4    GM0088    Schiermonnikoog   JA -99999999 -99999999   -99999999 -99999999   \n",
      "..      ...                ...  ...       ...       ...         ...       ...   \n",
      "430  GM1966       Het Hogeland  NEE       414         5          99     47834   \n",
      "431  GM1969     Westerkwartier  NEE       476         5         176     63678   \n",
      "432  GM1970  Noardeast-Fryslân  NEE       463         5         120     45481   \n",
      "433  GM1978        Molenlanden  NEE       393         5         243     44130   \n",
      "434  GM1979          Eemsdelta  NEE       692         4         170     45587   \n",
      "\n",
      "     AANT_MAN  AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW   OPP_TOT  \\\n",
      "0   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "1   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "2   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "3   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "4   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "..        ...         ...         ...  ...        ...        ...       ...   \n",
      "430     24052       23782          15  ...          0          3     90308   \n",
      "431     32034       31644          17  ...          0          3     36887   \n",
      "432     22879       22602          17  ...          0          2     51645   \n",
      "433     22317       21813          18  ...          0          2     19158   \n",
      "434     22841       22746          14  ...          2          5     36407   \n",
      "\n",
      "     OPP_LAND  OPP_WATER  JRSTATCODE  JAAR     Shape_Leng    Shape_Area  \\\n",
      "0   -99999999  -99999999  2021GM0034  2021  122665.358635  1.095623e+08   \n",
      "1   -99999999  -99999999  2021GM0050  2021   83290.773617  1.633050e+07   \n",
      "2   -99999999  -99999999  2021GM0060  2021  156406.894023  2.085914e+08   \n",
      "3   -99999999  -99999999  2021GM0072  2021  104274.683035  3.618323e+08   \n",
      "4   -99999999  -99999999  2021GM0088  2021  152568.858991  1.624101e+08   \n",
      "..        ...        ...         ...   ...            ...           ...   \n",
      "430     48249      42059  2021GM1966  2021  321301.166576  4.875998e+08   \n",
      "431     36269        618  2021GM1969  2021   99030.762281  3.688457e+08   \n",
      "432     37783      13862  2021GM1970  2021  238426.959926  3.837930e+08   \n",
      "433     18173        986  2021GM1978  2021   88570.376691  1.915841e+08   \n",
      "434     26789       9618  2021GM1979  2021  173966.493452  2.727771e+08   \n",
      "\n",
      "                                              geometry  \n",
      "0    MULTIPOLYGON (((150213.998 479503.726, 150087....  \n",
      "1    MULTIPOLYGON (((170588.413 486792.192, 170570....  \n",
      "2    POLYGON ((196000.000 610000.000, 196000.000 60...  \n",
      "3    MULTIPOLYGON (((158392.775 580357.500, 158387....  \n",
      "4    POLYGON ((219000.000 616567.418, 219000.000 61...  \n",
      "..                                                 ...  \n",
      "430  MULTIPOLYGON (((217037.735 601967.991, 217043....  \n",
      "431  POLYGON ((215186.661 595044.495, 215190.788 59...  \n",
      "432  MULTIPOLYGON (((207769.575 603284.528, 207773....  \n",
      "433  POLYGON ((123569.533 440132.167, 123576.153 44...  \n",
      "434  MULTIPOLYGON (((269190.000 594253.046, 269190....  \n",
      "\n",
      "[435 rows x 38 columns]\n"
     ]
    }
   ],
   "source": [
    "print(nl_map)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hieronder plotten we de gegevens van stembureaus op de kaart van het CBS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stembureaus op de gemeentekaart van het CBS')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson.plot(ax=ax)\n",
    "ax.set_title('Stembureaus op de gemeentekaart van het CBS')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hebben hier een probleem dat sommige punten de coördinaten 0,0 hebben, dit is niet iets wat we willen weergeven. Laten we eerst kijken waarom dit het geval is in de data voordat we het er helemaal uithalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                     32\n",
      "Adres                                            \n",
      "Locatie                                      SB32\n",
      "description        Stembureau Mobiel Stembureau 1\n",
      "Geldige stemmen                                99\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 2520, Length: 973, dtype: object\n",
      "Stembureau                                     33\n",
      "Adres                                            \n",
      "Locatie                                      SB33\n",
      "description        Stembureau Mobiel Stembureau 2\n",
      "Geldige stemmen                               115\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 2521, Length: 973, dtype: object\n",
      "Stembureau                                   157\n",
      "Adres                                           \n",
      "Locatie                                    SB157\n",
      "description        Stembureau Stembureau Stembus\n",
      "Geldige stemmen                               72\n",
      "                               ...              \n",
      "één-Ermelo                                   NaN\n",
      "gmcode                                    GM0150\n",
      "election                         GR2022_Deventer\n",
      "electionName          Gemeenteraad Deventer 2022\n",
      "geometry                             POINT (0 0)\n",
      "Name: 2918, Length: 973, dtype: object\n",
      "Stembureau                                                       171\n",
      "Adres                                                               \n",
      "Locatie                                                        SB171\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  174\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3579, Length: 973, dtype: object\n",
      "Stembureau                                                       172\n",
      "Adres                                                               \n",
      "Locatie                                                        SB172\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                   66\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3580, Length: 973, dtype: object\n",
      "Stembureau                                                       173\n",
      "Adres                                                               \n",
      "Locatie                                                        SB173\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  162\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3581, Length: 973, dtype: object\n",
      "Stembureau                                                       174\n",
      "Adres                                                               \n",
      "Locatie                                                        SB174\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                   65\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3582, Length: 973, dtype: object\n",
      "Stembureau                                                       175\n",
      "Adres                                                               \n",
      "Locatie                                                        SB175\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  121\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3583, Length: 973, dtype: object\n",
      "Stembureau                                                        39\n",
      "Adres                                                               \n",
      "Locatie                                                         SB39\n",
      "description        Stembureau Mobiel stembureau met beperkte toeg...\n",
      "Geldige stemmen                                                   56\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1735\n",
      "election                                         GR2022_HofvanTwente\n",
      "electionName                        Gemeenteraad Hof van Twente 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5494, Length: 973, dtype: object\n",
      "Stembureau                                                        34\n",
      "Adres                                                               \n",
      "Locatie                                                         SB34\n",
      "description        Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                  119\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5784, Length: 973, dtype: object\n",
      "Stembureau                                                        35\n",
      "Adres                                                               \n",
      "Locatie                                                         SB35\n",
      "description        Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                  151\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5785, Length: 973, dtype: object\n",
      "Stembureau                                            11\n",
      "Adres                                                   \n",
      "Locatie                                             SB11\n",
      "description        Stembureau Mobiel stembureau Ommedijk\n",
      "Geldige stemmen                                       14\n",
      "                                   ...                  \n",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0547\n",
      "election                               GR2022_Leiderdorp\n",
      "electionName                Gemeenteraad Leiderdorp 2022\n",
      "geometry                                     POINT (0 0)\n",
      "Name: 6260, Length: 973, dtype: object\n",
      "Stembureau                                                        12\n",
      "Adres                                                               \n",
      "Locatie                                                         SB12\n",
      "description        Stembureau Mobiel stembureau Van Alphenstaete ...\n",
      "Geldige stemmen                                                   68\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0547\n",
      "election                                           GR2022_Leiderdorp\n",
      "electionName                            Gemeenteraad Leiderdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 6261, Length: 973, dtype: object\n",
      "Stembureau                                   70\n",
      "Adres                                          \n",
      "Locatie                                    SB70\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              34\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 6738, Length: 973, dtype: object\n",
      "Stembureau                                   71\n",
      "Adres                                          \n",
      "Locatie                                    SB71\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              43\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 6739, Length: 973, dtype: object\n",
      "Stembureau                                             699\n",
      "Adres                                                     \n",
      "Locatie                                              SB699\n",
      "description        Stembureau Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                         59\n",
      "                                    ...                   \n",
      "één-Ermelo                                             NaN\n",
      "gmcode                                              GM0687\n",
      "election                                 GR2022_Middelburg\n",
      "electionName                  Gemeenteraad Middelburg 2022\n",
      "geometry                                       POINT (0 0)\n",
      "Name: 6863, Length: 973, dtype: object\n",
      "Stembureau                                   32\n",
      "Adres                                          \n",
      "Locatie                                    SB32\n",
      "description         Stembureau Mobielstembureau\n",
      "Geldige stemmen                              63\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7348, Length: 973, dtype: object\n",
      "Stembureau                                   90\n",
      "Adres                                          \n",
      "Locatie                                    SB90\n",
      "description            Stembureau Roll and Vote\n",
      "Geldige stemmen                             339\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7364, Length: 973, dtype: object\n",
      "Stembureau                                   19\n",
      "Adres                                          \n",
      "Locatie                                    SB19\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              77\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0086\n",
      "election                      GR2022_Opsterland\n",
      "electionName       Gemeenteraad Opsterland 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7857, Length: 973, dtype: object\n",
      "Stembureau                                                    1428\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1428\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                163\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7912, Length: 973, dtype: object\n",
      "Stembureau                                                    1437\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1437\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                239\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7913, Length: 973, dtype: object\n",
      "Stembureau                                                    1528\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1528\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                323\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7923, Length: 973, dtype: object\n",
      "Stembureau                                                    1537\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1537\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                208\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7924, Length: 973, dtype: object\n",
      "Stembureau                                 1541\n",
      "Adres                                          \n",
      "Locatie                                  SB1541\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                             125\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0828\n",
      "election                             GR2022_Oss\n",
      "electionName              Gemeenteraad Oss 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7926, Length: 973, dtype: object\n",
      "Stembureau                                         200\n",
      "Adres                                                 \n",
      "Locatie                                          SB200\n",
      "description            Stembureau Mobiel stembureau Ma\n",
      "Geldige stemmen                                     30\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7958, Length: 973, dtype: object\n",
      "Stembureau                                         201\n",
      "Adres                                                 \n",
      "Locatie                                          SB201\n",
      "description            Stembureau Mobiel stembureau Di\n",
      "Geldige stemmen                                     30\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7959, Length: 973, dtype: object\n",
      "Stembureau                                         202\n",
      "Adres                                                 \n",
      "Locatie                                          SB202\n",
      "description           Stembureau Mobiel stembureau Woe\n",
      "Geldige stemmen                                     44\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7960, Length: 973, dtype: object\n",
      "Stembureau                                                        30\n",
      "Adres                                                               \n",
      "Locatie                                                         SB30\n",
      "description        Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                 2004\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 8108, Length: 973, dtype: object\n",
      "Stembureau                                                        40\n",
      "Adres                                                               \n",
      "Locatie                                                         SB40\n",
      "description        Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                 2953\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 8109, Length: 973, dtype: object\n",
      "Stembureau                                                      990\n",
      "Adres                                                              \n",
      "Locatie                                                       SB990\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  47\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8161, Length: 973, dtype: object\n",
      "Stembureau                                                      991\n",
      "Adres                                                              \n",
      "Locatie                                                       SB991\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  70\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8162, Length: 973, dtype: object\n",
      "Stembureau                                                      992\n",
      "Adres                                                              \n",
      "Locatie                                                       SB992\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  39\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8163, Length: 973, dtype: object\n",
      "Stembureau                                           17\n",
      "Adres                                                  \n",
      "Locatie                                            SB17\n",
      "description        Stembureau Mobiel Stembureau dinsdag\n",
      "Geldige stemmen                                     115\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1742\n",
      "election                           GR2022_RijssenHolten\n",
      "electionName           Gemeenteraad Rijssen-Holten 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 8318, Length: 973, dtype: object\n",
      "Stembureau                                    228\n",
      "Adres                                            \n",
      "Locatie                                     SB228\n",
      "description        Stembureau Stembureau Drive-in\n",
      "Geldige stemmen                                80\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0606\n",
      "election                          GR2022_Schiedam\n",
      "electionName           Gemeenteraad Schiedam 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 9093, Length: 973, dtype: object\n",
      "Stembureau                                           30\n",
      "Adres                                                  \n",
      "Locatie                                            SB30\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                      25\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9151, Length: 973, dtype: object\n",
      "Stembureau                                           31\n",
      "Adres                                                  \n",
      "Locatie                                            SB31\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                       8\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9152, Length: 973, dtype: object\n",
      "Stembureau                                           32\n",
      "Adres                                                  \n",
      "Locatie                                            SB32\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                      24\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9153, Length: 973, dtype: object\n",
      "Stembureau                                          76\n",
      "Adres                                                 \n",
      "Locatie                                           SB76\n",
      "description        Stembureau Rondvaartboot Toerist VI\n",
      "Geldige stemmen                                    148\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1900\n",
      "election                         GR2022_SudwestFryslan\n",
      "electionName         Gemeenteraad Súdwest-Fryslân 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 9661, Length: 973, dtype: object\n",
      "Stembureau                                                        68\n",
      "Adres                                                               \n",
      "Locatie                                                         SB68\n",
      "description        Stembureau Drive Inn (evenemententerrein Het L...\n",
      "Geldige stemmen                                                  285\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0855\n",
      "election                                              GR2022_Tilburg\n",
      "electionName                               Gemeenteraad Tilburg 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 9853, Length: 973, dtype: object\n",
      "Stembureau                                   14\n",
      "Adres                                          \n",
      "Locatie                                    SB14\n",
      "description        Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                              24\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 10427, Length: 973, dtype: object\n",
      "Stembureau                                   18\n",
      "Adres                                          \n",
      "Locatie                                    SB18\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              50\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 10431, Length: 973, dtype: object\n",
      "Stembureau                                                   23\n",
      "Adres                                                          \n",
      "Locatie                                                    SB23\n",
      "description        Stembureau Stembureau Mobiel: Wkp Zout Veere\n",
      "Geldige stemmen                                              55\n",
      "                                       ...                     \n",
      "één-Ermelo                                                  NaN\n",
      "gmcode                                                   GM0717\n",
      "election                                           GR2022_Veere\n",
      "electionName                            Gemeenteraad Veere 2022\n",
      "geometry                                            POINT (0 0)\n",
      "Name: 10497, Length: 973, dtype: object\n",
      "Stembureau                                            24\n",
      "Adres                                                   \n",
      "Locatie                                             SB24\n",
      "description        Stembureau Stembureau Mobiel: Okp Dom\n",
      "Geldige stemmen                                       35\n",
      "                                   ...                  \n",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0717\n",
      "election                                    GR2022_Veere\n",
      "electionName                     Gemeenteraad Veere 2022\n",
      "geometry                                     POINT (0 0)\n",
      "Name: 10498, Length: 973, dtype: object\n",
      "Stembureau                                     115\n",
      "Adres                                             \n",
      "Locatie                                      SB115\n",
      "description        Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                258\n",
      "                                ...               \n",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\n",
      "geometry                               POINT (0 0)\n",
      "Name: 10525, Length: 973, dtype: object\n",
      "Stembureau                                     116\n",
      "Adres                                             \n",
      "Locatie                                      SB116\n",
      "description        Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                377\n",
      "                                ...               \n",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\n",
      "geometry                               POINT (0 0)\n",
      "Name: 10526, Length: 973, dtype: object\n",
      "Stembureau                                         117\n",
      "Adres                                                 \n",
      "Locatie                                          SB117\n",
      "description        Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                    285\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 10527, Length: 973, dtype: object\n",
      "Stembureau                                         118\n",
      "Adres                                                 \n",
      "Locatie                                          SB118\n",
      "description        Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                    329\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 10528, Length: 973, dtype: object\n",
      "Stembureau                                              310\n",
      "Adres                                                      \n",
      "Locatie                                               SB310\n",
      "description        Stembureau Mobiel Bijzonder stembureau 1\n",
      "Geldige stemmen                                          26\n",
      "                                     ...                   \n",
      "één-Ermelo                                              NaN\n",
      "gmcode                                               GM0983\n",
      "election                                       GR2022_Venlo\n",
      "electionName                        Gemeenteraad Venlo 2022\n",
      "geometry                                        POINT (0 0)\n",
      "Name: 10623, Length: 973, dtype: object\n",
      "Stembureau                                              311\n",
      "Adres                                                      \n",
      "Locatie                                               SB311\n",
      "description        Stembureau Mobiel Bijzonder stembureau 2\n",
      "Geldige stemmen                                          55\n",
      "                                     ...                   \n",
      "één-Ermelo                                              NaN\n",
      "gmcode                                               GM0983\n",
      "election                                       GR2022_Venlo\n",
      "electionName                        Gemeenteraad Venlo 2022\n",
      "geometry                                        POINT (0 0)\n",
      "Name: 10624, Length: 973, dtype: object\n",
      "Stembureau                                     88\n",
      "Adres                                            \n",
      "Locatie                                      SB88\n",
      "description        Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                78\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM1949\n",
      "election                         GR2022_Waadhoeke\n",
      "electionName          Gemeenteraad Waadhoeke 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 10894, Length: 973, dtype: object\n",
      "Stembureau                                     89\n",
      "Adres                                            \n",
      "Locatie                                      SB89\n",
      "description        Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                35\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM1949\n",
      "election                         GR2022_Waadhoeke\n",
      "electionName          Gemeenteraad Waadhoeke 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 10895, Length: 973, dtype: object\n",
      "Stembureau                                              31\n",
      "Adres                                                     \n",
      "Locatie                                               SB31\n",
      "description        Stembureau Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                                         32\n",
      "                                    ...                   \n",
      "één-Ermelo                                             NaN\n",
      "gmcode                                              GM0988\n",
      "election                                      GR2022_Weert\n",
      "electionName                       Gemeenteraad Weert 2022\n",
      "geometry                                       POINT (0 0)\n",
      "Name: 11032, Length: 973, dtype: object\n",
      "Stembureau                                     0\n",
      "Adres                                           \n",
      "Locatie                                      SB0\n",
      "description                         Stembureau -\n",
      "Geldige stemmen                                0\n",
      "                               ...              \n",
      "één-Ermelo                                   NaN\n",
      "gmcode                                    GM1960\n",
      "election                       GR2022_WestBetuwe\n",
      "electionName       Gemeenteraad West Betuwe 2022\n",
      "geometry                             POINT (0 0)\n",
      "Name: 11101, Length: 973, dtype: object\n",
      "Stembureau                                                       132\n",
      "Adres                                                               \n",
      "Locatie                                                        SB132\n",
      "description        Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                   52\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12038, Length: 973, dtype: object\n",
      "Stembureau                                                       133\n",
      "Adres                                                               \n",
      "Locatie                                                        SB133\n",
      "description        Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                   48\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12039, Length: 973, dtype: object\n",
      "Stembureau                                                       232\n",
      "Adres                                                               \n",
      "Locatie                                                        SB232\n",
      "description        Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                  113\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12053, Length: 973, dtype: object\n",
      "Stembureau                                                       233\n",
      "Adres                                                               \n",
      "Locatie                                                        SB233\n",
      "description        Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                   73\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0193\n",
      "election                                               GR2022_Zwolle\n",
      "electionName                                Gemeenteraad Zwolle 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12054, Length: 973, dtype: object\n",
      "Stembureau                                               358\n",
      "Adres                                                       \n",
      "Locatie                                                SB358\n",
      "description        Stembureau Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                           70\n",
      "                                     ...                    \n",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\n",
      "geometry                                         POINT (0 0)\n",
      "Name: 12118, Length: 973, dtype: object\n",
      "Stembureau                                               359\n",
      "Adres                                                       \n",
      "Locatie                                                SB359\n",
      "description        Stembureau Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                          169\n",
      "                                     ...                    \n",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\n",
      "geometry                                         POINT (0 0)\n",
      "Name: 12119, Length: 973, dtype: object\n",
      "Stembureau                                               360\n",
      "Adres                                                       \n",
      "Locatie                                                SB360\n",
      "description        Stembureau Stembureau Mobiel stembureau 3\n",
      "Geldige stemmen                                           89\n",
      "                                     ...                    \n",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\n",
      "geometry                                         POINT (0 0)\n",
      "Name: 12120, Length: 973, dtype: object\n",
      "Stembureau                                               361\n",
      "Adres                                                       \n",
      "Locatie                                                SB361\n",
      "description        Stembureau Stembureau Mobiel stembureau 4\n",
      "Geldige stemmen                                           36\n",
      "                                     ...                    \n",
      "één-Ermelo                                               NaN\n",
      "gmcode                                                GM0193\n",
      "election                                       GR2022_Zwolle\n",
      "electionName                        Gemeenteraad Zwolle 2022\n",
      "geometry                                         POINT (0 0)\n",
      "Name: 12121, Length: 973, dtype: object\n",
      "Stembureau                                                       114\n",
      "Adres                                                               \n",
      "Locatie                                                        SB114\n",
      "description        Stembureau Stembureau Mobiel stembureau (beper...\n",
      "Geldige stemmen                                                  109\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12504, Length: 973, dtype: object\n",
      "Stembureau                                                       115\n",
      "Adres                                                               \n",
      "Locatie                                                        SB115\n",
      "description        Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                   80\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12505, Length: 973, dtype: object\n",
      "Stembureau                                                       116\n",
      "Adres                                                               \n",
      "Locatie                                                        SB116\n",
      "description        Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                  119\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0796\n",
      "election                                       GR2022_sHertogenbosch\n",
      "electionName                      Gemeenteraad 's-Hertogenbosch 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 12506, Length: 973, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df_geojson.iterrows():\n",
    "    if (row.geometry.centroid.x == 0.00000):\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het zijn dus duidelijk allemaal mobiele stemlokalen, die kunnen we in een aparte dataset houden voor later, voor nu zijn ze onbelangrijk voor de kaartweergave, laten we de dataset dus opsplitsen in drie dataframes, de originele, één frame zonder de mobiele stemlokalen, en de mobiele stemlokalen alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "12506\n"
     ]
    }
   ],
   "source": [
    "# De waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is,\n",
    "# de projectie gaat geen effect hebben op die data in Nederland.\n",
    "\n",
    "# Filter de data en print welke waardes 0 hebben op x.\n",
    "mobiel_mask = df_geojson['geometry'].centroid.x == 0\n",
    "i = 0\n",
    "for item in mobiel_mask:\n",
    "    if item:\n",
    "        print(i)\n",
    "    i = i + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Stembureau   Adres Locatie  \\\n",
      "0               1  9461BH     SB1   \n",
      "1               2  9461DA     SB2   \n",
      "2               3  9461JA     SB3   \n",
      "3               4  9451KD     SB4   \n",
      "4               6  9454PL     SB6   \n",
      "...           ...     ...     ...   \n",
      "12591         703  5391AR   SB703   \n",
      "12592         705  5391AR   SB705   \n",
      "12593         750  5382KE   SB750   \n",
      "12594         751  5382KE   SB751   \n",
      "12595         752  5283KE   SB752   \n",
      "\n",
      "                                             description  Geldige stemmen  \\\n",
      "0      Stembureau Gemeentehuis Gieten (postcode: 9461...              784   \n",
      "1              Stembureau OBS Gieten (postcode: 9461 DA)              562   \n",
      "2      Stembureau Zorgcentrum Dekelhem (postcode: 946...              566   \n",
      "3      Stembureau Ontmoetingscentrum Boerhorn Rolde (...             1495   \n",
      "4      Stembureau Dropshuis de Eekhof (postcode: 9454...              347   \n",
      "...                                                  ...              ...   \n",
      "12591  Stembureau Stembureau Gemeenschapshuis de Meen...              268   \n",
      "12592  Stembureau Stembureau Gemeenschapshuis De Meen...              398   \n",
      "12593  Stembureau Stembureau Gemeenschapshuis 't Zijl...              663   \n",
      "12594  Stembureau Stembureau Gemeenschapshuis 't Zijl...              170   \n",
      "12595  Stembureau Stembureau Gemeenschapshuis 't Zijl...              222   \n",
      "\n",
      "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
      "0            2780         3       3                 700   \n",
      "1            1396         0       0                 518   \n",
      "2            1409         2       2                 516   \n",
      "3            2209         2       4                1335   \n",
      "4             477         0       2                 298   \n",
      "...           ...       ...     ...                 ...   \n",
      "12591           0         0       1                 237   \n",
      "12592           0         1       0                 359   \n",
      "12593        2321         2       0                 552   \n",
      "12594           0         0       0                 151   \n",
      "12595           0         0       0                 193   \n",
      "\n",
      "       Geldige volmachtbewijzen  ...  Partij voor Logisch Beleid (PvLB)  \\\n",
      "0                            90  ...                                NaN   \n",
      "1                            44  ...                                NaN   \n",
      "2                            54  ...                                NaN   \n",
      "3                           166  ...                                NaN   \n",
      "4                            51  ...                                NaN   \n",
      "...                         ...  ...                                ...   \n",
      "12591                        32  ...                                NaN   \n",
      "12592                        40  ...                                NaN   \n",
      "12593                       113  ...                                NaN   \n",
      "12594                        19  ...                                NaN   \n",
      "12595                        29  ...                                NaN   \n",
      "\n",
      "       Socialisten 010  Jong Rotterdam  VOOR Den Bosch Joep Gersjes  \\\n",
      "0                  NaN             NaN                          NaN   \n",
      "1                  NaN             NaN                          NaN   \n",
      "2                  NaN             NaN                          NaN   \n",
      "3                  NaN             NaN                          NaN   \n",
      "4                  NaN             NaN                          NaN   \n",
      "...                ...             ...                          ...   \n",
      "12591              NaN             NaN                          0.0   \n",
      "12592              NaN             NaN                          2.0   \n",
      "12593              NaN             NaN                          5.0   \n",
      "12594              NaN             NaN                          1.0   \n",
      "12595              NaN             NaN                          0.0   \n",
      "\n",
      "       Zorg Voor Gorkum  één-Ermelo  gmcode               election  \\\n",
      "0                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "1                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "2                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "3                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "4                   NaN         NaN  GM1680       GR2022_AaenHunze   \n",
      "...                 ...         ...     ...                    ...   \n",
      "12591               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12592               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12593               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12594               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "12595               NaN         NaN  GM0796  GR2022_sHertogenbosch   \n",
      "\n",
      "                             electionName                  geometry  \n",
      "0           Gemeenteraad Aa en Hunze 2022  POINT (6.75899 53.00524)  \n",
      "1           Gemeenteraad Aa en Hunze 2022  POINT (6.75990 52.99975)  \n",
      "2           Gemeenteraad Aa en Hunze 2022  POINT (6.76600 53.00494)  \n",
      "3           Gemeenteraad Aa en Hunze 2022  POINT (6.64736 52.98281)  \n",
      "4           Gemeenteraad Aa en Hunze 2022  POINT (6.60459 52.95269)  \n",
      "...                                   ...                       ...  \n",
      "12591  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.43290 51.72810)  \n",
      "12592  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.43290 51.72810)  \n",
      "12593  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.45919 51.70595)  \n",
      "12594  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.45919 51.70595)  \n",
      "12595  Gemeenteraad 's-Hertogenbosch 2022  POINT (5.45919 51.70595)  \n",
      "\n",
      "[12532 rows x 973 columns]\n"
     ]
    }
   ],
   "source": [
    "df_geojson_clean = df_geojson[~mobiel_mask]\n",
    "df_geojson_mobiel = df_geojson[mobiel_mask]\n",
    "print(df_geojson_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's also check if none fell through the cracks, it might be some mobile polls did actually have a location\n",
    "# posted erroneously\n",
    "#mobiel_mask_name = df_geojson_clean['description'].str.contains('Mobiel')\n",
    "#df_geojson_clean = df_geojson_clean[~mobiel_mask_name]\n",
    "#df_geojson_clean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 'Waar is mijn stemlokaal' dataset (wims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Visuele hulpmiddelen</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Leesloep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9275 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Visuele hulpmiddelen  Gehandicaptentoilet  Kieskring ID Hoofdstembureau  \\\n",
       "0                 leesloep                   ja  Valkenswaard    Valkenswaard   \n",
       "1                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "2                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "3                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "4                 leesloep                  NaN  Valkenswaard    Valkenswaard   \n",
       "...                    ...                  ...           ...             ...   \n",
       "9270              Leesloep                  NaN        Gennep          Gennep   \n",
       "9271              Leesloep                  NaN        Gennep          Gennep   \n",
       "9272              Leesloep                  NaN        Gennep          Gennep   \n",
       "9273              Leesloep                  NaN        Gennep          Gennep   \n",
       "9274                   NaN                  NaN        Gennep          Gennep   \n",
       "\n",
       "      Tellocatie                           Contactgegevens gemeente  \\\n",
       "0            NaN                       verkiezingen@valkenswaard.nl   \n",
       "1            NaN                       verkiezingen@valkenswaard.nl   \n",
       "2            NaN                       verkiezingen@valkenswaard.nl   \n",
       "3            NaN                       verkiezingen@valkenswaard.nl   \n",
       "4            NaN                       verkiezingen@valkenswaard.nl   \n",
       "...          ...                                                ...   \n",
       "9270          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273          ja  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274         NaN  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258  \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba  \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c  \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0  \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d  \n",
       "...                                 ...                               ...  \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee  \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408  \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c  \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083  \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5  \n",
       "\n",
       "[9275 rows x 40 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims_clean.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wims2 = pd.read_csv(r'../data/wims-3.csv')\n",
    "df_wims['Gebruiksdoel van het gebouw'] = df_wims['Gebruiksdoel van het gebouw'].mask(df_wims['Gebruiksdoel van het gebouw'].eq(0)).fillna(\n",
    "    df_wims['UUID'].map(df_wims2.set_index('UUID')['Gebruiksdoel van het gebouw'])\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wims.to_csv(path_or_buf='../data/export/wims_clean.csv', sep=',', na_rep='', header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9275 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
       "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
       "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "...                   ...           ...              ...        ...   \n",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[9275 rows x 41 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the wims data to a geopandas dataframe\n",
    "gdf_wims = gpd.GeoDataFrame(\n",
    "    df_wims,\n",
    "    geometry=gpd.points_from_xy(df_wims.Longitude, df_wims.Latitude)\n",
    ").set_crs(epsg=4326, inplace=True)\n",
    "\n",
    "gdf_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
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       "      <th>Tellocatie</th>\n",
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       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>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": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We only want to analyse stemlokalen so deduplicate the stembureaus based on their location's coordinates\n",
    "gdf_wims_dedupe = gdf_wims.drop_duplicates(subset=\"geometry\", keep='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": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "gdf_wims_dedupe.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stemlokalen uit de OSF/VK GeoJSON dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu we een kaart van nederland met de stemlokalen erop hebben, kunnen we als eerste voorbeeld gaan kijken hoe dit zich verhoudt met de bevolkingsdichtheid. De kaart is opgehaald van het CBS, eerst gaan we kijken hoe de kaart er op zichzelf met dezelfde projectie uitziet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_cbs = gpd.read_file(r'../data/shape/Netherlands_shapefile/cbs_vk500_2021_v1.gpkg')\n",
    "nl_map_cbs.to_crs(epsg=4326).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het verwerken van de 100m bij 100m vierkanten kaart duurde lang (langer dan een half uur) op de laptop, en is dus niet ideaal tenzij we dit niveau van detail écht nodig hebben. Er is namelijk nog een andere kaart met dezelfde gegevens beschikbaar, maar met een grid van 500 bij 500 meter in plaats van 100 bij 100. Laten we dus kijken hoe vaak een stemlokaal dichterbij dan 100 meter van de dichtstbijzijnde andere is. De makkelijkste manier om dat te doen zonder alle punten met alle andere te vergelijken (wat lang duurt), is een extra dataframe maken als een kopie, alle indexen 1 opschuiven (want alle stemlokalen zijn al in een volgorde van clustering), en dan de laagste afstand bekijken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11165         0.002608\n",
      "1021          0.004853\n",
      "3196          0.004875\n",
      "1923          2.693202\n",
      "3757          3.609362\n",
      "             ...      \n",
      "7444     253385.654588\n",
      "9711     263408.187856\n",
      "4392     266925.200994\n",
      "9297     271954.076837\n",
      "0                  NaN\n",
      "Name: distance, Length: 11670, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Use Rijksdriehoekscoördinaten (EPSG:28992) as this uses meters as unit so we can calculate the distance in meters\n",
    "df_shifted = df_geojson_clean.to_crs('EPSG:28992')\n",
    "\n",
    "df_shifted['geometry (shifted)'] = df_shifted['geometry'].shift(periods=1)\n",
    "df_shifted['distance'] = df_shifted['geometry'].distance(df_shifted['geometry (shifted)'])\n",
    "df_shifted.sort_values(['distance'], inplace=True, ascending=True)\n",
    "zero_mask_booth = df_shifted['distance'] == 0.000000\n",
    "df_shifted = df_shifted[~zero_mask_booth]\n",
    "print(df_shifted['distance'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los van bovenstaande resultaten blijkt het dat de 100m kaart niet dezelfde inwonersgegevens heeft als de 500m kaart. Deze hebben we echter nodig voor de analyse, dus we gaan verder met de 500 bij 500 meter kaart. Laten we nu een projectie proberen te maken met de bevolkingsdichtheid erop om het te vergelijken met de stemlokalen en hun posities en clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['crs28992res500m', 'aantal_inwoners', 'aantal_mannen', 'aantal_vrouwen', 'aantal_inwoners_0_tot_15_jaar', 'aantal_inwoners_15_tot_25_jaar', 'aantal_inwoners_25_tot_45_jaar', 'aantal_inwoners_45_tot_65_jaar', 'aantal_inwoners_65_jaar_en_ouder', 'percentage_nederlandse_achtergrond', 'percentage_westerse_migr_achtergr', 'percentage_niet_westerse_migr_achtergr', 'aantal_personen_met_uitkering_onder_aowlft', 'aantal_part_huishoudens', 'aantal_eenpersoonshuishoudens', 'aantal_meerpersoonshuishoudens_zonder_kind', 'aantal_eenouderhuishoudens', 'aantal_tweeouderhuishoudens', 'gemiddelde_huishoudensgrootte', 'aantal_woningen', 'aantal_woningen_bouwjaar_voor_1945', 'aantal_woningen_bouwjaar_45_tot_65', 'aantal_woningen_bouwjaar_65_tot_75', 'aantal_woningen_bouwjaar_75_tot_85', 'aantal_woningen_bouwjaar_85_tot_95', 'aantal_woningen_bouwjaar_95_tot_05', 'aantal_woningen_bouwjaar_05_tot_15', 'aantal_woningen_bouwjaar_15_en_later', 'aantal_meergezins_woningen', 'percentage_koopwoningen', 'percentage_huurwoningen', 'aantal_huurwoningen_in_bezit_woningcorporaties', 'aantal_niet_bewoonde_woningen', 'gemiddelde_woz_waarde_woning', 'omgevingsadressendichtheid', 'stedelijkheid', 'geometry']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2260N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((226000.000 619000.000, 226000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2265N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((226500.000 619500.000, 227000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((227000.000 619500.000, 227500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((227500.000 619500.000, 228000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((228000.000 619500.000, 228500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((199500.000 307500.000, 200000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151104</th>\n",
       "      <td>E1905N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((190500.000 307000.000, 191000....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>MULTIPOLYGON (((191000.000 307000.000, 191500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((192000.000 307000.000, 192500....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>MULTIPOLYGON (((192500.000 307000.000, 193000....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>151108 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2260N6190           -99997         -99997   \n",
       "1           E2265N6190           -99997         -99997   \n",
       "2           E2270N6190           -99997         -99997   \n",
       "3           E2275N6190           -99997         -99997   \n",
       "4           E2280N6190           -99997         -99997   \n",
       "...                ...              ...            ...   \n",
       "151103      E1995N3070           -99997              5   \n",
       "151104      E1905N3065           -99997         -99997   \n",
       "151105      E1910N3065           -99997         -99997   \n",
       "151106      E1920N3065               15              5   \n",
       "151107      E1925N3065           -99997              5   \n",
       "\n",
       "                                                 geometry  \n",
       "0       MULTIPOLYGON (((226000.000 619000.000, 226000....  \n",
       "1       MULTIPOLYGON (((226500.000 619500.000, 227000....  \n",
       "2       MULTIPOLYGON (((227000.000 619500.000, 227500....  \n",
       "3       MULTIPOLYGON (((227500.000 619500.000, 228000....  \n",
       "4       MULTIPOLYGON (((228000.000 619500.000, 228500....  \n",
       "...                                                   ...  \n",
       "151103  MULTIPOLYGON (((199500.000 307500.000, 200000....  \n",
       "151104  MULTIPOLYGON (((190500.000 307000.000, 191000....  \n",
       "151105  MULTIPOLYGON (((191000.000 307000.000, 191500....  \n",
       "151106  MULTIPOLYGON (((192000.000 307000.000, 192500....  \n",
       "151107  MULTIPOLYGON (((192500.000 307000.000, 193000....  \n",
       "\n",
       "[151108 rows x 4 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(list(nl_map_cbs))\n",
    "nl_map_dst = nl_map_cbs.drop(columns=['aantal_mannen', 'aantal_vrouwen', 'aantal_inwoners_0_tot_15_jaar', 'aantal_inwoners_15_tot_25_jaar', 'aantal_inwoners_25_tot_45_jaar', 'aantal_inwoners_45_tot_65_jaar', 'aantal_inwoners_65_jaar_en_ouder', 'percentage_nederlandse_achtergrond', 'percentage_westerse_migr_achtergr', 'percentage_niet_westerse_migr_achtergr', 'aantal_personen_met_uitkering_onder_aowlft', 'aantal_part_huishoudens', 'aantal_eenpersoonshuishoudens', 'aantal_meerpersoonshuishoudens_zonder_kind', 'aantal_eenouderhuishoudens', 'aantal_tweeouderhuishoudens', 'gemiddelde_huishoudensgrootte', 'aantal_woningen', 'aantal_woningen_bouwjaar_voor_1945', 'aantal_woningen_bouwjaar_45_tot_65', 'aantal_woningen_bouwjaar_65_tot_75', 'aantal_woningen_bouwjaar_75_tot_85', 'aantal_woningen_bouwjaar_85_tot_95', 'aantal_woningen_bouwjaar_95_tot_05', 'aantal_woningen_bouwjaar_05_tot_15', 'aantal_woningen_bouwjaar_15_en_later', 'aantal_meergezins_woningen', 'percentage_koopwoningen', 'percentage_huurwoningen', 'aantal_huurwoningen_in_bezit_woningcorporaties', 'aantal_niet_bewoonde_woningen', 'gemiddelde_woz_waarde_woning', 'omgevingsadressendichtheid'])\n",
    "\n",
    "nl_map_dst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We kunnen zien dat er gemeente zijn die geen stemlokalen hebben, dit klopt. [In de verkiezingen van 2022 hebben 12 gemeentes niet meegedaan](https://nl.wikipedia.org/wiki/Nederlandse_gemeenteraadsverkiezingen_2022). Er zijn dus in totaal 333 gemeentes met stemlokalen. We willen de bevolkingsdichtheiddata van de gemeentes die niet meededen dus weggooien, hiervoor moeten we eerst kijken welke alleen binnen de gemeentes vallen die we niet willen houden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0             Gemeenteraad Aa en Hunze 2022\n",
      "1             Gemeenteraad Aa en Hunze 2022\n",
      "2             Gemeenteraad Aa en Hunze 2022\n",
      "3             Gemeenteraad Aa en Hunze 2022\n",
      "4             Gemeenteraad Aa en Hunze 2022\n",
      "                        ...                \n",
      "12591    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12592    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12593    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12594    Gemeenteraad 's-Hertogenbosch 2022\n",
      "12595    Gemeenteraad 's-Hertogenbosch 2022\n",
      "Name: electionName, Length: 12596, dtype: object\n",
      "0             Aa en Hunze\n",
      "27               Aalsmeer\n",
      "46                 Aalten\n",
      "74          Achtkarspelen\n",
      "95           Alblasserdam\n",
      "               ...       \n",
      "11976     Zwartewaterland\n",
      "11997         Zwijndrecht\n",
      "12031              Zwolle\n",
      "12122       's-Gravenhage\n",
      "12495    's-Hertogenbosch\n",
      "Name: electionName, Length: 333, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df_geojson['electionName'])\n",
    "\n",
    "#get all municipalities that are in the election\n",
    "gemeentes = df_geojson['electionName'].str.slice(13, -5).drop_duplicates()\n",
    "print(gemeentes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of clean: (333, 38)\n",
      "Shape of election: (330, 38)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GM_CODE</th>\n",
       "      <th>GM_NAAM</th>\n",
       "      <th>H2O</th>\n",
       "      <th>OAD</th>\n",
       "      <th>STED</th>\n",
       "      <th>BEV_DICHTH</th>\n",
       "      <th>AANT_INW</th>\n",
       "      <th>AANT_MAN</th>\n",
       "      <th>AANT_VROUW</th>\n",
       "      <th>P_00_14_JR</th>\n",
       "      <th>...</th>\n",
       "      <th>P_TURKIJE</th>\n",
       "      <th>P_OVER_NW</th>\n",
       "      <th>OPP_TOT</th>\n",
       "      <th>OPP_LAND</th>\n",
       "      <th>OPP_WATER</th>\n",
       "      <th>JRSTATCODE</th>\n",
       "      <th>JAAR</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>GM0164</td>\n",
       "      <td>Hengelo</td>\n",
       "      <td>NEE</td>\n",
       "      <td>1845</td>\n",
       "      <td>2</td>\n",
       "      <td>1332</td>\n",
       "      <td>81049</td>\n",
       "      <td>40776</td>\n",
       "      <td>40273</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6183</td>\n",
       "      <td>6084</td>\n",
       "      <td>99</td>\n",
       "      <td>2021GM0164</td>\n",
       "      <td>2021</td>\n",
       "      <td>47510.255914</td>\n",
       "      <td>6.183056e+07</td>\n",
       "      <td>POLYGON ((251978.591 481220.258, 251979.382 48...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GM0373</td>\n",
       "      <td>Bergen (NH.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>819</td>\n",
       "      <td>4</td>\n",
       "      <td>300</td>\n",
       "      <td>29715</td>\n",
       "      <td>14317</td>\n",
       "      <td>15398</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12023</td>\n",
       "      <td>9896</td>\n",
       "      <td>2127</td>\n",
       "      <td>2021GM0373</td>\n",
       "      <td>2021</td>\n",
       "      <td>57488.474563</td>\n",
       "      <td>9.987418e+07</td>\n",
       "      <td>POLYGON ((105976.650 529056.951, 106002.347 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>GM0893</td>\n",
       "      <td>Bergen (L.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>318</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>13108</td>\n",
       "      <td>6568</td>\n",
       "      <td>6540</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10850</td>\n",
       "      <td>10324</td>\n",
       "      <td>525</td>\n",
       "      <td>2021GM0893</td>\n",
       "      <td>2021</td>\n",
       "      <td>61497.563571</td>\n",
       "      <td>1.084951e+08</td>\n",
       "      <td>POLYGON ((199768.270 409749.960, 199758.060 40...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GM_CODE       GM_NAAM  H2O   OAD  STED  BEV_DICHTH  AANT_INW  AANT_MAN  \\\n",
       "113  GM0164       Hengelo  NEE  1845     2        1332     81049     40776   \n",
       "191  GM0373  Bergen (NH.)  NEE   819     4         300     29715     14317   \n",
       "328  GM0893   Bergen (L.)  NEE   318     5         127     13108      6568   \n",
       "\n",
       "     AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW  OPP_TOT  OPP_LAND  \\\n",
       "113       40273          15  ...          6          7     6183      6084   \n",
       "191       15398          12  ...          0          3    12023      9896   \n",
       "328        6540          13  ...          0          3    10850     10324   \n",
       "\n",
       "     OPP_WATER  JRSTATCODE  JAAR    Shape_Leng    Shape_Area  \\\n",
       "113         99  2021GM0164  2021  47510.255914  6.183056e+07   \n",
       "191       2127  2021GM0373  2021  57488.474563  9.987418e+07   \n",
       "328        525  2021GM0893  2021  61497.563571  1.084951e+08   \n",
       "\n",
       "                                              geometry  \n",
       "113  POLYGON ((251978.591 481220.258, 251979.382 48...  \n",
       "191  POLYGON ((105976.650 529056.951, 106002.347 52...  \n",
       "328  POLYGON ((199768.270 409749.960, 199758.060 40...  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First let's remove the municipalities that don't have an Election from the municipality map\n",
    "remove_lst = [\"Boxtel\", \"Eemsdelta\", \"Oisterwijk\", \"Vught\", \"Heerhugowaard\", \"Langedijk\", \"Boxmeer\", \"Cuijk\", \"Sint Anthonis\", \"Mill en Sint Hubert\", \"Grave\", \"Landerd\", \"Uden\", \"Brielle\", \"Hellevoetsluis\", \"Westvoorne\", \"Purmerend\", \"Beemster\", \"Weesp\"]\n",
    "\n",
    "\n",
    "nl_map_clean = nl_map[~nl_map[\"GM_NAAM\"].isin(remove_lst)]\n",
    "nl_map_clean = nl_map_clean.query(\"H2O != 'JA'\")\n",
    "nl_map_clean = nl_map_clean.query(\"GM_NAAM != 'Buitenland'\")\n",
    "\n",
    "\n",
    "nl_map_election = nl_map[nl_map[\"GM_NAAM\"].isin(gemeentes)]\n",
    "nl_map_election = nl_map_election.query(\"H2O != 'JA'\")\n",
    "\n",
    "print(\"Shape of clean: {}\".format(nl_map_clean.shape))\n",
    "print(\"Shape of election: {}\".format(nl_map_election.shape))\n",
    "\n",
    "diff = pd.concat([nl_map_election, nl_map_clean]).drop_duplicates(keep=False)\n",
    "diff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het is een andere vorm omdat deze drie gemeentes een andere format hadden voor de naam van hun verkiezingen, en dus niet op dezelfde manier gefilterd konden worden, ze staan wel in de lijst, dit is dus correct, we gebruiken de clean dataframe.\n",
    "Nu we dezelfde lijst hebben van gemeentes die in de verkiezingen meededen kunnen we verder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (15,15))\n",
    "nl_map_clean.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_dst['savedindex'] = nl_map_dst.index #Save the index values as a new column\n",
    "\n",
    "intersecting = nl_map_clean.sjoin(nl_map_dst, how='inner')['savedindex'] #Find the polygons that intersect. Keep savedindex as a series\n",
    "\n",
    "nl_map_dst = nl_map_dst.loc[nl_map_dst.savedindex.isin(intersecting)] #Filter away these, \"savedindex is in intersecting\"\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326).plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\n",
    "#Location is Amersfoort, the central point of the continental Netherlands\n",
    "map = folium.Map(location = [52.155, 5.3875], zoom_start = 9, tiles=\"cartodbdark_matter\", prefer_canvas=True)\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326)\n",
    "#Make sure the index is a string so folium can read it correctly as a key.\n",
    "nl_map_dst['crs28992res500m'] = nl_map_dst['crs28992res500m'].apply(lambda x: str(x))\n",
    "\n",
    "nl_map_dst_zero = nl_map_dst.copy()\n",
    "\n",
    "zero_mask_pop = nl_map_dst['aantal_inwoners'] == -99997\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop]\n",
    "zero_mask_pop2 = nl_map_dst['aantal_inwoners'] == 0\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop2]\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data = nl_map_dst,\n",
    "    name=\"Bevolkingsdichtheid\",\n",
    "    data = nl_map_dst,\n",
    "    columns = [\"crs28992res500m\", \"aantal_inwoners\"],\n",
    "    key_on = 'feature.properties.crs28992res500m',\n",
    "    fill_color = 'RdPu',\n",
    "    nan_fill_color= 'white',\n",
    "    fill_opacity = 0.7,\n",
    "    nan_fill_opacity = 0.7,\n",
    "    line_opacity = 0,\n",
    "    legend_name = 'Bevolkingsdichtheid',\n",
    "    smooth_factor = 1.0,\n",
    "    show=False\n",
    ").add_to(map)\n",
    "map\n",
    "\n",
    "# Renders the map to an HTML file and displays it in an embed.\n",
    "def embed_map(m):\n",
    "    #from IPython.display import IFrame\n",
    "    m.save('index.html')\n",
    "    #return IFrame('index.html', width='100%', height='750px')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_hmp = [[point.xy[1][0], point.xy[0][0]] for point in gdf_wims.geometry]\n",
    "\n",
    "plugins.HeatMap(gdf_wims_hmp, name=\"Stemlokalen Heatmap\").add_to(map)\n",
    "\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "\n",
    "\n",
    "embed_map(map)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151102</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "2           E2270N6190           -99997         -99997   \n",
       "3           E2275N6190           -99997         -99997   \n",
       "4           E2280N6190           -99997         -99997   \n",
       "7           E2265N6185           -99997         -99997   \n",
       "8           E2270N6185           -99997         -99997   \n",
       "...                ...              ...            ...   \n",
       "151102      E1990N3070           -99997         -99997   \n",
       "151103      E1995N3070           -99997              5   \n",
       "151105      E1910N3065           -99997         -99997   \n",
       "151106      E1920N3065               15              5   \n",
       "151107      E1925N3065           -99997              5   \n",
       "\n",
       "                             geometry  savedindex  \n",
       "2       POINT (227250.000 619250.000)           2  \n",
       "3       POINT (227750.000 619250.000)           3  \n",
       "4       POINT (228250.000 619250.000)           4  \n",
       "7       POINT (226750.000 618750.000)           7  \n",
       "8       POINT (227250.000 618750.000)           8  \n",
       "...                               ...         ...  \n",
       "151102  POINT (199250.000 307250.000)      151102  \n",
       "151103  POINT (199750.000 307250.000)      151103  \n",
       "151105  POINT (191250.000 306750.000)      151105  \n",
       "151106  POINT (192250.000 306750.000)      151106  \n",
       "151107  POINT (192750.000 306750.000)      151107  \n",
       "\n",
       "[140002 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_points = nl_map_dst.copy()\n",
    "nl_map_dst_points['geometry'] = nl_map_dst_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points = nl_map_dst_zero.copy()\n",
    "nl_map_dst_zero_points['geometry'] = nl_map_dst_zero_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205250.000 611250.000)</td>\n",
       "      <td>267</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>1331.950309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206250.000 611250.000)</td>\n",
       "      <td>269</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>688.536284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205750.000 610750.000)</td>\n",
       "      <td>292</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>672.375861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206250.000 610750.000)</td>\n",
       "      <td>293</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>228.220493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>335</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (206750.000 610750.000)</td>\n",
       "      <td>294</td>\n",
       "      <td>5710</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>389.974214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0      E2050N6110                5              5   \n",
       "1      E2060N6110               10              5   \n",
       "2      E2055N6105               20              5   \n",
       "3      E2060N6105              185              5   \n",
       "4      E2065N6105              335              5   \n",
       "\n",
       "                        geometry  savedindex  Unnamed: 0    _id  \\\n",
       "0  POINT (205250.000 611250.000)         267        5710  30871   \n",
       "1  POINT (206250.000 611250.000)         269        5710  30871   \n",
       "2  POINT (205750.000 610750.000)         292        5710  30871   \n",
       "3  POINT (206250.000 610750.000)         293        5710  30871   \n",
       "4  POINT (206750.000 610750.000)         294        5710  30871   \n",
       "\n",
       "          Gemeente CBS gemeentecode  Nummer stembureau  ...  \\\n",
       "0  Schiermonnikoog           GM0088                  1  ...   \n",
       "1  Schiermonnikoog           GM0088                  1  ...   \n",
       "2  Schiermonnikoog           GM0088                  1  ...   \n",
       "3  Schiermonnikoog           GM0088                  1  ...   \n",
       "4  Schiermonnikoog           GM0088                  1  ...   \n",
       "\n",
       "  Gehandicaptentoilet     Kieskring ID  Hoofdstembureau  Tellocatie  \\\n",
       "0                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "1                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "2                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "3                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "4                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "\n",
       "                    Contactgegevens gemeente  \\\n",
       "0  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "1  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "2  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "3  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "4  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "\n",
       "                         Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "1  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "2  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "3  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "4  https://www.schiermonnikoog.nl/in-de-gemeente/...           NaN   \n",
       "\n",
       "                                  ID                              UUID  \\\n",
       "0  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "1  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "2  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "3  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "4  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "\n",
       "          dist  \n",
       "0  1331.950309  \n",
       "1   688.536284  \n",
       "2   672.375861  \n",
       "3   228.220493  \n",
       "4   389.974214  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from scipy.spatial import cKDTree\n",
    "from shapely.geometry import Point\n",
    "#Found on https://gis.stackexchange.com/questions/222315/finding-nearest-point-in-other-geodataframe-using-geopandas\n",
    "def ckdnearest(gdA, gdB):\n",
    "\n",
    "    nA = np.array(list(gdA.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    nB = np.array(list(gdB.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    btree = cKDTree(nB)\n",
    "    dist, idx = btree.query(nA, k=1)\n",
    "    gdB_nearest = gdB.iloc[idx].drop(columns=\"geometry\").reset_index(drop=True)\n",
    "    gdf = pd.concat(\n",
    "        [\n",
    "            gdA.reset_index(drop=True),\n",
    "            gdB_nearest,\n",
    "            pd.Series(dist, name='dist')\n",
    "        ], \n",
    "        axis=1)\n",
    "\n",
    "    return gdf\n",
    "\n",
    "#error bar is +- sqrt(250²*2)m ≈ +-353.553390593m\n",
    "error = np.sqrt(250**2 + 250**2)\n",
    "df_nearest = ckdnearest(nl_map_dst_points.to_crs(epsg=28992), gdf_wims_dedupe.to_crs(epsg=28992))\n",
    "df_nearest.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het was mooier geweest als we het konden filteren op alleen stemgerechtigden en niet op de gehele populatiedichtheid, maar het CBS geeft geen data vrij die daarbij helpt. Er is een categorie voor 0-14 jaar oude mensen, maar niet alle minderjarigen of niet stemgerechtigde. Het moet dus maar met totale bevolkingsdichtheid om een idee te krijgen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17236.920436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17280.014918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17337.427867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16708.725120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16738.249149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139997</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "      <td>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": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_zero_points[\"aantal_inwoners\"].mask(nl_map_dst_zero_points[\"aantal_inwoners\"] == -99997, 0, inplace=True)\n",
    "nl_map_dst_zero_points.head()\n",
    "df_nearest_zero = ckdnearest(nl_map_dst_zero_points.to_crs(epsg=28992), gdf_wims_dedupe.to_crs(epsg=28992))\n",
    "df_nearest_zero[\"aantal_inwoners\"].dropna()\n",
    "df_nearest_zero[\"dist\"].dropna()\n",
    "df_nearest_zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47304</th>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32815</th>\n",
       "      <td>Baarn</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nearest.sort_values(by=['dist'], inplace=True)\n",
    "df_nearest[['Gemeente', 'Naam stembureau', 'dist']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_dist(df, label):\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df['dist'].plot(kind=\"hist\", weights=df['aantal_inwoners'], figsize=(13,13), fontsize=22, density=False,title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), log=True).set_ylabel('Bevolking (Millioenen)')\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), xlabel=\"Inwoners per 500m² (laagste is 5)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_nearest_zero = df_nearest_zero.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "\n",
    "\n",
    "ax_nearest_zero.set_xscale('log')\n",
    "#ax_nearest_zero.set_yscale('log')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIGSIZE = (13, 13)\n",
    "def plot_bargraph_with_groupings(df, groupby, colourby, title, xlabel, ylabel):\n",
    "\n",
    "    import matplotlib.patches as mpatches\n",
    "\n",
    "\n",
    "    # Makes the bargraph.\n",
    "    ax = df[groupby].value_counts().plot(kind='bar',\n",
    "                                         figsize=FIGSIZE,\n",
    "                                         title=title)\n",
    "    \n",
    "\n",
    "    # display the graph.\n",
    "    \n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bargraph_with_groupings(gdf_wims_dedupe, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen', 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dit is onbruikbaar, de categorieën moeten elk één balkje zijn, niet zoals dit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_use (df, label):\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df_exploded = df.drop('Gebruiksdoel van het gebouw', axis=1).join(df['Gebruiksdoel van het gebouw'].str.split(',', expand=True).stack().reset_index(level=1,drop=True).rename('Gebruiksdoel van het gebouw'))\n",
    "    #print(df_exploded)\n",
    "    plot_bargraph_with_groupings(df_exploded, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen Staffel {}'.format(label), 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')\n",
    "    print(\"Staffel: {}\".format(label))\n",
    "    print(df_exploded['Gebruiksdoel van het gebouw'].value_counts())\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam           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": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "wims_count = gdf_wims_dedupe['Gemeente'].value_counts()\n",
    "\n",
    "\n",
    "geojson_rename = df_geojson_dedupe.rename(columns = {'electionName': 'Gemeente'})\n",
    "geojson_count = geojson_rename['Gemeente'].str.slice(13, -5).value_counts()\n",
    "\n",
    "pd.concat([geojson_count, wims_count]).drop_duplicates(keep=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_14 = '2022-03-14T07:30:00 tot 2022-03-14T21:00:00'\n",
    "standard_15 = '2022-03-15T07:30:00 tot 2022-03-15T21:00:00'\n",
    "standard_16 = '2022-03-16T07:30:00 tot 2022-03-16T21:00:00'\n",
    "\n",
    "\n",
    "nan_value = float(\"NaN\")\n",
    "gdf_wims_dedupe.replace(\" \", nan_value, inplace = True)\n",
    "gdf_wims_dedupe.replace(\"  \", nan_value, inplace = True)\n",
    "\n",
    "wims_nonstandaard_14 = gdf_wims_dedupe.dropna(subset=['Openingstijden 14-03-2022']).loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] != standard_14]\n",
    "wims_nonstandaard_15 = gdf_wims_dedupe.dropna(subset=['Openingstijden 15-03-2022']).loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] != standard_15]\n",
    "wims_nonstandaard_16 = gdf_wims_dedupe.dropna(subset=['Openingstijden 16-03-2022']).loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] != standard_16]\n",
    "wims_standaard_14 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] == standard_14]\n",
    "wims_standaard_15 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] == standard_15]\n",
    "wims_standaard_16 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] == standard_16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_times = gdf_wims_dedupe.loc[:, ('Openingstijden 14-03-2022','Openingstijden 15-03-2022','Openingstijden 16-03-2022', 'UUID', 'Gemeente', 'CBS gemeentecode')]\n",
    "gdf_wims_split = gdf_wims_times\n",
    "gdf_wims_split[['Openingstijden 14-03-2022 van', 'Openingstijden 14-03-2022 tot']] = gdf_wims_times['Openingstijden 14-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "gdf_wims_split[['Openingstijden 15-03-2022 van', 'Openingstijden 15-03-2022 tot']] = gdf_wims_split['Openingstijden 15-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "gdf_wims_split[['Openingstijden 16-03-2022 van', 'Openingstijden 16-03-2022 tot']] = gdf_wims_split['Openingstijden 16-03-2022'].str.split(' tot ',1 , expand=True)\n",
    "\n",
    "gdf_wims_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\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": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_split[['Openingstijden 14-03-2022 van','Openingstijden 15-03-2022 van','Openingstijden 16-03-2022 van', 'Openingstijden 14-03-2022 tot', 'Openingstijden 15-03-2022 tot','Openingstijden 16-03-2022 tot']] = gdf_wims_split[['Openingstijden 14-03-2022 van','Openingstijden 15-03-2022 van','Openingstijden 16-03-2022 van','Openingstijden 14-03-2022 tot','Openingstijden 15-03-2022 tot','Openingstijden 16-03-2022 tot']].apply(pd.to_datetime, errors='coerce')\n",
    "gdf_wims_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "import numpy as np\n",
    "\n",
    "def datesplit(df, column):\n",
    "\n",
    "    df = df.dropna(subset = ['{} van'.format(column)])\n",
    "    df1 = df.rename(columns={'{} van'.format(column):'vandate','{} tot'.format(column):'totdate', 'UUID':'UUID'})\n",
    "    return  (pd.concat([pd.Series(r.UUID,pd.date_range(r.vandate, r.totdate, freq='0.5H')) \n",
    "                        for r in df1.itertuples()])\n",
    "               .rename_axis('Openingstijden')\n",
    "               .reset_index(name='UUID'))\n",
    "def plot_opening(df, label):\n",
    "    print(\"Open op 14 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count()))\n",
    "    print(\"Open op 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count()))\n",
    "\n",
    "    print(\"Open op 14 én 15 maart groep {}: {}\".format(label, df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 14 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count()))\n",
    "    print(\"Open op 14, 15 én 16 maart groep {}: {}\".format(label, df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    opening = np.datetime64('2022-03-16 07:30:00')\n",
    "    closing = np.datetime64('2022-03-16 21:00:00')\n",
    "\n",
    "    #print(df[(df['Openingstijden 16-03-2022 van'] == opening)])\n",
    "    df_standard = df[(df['Openingstijden 16-03-2022 van'] == opening) & (df['Openingstijden 16-03-2022 tot'] == closing)]\n",
    "\n",
    "    print(\"Aantal stemlokalen open op standaard tijden 16 Maart in staffel {}: {}\".format(label, df_standard['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    plt.figure(figsize=(13,13))\n",
    "    wims_datesplit_14 = df.loc[:, ('Openingstijden 14-03-2022 van','Openingstijden 14-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_15 = df.loc[:, ('Openingstijden 15-03-2022 van','Openingstijden 15-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_16 = df.loc[:, ('Openingstijden 16-03-2022 van','Openingstijden 16-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_14 = datesplit(wims_datesplit_14, 'Openingstijden 14-03-2022')\n",
    "    wims_datesplit_15 = datesplit(wims_datesplit_15, 'Openingstijden 15-03-2022')\n",
    "    wims_datesplit_16 = datesplit(wims_datesplit_16, 'Openingstijden 16-03-2022')\n",
    "\n",
    "    wims_datesplit_14.reset_index()\n",
    "    wims_datesplit_15.reset_index()\n",
    "    wims_datesplit_16.reset_index()\n",
    "\n",
    "    #wims_datesplit_14.info()\n",
    "    #wims_datesplit_15.info()\n",
    "    #wims_datesplit_16.info()\n",
    "\n",
    "    \n",
    "    wims_datestack = pd.concat([wims_datesplit_14, wims_datesplit_15], ignore_index=True)\n",
    "    wims_datestack = pd.concat([wims_datestack, wims_datesplit_16], ignore_index=True)\n",
    "    \n",
    "    wims_datestack.set_index('Openingstijden', drop=False, inplace=True)\n",
    "\n",
    "    #print(wims_datestack['Openingstijden'].unique())\n",
    "\n",
    "    xticks = []\n",
    "    xticklabels = []\n",
    "    datetimecount = 0\n",
    "    for datetime in wims_datestack.groupby(pd.Grouper(freq='30Min'))['Openingstijden'].unique():\n",
    "        if (datetime.size > 0):\n",
    "            xticks.append(datetime.ravel()[0])\n",
    "            if(datetimecount % 6 == 0):\n",
    "                ts = pd.to_datetime(datetime.ravel()[0])\n",
    "                #hardcoded for the data, sloppy code, quick fix, only applies to timestamps with 7 minute changes to reality\n",
    "                if (ts.minute == 7):\n",
    "                    ts = ts - dt.timedelta(minutes=7)\n",
    "                xticklabels.append(ts.strftime(\"%m-%d %H:%M\"))\n",
    "            else:\n",
    "                xticklabels.append(\" \")\n",
    "        else:\n",
    "            xticks.append(\"\")\n",
    "            xticklabels.append(\"\")\n",
    "        datetimecount += 1\n",
    "\n",
    "\n",
    "    wims_datestack.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden',width=1, figsize=(25, 25), title=\"Openingstijden stemlokalen staffel {}\".format(label), log=True).set_xticklabels(xticklabels, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "    \n",
    "\n",
    "    \n",
    "    dfg = wims_datestack.groupby(pd.Grouper(freq='30Min')).count()\n",
    "    dfg['Staffel'] = label\n",
    "\n",
    "    global wims_datestack_grouped\n",
    "    if (label != 'totaal'):\n",
    "        wims_datestack_grouped = pd.concat([wims_datestack_grouped, dfg])\n",
    "    wims_datestack.to_csv(path_or_buf='../data/export/openingstijden_staffel_{}.csv'.format(label), sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')\n",
    "\n",
    "\n",
    "    #wims_datesplit_16.groupby(wims_datesplit_16[\"Openingstijden 16-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_16.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_15.groupby(wims_datesplit_15[\"Openingstijden 15-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 15-03-2022')\n",
    "    #wims_datesplit_14.groupby(wims_datesplit_14[\"Openingstijden 14-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 14-03-2022')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stemger = pd.read_excel('../data/Maatwerk_kiesgerechtigd_per_gemeente_def.xlsx', sheet_name='Tabel 1', header=0, skiprows= [0,1,3,5,6,7,344,345])\n",
    "df_stemger_clean = df_stemger[df_stemger['gemeentecode'].isin(nl_map_clean['GM_CODE'])]\n",
    "\n",
    "bins = [0, 10, 30, 60, 100, 350, float(\"inf\")]\n",
    "labels = ['1; 0-10.000 stemgerechtigden', '2; 10.000-30.000 stemgerechtigden', '3; 30.000-60.000 stemgerechtigden', '4; 60.000-100.000 stemgerechtigden', '5; 100.000-350.000 stemgerechtigden', '6; >350.000 stemgerechtigden']\n",
    "\n",
    "df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_binned(df1, df2):\n",
    "    return df1[df1['CBS gemeentecode'].isin(df2['gemeentecode'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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": 43,
   "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": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '14 maart'), Text(1, 0, '15 maart'), Text(2, 0, '16 maart')]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_open_standaard_full = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_standaard_plot = df_open_standaard_full[df_open_standaard_full['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "df_open_nonstandaard = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_nonstandaard_plot = df_open_nonstandaard[~df_open_nonstandaard['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "dagen_standaard = sorted(list(dict.fromkeys(open_standaard['dag'])))\n",
    "\n",
    "ax_open_standaard = df_open_standaard_plot.plot(title='Stemlokalen open op standaard 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": 45,
   "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": 45,
     "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": 46,
   "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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",
      "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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C/B8neeO44jreWeWxd7SvVyX53zV9COvPZloGZNnHaCefO149O+49Z891a6rqbrWdD3bdjrcn+fmqesDsefW3M62TvcXO/vy9PMmJVXWHmvxEVd1n9uLBhzNF6OfMLl9TVb+4nX0tteLz52xplDcmeVpN7wL52UwfLLr0Ph6x5L8dT9jN+wgAsCrCNwCQMX3Y41OSPD9T9PlQprPwjh3Tms9bvCXJQ5P8V6YPbjt+tpzB5ZnOkjwqyX9kWh7lr5Ms7OE5v5fpzPTHZAqej8z0YW1bZjw0yf/LFDo/mOSlY4z3zK57dqYI9o2q+l87ONTLM63FfFaSj2abD/7MFHX2T/LJTI/FabniMgerdc0kz8n0eH050xnMT5ldd+rs3xdV1Uf38HGvYIzxz0n+MFNQvCDT2bkPW2a7/8wUv3+/qh6baa3ea83m/7ck/7idY7wp09nZr6tpyZFPZDoTelccl+Tsqro40wddPmy2XvElmdYZf//s+3zHTC/q3DbT+s5vz49+L7drN+d+VqZ3C3y2frgcyFOSrR/UemCmx20ln870wsJNMv08Xpofnpn/V5k+UPbjs5nePrsss/2fXVWPmN2HCzOtwfzMTD83d8gVv7/b3dds26Nnt31OkgfN9rmcymzpnkwvRDwxyUPHGB+dzXJ2khMzReuvZnph4nFbb1z1sqp62WqOvaN9ZXoh5vOZlvH51yTPG9MHxy5n1c8dY4zzM33Q71Nm9/H8TC+o7PTfrcYYX8v0boo/zbS80OGZ1gv/7uz6nfr5G2NsyhT4X5zpMftckhNm1215nj4k0wd2bs70fL4af57kQVX1X1X1omWuf3ym5/svZ3qx9LVL7sOW+/ic2X08NMn7l8y8J58bAAC2qj23zCAA0FlVPS3JIWOMR857lqWq6kNJXjbG+Jvd3M97k/z1GONVe2YyWFlV3TnJb8+WbIEkW5eQ2pzkEWOMd897nl1VVc9N8tNjjEfNexYA4MeXM74BgKuVqvrvVfXTs6VOHpVp6YMVzzRe5T6vnelt/P+xJ2aEHRljnC56kySzJVOuN1tm6CmZzprf3jsBrnJmS9wcOVte5ZhM78p507znAgB+vO3KB5sAAMzTYZnW4L5OpmUMHjRb/3qXVNWNMi0HsDHJ6XtkQoDV+4VM6+xvWcboAWOMS+c70k47INPyJjfOtOzMn2VaGgsAYG4sdQIAAAAAQCuWOgEAAAAAoBXhGwAAAACAVq4Sa3zf4AY3GGvXrp33GAAAAAAAbMcZZ5zxtTHGDec9x45cJcL32rVrs2nTpnmPAQAAAADAdlTVF+Y9w2pY6gQAAAAAgFaEbwAAAAAAWhG+AQAAAABo5SqxxjcAAAAA0M9ll12WzZs35zvf+c68R2EnrVmzJgcddFD222+/eY+yS4RvAAAAAGCv2Lx5cw444ICsXbs2VTXvcVilMUYuuuiibN68Obe4xS3mPc4usdQJAAAAALBXfOc738mBBx4oel/NVFUOPPDAq/WZ+sI3AAAAALDXiN5XT1f375vwDQAAAAC0tnnz5tz//vfPoYcemlve8pZ54hOfmO9973t79Bgve9nL8qpXvWqP7vPkk0/Ol770pa1fP/axj80nP/nJJMm9733vfOMb3/iR2zztaU/L85///D06x9WRNb4BAAAAgCvF2pPevkf3d95z7rPDbcYYOf744/Nbv/Vbectb3pLLL78869evz1Of+tQ873nP22OznHjiiXtsX1ucfPLJufWtb50b3/jGSZK//uu/3nrdO97xjj1+vE6c8Q0AAAAAtPUv//IvWbNmTR796EcnSfbZZ5+84AUvyCtf+cq89KUvzf3vf/8cd9xxOeyww/L0pz996+1e/epX55hjjslRRx2V3/zN38zll1+eJLnOda6Tpz71qbnNbW6TO97xjvnKV76S5IpnWt/tbnfL7//+7+eYY47JrW51q7zvfe9LklxyySV5yEMekiOPPDIPfehDc4c73CGbNm3K5ZdfnhNOOCG3vvWt8/M///N5wQtekNNOOy2bNm3KIx7xiBx11FG59NJLc7e73S2bNm1KkqxduzZf+9rXkiTPfOYzc9hhh+VXfuVX8ulPf3rrffj85z+f4447Lre73e1yl7vcJZ/61KeSJCeccEKe8IQn5E53ulMOPvjgnHbaaXvzWzAXwjcAAAAA0NbZZ5+d293udle47LrXvW5udrOb5fvf/34+/OEP5zWveU3OPPPMnHrqqdm0aVPOOeecvP71r8/73//+nHnmmdlnn33ymte8Jkny7W9/O3e84x1z1lln5a53vWte/vKXL3vcLft+4QtfuDWov/SlL831r3/9fOxjH8sf/uEf5owzzkiSnHnmmfniF7+YT3ziE/n4xz+eRz/60XnQgx6Uo48+euts17rWtZY9zhlnnJHXve51+fd///e88Y1vzEc+8pGt161fvz5/8Rd/kTPOOCPPf/7z87jHPW7rdRdccEFOP/30vO1tb8tJJ5206w/wVZSlTgAAAACAtsYYy35Q45bL7373u+fAAw9Mkhx//PE5/fTTs+++++aMM87I7W9/+yTJpZdemhvd6EZJkv333z/3ve99kyS3u93t8q53vWvZ4x5//PFbtznvvPOSJKeffnqe+MQnJklufetb58gjj0ySHHzwwTn33HPzO7/zO7nPfe6Te9zjHqu+f+973/vyq7/6q7n2ta+dJLnf/e6XJLn44ovzgQ98IA9+8IO3bvvd7353658f8IAH5BrXuEYOP/zwrWetdyJ8AwAAAABtHXHEEXnDG95whcu++c1v5vzzz88+++zzI1G8qjLGyKMe9ag8+9nP/pH97bfffltvs88+++T73//+sse95jWv+SPbjDGW3fb6179+zjrrrLzzne/MS17ykpxyyil55Stfuer7uFzY/8EPfpDrXe96OfPMM7c73/bmujqz1AkAAAAA0Naxxx6bSy65JK961auSJJdffnme/OQn54QTTsi1r33tvOtd78rXv/71XHrppXnzm9+cX/zFX8yxxx6b0047LV/96leTJF//+tfzhS98YbdnufOd75xTTjklSfLJT34yH//4x5MkX/va1/KDH/wgD3zgA/Mnf/In+ehHP5okOeCAA/Ktb31ru/u8613vmje96U259NJL861vfSsbN25MMi3ncotb3CKnnnpqkilun3XWWbt9H64uhG8AAAAAoK2qypve9KaceuqpOfTQQ3OrW90qa9asybOe9awkU4z+9V//9Rx11FF54AMfmKOPPjqHH354nvGMZ+Qe97hHjjzyyNz97nfPBRdcsNuzPO5xj8uFF16YI488Ms997nNz5JFHZmFhIV/84hdzt7vdLUcddVROOOGErWean3DCCTnxxBO3frjlcvfttre9bR760Idunf8ud7nL1utf85rX5BWveEVuc5vb5Igjjshb3vKW3b4PVxd1VTiN/eijjx5bPo0UAAAAAOjhnHPOyc/93M/Ne4wVnXzyydm0aVNe/OIXXynHu/zyy3PZZZdlzZo1+fznP59jjz02n/nMZ7L//vvv9H5udKMb5ctf/nL222+/vTTt8t+/qjpjjHH0XjvoHmKNbwAAAACAK8Ell1ySX/qlX8pll12WMUb+8i//cqejdzKtW/7Yxz52r0bvq7u5nvFdVeuSrDvkkEN+47Of/ezc5gAAAAAA9ryr+hnfbN/V+Yzvua7xPcbYOMZYv7CwMM8xAAAAAABoxIdbAgAAAAB7zVXhMwbZeVf375vwDQAAAADsFWvWrMlFF110tY+oP27GGLnooouyZs2aeY+yy3y4JQAAAACwVxx00EHZvHlzLrzwwnmPwk5as2ZNDjrooHmPscuEbwAAAABgr9hvv/1yi1vcYt5j8GPIUicAAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACtCN8AAAAAALQifAMAAAAA0IrwDQAAAABAK8I3AAAAAACt7DvvAQAAAACAPWftSW9f1XbnPec+e3kSmB/hGwAAAIArxWqDLFcO34/eftxf2BC+AQAAAJoQMoEt9vTzwdUtpFvjGwAAAACAVoRvAAAAAABaEb4BAAAAAGhF+AYAAAAAoBXhGwAAAACAVoRvAAAAAABaEb4BAAAAAGhF+AYAAAAAoBXhGwAAAACAVoRvAAAAAABaEb4BAAAAAGhF+AYAAAAAoBXhGwAAAACAVoRvAAAAAABaEb4BAAAAAGhF+AYAAAAAoBXhGwAAAACAVoRvAAAAAABaEb4BAAAAAGhF+AYAAAAAoJW5hu+qWldVGxYXF+c5BgAAAAAAjcw1fI8xNo4x1i8sLMxzDAAAAAAAGrHUCQAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAAAAAC0InwDAAAAANCK8A0AAAAAQCvCNwAAAAAArQjfAAA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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eucPnMq3N+syqevrstiNnY76iqr4tya/u4hgvT/ILO9aDrekCiI/ek8FW1ROq6jazWfZXzG6+LtMatF/Pzu/zkZlmq15R03qv/yO7Z4/HXVWPqqojZu/VgzPF7rcuuf/TVbVpF4+/aVWtm315eFWtWxJIX53pA5WjZ7Pin51pbfOMMT6e5Lwkvzp7zI9liqlvXOVQe7Ov1ybZOJvN/B8yrTH8V2PnNZ+XPqdTZ9/3N6lpnd3fTfKB2WznG3rN3pXpfX7m7LV5xuz2d+7ief1STRe3/K5MawWfvsZ9vTrJU6rq+Nk54JeWPHb5c7p3Vd23qg5L8uVMP8urnXfazpVjjM9kWj7iuVV1eFV9b6YP2nZ4Tab35odnx1lXVSfV6hf2/Oskd62qJ87+PXDY7Lndbfaz9qokv1vTRQ8PqeminDddw1B3Opet4Iwkz5p9/90yyc+v8Bx/bfYc77+XzxEA2A8IzgDwLWBMF9H7xUwXhfpikn/MNHPs5GVrdL4l0wWx/j3TxaZOHdNayddligAnJvmXTLPh/jTJQvM4v5ZpJvZTMoXGJ2SKJDvGeJck/ztTYHxvkpeNMd41u+8FmeLTFVV1QxeNekWmC3Wdn+T9WXZBxST/JdPFpz6S6bU4Kzv/Cvda3TTTeqWXZvq179tmeh+SKfgnyWVV9f7m4+5kjPF/Mq2X+8ZMMwrvlJ3XlN2x3b9mis4/X1VPTfJ7SW42G///TfK/dnGMN2Wajfz6mpa2+HCmGfR74pQkF1TVlzJdQPDHxxhfmS0t8BtJ/n72Pt8v04cp35NpDd635Zvfy13ay3E/K9Ms8SsyLffykzu+H2u6AOZRmV631XwsU9A/OtP349X5xkz0P8m0lu2HZmN6W3a+mNyPZ7rg5Y41cR81pjWsM4vDX1qy7R7va4xxQZKnZQrPX8gU+J+e1R2d6fvkytnxvp6dL/y56ms2+/l/RKafgysyrSn8iNntqarH185Ld/xqpiUgPpPk75L89pguYneD+5pt91uZ1hL/zOzPah+o3CLTOePfZ9tdlulcmiSvzLRG+xVV9eZ9cK58fJLvnR3z+ZnWbv/q7DlclOlCr7+Y6cOYizJ94LLi/+PNPiR4cKb3+3OZzkkvynSeSqaL7X0oyfsyLS3zotX2tcxK57KlXpHpw7QPZrpI4tmZLo66I9r/RKYLol6e6T149ZIx79ZzBAD2DzX26Do7AMDBpqqem+TOY4wnzHssS1XVPyZ5+Rjjz/ZyP+9O8qdjjFff4Mawl2YzNf+/2dIg0KKq3pDko2OMXf22wX6tqh6S6Zy+lgtzAgAHIJ8MAwD7lar6z1X1HTUtqfGkTL/ev+rM2jXu8+aZfu39XzrGCDdkjHGO2Mzemi15cafZEiSnZJrt++Y5D2u3zJYW+ZHZOf3oTLOY3zTvcQEA+85qV44HAJiX4zKt+XlEpl+Xf9RsfeM9UlW3TfKJTEsKnNMyQoAbx3dkWibmqExr7v/0GOMD8x3SbqtMS9+8IdOyMW9L8itzHREAsE9ZUgMAAAAAgBaW1AAAAAAAoIXgDAAAAABAi/1iDedb3/rWY/369fMeBgAAAAAAu3DuuedeOsa4zWr37xfBef369dm2bdu8hwEAAAAAwC5U1Wd2db8lNQAAAAAAaCE4AwAAAADQQnAGAAAAAKDFfrGGMwAAAABw8Lnmmmuyffv2fOUrX5n3UNhN69atyzHHHJPDDjtstx4nOAMAAAAA+8T27dtz5JFHZv369amqeQ+HNRpj5LLLLsv27dtz7LHH7tZjLakBAAAAAOwTX/nKV3LUUUeJzQeYqspRRx21RzPTBWcAAAAAYJ8Rmw9Me/q+Cc4AAAAAwEFt+/btefjDH5673OUuudOd7pRnPetZ+drXvtZ6jJe//OV59atf3brP008/PZ/73Oeu//qpT31qPvKRjyRJfuRHfiRXXHHFNz3muc99bl784he3jmN3WMMZAAAAALhRrD/tba37+/QLH3qD24wxcuqpp+anf/qn85a3vCXXXXddNm/enOc85zn57d/+7baxPO1pT2vb1w6nn3567nGPe+R2t7tdkuRP//RPr7/v7LPPbj9eh7nOcK6qjVW1ZXFxcZ7DAAAAAAAOUu985zuzbt26PPnJT06SHHLIIXnJS16SV73qVXnZy16Whz/84TnllFNy3HHH5dd+7deuf9xrXvOa3Oc+98mJJ56Yn/qpn8p1112XJDniiCPynOc8J/e85z1zv/vdL5///OeT7Dyz+KSTTsrP//zP5z73uU/uete75j3veU+S5KqrrspjHvOYnHDCCXnsYx+b+973vtm2bVuuu+66bNq0Kfe4xz3yn/7Tf8pLXvKSnHXWWdm2bVse//jH58QTT8zVV1+dk046Kdu2bUuSrF+/PpdeemmS5Dd+4zdy3HHH5Yd+6IfysY997Prn8MlPfjKnnHJK7nWve+UBD3hAPvrRjyZJNm3alGc+85n5vu/7vtzxjnfMWWed1fZ6zzU4jzG2jjE2LywszHMYAAAAAMBB6oILLsi97nWvnW67xS1ukdvf/va59tpr80//9E957Wtfm/POOy9nnnlmtm3blgsvvDBveMMb8vd///c577zzcsghh+S1r31tkuTLX/5y7ne/++X888/PAx/4wLziFa9Y8bg79v17v/d714fsl73sZbnVrW6VD37wg/nlX/7lnHvuuUmS8847L5/97Gfz4Q9/OB/60Ify5Cc/OY961KOyYcOG68d2s5vdbMXjnHvuuXn961+fD3zgA/mrv/qrvO9977v+vs2bN+cP//APc+655+bFL35xnv70p19/38UXX5xzzjknf/3Xf53TTjttz1/gZSypAQAAAAActMYYK14Ab8ftD3rQg3LUUUclSU499dScc845OfTQQ3Puuefm3ve+d5Lk6quvzm1ve9skyeGHH56HPexhSZJ73eteecc73rHicU899dTrt/n0pz+dJDnnnHPyrGc9K0lyj3vcIyeccEKS5I53vGM+9alP5Wd+5mfy0Ic+NA9+8IPX/Pze85735Md+7Mdy85vfPEnyoz/6o0mSL33pS/mHf/iHPPrRj75+269+9avX//0Rj3hEbnKTm+T444+/fpZ2B8EZAAAAADho3f3ud88b3/jGnW774he/mIsuuiiHHHLIN8XoqsoYI0960pPyghe84Jv2d9hhh13/mEMOOSTXXnvtise96U1v+k3bjDFW3PZWt7pVzj///Lz97W/PS1/60pxxxhl51atetebnuFJQ//rXv55b3vKWOe+883Y5vl2Na0/MdUkNAAAAAIB96eSTT85VV12VV7/61UmS6667Ls9+9rOzadOm3PzmN8873vGOXH755bn66qvz5je/Od///d+fk08+OWeddVa+8IUvJEkuv/zyfOYzn9nrsdz//vfPGWeckST5yEc+kg996ENJkksvvTRf//rX88hHPjLPe97z8v73vz9JcuSRR+bKK6/c5T4f+MAH5k1velOuvvrqXHnlldm6dWuSadmQY489NmeeeWaSKSqff/75e/0cbojgDAAAAAActKoqb3rTm3LmmWfmLne5S+5617tm3bp1+c3f/M0kUwR+4hOfmBNPPDGPfOQjs2HDhhx//PF5/vOfnwc/+ME54YQT8qAHPSgXX3zxXo/l6U9/ei655JKccMIJedGLXpQTTjghCwsL+exnP5uTTjopJ554YjZt2nT9zOpNmzblaU972vUXDVzpuX3P93xPHvvYx14//gc84AHX3//a1742r3zlK3PPe94zd7/73fOWt7xlr5/DDanO6dJ7asOGDWPH1RUBAAAAgIPDhRdemLvd7W7zHsaqTj/99Gzbti1/9Ed/dKMc77rrrss111yTdevW5ZOf/GROPvnkfPzjH8/hhx++2/u57W1vm3/7t3/LYYcdto9Gu/L7V1XnjjE2rPYYazgDAAAAANwIrrrqqvzAD/xArrnmmowx8sd//Me7HZuTaV3qpz71qfs0Nu8pwRkAAAAA+Ja0adOmbNq06UY73pFHHpmOlR4++tGPNoxm37CGMwAAAAAALQRnAAAAAGCf2R+uIcfu29P3TXAGAAAAAPaJdevW5bLLLhOdDzBjjFx22WVZt27dbj/WGs4AAAAAwD5xzDHHZPv27bnkkkvmPRR207p163LMMcfs9uMEZwAAAABgnzjssMNy7LHHznsY3IgsqQEAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWhw67wEAAAAAwIFi/WlvW/O2n37hQ/fhSNbuQBvz7ow32T/GzDfUGGPeY8iGDRvGtm3b5j0MAAAAgAPW7kY64Fvbnob6qjp3jLFhtfvNcAYAAADYC0IvcCDaVzPfreEMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtGgPzlV1t6p6eVWdVVU/3b1/AAAAAAD2T2sKzlX1qqr6QlV9eNntp1TVx6rqE1V1WpKMMS4cYzwtyWOSbOgfMgAAAAAA+6O1znA+PckpS2+oqkOSvDTJQ5Icn+RxVXX87L4fTXJOkv/TNlIAAAAAAPZrawrOY4x3J7l82c33SfKJMcanxhhfS/L6JA+fbf/WMcb3JXn8avusqs1Vta2qtl1yySV7NnoAAAAAAPYbh+7FY49OctGSr7cnuW9VnZTk1CQ3TXL2ag8eY2xJsiVJNmzYMPZiHAAAAAAA7Af2JjjXCreNMca7krxrL/YLAAAAAMABaK1rOK9ke5LvXPL1MUk+t3fDAQAAAADgQLU3wfl9Se5SVcdW1eFJfjzJW3uGBQAAAADAgWZNwbmq/jLJe5McV1Xbq+opY4xrkzwjyduTXJjkjDHGBftuqAAAAAAA7M/WtIbzGONxq9x+dnZxYUAAAAAAAL517M2SGgAAAAAAcD3BGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC3mGpyramNVbVlcXJznMAAAAAAAaDDX4DzG2DrG2LywsDDPYQAAAAAA0MCSGgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaDHX4FxVG6tqy+Li4jyHAQAAAABAg7kG5zHG1jHG5oWFhXkOAwAAAACABpbUAAAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC3mGpyramNVbVlcXJznMAAAAAAAaDDX4DzG2DrG2LywsDDPYQAAAAAA0MCSGgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFrMNThX1caq2rK4uDjPYQAAAAAA0GCuwXmMsXWMsXlhYWGewwAAAAAAoIElNQAAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFnMNzlW1saq2LC4uznMYAAAAAAA0mGtwHmNsHWNsXlhYmOcwAAAAAABoYEkNAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBirsG5qjZW1ZbFxcV5DgMAAAAAgAZzDc5jjK1jjM0LCwvzHAYAAAAAAA0sqQEAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQYq7Buao2VtWWxcXFeQ4DAAAAAIAGcw3OY4ytY4zNCwsL8xwGAAAAAAANLKkBAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoMWh8x4AdFt/2tvmPYQkyadf+NB5DwEAAAAAblSCc4P9JXDuK8LpntmX3xfeEwAAAAD2R5bUAAAAAACghRnOKzjYZyzvLq/H/sd7cmAzQx0AAAA4WJnhDAAAAABAi/1uhrOZmwAAAAAAByYznAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABocei8BwAAwMrWn/a2eQ9ht336hQ+d9xD2qf3lPTnYX2cAAA5cgjMAwI1ofwmW+8ruPr/dCacH+2u3O7wWNw5hHwBg9wnOAADMjXDK/uxA+/4UyAGA/YHgDACwlw60KAUAALCvCM4AwLcMYRgAAGDfusm8BwAAAAAAwMFBcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWsw1OFfVxqrasri4OM9hAAAAAADQYK7BeYyxdYyxeWFhYZ7DAAAAAACggSU1AAAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALTYJ8G5qh5RVa+oqrdU1YP3xTEAAAAAANi/rDk4V9WrquoLVfXhZbefUlUfq6pPVNVpSTLGePMY4yeTbEry2NYRAwAAAACwX9qdGc6nJzll6Q1VdUiSlyZ5SJLjkzyuqo5fsskvze4HAAAAAOAgt+bgPMZ4d5LLl918nySfGGN8aozxtSSvT/Lwmrwoyf8cY7y/b7gAAAAAAOyv9nYN56OTXLTk6+2z234myQ8leVRVPW2lB1bV5qraVlXbLrnkkr0cBgAAAAAA83boXj6+VrhtjDH+IMkf7OqBY4wtSbYkyYYNG8ZejgMAAAAAgDnb2xnO25N855Kvj0nyub3cJwAAAAAAB6C9Dc7vS3KXqjq2qg5P8uNJ3rr3wwIAAAAA4ECz5uBcVX+Z5L1Jjquq7VX1lDHGtUmekeTtSS5McsYY44J9M1QAAAAAAPZna17DeYzxuFVuPzvJ2W0jAgAAAADggLS3S2oAAAAAAEASwRkAAAAAgCaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAt5hqcq2pjVW1ZXFyc5zAAAAAAAGgw1+A8xtg6xti8sLAwz2EAAAAAANDAkhoAAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGgx1+BcVRurasvi4uI8hwEAAAAAQIO5BucxxtYxxuaFhYV5DgMAAAAAgAaW1AAAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFrMNThX1caq2rK4uDjPYQAAAAAA0GCuwXmMsXWMsXlhYWGewwAAAAAAoIElNQAAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALSYa3Cuqo1VtWVxcXGewwAAAAAAoMFcg/MYY+sYY/PCwsI8hwEAAAAAQANLagAAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALeYanKtqY1VtWVxcnOcwAAAAAABoMNfgPMbYOsbYvLCwMM9hAAAAAADQwJIaAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKDFXINzVW2sqi2Li4vzHAYAAAAAAA3mGpzHGFvHGJsXFhbmOQwAAAAAABpYUgMAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0GKuwbmqNlbVlsXFxXkOAwAAAACABnMNzmOMrWOMzQsLC/McBgAAAAAADSypAQAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAt5hqcq2pjVW1ZXFyc5zAAAAAAAGgw1+A8xtg6xti8sLAwz2EAAAAAANDAkhoAAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwA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MoXAGAAAAAGAKhTMAAAAAAFMonAEAAAAAmELhDAAAAADAFApnAAAAAACmUDgDAAAAADCFwhkAAAAAgCkUzgAAAAAATKFwBgAAAABgCoUzAAAAAABTKJwBAAAAAJhC4QwAAAAAwBQKZwAAAAAAplA4AwAAAAAwhcIZAAAAAIApFM4AAAAAAEyhcAYAAAAAYAqFMwAAAAAAUyicAQAAAACYQuEMAAAAAMAUCmcAAAAAAKZQOAMAAAAAMIXCGQAAAACAKRTOAAAAAABMoXAGAAAAAGAKhTMAAAAAAFMonAEAAAAAmELhDAAAAADAFApnAAAAAACmUDgDAAAAADDFCbM/YVVdOckzk1yQ5M3d/cLZXwMAAAAAgN1nS3c4V9VvVdXZVfWBQ47fp6rOqKqPVNXjlocfmOTl3f0DSb558ngBAAAAANiltrqlxmlJ7rP5QFUdn+TXknxTklsm+a6qumWS6yf5u+VpF80ZJgAAAAAAu92WCufufkuSTx1y+M5JPtLdH+3uC5K8JMkDknwii9J5y58fAAAAAIC977Ls4Xy9jDuZk0XR/DVJnpbkGVV1vySvOdIHV9UjkzwySW5wgxtchmEAAAAAu9kNH/cH6x4CAMfIZSmc6zDHurv/Ncn3XtoHd/epSU5Nkjve8Y59GcYBAAAAAMAucFm2vPhEki/b9P71k/zDZRsOAAAAAAB71WUpnN+Z5Cuq6kZVdbkk35nk1XOGBQAAAADAXrOlwrmqXpzkT5J8ZVV9oqoe0d2fT/LoJK9L8ldJXtrdH9y5oQIAAAAAsJttaQ/n7v6uIxz/wyR/OHVEAAAAAADsSZdlSw0AAAAAAPgChTMAAAAAAFMonAEAAAAAmELhDAAAAADAFApnAAAAAACmUDgDAAAAADCFwhkAAAAAgCkUzgAAAAAATKFwBgAAAABgCoUzAAAAAABTKJwBAAAAAJhC4QwAAAAAwBRrLZyr6uSqOvW8885b5zAAAAAAAJhgrYVzd7+mux950kknrXMYAAAAAABMYEsNAAAAAACmUDgDAAAAADCFwhkAAAAAgCkUzgAAAAAATKFwBgAAAABgCoUzAAAAAABTKJwBAAAAAJhC4QwAAAAAwBQKZwAAAAAAplA4AwAAAAAwhcIZAAAAAIApFM4AAAAAAEyhcAYAAAAAYAqFMwAAAAAAUyicAQAAAACYQuEMAAAAAMAUCmcAAAAAAKZQOAMAAAAAMMVaC+eqOrmqTj3vvPPWOQwAAAAAACZYa+Hc3a/p7keedNJJ6xwGAAAAAAAT2FIDAAAAAIApFM4AAAAAAEyhcAYAAAAAYAqFMwAAAAAAUyicAQAAAACYQuEMAAAAAMAUCmcAAAAAAKZQOAMAAAAAMIXCGQAAAACAKRTOAAAAAABMoXAGAAAAAGAKhTMAAAAAAFMonAEAAAAAmELhDAAAAADAFApnAAAAAACmUDgDAAAAADCFwhkAAAAAgCkUzgAAAAAATKFwBgAAAABgCoUzAAAAAABTrLVwrqqTq+rU8847b53DAAAAAABggrUWzt39mu5+5EknnbTOYQAAAAAAMEF197rHkKr6pyRnXcIp10xyzjY+5XbO32vn7pZxuL7dNw7Xd3Tn7pZxuL6jO3e3jMP1Hd25u2Ucru/ozt0t49jvY3Z9u28cru/ozt0t43B9R3fubhmH69t943B9R3fubhmH6zu6c3fLONZ5fV/e3dc64qPdvevfkrxrp87fa+fulnG4vt03Dtfn+nbzOFyf69vN43B9B+f6dss4XJ/r283jcH2ubzePw/XtvnG4Pte3m8fh+o7N9R3uzYsGAgAAAAAwhcIZAAAAAIAp9krhfOoOnr/Xzt0t43B9u28cru/ozt0t43B9R3fubhmH6zu6c3fLOFzf0Z27W8ax38fs+nbfOFzf0Z27W8bh+o7u3N0yDte3+8bh+o7u3N0yDtd3dOfulnHsluv7D3bFiwYCAAAAALD37ZU7nAEAAAAA2OUUzgAAAAAATLFnCueqOrGqTlz3OHYDWQyyGGSxSh7AdpgzBlkMshhksUoewFaZL1bJY5DFIIthv2Sx6wvnqrpCVd0zyauTvKCqHrjuMa2LLAZZDLJYJQ9gO8wZgywGWQyyWCUPYKvMF6vkMchikMWw37I4Yd0DuCRV9cVJTklyryS/k+TMJM+pqg929xlrHdwxJotBFoMsVskD2A5zxiCLQRaDLFbJA9gq88UqeQyyGGQx7Mcsdm3hXFWXS/KQJF+V5Be7+63L43+f5JpJ9mTgR0MWgywGWaySB7Ad5oxBFoMsBlmskgewVeaLVfIYZDHIYtivWezmLTXukuT+SV7Q3W+tquOq6kFJ/j7JnyZJVV17nQM8hmQxyGKQxSp5ANthzhhkMchikMUqeQBbZb5YJY9BFoMshn2Zxa4snKvq+CT/Jcmruvsty/fvluRrk7x7ec71k/xSVd1nfSPdebIYZDHIYpU8gO0wZwyyGGQxyGKVPICtMl+skscgi0EWw37OYrduqdFJzk/yueX735Hkdsv3n9fdFyX5RFX9VpKnVtXF3X36Wka682QxyGKQxSp5ANthzhhkMchikMUqeQBbZb5YJY9BFoMshn2bRXX3usdwWFX11UlekOSTSf4hyduSvKi7P7Ns98/v7nOq6qFJHpDkId19wfpGvHNkMchikMUqeQDbYc4YZDHIYpDFKnkAW2W+WCWPQRaDLIb9msVuvcM53f2XVXWPJNfv7ncf8vDNkzyxqp6Y5IuTnLkXwj5ashhkMchilTyA7TBnDLIYZDHIYpU8gK0yX6ySxyCLQRbDfs1i197hfKiq+k9J3tbdFy/fPzXJTZN8IMk7uvsl6xzfsSSLQRaDLFbJA9gOc8Ygi0EWgyxWyQPYKvPFKnkMshhkMeyXLPZE4VxVV0/yqiTP7u7nL4/9QJJPdfcr1jq4Y0wWgywGWaySB7Ad5oxBFoMsBlmskgewVeaLVfIYZDHIYthPWezaLTU26+5PVdUPJXl+VV03yd9m8SqOT0iSqqosyvOLNz6mqi7f3Z873Ofby2QxyGKQxSp5ANthzhhkMchikMUqeQBbZb5YJY9BFoMshv2UxZ64w3lDVd0iyWOSnJ3k40lOS3KT7j6jqo7bdLv5dZN8S5IPd/cfr2e0O0sWgywGWaySB7Ad5oxBFoMsBlmskgewVeaLVfIYZDHIYtgXWXT3nnpLctymP98hybuS3GXTsUpy+STfluTiJF+/7jHLQhaykIc3b972xps5QxaykIU8vHnzthNv5gt5yEIWBymL47LH9Kbbxnvx6o1PTPJjVXWFqjqxFz6X5MZJ/m+S89c01B0ni0EWgyxWyQPYDnPGIItBFoMsVskD2CrzxSp5DLIYZDHs9Sz21JYah9q4jbyqrtLd/7Lp+M8l+aos9jh5b+/li9wiWQyyGGSxSh7AdpgzBlkMshhksUoewFaZL1bJY5DFIIthL2ax5+5w3mxT2/+F66iqJ2UR9hNzSNjLzbX3JVkMshhksUoewHZsZ86oqitV1a2O/SiPDVkMshhksUoewFZtYb54324qjnaaPAZZDLIY9mIWJ6x7AJdVVR2f5JSqOjfJdZLcJsmTsrqgq+Wt5rsq/NlkMchikMUqeQDbcQlzxns2F0dJTk3ykKq6b3e/dm0D3kGyGGQxyGKVPICtuoT54n3LOxlPzKKzeWiSTyU5u7vfsrYB7zB5DLIYZDHstSz2fOHc3RdV1duSvDXJPyX5T0nO3Qi7uy9McoequnyS+yW5S5Indfcb1jfqnSGLQRaDLFbJA9iOI8wZn9xUHF05yTOy2DPtPkmeXFWf349zhiwGWQyyWCUPYKuOMF+cvTx+hSQPSnKnJDdK8rokT6yqx3X3a9Y26B0kj0EWgyyGvZbFnt5SY0N3vz/J1ye5XJJ7dvcFVXWNJL9eVU9I8rgs/kfcIMnnk9yoqvbFtR9KFoMsBlmskgewHYfMGffu5a+0VVUl+cYkD0/ylO4+PclPJrn38odW+44sBlkMslglD2CrDpkv7rUsji6X5AFJHpbkakke1d3PzGK++OmquupyPtl35DHIYpDFsJey2DcFSnd/KMl9k2ws1m64fP+M7n5wkg8n+ViSlyd5WY/9T/YdWQyyGGSxSh7AdiznjPttvF9Vl++F30vyo0l+s6qu3d1vSvL4Xrxi9L4ki0EWgyxWyQPYqsP8u+QqSe6e5LNJPpDkZVV1ve7+gyT37+7PbvzWxH4kj0EWgyyGvZJF7dP8kyRV9U1Jfi3Jc7P4H/B3SV7c3edWLfZoXesAjyFZDLIYZLFKHsBWVNWdktygu1+x6djzkvxsd398bQNbA1kMshhksUoewHZU1Y8k+dokD+/uz1fVs5K8sbtfVlXHHbQbYeQxyGKQxbBbs9g3dzhvtvGr7939R0leluTxWexX/czuPnf5WO/H2+sPtdUs1jfCY0cWgyxWyQPYpnOy2Hf1lCSpqpOzuKtgZZ44COuMbDGLA0IWgyxWyQPYkuXa4cQkb1sWR7dJcuMkZydJr27Rs+9tNY+DQBaDLIbdnMWef9HAw9k0CT8wi1vMn5PkouWx43rx4mDH92Kvk0pyxSQndfc/rm3QO2QrWWw+v6ruk+Sc7n7XsR7rTpPFIItV8gC2o7s/VlUPSvKSqrpHFnuy/mR3n7Xx2xAHaJ1xqVlsPn8/z5+yGGSxSh7AVi3XEK9N8uqqukkWrynzziQf3TjnoKwxkq3lsdl+nj9lMchi2M1Z7PctNb40yf2z+PX4E/qQvdFq8SqOL03y/5LcLYuF3757Jcvk0rNYnnOtJLdP8qIk39vdrz62ozw2ZDHIYpU8gO2oqusnuU6Sz3b3hw/z+EFaZ1xiFstzDsT8KYtBFqvkAWxVVd00yclJzkhyZnefecjjB2aNkVx6HstzDsT8KYtBFsNuzGJfF87Jyk//Nu5sPrG7L1wu+F6a5K+S/HCSOyf51SQP7O6z1jnmnXJoFoc8tpHPlyT5SJL/1d0/v56R7jxZDLJYJQ/gaGy6s/mE5a+zHbh1xoYj3LF5IOdPWQyyWCUPYLsOcpdxacyfgywGWQzryGJf7uG8WXdftPzvxcuF3YVVdbkkL0/yju5+RHefn8X+Jmck+eQah7ujNmex+fjyH8cXV9UNk7wxyVP2+zehLAZZrJIHcDSWZXMty+YDuc7YcJgS7cDOn7IYZLFKHsB2LMuiA9tlXBLz5yCLQRbDurLY94XzZhv/GEzygiR/1d0/senhr0tybpJU1c2q6tbrGOM6LP9xfOMkv5/kZd395HWPaV0uKYuqunpV3WB9ozu2jpRFVe3Lvd8vje8T4NJYZxye+XOwzhisM1b5PgEuycYNdLHG+A/Mn4N1xmCdMazre+RAFc5Lx2UxGT9240BVfXuSH8si+POXh3+jqu577Id37FTVvavqLlV1YpJXJ3l5dz9x0+M3rapvqKqfrKq7rm+kO28LWVSSayR5XlXdb13jPBYuLYskXVXXqKpbVdXN1jTMY2YLz417VtVjq+oZtXghIOBgs85Yss4YrDMG64xV1hnANlhjbGKdMVhnDNYZw7rXGAeu2U9y5SRfm+TkqnpvkjsleVQWm+y/pRb7t/51Vf1Ukl+uqgu6+w3rHPAO+kiStyU5KcnjuvtpGw8sJ6HvSHJRFi9E8OKq+v7uft1aRrrzDptF1WJ/veWvPZ5ZVT+X5P8snxevX+N4d9IlPS/ulOReSe6R5Kwkd62q/9rdf7SWkR4bl5THnbNY4J2exR5qz1jmsV+fG8Cls84YrDMG64zBOmOVdQawVdYYq6wzBuuMwTpjWOsa48AVzt39map6eJJfT/LxJH+f5Ee6++3Ln/ocl+Si7n5bVT03yelVdefuftf6Rr0zuvtvquobs9jD5ZyN48ufhj46yfOz2Bvq41X1sSQ3S7IvJ+gjZbHp16PvlOSj3f2mqvrfSW6bZF9O0JfwvLhtFi9KcU6SX+ju06vq7kmeVVVndfeH1jPinXWkPJaumeSjSZ7X3Z+uqnOT3OhYjxHYPawzBuuMwTpjsM5YZZ0BbJU1xirrjME6Y7DOGNa9xjiIW2qku9+X5OQkD0vyP7v77cvjneTzVfV1VfWqLL4JX5Lkg2sb7A7r7g8muWeSb6iqL6rFJuIPzmJy/v3u/vjy1JOTXG4tgzxGNmVx96q6YlVdcXm8k1w7yV8uf1L6qCRXWd9Id94hz4urV9XVkjwoi7+kL5/kZ6rq+t39piQP3Y+T82aH5HG1WrxYR5J8aZJrdvenl+/fP/v8+wS4dNYZg3XGYJ0xWGesss4AtsoaY5V1xmCdMVhnDOtcY1SvvkDygVZVD0ty8yQPTPKcJK/t7vcvHzuuuy9e5/h2UlVdobvPr6qvSfKYJI/v7r9ZPvZLSW7W3d+81kEeI7XY3+ZqSe7e3S9f/mrSRVV1WpKPJblqr75Iw75VVZfv7s8t/+L+xSRPX/661mOzmIyesvwLLBs5rXG4O66qLtfdF1TVrbv7A8u/xJ+X5Mwk907yz919z/WOEtitrDOsMxLrjM2sM1ZZZwBH6yCvMRLrjM2sMwbrjGEda4wDt6XG4VTVvZI8MslXJnlaFj/heOdhzquNJ+M+9Lnlf++U5LxNk/OvJPmSJP9t48T9/hdWd1+4/KnPY5fflC9aPnTlJH/S3advnLvfs0hywfK/t0vyqe5+y/L9myc595Dvh/36vfEFywn6qkmeXlUv7O5nJ/n2qnpjkrOT/OjGuQfguQFskXVGEuuML7DOWGGdsYl1BrBd1hhfYJ2xZJ2xwjpjaR1rDHc4J6mq62QxSf9Kd3/2kMe+O8nru/uTy/dvmuSLep/ug7S8vjcmOS3JHZNcnOTHu/vMqvquJH98gLK4dRY/8XlZkvsk+dfuvt/ysYcmOf0AZfHlWTwvfi7JbZJ8cZKndvf7D1oWSVJVt0vyW0n+PMm1svi1nB/u7rOq6pQkbzhIeQCXzDpjsM4YrDMG64xV1hnAVlljrLLOGKwzBuuM4ViuMQ7kHs6H6u5/7O4ndvdnq+rQu747yTU2vX+tJL9ei43o953u/kiSb8riFTt/r7tP7u4zlw8fn8XG4hv2exYfSPKQLDZXf93G5Lx0cQ7W8+KsJN+S5PZJrpTkN7PYYD45YFkkSXe/J4tfV/vtLH4t5/7LjJKkcoC+T4BLZ50xWGcM1hmDdcYq6wxgq6wxVllnDNYZg3XGcCzXGO5wPgrLfYF+I8mjuvtP1j2edZLFcBCyqKoTu/vCLZy377PYDnkA22HOGGQxHIQsrDOOjjyArTJfrJLHcBCysM7YvsuShTucD6OqHlZVJx/m+A9W1TW6+8+SvD3JdY/96I6tqnq4LBZksdgPKkmq6nsPehabeW4A22GdMZg/B1lYZxyJ5wawVdYYq8yfgyysMw5nJ58XXjTw8N6RxW32h26W/fkkf1FVr8hi4/lz1jS+Y+ntkcUGWQxvjSw289wAtsM6YzB/DrIYrDNWeW4AW2WNscr8OchisM4Ydux5YUuNS1BVt0/yn7v7Vzcde22SFyc5q7vfXFVXTHLTJBd294fXNNQdJ4tBFoMsVskD2A5zxiCLQRaDLFbJA9gq88UqeQyyGGQx7EQW7nC+ZP+S5BFV9bHu/t2qukUWm8+/qLsvrKpHJ7l1FoFfu6p+trtftc4B7yBZDLIYZLFKHsB2mDMGWQyyGGSxSh7AVpkvVsljkMUgi2F6Fu5wvhRVdassXr3xw0lOTPKJ7v7xqvr5JNdL8sIkb0rydUken+QB3X3+usa7k2QxyGKQxSp5ANthzhhkMchikMUqeQBbZb5YJY9BFoMshtlZuMP5UnT3B6vqgUluluTfk7yjqh6e5MuS/HKSDy/b/s8nOS/JResb7c6SxSCLQRar5AFshzljkMUgi0EWq+QBbJX5YpU8BlkMshhmZ6Fw3oLuPiuLW8lTVccn+ZokL0tyRnefX1U3TvL0JM/p5ate7leyGGQxyGKVPIDtMGcMshhkMchilTyArTJfrJLHIItBFsPMLI7b6cHuQzdJcoskr+vuf6+qm2TR9L+iu5+53qEdc7IYZDHIYpU8gO0wZwyyGGQxyGKVPICtMl+skscgi0EWw2XKQuG8fZ9JcrUkp1TVPZK8MsmfJ/nNtY5qPWQxyGKQxSp5ANthzhhkMchikMUqeQBbZb5YJY9BFoMshsuUhRcNPApVdbskT0hyTpI/6+6D+MRLIovNZDHIYpU8gO0wZwyyGGQxyGKVPICtMl+skscgi0EWw2XJQuF8lKrqhCQXtQBlsYksBlmskgewHeaMQRaDLAZZrJIHsFXmi1XyGGQxyGI42iwUzgAAAAAATGEPZwAAAAAAplA4AwAAAAAwhcIZAAAAAIApFM4AAAAAAEyhcAYAYF+oqutX1e9V1ZlV9TdV9dSqutzkr/GDVfWwyZ/ze6rqupvef3ZV3XL55z+sqi86zMc8oap+YuY4AABgBoUzAAB7XlVVklcm+d3u/ookN0tylSRPnvl1uvtZ3f3bMz9nku9J8oXCubu/v7s/tPzzfbv705O/HgAA7BiFMwAA+8E9kpzf3c9Nku6+KMljknxfVf3Q8s7n11bVGVX1sxsfVFXfXVV/XlXvqarfqKrjl8f/paqeXFXvrao/raovWR7/wp3FVfXmqvqF5cf/dVXdbXn8SlX10qp6X1X9TlX9WVXdsaqOr6rTquoDVfX+qnpMVT04yR2TvHA5hisuP+8dl5/r41V1zeWfH78c/xuSfOWma7jJ8treXVVvraqbL4+fVlVPq6p3VNVHl18LAAB2lMIZAID94FZJ3r35QHd/JsnfJjkhyZ2TnJLkdkm+bVkA3yLJdyS5S3ffLslFy3OS5MpJ/rS7b5vkLUl+4Ahf94TuvnOSH0uyUWT/UJJ/7u6vSvKkJHdYHr9dkut19627+zZJntvdL0/yriSndPftuvvfD/dFquoOSb4zyVcneWCSO216+NQkP9Ldd0jyE0meuemx6yS5a5L7J3nKEa4BAACmOWHdAwAAgAkqSV/C8dd397lJUlWvzKKE/XwWZfA7Fzty5IpJzl5+3AVJfn/553cnuecRvu4rN51zw+Wf75rkqUnS3R+oqvctj380yY2r6ulJ/iDJ6du4vrsleVV3/9vyGl69/O9Vknx9kpctryFJLr/p4363uy9O8qGNu7QBAGAnKZwBANgPPpjkQZsPVNXVknxZFncuH1pGdxZl9PO6+6cP8/ku7O6Nj7koR143f+4w59ThTuzuf66q2ya5d5IfTvLtSb7vSBd0uE9xmGPHJfn08g7tSxrfEccFAAAz2VIDAID94I1JrlRVD0uS5V7Mv5zktCT/luSeVXX1qrpikm9J8vblxzy4qq69/JirV9WXTxjL27Iok1NVt0xym+Wfr5nkuO5+RZL/keT2y/M/m+Sql/I535LkW5d7PF81ycnJF7YN+VhVfdvya9Sy1AYAgLVQOAMAsOct70b+1iz2Zz4zyV8nOT/JzyxPeVuS5yd5T5JXdPe7uvtDSf57ktOX2168Pos9jy+rZya51vJz/lSS9yU5L8n1kry5qt6TRRG+cWf1aUmetfGigUe4vL9I8jsb40/y1k2Pn5LkEVX13izu9H7AhGsAAICjUuM3BQEAYP+pqu9JcsfufvQx+nrHJzmxu8+vqptkcSf1zbr7gqP4PGcn+dLuvnAHhgoAANPZwxkAAOa6UpI3VdWJWeyb/Kjtls1LH0zybGUzAAB7iTucAQAAAACYwh7OAAAAAABMoXAGAAAAAGAKhTMAAAAAAFMonAEAAAAAmELhDAAAAADAFApnAAAAAACm+P/fFa/SqNFq1QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wims_datestack_grouped = pd.DataFrame()\n",
    "def make_graphs_opening(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    #df_stemger_label.head()\n",
    "    graph_wims = filter_binned(gdf_wims_dedupe, df_stemger_label)\n",
    "    graph_wims_split = filter_binned(gdf_wims_split, df_stemger_label)\n",
    "    plot_opening(graph_wims_split, label)\n",
    "    \n",
    "    \n",
    "for label in labels:\n",
    "    make_graphs_opening(label)\n",
    "\n",
    "print(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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": 51,
   "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\", width=1, 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": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph_open_stacked(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Invalid comparison between dtype=datetime64[ns] and Timestamp",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:536\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=534'>535</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=535'>536</a>\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_compatible_with(other)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=536'>537</a>\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, IncompatibleFrequency) \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=537'>538</a>\u001b[0m     \u001b[39m# e.g. tzawareness mismatch\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py:508\u001b[0m, in \u001b[0;36mDatetimeArray._check_compatible_with\u001b[0;34m(self, other, setitem)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=506'>507</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=507'>508</a>\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_assert_tzawareness_compat(other)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=508'>509</a>\u001b[0m \u001b[39mif\u001b[39;00m setitem:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=509'>510</a>\u001b[0m     \u001b[39m# Stricter check for setitem vs comparison methods\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py:711\u001b[0m, in \u001b[0;36mDatetimeArray._assert_tzawareness_compat\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=709'>710</a>\u001b[0m     \u001b[39mif\u001b[39;00m other_tz \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=710'>711</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=711'>712</a>\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mCannot compare tz-naive and tz-aware datetime-like objects.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=712'>713</a>\u001b[0m         )\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimes.py?line=713'>714</a>\u001b[0m \u001b[39melif\u001b[39;00m other_tz \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
      "\u001b[0;31mTypeError\u001b[0m: Cannot compare tz-naive and tz-aware datetime-like objects.",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mInvalidComparison\u001b[0m                         Traceback (most recent call last)",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:1008\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1006'>1007</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1007'>1008</a>\u001b[0m     other \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_comparison_value(other)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1008'>1009</a>\u001b[0m \u001b[39mexcept\u001b[39;00m InvalidComparison:\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:539\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=536'>537</a>\u001b[0m     \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, IncompatibleFrequency) \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=537'>538</a>\u001b[0m         \u001b[39m# e.g. tzawareness mismatch\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=538'>539</a>\u001b[0m         \u001b[39mraise\u001b[39;00m InvalidComparison(other) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=540'>541</a>\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_list_like(other):\n",
      "\u001b[0;31mInvalidComparison\u001b[0m: 2022-03-14 07:30:00+00:00",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb Cell 69'\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=0'>1</a>\u001b[0m filtered_datestack_1 \u001b[39m=\u001b[39m wims_datestack_grouped\u001b[39m.\u001b[39mloc[(pd\u001b[39m.\u001b[39;49mto_datetime(wims_datestack_grouped[\u001b[39m'\u001b[39;49m\u001b[39mOpeningstijden\u001b[39;49m\u001b[39m'\u001b[39;49m]) \u001b[39m>\u001b[39;49m\u001b[39m=\u001b[39;49m pd\u001b[39m.\u001b[39;49mto_datetime(\u001b[39m'\u001b[39;49m\u001b[39m2022-03-14T07:30:00.000Z\u001b[39;49m\u001b[39m'\u001b[39;49m))\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=1'>2</a>\u001b[0m                      \u001b[39m&\u001b[39m (pd\u001b[39m.\u001b[39mto_datetime(wims_datestack_grouped[\u001b[39m'\u001b[39m\u001b[39mOpeningstijden\u001b[39m\u001b[39m'\u001b[39m]) \u001b[39m<\u001b[39m\u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mto_datetime(\u001b[39m'\u001b[39m\u001b[39m2022-03-14T21:00:00.000Z\u001b[39m\u001b[39m'\u001b[39m))]\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=2'>3</a>\u001b[0m graph_open_stacked(filtered_datestack_1)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=3'>4</a>\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=4'>5</a>\u001b[0m \u001b[39mfiltered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=5'>6</a>\u001b[0m \u001b[39m                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-15T21:00:00.000Z'))]\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=9'>10</a>\u001b[0m \u001b[39mgraph_open_stacked(filtered_datestack_3)\u001b[39;00m\n\u001b[1;32m     <a href='vscode-notebook-cell:/home/lillian/Code/stembureau-meting/jupyter/stembureau_data.ipynb#ch0000068?line=10'>11</a>\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer.<locals>.new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=65'>66</a>\u001b[0m             \u001b[39mreturn\u001b[39;00m \u001b[39mNotImplemented\u001b[39m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=67'>68</a>\u001b[0m other \u001b[39m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=69'>70</a>\u001b[0m \u001b[39mreturn\u001b[39;00m method(\u001b[39mself\u001b[39;49m, other)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=57'>58</a>\u001b[0m \u001b[39m@unpack_zerodim_and_defer\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m__ge__\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=58'>59</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__ge__\u001b[39m(\u001b[39mself\u001b[39m, other):\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=59'>60</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_cmp_method(other, operator\u001b[39m.\u001b[39;49mge)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py:5623\u001b[0m, in \u001b[0;36mSeries._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5619'>5620</a>\u001b[0m rvalues \u001b[39m=\u001b[39m extract_array(other, extract_numpy\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, extract_range\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5621'>5622</a>\u001b[0m \u001b[39mwith\u001b[39;00m np\u001b[39m.\u001b[39merrstate(\u001b[39mall\u001b[39m\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mignore\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5622'>5623</a>\u001b[0m     res_values \u001b[39m=\u001b[39m ops\u001b[39m.\u001b[39;49mcomparison_op(lvalues, rvalues, op)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/series.py?line=5624'>5625</a>\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_construct_result(res_values, name\u001b[39m=\u001b[39mres_name)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py:269\u001b[0m, in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=259'>260</a>\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=260'>261</a>\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mLengths must match to compare\u001b[39m\u001b[39m\"\u001b[39m, lvalues\u001b[39m.\u001b[39mshape, rvalues\u001b[39m.\u001b[39mshape\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=261'>262</a>\u001b[0m         )\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=263'>264</a>\u001b[0m \u001b[39mif\u001b[39;00m should_extension_dispatch(lvalues, rvalues) \u001b[39mor\u001b[39;00m (\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=264'>265</a>\u001b[0m     (\u001b[39misinstance\u001b[39m(rvalues, (Timedelta, BaseOffset, Timestamp)) \u001b[39mor\u001b[39;00m right \u001b[39mis\u001b[39;00m NaT)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=265'>266</a>\u001b[0m     \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m is_object_dtype(lvalues\u001b[39m.\u001b[39mdtype)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=266'>267</a>\u001b[0m ):\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=267'>268</a>\u001b[0m     \u001b[39m# Call the method on lvalues\u001b[39;00m\n\u001b[0;32m--> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=268'>269</a>\u001b[0m     res_values \u001b[39m=\u001b[39m op(lvalues, rvalues)\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=270'>271</a>\u001b[0m \u001b[39melif\u001b[39;00m is_scalar(rvalues) \u001b[39mand\u001b[39;00m isna(rvalues):  \u001b[39m# TODO: but not pd.NA?\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=271'>272</a>\u001b[0m     \u001b[39m# numpy does not like comparisons vs None\u001b[39;00m\n\u001b[1;32m    <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/array_ops.py?line=272'>273</a>\u001b[0m     \u001b[39mif\u001b[39;00m op \u001b[39mis\u001b[39;00m operator\u001b[39m.\u001b[39mne:\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer.<locals>.new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=65'>66</a>\u001b[0m             \u001b[39mreturn\u001b[39;00m \u001b[39mNotImplemented\u001b[39m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=67'>68</a>\u001b[0m other \u001b[39m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/common.py?line=69'>70</a>\u001b[0m \u001b[39mreturn\u001b[39;00m method(\u001b[39mself\u001b[39;49m, other)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=57'>58</a>\u001b[0m \u001b[39m@unpack_zerodim_and_defer\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m__ge__\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=58'>59</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__ge__\u001b[39m(\u001b[39mself\u001b[39m, other):\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arraylike.py?line=59'>60</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_cmp_method(other, operator\u001b[39m.\u001b[39;49mge)\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py:1010\u001b[0m, in \u001b[0;36mDatetimeLikeArrayMixin._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1007'>1008</a>\u001b[0m     other \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_validate_comparison_value(other)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1008'>1009</a>\u001b[0m \u001b[39mexcept\u001b[39;00m InvalidComparison:\n\u001b[0;32m-> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1009'>1010</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m invalid_comparison(\u001b[39mself\u001b[39;49m, other, op)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1011'>1012</a>\u001b[0m dtype \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(other, \u001b[39m\"\u001b[39m\u001b[39mdtype\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1012'>1013</a>\u001b[0m \u001b[39mif\u001b[39;00m is_object_dtype(dtype):\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1013'>1014</a>\u001b[0m     \u001b[39m# We have to use comp_method_OBJECT_ARRAY instead of numpy\u001b[39;00m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1014'>1015</a>\u001b[0m     \u001b[39m#  comparison otherwise it would fail to raise when\u001b[39;00m\n\u001b[1;32m   <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/arrays/datetimelike.py?line=1015'>1016</a>\u001b[0m     \u001b[39m#  comparing tz-aware and tz-naive\u001b[39;00m\n",
      "File \u001b[0;32m~/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py:34\u001b[0m, in \u001b[0;36minvalid_comparison\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=31'>32</a>\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=32'>33</a>\u001b[0m     typ \u001b[39m=\u001b[39m \u001b[39mtype\u001b[39m(right)\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\n\u001b[0;32m---> <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=33'>34</a>\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid comparison between dtype=\u001b[39m\u001b[39m{\u001b[39;00mleft\u001b[39m.\u001b[39mdtype\u001b[39m}\u001b[39;00m\u001b[39m and \u001b[39m\u001b[39m{\u001b[39;00mtyp\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     <a href='file:///home/lillian/.conda/envs/stembureaus/lib/python3.10/site-packages/pandas/core/ops/invalid.py?line=34'>35</a>\u001b[0m \u001b[39mreturn\u001b[39;00m res_values\n",
      "\u001b[0;31mTypeError\u001b[0m: Invalid comparison between dtype=datetime64[ns] and Timestamp"
     ]
    }
   ],
   "source": [
    "filtered_datestack_1 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-14T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-14T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_1)\n",
    "\"\"\"\n",
    "filtered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-15T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_2)\n",
    "filtered_datestack_3 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-16T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-16T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_3)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "404 | 36.996336996337\n",
      "229 | 20.97069597069597\n",
      "115 | 10.531135531135531\n",
      "91 | 8.333333333333332\n",
      "80 | 7.326007326007327\n",
      "53 | 4.853479853479854\n",
      "39 | 3.571428571428571\n",
      "28 | 2.564102564102564\n",
      "27 | 2.4725274725274726\n",
      "26 | 2.380952380952381\n"
     ]
    }
   ],
   "source": [
    "list_temp = [404, 229, 115, 91, 80, 53, 39, 28, 27, 26]\n",
    "\n",
    "for num in list_temp:\n",
    "    \n",
    "    print(\"{} | {}\".format(num,(num / sum(list_temp) * 100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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": {
      "image/png": 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Q9W/5VZKPVdUPxq1zLbVfRbcjtRtdp9XzgXfTdSwdx4/ozmRtTzdi1G+4+uzYzZao5UC6Jidn0PXp+Meq+swi939q//xv4+oO2e/q38fldJ3Vn0b3mXsGXSf5ywH6YD961mCtr73Uc/X3eyPdSFVn9D8HsrAt+hp/2d/vArqzZvCHf8tJ/xbzPRm4R/+arwf+k+6MLVV1Ft2Z21fQBcqz6M5gLLiPMsZn/K/oRkP6Nl3Tv39Y23PNM3dQ54Ik31lg+bvozm6eTDcy2qfoBlaYC1ZPAu7Wv+aBdIFtruZlvUdpCOm+eyRJWn8l+Rxd59NThq5FkOQ/gR9W1doCzLVekgcDb6+qHZe8szQDTKiSpPVeVT3AQDCcvnnPzumaaj6I7qj5xwYua1n6ZlQP6Zshbk93NuDwoeuS1hVDgSRJmrYb0/WP+DXdBfmeU1UnDFrR8oWuP9ov6ZoPnULXtFFaL9h8SJIkSWqcZwokSZKkxm209F2Gt80229ROO+00dBmSJEnSzDr++OPPr6o1Cy2biVCw0047cdxxxw1dhiRJkjSzkpyxtmU2H5IkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGrfR0AUMYacDPjl0CYs6/aC9hy5BkiRJDfFMgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUuKmGgiQvTvL9JN9L8uEkmyTZOsnnk5za/95qmjVIkiRJWtzUQkGS7YEXALtX1e2BDYEnAAcAR1XVLsBR/bQkSZKkgUy7+dBGwKZJNgKuB/wMeARwcL/8YGCfKdcgSZIkaRFTCwVV9VPgn4AzgbOBC6vqc8CNqurs/j5nA9su9Pgk+yc5Lslx55133rTKlCRJkpo3zeZDW9GdFbg5cBNgsyRPGffxVfXOqtq9qnZfs2bNtMqUJEmSmjfN5kP3A35cVedV1RXAR4F7Auck2Q6g/33uFGuQJEmStIRphoIzgbsnuV6SAHsBpwBHAvv299kXOGKKNUiSJElawkbTeuKq+maS/wK+A1wJnAC8E7g+cGiS/eiCw2OnVYMkSZKkpU0tFABU1YHAgfNmX0Z31kCSJEnStYBXNJYkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkho3tVCQ5FZJThz5uSjJi5JsneTzSU7tf281rRokSZIkLW1qoaCqflRVu1XVbsBdgEuBw4EDgKOqahfgqH5akiRJ0kBWq/nQXsD/VdUZwCOAg/v5BwP7rFINkiRJkhawWqHgCcCH+9s3qqqzAfrf265SDZIkSZIWMPVQkGRj4OHAYct83P5Jjkty3HnnnTed4iRJkiStypmCBwPfqapz+ulzkmwH0P8+d6EHVdU7q2r3qtp9zZo1q1CmJEmS1KbVCAVP5OqmQwBHAvv2t/cFjliFGiRJkiStxVRDQZLrAfcHPjoy+yDg/klO7ZcdNM0aJEmSJC1uo2k+eVVdCtxw3rwL6EYjkiRJknQt4BWNJUmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxk01FCTZMsl/JflhklOS3CPJ1kk+n+TU/vdW06xBkiRJ0uKmfabgzcBnqurWwK7AKcABwFFVtQtwVD8tSZIkaSBTCwVJtgDuDbwHoKour6pfAY8ADu7vdjCwz7RqkCRJkrS0aZ4puAVwHvDeJCckeXeSzYAbVdXZAP3vbadYgyRJkqQlTDMUbATcGXhbVd0JuIRlNBVKsn+S45Icd955502rRkmSJKl50wwFPwF+UlXf7Kf/iy4knJNkO4D+97kLPbiq3llVu1fV7mvWrJlimZIkSVLbphYKqurnwFlJbtXP2gv4AXAksG8/b1/giGnVIEmSJGlpG035+Z8PfCjJxsBpwNPpgsihSfYDzgQeO+UaJEmSJC1iqqGgqk4Edl9g0V7TfF1JkiRJ4/OKxpIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuM2WuoOSa4LPBrYafT+VfXa6ZUlSZIkabUsGQqAI4ALgeOBy6ZbjiRJkqTVNk4ouGlVPWjqlUiSJEkaxDh9Co5JcoepVyJJkiRpEOOcKbgX8GdJfkzXfChAVdUdp1qZJEmSpFUxTih48NSrkCRJkjSYJZsPVdUZwM2A+/a3Lx3ncQBJTk/y3SQnJjmun7d1ks8nObX/vdUkb0CSJEnSZJbcuU9yIPAy4OX9rOsAH1zGa/xpVe1WVbv30wcAR1XVLsBR/bQkSZKkgYxzxP+RwMOBSwCq6mfA5hO85iOAg/vbBwP7TPBckiRJkiY0Tii4vKoKKIAkmy3j+Qv4XJLjk+zfz7tRVZ0N0P/edjkFS5IkSVq3xulofGiSdwBbJnkW8AzgXWM+/55V9bMk2wKfT/LDcQvrQ8T+ADvssMO4D5MkSZK0TEuGgqr6pyT3By4CbgX8bVV9fpwn75saUVXnJjkc2AM4J8l2VXV2ku2Ac9fy2HcC7wTYfffda6x3I0mSJGnZxjlTQB8CxgoCc/pmRhtU1cX97QcArwWOBPYFDup/H7GsiiVJkiStU2sNBUkupu9HMH8R3cXLtljiuW8EHJ5k7nUOqarPJPk2XZOk/YAzgceuqHJJkiRJ68RaQ0FVTTLCEFV1GrDrAvMvAPaa5LklSZIkrTtjNR8C6DsLbzI3XVVnTqUiSZIkSatqnIuXPTzJqcCPga8ApwOfnnJdkiRJklbJONcpeB1wd+B/qurmdE1/vj7VqiRJkiStmnFCwRV9P4ANkmxQVV8CdptuWZIkSZJWyzh9Cn6V5PrAV4EPJTkXuHK6ZUmSJElaLeOcKXgE8BvgxcBngP8DHjrNoiRJkiStnnFCwROq6qqqurKqDq6qtwAvnXZhkiRJklbHOM2HHpPkt1X1IYAkb2VkaFJJkiRJs22cUPAo4MgkvwMeDPyiqp433bIkSZIkrZa1hoIkW49MPhP4GN1QpK9NsnVV/WLKtUmSJElaBYudKTgeKCAjv/fufwq4xdSrkyRJkjR1aw0F/YXKJEmSJK3nluxTkOQ6wHOAe/ezvgy8o6qumGJdkiRJklbJOB2N3wZcB/j3fvqp/bxnTqsoSZIkSatnnFBw16radWT6i0lOmlZBkiRJklbXOBcvuyrJznMTSW4BXDW9kiRJkiStpnHOFPw18KUkp9GNQLQj8PSpViVJkiRp1SwZCqrqqCS7ALeiCwU/rKrLpl6ZJEmSpFWx2MXLHrWWRTsnoao+OqWaJEmSJK2ixc4UPGyRZQUYCiRJkqT1wGIXL7PfgCRJktSAcS5etiXwNGCn0ftX1QumVpUkSZKkVTPO6EOfAr4BfBf43XTLkSRJkrTaxgkFm1TVS6ZeiSRJkqRBjHPxsg8keVaS7ZJsPfcz9cokSZIkrYpxzhRcDvwj8Eq6UYfof99iWkVJkiRJWj3jhIKXAH9UVedPuxhJkiRJq2+c5kPfBy6ddiGSJEmShjHOmYKrgBOTfAm4bG6mQ5JKkiRJ64dxQsHH+h9JkiRJ66ElQ0FVHZxkU2CHqvrRKtQkSZIkaRUt2acgycOAE4HP9NO7JTlyynVJkiRJWiXjdDR+NbAH8CuAqjoRuPnUKpIkSZK0qsYJBVdW1YXz5tWC95QkSZI0c8bpaPy9JE8CNkyyC/AC4JjpliVJkiRptYxzpuD5wO3ohiM9BLgQeOE0i5IkSZK0esY5U7B3Vb0SeOXcjCSPBQ6bWlWSJEmSVs04ZwpePuY8SZIkSTNorWcKkjwYeAiwfZK3jCzaArhy2oVJkiRJWh2LNR/6GXAc8HDg+JH5FwMvnmZRkiRJklbPWkNBVZ0EnJTkkKq6Isl1gNsDP62qX65ahZIkSZKmaq19CpK8Pcnt+kBwA+Ak4P3ACUmeuGoVSpIkSZqqxToa/3FVfb+//XTgf6rqDsBdgJdOvTJJkiRJq2KxUHD5yO37Ax8DqKqfT7MgSZIkSatrsVDwqyQPTXInYE/gMwBJNgI2XY3iJEmSJE3fYqMP/TnwFuDGwItGzhDsBXxy2oVJkiRJWh2LjT70P8CDFpj/WeCz0yxKkiRJ0uoZ54rGkiRJktZjhgJJkiSpcYYCSZIkqXFr7VOQ5CWLPbCq3rTuy5EkSZK02hYbfWjz/vetgLsCR/bTDwO+Os2iJEmSJK2exUYfeg1Aks8Bd66qi/vpVwOHrUp1kiRJkqZunD4FO3DNqxtfDuw0lWokSZIkrbrFmg/N+QDwrSSHAwU8Enj/VKuSJEmStGqWDAVV9XdJPg38cT/r6VV1wnTLkiRJkrRaFht9aIuquijJ1sDp/c/csq2r6hfTL0+SJEnStC12puAQ4KHA8XTNhjLv9y2mXp0kSZKkqVts9KGH9r9vvnrlSJIkSVptS44+lM5Tkryqn94hyR7TL02SJEnSahhnSNJ/B+4BPKmfvhh469QqkiRJkrSqxhmS9G5VdeckJwBU1S+TbDzluiRJkiStknHOFFyRZEO6zsUkWQP8bqpVSZIkSVo144SCtwCHA9sm+TvgaOANU61KkiRJ0qoZ5+JlH0pyPLAX3XCk+1TVKVOvTJIkSdKqGKdPAcCpwEVz90+yQ1WdObWqJEmSJK2aJUNBkucDBwLnAFdx9cXL7jjd0iRJkiSthnHOFLwQuFVVXTDtYiRJkiStvnE6Gp8FXDjtQiRJkiQNY61nCpK8pL95GvDlJJ8ELptbXlVvmnJtkiRJklbBYs2HNu9/n9n/bNz/SJIkSVqPrDUUVNVrVrMQSZIkScNYrPnQx+mvYryQqnr4VCqSJEmStKoWaz70T+viBZJsCBwH/LSqHppka+A/gZ2A04HHVdUv18VrSZIkSVq+xZoPfWXudpJNgR2q6kcreI0XAqcAW/TTBwBHVdVBSQ7op1+2gueVJEmStA4sOSRpkocBJwKf6ad3S3LkOE+e5KbA3sC7R2Y/Aji4v30wsM/45UqSJEla18a5TsGrgT2AXwFU1Yl0TX/G8a/AS4Hfjcy7UVWd3T/X2cC2Cz0wyf5Jjkty3HnnnTfmy0mSJElarnFCwZVVteyLlyV5KHBuVR2//LKgqt5ZVbtX1e5r1qxZyVNIkiRJGsNiHY3nfC/Jk4ANk+wCvAA4ZozH7Qk8PMlDgE2ALZJ8EDgnyXZVdXaS7YBzV1q8JEmSpMmNc6bg+cDt6K5mfAhwIfCipR5UVS+vqptW1U7AE4AvVtVTgCOBffu77QscsfyyJUmSJK0rS54pqKpLgVcmeUNVXbIOXvMg4NAk+9FdKfmx6+A5JUmSJK3QOKMP3TPJD+iGFSXJrkn+fTkvUlVfrqqH9rcvqKq9qmqX/vcvVlS5JEmSpHVinOZD/wI8ELgAoKpOAu49zaIkSZIkrZ5xQgFVdda8WVdNoRZJkiRJAxhn9KGzktwTqCQb040+dMp0y5IkSZK0WsY5U/Bs4HnA9sBPgN36aUmSJEnrgXHOFKSqnjz1SiRJkiQNYpwzBcck+VyS/ZJsOe2CJEmSJK2uJUNBVe0C/A3dBcy+k+QTSZ4y9cokSZIkrYpxRx/6VlW9BNgD+AVw8FSrkiRJkrRqxrl42RZJ9k3yaeAY4Gy6cCBJkiRpPTBOR+OTgI8Br62qY6dbjiRJkqTVNk4ouEVVVZLNpl6NJEmSpFU3Tp+Cuyf5Af0Fy5LsmuTfp1uWJEmSpNUyTij4V+CBwAUAVXUScO8p1iRJkiRpFY07+tBZ82ZdNYVaJEmSJA1gnD4FZyW5J1BJNgZeQN+USJIkSdLsG+dMwbOB5wHbAz8FduunJUmSJK0HljxTUFXnA09ehVokSZIkDWCci5fdNMnhSc5Nck6S/05y09UoTpIkSdL0jdN86L3AkcBN6JoQfbyfJ0mSJGk9ME4oWFNV762qK/uf9wFrplyXJEmSpFUyTig4P8lTkmzY/zyF/poFkiRJkmbfOKHgGcDjgJ8DZwOP6edJkiRJWg+MM/rQmcDDV6EWSZIkSQNYayhI8m9ArW15Vb1gKhVJkiRJWlWLnSk4buT2a4ADp1yLJEmSpAGsNRRU1cFzt5O8aHRakiRJ0vpjnI7GsEgzIkmSJEmzbdxQIEmSJGk9tVhH44u5+gzB9ZJcNLcIqKraYtrFSZIkSZq+xfoUbL6ahUiSJEkahs2HJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxk0tFCTZJMm3kpyU5PtJXtPP3zrJ55Oc2v/ealo1SJIkSVraNM8UXAbct6p2BXYDHpTk7sABwFFVtQtwVD8tSZIkaSBTCwXV+XU/eZ3+p4BHAAf38w8G9plWDZIkSZKWNtU+BUk2THIicC7w+ar6JnCjqjoboP+97Voeu3+S45Icd955502zTEmSJKlpUw0FVXVVVe0G3BTYI8ntl/HYd1bV7lW1+5o1a6ZWoyRJktS6VRl9qKp+BXwZeBBwTpLtAPrf565GDZIkSZIWNs3Rh9Yk2bK/vSlwP+CHwJHAvv3d9gWOmFYNkiRJkpa20RSfezvg4CQb0oWPQ6vqE0mOBQ5Nsh9wJvDYKdYgSZIkaQlTCwVVdTJwpwXmXwDsNa3XlSRJkrQ8XtFYkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWrcRkMXoNm00wGfHLqERZ1+0N5DlyBJkjQzPFMgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1bqOhC5BatNMBnxy6hCWdftDeQ5cgSZJWiWcKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGGQokSZKkxhkKJEmSpMYZCiRJkqTGTS0UJLlZki8lOSXJ95O8sJ+/dZLPJzm1/73VtGqQJEmStLRpnim4EvjLqroNcHfgeUluCxwAHFVVuwBH9dOSJEmSBjK1UFBVZ1fVd/rbFwOnANsDjwAO7u92MLDPtGqQJEmStLRV6VOQZCfgTsA3gRtV1dnQBQdg27U8Zv8kxyU57rzzzluNMiVJkqQmTT0UJLk+8N/Ai6rqonEfV1XvrKrdq2r3NWvWTK9ASZIkqXFTDQVJrkMXCD5UVR/tZ5+TZLt++XbAudOsQZIkSdLipjn6UID3AKdU1ZtGFh0J7Nvf3hc4Ylo1SJIkSVraRlN87j2BpwLfTXJiP+8VwEHAoUn2A84EHjvFGiRJkiQtYWqhoKqOBrKWxXtN63UlSZIkLY9XNJYkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGrfR0AVI0krsdMAnhy5hUacftPfQJUiSNDbPFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjdto6AIkScPY6YBPDl3Cok4/aO+hS5CkZnimQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJatzUQkGS/0hybpLvjczbOsnnk5za/95qWq8vSZIkaTzTPFPwPuBB8+YdABxVVbsAR/XTkiRJkgY0tVBQVV8FfjFv9iOAg/vbBwP7TOv1JUmSJI1no1V+vRtV1dkAVXV2km3Xdsck+wP7A+ywww6rVJ4kSePZ6YBPDl3Cok4/aO+hS5A0Q661HY2r6p1VtXtV7b5mzZqhy5EkSZLWW6sdCs5Jsh1A//vcVX59SZIkSfOsdig4Eti3v70vcMQqv74kSZKkeaY5JOmHgWOBWyX5SZL9gIOA+yc5Fbh/Py1JkiRpQFPraFxVT1zLor2m9ZqSJEmSlu9a29FYkiRJ0uowFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjTMUSJIkSY0zFEiSJEmNMxRIkiRJjdto6AIkSVKbdjrgk0OXsKjTD9p76BKkVeOZAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcRsNXYAkSZKWb6cDPjl0CUs6/aC9hy5BY/JMgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1LiNhi5AkiRJGsJOB3xy6BIWdfpBe6/aa3mmQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWrcIKEgyYOS/CjJ/yY5YIgaJEmSJHVWPRQk2RB4K/Bg4LbAE5PcdrXrkCRJktQZ4kzBHsD/VtVpVXU58BHgEQPUIUmSJAlIVa3uCyaPAR5UVc/sp58K3K2q/mLe/fYH9u8nbwX8aFULXZ5tgPOHLmLGuQ4n4/qbnOtwcq7Dybj+Juc6nIzrb3LX9nW4Y1WtWWjBEBcvywLz/iCZVNU7gXdOv5zJJTmuqnYfuo5Z5jqcjOtvcq7DybkOJ+P6m5zrcDKuv8nN8jocovnQT4CbjUzfFPjZAHVIkiRJYphQ8G1glyQ3T7Ix8ATgyAHqkCRJksQAzYeq6sokfwF8FtgQ+I+q+v5q17GOzUQzp2s51+FkXH+Tcx1OznU4Gdff5FyHk3H9TW5m1+GqdzSWJEmSdO3iFY0lSZKkxhkKJEmSpMYZCiRJkqTGGQokSSuS5JZJjkryvX76jkn+Zui6JEnLZyhYIb8M140kOya5X3970ySbD13TrEhyvSSvSvKufnqXJA8duq5Z4fpbJ94FvBy4AqCqTqYbZlrL4HZwckk2G7qGWeX+zLqR5F5Jnt7fXpPk5kPXtFyGgpXzy3BCSZ4F/Bfwjn7WTYGPDVbQ7HkvcBlwj376J8Drhytn5rj+Jne9qvrWvHlXDlLJjHI7OJkk90zyA+CUfnrXJP8+cFmzxv2ZCSU5EHgZ3XoEuA7wweEqWhlDwcr5ZTi55wF7AhcBVNWpwLaDVjRbdq6qN3L1hvw3QIYtaaa4/iZ3fpKdgQJI8hjg7GFLmjluByfzL8ADgQsAquok4N6DVjR73J+Z3COBhwOXAFTVz4CZO+O36hcvW4/4ZTi5y6rq8qTbD0uyEf361FguT7IpV38Gd6Y78q3xuP4m9zy6C/XcOslPgR8DTxm2pJnjdnBCVXXW3PrrXTVULTPK/ZnJXV5VlWRuHc5kczZDwcr5ZTi5ryR5BbBpkvsDzwU+PnBNs+RA4DPAzZJ8iO5o458NWtFscf1NqKpOA+7XfwFuUFUXD13TDHI7OJmzktwTqCQbAy+gb0qksbk/M7lDk7wD2LJvEvgMumZZM8UrGk/IL8OVS7IBsB/wALpmG58F3l1+KMeW5IbA3enW3zeq6vyBS5oprr+VSfKUqvpgkpcstLyq3rTaNc0qt4OTSbIN8GbgfnTr73PAC6vqgkELm0Huz0ymD/W//z+uqs8PXNKyGQqWyS9DDS3Jravqh0nuvNDyqvrOatc0S1x/k0vy51X1jr5z3XxVVa9d9aIkLYv7M5rP5kPLN9dObKEOJCasMSQ5tKoel+S7LLDOquqOA5Q1S14C7A/88wLLCrjv6pYzc1x/E6qquZFyvlBVXx9dlmTPAUqaOW4HJ5PkpVX1xiT/xsLr7wUDlDVr3J+ZUJKjq+peSS7mmussdAdIthiotBXxTMEKJdlzoS/D+fP0h5JsV1VnJ9lxoeVVdcZq1zSLkmxSVb9dap4W5vqbXJLvVNWdl5qnP+R2cDJJHlZVH0+y70LLq+rg1a5pVrk/ozkOSbpy/zbmPM1TVXOjGjy3qs4Y/aHrZKfxHDPmPC3M9bdCSe6R5C+BNUleMvLzamDDgcubCW4HJ1NVc52xL62qg0d/gEuHrG0GuT8zoSQfGGfetZ3Nh5YpyT2Ae9J/GY4s2gK/DJfr/nQX+xj14AXmaUSSGwPb041WcieuHlt/C+B6gxU2I1x/68TGwPXpvkNGmx5cBDxmkIpml9vBybwcOGyMeZrH/Zl16najE/3QwncZqJYVMxQsn1+GE0ryHLojYTsnOXlk0eZ4pHYcD6QbOvOmdO3i53ZqLwJeMVBNs8T1N6Gq+grdUJrvs5nLyrgdnEySBwMPAbZP8paRRVvghbfG5f7MhJK8nO57Y9MkF83NBi6nG+Z1ptinYIWS7OiX4cokuQGwFfD3wAEjiy6uql8MU9XsSfLoqvrvoeuYVa6/ySX5PPDYqvpVP70V8JGqeuCghc0At4OTSbIrsBvwWuBvRxZdDHypqn45RF2zyP2ZySX5+6p6+dB1TMo+BSv37iRbzk0k2SrJZwesZ2ZU1YVVdTrd2NK/GGlHe0WSuw1b3Uy5ywKfwdcPWM+scf1Nbpu5QADQ74htO1w5s8Pt4GSq6qS+/8AdgA+O9Cc4Aq9Mvlzuz0zuW33QByDJlkn2GbCeFTEUrJxfhpN7G/DrkelL+nkaz4MX+Aw+ZLhyZo7rb3K/S7LD3EQ/ko6nn5fH7eBkPgdsOjK9KfCFgWqZVe7PTO7AqrpwbqJfnwtdx+VazT4FK/e7JDtU1Zngl+EKZfSqnVX1u75zjsazYZLrVtVlAEk2Ba47cE2zxPU3uVcCRyf5Sj99b7prQGh8bgcns0lV/T5UVdWvkzhgwPK4PzO5hQ6yz9z/8cwVfC3il+HkTkvyAq4+KvZc4LQB65k1HwSOSvJeug34MwDH5h6f629CVfWZ/srQd6frXPfiqjp/4LJmjdvByVyS5M5zVyJPchfgNwPXNGvcn5nccUneBLyV7vvk+cDxw5a0fHY0nkCSbbj6y/BYvwyXJ8m2wFvoriBbwFHAi6rq3EELmyH9CBx70X0GP1dVtgNdBtff5JJsD+zIyEGmqvrqcBXNFreDk0lyV+AjwM/6WdsBj6+qmdshG5L7M5NJshnwKuB+9N8nwOur6pJBC1smQ8EE/DKU1LIk/wA8Hvg+8Lt+dlXVw4erSq1Jch3gVnQ7Yz+sqisGLmnmuD8jMBSsmF+Gk0uyBngWsBPX3BA9Y6iaZkmSRwH/QNchLP1PVdUWgxY2I1x/k0vyI+COc/0ytHxuByeX5J784fp7/2AFzRj3ZyaX5JbAX/GHn8P7DlXTStinYOX2AW7ll+FEjgC+RjdSxFUD1zKL3gg8rKpOGbqQGeX6m9xpwHVwCMhJuB2cQJIPADsDJ3L1+ivAUDC+fXB/ZlKHAW8H3s0M/x8bClbOL8PJXa+qXjZ0ETPsHHdoJ+L6m9ylwIlJjmJkW1hVLxiupJnjdnAyuwO3LZs9TML9mcldWVUzP5SwoWDl/DKc3CeSPKSqPjV0ITPquCT/CXyMa34GPzpYRbPF9Te5I/sfrZzbwcl8D7gxcPbQhcww92cm9/EkzwUO55rrcKauTm6fghVKsu9C8/srKmoMSS4GNqP7B7oC23QvSz+U5nxlW+TxuP50beB2cDJJvgTsBnyLa+6M2R5+TO7PTC7JjxeYXVV1i1UvZgKGAknSivRfhH/wJTJrX4SaXUn+ZKH5VfWVheZLWjubD62QX4aTS3LvheY7DNp4Ri66dQ0e6R6P62+d2H3k9ibAY4GtB6plJrkdnIw7/5Nzf2ZySZ620PxZGwXLULByfhlO7q9Hbm8C7EF3BcCZGsJrQJ8Yub0J8EiuvoCPlub6m1BVXTBv1r8mORr42yHqmVFuByfQN7+a26HdmK7D7CU2v1oW92cmd9eR25vQXRTzO8zYKFg2H1qHkhxdVfcauo5ZleRmwBur6olD1zKLkmwAfGHWxkW+tnD9LV+SO49MbkC3c/Gcqtp1oJJmntvBySTZB9ijql4xdC2zzP2ZySS5AfCBWevb4pmCFVrLl+HmA5WzvvgJcPuhi5hhuwA7DF3EDHP9Ld8/j9y+Evgx8LiBallfuB2cQFV9LMkBQ9cxS9yfmYpL6b5TZoqhYOX8MpxQkn/j6tO+G9CNIHHSYAXNmHmnzQF+Djje+ZhcfyuX5IVV9WbgVVV19ND1zDK3g5Ppr0w+Z26H1iYQy+P+zISSfJxr/h/fFjh0uIpWxuZDyzT3ZZjkXn4ZTmbeMGhXAqdX1deHqmdWJNmzqr6eZJOq+u3Q9cwa19/kkpxYVbsl+U5V3XnpR2ht3A5OZt7QwlcCpwPvqqpzh6lodrg/M7kk162qy+aNgnUlcEZV/WSoulbKULBMfhlOLslRVbVXkn/wSp7Ll+T4qrqLn8GVcf1NLsmHgXsAa4D/G11ENzb3HQcpbIa4HZzM3HpL8riqmrkjstcG7s9Mbm7dJflAVT116HomZfOh5TslyenAmiQnj8z3y3B82/Wp+uFJPkK37n6vqr4zTFkz44r+6NhNk7xl/kKvQrkk19+EquqJSW4MfBaYqY501yJuByfzkCR/AxzADDbTuJZwf2ZyG/dn++45rykbAFX10QFqWjFDwTL5ZbhO/C3dhvymwJvmLSscim8pDwXuR7eejh+4llnk+lsHqurnwO9HGUqyFXCzqjp57Y/SCLeDk/kMcD6wWZKLRuZ7RegxuT+zTjwbeDKwJfCwecsKmKlQYPOhFRrpaLfoPC0sSeg6Kb526Fpm1ULtQOfayw9V0yxJsmtV2aFzAkm+TLczsRFwInAe8JWqesmAZc2UJK+qqtcNXcesSnJEVT1i6DrUtiT7VdV7hq5jUoaCFVqoDV6SE6rqTkPVNGvm2nYPXcesWstn0LahY0qyBngWsBMjZ029ovH45rZ5SZ5Jd5bgwCQn2+xgfEn2BE6sqkuSPAW4M/Dmqjpj4NK0nkvyXRYeqcnmQ8uUZDPgxcAOVbV/kl2AW1XVJ5Z46LWKzYeWKckTgScBN09y5MiiLYD5V/fU4r6R5K5V9e2hC5klSe4B3JOuHejoEdktgA2HqWomHQF8DfgCcNXAtcyqjZJsRzd84SuHLmZGvQ3YNcmuwEuB99BdBfVPFn2UgAWHFga4EDgO+MuqOm31q5oZDx26gPXIf9A1R71nP/0T4DDAULCeOwY4G9iGa47tezFgW9rl+VPgz5OcAVyCRyfGtTFwfbr/39ELzFwEPGaQimbT9Rz1ZWKvpWuPfHRVfTvJLYBTB65p1lxZVZXkEXRnCN4zb5hSLe5NwM+AQ+i+Q54A3Bj4Ed2O2n0Gq+xabvRsVJIdgV2q6gtJNsX9w+Xauaoe3x84pqp+0zeTnik2H1qh/lTRb6rqd0luCdwa+HRVXTFwaTOj3wj9AU+bLy3JhsB/VpUhYIWSvB44pqo+NXQtsyrJ1lX1i3nzbl5VPx6qplmT5Ct0nWafDtybrl/GiVV1h0ELmxFJvllVd5s37xtVdfckJ1XVrmt7rDpJngXsD2xdVTv3TV/eXlV7DVzazEhyDLAX8PV+iNKdgQ9X1R4Dl7YsGwxdwAz7KrBJku2Bo+g26O8btKIZ0+/8b0nXY/9hwJYGgvFU1VXA1kPXMeNeCHwiyW+TXNz/XLTkozTq40l+P8pLktsCHx+wnln0eOAyYL9+RKftgX8ctqSZ8rskj0uyQf8zeiVej3qO53nAnnRnm6mqU4FtB61o9hxIF+5vluRDdPuFLx22pOXzTMEKjVyw4vnAplX1RjsaL0+SF9J19JwbsuuRwDur6t+Gq2p2JPlnYBe6douXzM2ftXGRNbuS7E33xbc3cCu6tvBPrqoTh6xL7eibrL2Z7mJ6BXyDrsPnT4G7eKXepc2dbRkZOGAj4Ds25V2eJDcE7k7XjO0bVXX+wCUtm23GVi59h88nA/v181yfy7MfcLequgS6K1QCxwKGgvFsTde5fXQ885kbF3lISR5O12QD4MuzNlLE0Krqk0muA3yOrn/LPv1RRi0hydFVda+1dJQt4BfAP1bVv69+dbOhb0b5nKqaPz78HAPBeL6S5BXApknuDzwXz/iNJcmtq+qHSeZG/Tu7/71Dkh1m7SKEnilYof5KlH9J137sH/qjFS/yaqjj64dDu2tV/baf3gT4tm1ptRqSHATcFfhQP+uJwPFVdcBwVc2GJP/GNXdk7wucBpwOXhV6XeiPOh5TVbcaupZrsyRfrCov9DaBJBvQHaR7AN1R7s9W1buGrWo2JHlnPwTplxZYXLP22TQUaDD9cJr7AofTbYgeAbyvqv51yLpmRZKb0p1V2ZNuB+1o4IVV9ZNBC5sRSU4Gdquq3/XTGwIneMp8aUuNjlNVB69WLbMqyRZVdVGSBfsGVdUvkmxXVWcvtFwdm1FOLslrq+pvR6Y3BN5fVU8esKyZ0Yeqe6wPFw41FKxQkt2BV/CHFz5yh2IZ+lNu9+onv1ZVJwxZzyxJ8nm6Yfg+0M96Cl177vsPV9Xs6EPBfeZGz+l3zr7s/7BWQ5JPVNVDkyw0UlNV1S1WvagZlOS9C8wuL0I4viTvA35UVX+fZGO6gHVCVb160MJmSJJjq+oeQ9cxKUPBCiX5EfDXwHeB383Nd/Sc5ekv2HNvuiPdX6uqkwYuaWYkObGqdltqnhbWjyd9EPAlujNV9wZeXlUfGbSwGZDk0Kp63NquiGqwkmZHP57+h+j2Z/6Ubnj1fxm2qtmS5DV016r6aM3wjrWhYIXmOokNXccsGxl96L/pdsocfWgZknyBbhjcD/ezngg83bGlx9dfjfeudJ+/b/ZDQmoJc81avNbI5JK8n+7K2l+rqh8OXc+ssRnlyo10jgW4DvAO4Ot0V9Vm1jrJDqkfMGAz4Ergt1x9MdYtFn3gtYyhYIWS7EW3E3YU3RjTgO0Yl6NvvnGPkdGHNgOO9SjjeJLsAPw/uqH4oNuYv9AdsvHNG33oK1XliBtaVUnuS9eE8o+BWwAnAl+tqjcPWdessBnlyq2lc+ycmeskq8kZClYoyQfprmL8fa5uPmQ7xmVw9CENaS2jDx1XVS8frqrZMm84zY3pjjZeMmtHx4bWd+y8K13TjWcDv6mqWw9b1WywGaWuDZIcNf8s/ULzru0cV3/ldnXndWLvBb6Z5PB+eh/gP4YrZ7aMXLTn7nQ7ZscCL66q0wYtbHY8hGuOPnQwcAJgKBhTVW0+Op1kH2CPYaqZTUmOomt2cCxdM6K7VtW5w1Y1U85P8hSu2YzyggHrmTlJrgs8mj8cOOW1Q9U0K/qDmdcDtkmyFV2zIYAtgJsMVtgKbTB0ATPsG0luO3QRs6yq3gQ8ne4iPb+kaw9v56bxHQIcCmxHt/E5jKu/GDWeLUdu32CoItYXVfUxrnkxPS3tZOBy4PbAHYHbJ9l02JJmyjOAxwE/p7tw1GP6eRrfEXRDgl9JN6zr3I+W9ufA8XQtR44f+TkCeOuAda2IzYdWKMkpwM7Aj+n6FMx1KrE9/JiSfKCqnrrUPC1s7tL08+Z9o6ruPlRNsyTJE+hGH/oyjj60IkkeNTK5AbA78Cfrw9B8qy3J9ekOkvwVcOOquu7AJc2EJDerqrPmzbuxgwaML8n3qur2Q9cxy5I8f30YJMXmQyv3oKELWA/cbnSib1d7l4FqmUVfSnIA8BG65kOPBz45dzGkufH3tVZ70zVX+yVwJvAydySW7WEjt6+ku6LxI4YpZTYleT5dR+O7AGfQfSa/NmhRs+XHSQ4DnlFVv+nnfQq48yKP0TUdk+QOVfXdoQuZYT9PsnlVXZzkb+g+f6+ftRGcPFMwgX6M/T/uJx1jf0xJXk534bdNgUu5ug3e5XRDktqmewzzLno09488ty69+NESHPVlMn2If4FN/iaT5K/oQsDxVXXl0PXMmiQnAO8C9gMeV1X/l+SEqrrTwKXNjCQ/AP4IWz6sWJKTq+qOSe4F/D3wT8Ar5p/Nv7YzFKzQyBj7c0OQOsb+MiX5ewPAyiV5HPCZqrooyavojky8btaOTAzJUV8mk+RLVfWnQ9cxq5JsAJxs042VS/Kdqrpzkj3pwsHLgNdUlWcKxuT1RiY3F0ST/D3w3ao6ZBbDqaFghRxjf91Isj2wI9cc8eCrw1U0O+YdmXgD8M/M4JGJoSww6svRjvqyPEn+jq6D9n8y0jHRYDq+JB+i68ty5tC1zKLRHa/+YoSHAnepqusNW9m1X5It+oNKWy+03Cao40vyCeCnwP3omgL+BvhWVe06aGHLZJ+ClQtw1cj0VVzddENj6MeJfwLwA65elwUYCsYzt872Bt5eVUckefWA9cyak+k23rcHLgR+leTYkXbJWto9+9+jQxcWjkC0HNsB30/yLa4ZrB4+XEkz5SFzN/qrbP8pV38utbhDgIfSjZZTXHMfpuiaVWo8j6Pra/pPVfWrPqD+9cA1LZtnClYoyUuAfYHRMfbfV1X/OlRNsybJj4A7VtVlS95Zf2B9OTIxNEd90ZCS/MlC86vqK6tdyyzqm/K+F7gYeDdwJ+CAqvrcoIXNkCQfoDsY97Wq+uHQ9cyiJDssNH/WzgAaClaov9jH7eg6KobuH+oMT7eNL8mngcdW1a+HrmUWJbke3ZGJ71bVqf2RiTv4ZTieJH9B18l4btSXuS/FLw5a2AxJckPgQLrtYAFHA6+tKi8etQx9m+5dquoL/f/1hlV18dB1zYIkJ1XVrkkeCDwPeBXwXvsUjG+BQRdOoNsWOujCmJJ8l6vPtmwC3Bz4UVXdbtEHXsvYfGjlPgrsM9d2tt8h+zwOqbkclwIn9m27f3+2oKpeMFxJs6OqLuXqju5U1dl0F+/ReDYF3oSjvkziI3Rh6tH99JPp+hfcb7CKZkySZwH7A1vTXftme+DtwF5D1jVD5pq8PIQuDJyUxKa8y1BVX0zyFa456MLtAUPBmKrqDqPTSe5Md2GzmeKZghXqN+R7A48CdgCOBP7Ko7TjS7LvQvOr6uDVrkXS8iU5vqruMm/ecVW1+1A1zZokJwJ7AN8c6TD73fk7GVpYkvfSBambA7sCGwJfnv+51No56MJ0zI2MNXQdy+GZghWqqncl2ZjuUtY7AX9eVccMW9Vscedfmnlf6q8MfWg//RjgkwPWM4suq6rL5w5uJ9mIq687oqXtB+wGnFZVl/ZN2p4+bEkzx0EXJtT3M52zAd0Q4ecNVM6KeaZgmeb94QM8FfguXRs8qupNQ9Q1i5LsQneRj9vStcEDwItuSdduSS7m6vazmwG/66c3BH5dVVsMWN5MSfJG4FfA04DnA88FflBVrxyyrmu7vnnGWjks7vI56MLKJTlwZHLu6u7/XVW/HaailTEULNO8P/wfqKrXrFYtsy7J0XSdFP8FeBjdxihVteg6lqT1RX8Bs/2AB9CFrM8C7y6/nBeV5Ev9zU3ojnKfTLf+7kjXFOteQ9U2axx0QXMMBRrMXHvk0fazSb5WVX88dG2SltZ36HwycPOqel2SmwHbVdW3Bi5NjUjyEeDvquq7/fTt6fr3/dmghc2QJH9NFwQcdGGZknycRZr7zdr1RuxTsEJJbkl3im0nrnk1Xi/aM77f9kfJTu2PVPwU2HbgmiSN79/pmg7dF3gd8GvgrXSjmGgRI0MYLqiq7riK5cyyW88FAoCq+l6S3QasZ+ZU1T8OXcMM+6f+96OAGwMf7KefSNeEaKZ4pmCFkpxEN2zc8Yxc2biqjh+sqBmT5K7AKcCWdDsUNwBOqKrXDVmXpPHMja6R5ISRkXNO8gJ6S+uvTQDd2PoAH+h/Pxm4tKpe+4eP0nxJPkx3JegP0oWspwDXr6onDlqYmpLkq1V176XmXdsZClZooaH4tDxJvgPsO3La94nAi6rqbsNWJmkcSb4J3BP4dh8O1gCfmwsIWlqSr1fVnkvN08KSbAI8B5jb+foq8LZZ6+Cp2ZbkFGDvqjqtn7458Kmqus2wlS2PzYdW7uNJngsczjUvvOUVjcf3GOC/kjyZ7mqKT6XrbCdpNryFbhu4bZK/o/uf/pthS5o5myW5V1UdDZDknnQjOmkM/c7/v/Q/0lBeDHw5yWn99E548bJ2JPnxArPL4TSXp++b8THgLLorRDsusjRDktya7uq7AY6qqlMGLmmmJLkL8B90zSehG570GQ6pubgkh1bV49bWN8M+GVptSa4L3Lqf/GFVXbbY/a+NDAVadQtsxLelu2DKZeDGXJoVSbZeYPbFVXXFqhcz45JsQfedfOHQtcyCJNtV1dkjfTOuoarOWO2a1Lb+LN9OXHPwmfcPVtAKGApWKMn1gJcAO1TV/v2FuG5VVZ8YuLRrvbVtxOe4MZdmQ5LTgZsBv6Q7U7AlcDZwLvAsB15YWn908dH84c6EHY3H1H+n7FJVX0iyKbBRVV08dF1qR5IPADsDJ3L14DNVVS8YrKgVsE/Byr2XbuShe/bTPwEOAwwFS3CnX1pvfAY4vKo+C5DkAcCDgEPphit10IClHUF3pvR4RvqnaTxJngXsD2xNt1N2U7qRAfcasi41Z3fgtrN+0UFDwcrtXFWP70fMoap+01/IR5JasXtVPXtuoqo+l+QNVfWS/gi4lnbTqnrQ0EXMsOcBewDfBKiqU5N4vRuttu/RXafg7KELmYShYOUu709TFkCSnfEoj6S2/CLJy4CP9NOPB36ZZEO6i5ppacckucPoBbi0LJdV1eVzx+SSbMQiF4WTpmQb4AdJvsU1R6T0isaNOJDu1PnNknwI2BP4s0ErkqTV9SS6beHH+umj+3kbAo8bqKZZcy/g6f1QhpfR9c0oB1wY21eSvALYNMn9gecCHx+4JrXn1UMXsC7Y0XgCSW4I3J1uI/6Nqjp/4JIkSTOk7yS7FfDH/ayvAr+y79V4kmwA7Ed3jZsAnwXePettu6UhGApWqO8/8GTgFlX12iQ7ADeuqm8NXJokaUYkeSHwTOCjdDu1+wDvqqp/G7IuSUtLcnRV3SvJxVyz2drcGb8tBiptRQwFK5TkbXRtZu9bVbdJshXwuaq668ClSZJmRJKTgXtU1SX99GbAsTYfGk+SPemabuxI1yR6bmfMC4lKy2SfgpW7W1XdOckJAFX1yyQbD12UJGmmhKvHNae/7Uh243sP8GK6IV2vWuK+khZhKFi5K/oRNuZGH1qDo21IakiSWwJvA25UVbdPckfg4VX1+oFLmyXvBb6Z5PB+eh+6HV2N58Kq+vTQRUjrA5sPrVCSJ9MNv3dn4GDgMcDfVNVhgxYmSaskyVeAvwbeUVV36ud9r6puP2xlsyXJnelGIQrw1ao6YeCSrvX6dQbdKFcb0vXJGB0K8jtD1CXNMkPBBJLcmu6qiQGOqqpTBi5JklZNkm9X1V2TnDASCk6sqt0GLk3ruSRfWmRxVdV9V60YaT1h86FlSrJFVV2UZGvgXODDI8u2Ai6qKts1SmrB+f2FG+eaUT6GGb+ip2ZDVf3p0DVI6xvPFCxTkk9U1UOT/JjuizAjvwGuTzec3CuGqlGSVkOSWwDvBO4J/BL4MfCUqjp9yLq0/kvyksWWV9WbVqsWaX1hKFjH+s7H36uq2wxdiySthn4YzQ2q6uKha1EbkhzY37wVcFfgyH76YXT9Mp45SGHSDDMULFOSW1fVD0c6OV2DnZsktWItR2svBI6vqhNXuRw1KMnngEfPBdIkmwOHVdWDhq1Mmj32KVi+lwD7A//MAlevA+zcJKkVu/c/H++n9wa+DTw7yWFV9cbBKlMrdgAuH5m+HNhpmFKk2eaZghVKsinwXLph5Ar4GvC2qvrtoIVJ0ipJ8lm6o7S/7qevD/wX8Ei6swW3HbI+rf+SvJJuWNLD6b6LHwkcWlVvGLQwaQYZClYoyaHARcCH+llPBLasqscNV5UkrZ4kpwC7VtXl/fR1gROr6jajw5RK05TkLnQH6MDrPEgrZvOhlbtVVe06Mv2lJCcNVo0krb5DgG8kOaKffhjw4b7j8Q+GK0uNOZFuKNyNAJLsUFVnDlqRNIM8U7BCSd4HvL2qvtFP3w3Yt6qeO2hhkrSKRo7SBji6qo4buCQ1JMnzgQOBc4Cr6Pv3VdUdBy1MmkGGgmVK8l26dovXoRsK7cx+ekfgB1V1+wHLk6Spm3cRxz9QVb9Y7ZrUpiT/C9ytqi4YuhZp1tl8aPkeOnQBkjSwQ+i2hcez8ChstxiiKDXpLLphcCVNyDMFkqRlSxLgZrbd1pCSvIfurP0ngcvm5ntFY2n5PFMgSVq2qqokhwN3GboWNe3M/mfj/kfSCnmmQJK0IkneCryvqr49dC1qW38l45q7Zoak5TMUSJJWJMkP6JpunA5cgiO/aJUluT3wAWCu0/v5wNOq6vvDVSXNJkOBJGlFkuy40PyqOmO1a1GbkhwDvLKqvtRP3wd4Q1Xdc8i6pFm0wdAFSJJmU7/zfzPgvv3tS/F7Ratrs7lAAFBVXwY2G64caXbZ0ViStCJJDgR2p2tC9F6667d8ENhzyLrUlNOSvIquCRHAU4AfD1iPNLM8oiNJWqlHAg+n609AVf0M2HzQitSaZwBrgI/2P9sATx+0ImlGeaZAkrRSl/dDkxZAEpttaLXdHnhxVV01NyPJnYFfDleSNJs8UyBJWqlDk7wD2DLJs4AvAO8auCa15bPAF5PcaGTeu4cqRpplnimQJK1IVf1TkvsDF9H1K/jbqvr8wGWpLT8C/hH4cpL9quoYuqFxJS2ToUCStCJJXgwcZhDQgKqqPpHkR8B/JvkPwLHWpRWw+ZAkaaW2AD6b5GtJnjevCYe0GgJQVacC9wLuDXjxPGkFvHiZJGkiSe4IPB54NPCTqrrfwCWpYUl2qKozh65DmjWeKZAkTepc4OfABcC2A9eihiS5ZZKjknyvn74j8LSBy5JmkqFAkrQiSZ6T5MvAUXTjwz+rqmy6odX0LuDlwBUAVXUy8IRBK5JmlB2NJUkrtSPwoqo6cehC1KzrVdW3kmsMOHTlUMVIs8xQIElakao6IMmuSf6in/W1qjpp0KLUmvOT7Ew/4lCSxwBnD1uSNJtsPiRJWpEkLwA+RNePYFvgg0meP2xVaszzgHcAt07yU+BFwLMHrUiaUY4+JElakSQnA/eoqkv66c2AY+1XoNWS5CX9zU3pDnReAlwIHG+zNml5PFMgSVqpAFeNTF+FV5PV6tqd7szAVsCWwP7AfYB3JXnpcGVJs8c+BZKklXov8M0kh/fT+wDvGa4cNeiGwJ2r6tcASQ4E/ovuImbHA28csDZpphgKJEkrUlVv6ockvRfdGYKnV9UJw1alxuwAXD4yfQWwY1X9JsllA9UkzSRDgSRpxarqO8B3hq5DzToE+EaSI/rphwEf7vu3/GC4sqTZY0djSZI0s5LchavPVh1dVccNXJI0kwwFkiRJUuMcfUiSJElqnKFAkiRJapyhQJLWE0lulOSQJKclOT7JsUkeucj975PkExO+5sOTHNDffl+Sx6zweX49QQ0rfqwkqePoQ5K0HkgS4GPAwVX1pH7ejsDD18Fzb1hVVy20rKqOBI6c9DUkScPyTIEkrR/uC1xeVW+fm1FVZ1TVvyXZMMk/Jvl2kpOT/PnI47ZIcniSHyR5e5INoDv6nuS1Sb4J3CPJ6Um26Zft3l+fgCR/luT/zS8myev6MwcbJDmof/6Tk/xTv/zm/ZmMbyd53cjj0tf6vSTfTfL4kWV/PfIeXrNuV58ktc0zBZK0frgda79ewH7AhVV11yTXBb6e5HP9sj2A2wJnAJ8BHkV3RdjNgO9V1d8CdCcixpPkjcANgKcDWwGPBG5dVZVky/5ubwbeVlXvT/K8kYc/CtgN2BXYBvh2kq8CdwB26esNcGSSe1fVV8cuTJK0Vp4pkKT1UJK3JjkpybeBBwBPS3Ii8E3ghnQ72ADfqqrT+uZBH6Yb7x3gKuC/V/DSrwK2rKo/r27M64uA3wLvTvIo4NL+fnv2rwfwgZHH3wv4cFVdVVXnAF8B7tq/hwcAJ9CFn1uPvAdJ0oQ8UyBJ64fvA4+em6iq5/XNfY4DzgSeX1WfHX1AkvsA8y9WMzf923n9CK7k6gNJmyxSx7eBuyTZuqp+UVVXJtkD2At4AvAXdE2dRl/rGmWt5XkD/H1VvWOR15YkrZBnCiRp/fBFYJMkzxmZd73+92eB5yS5DkCSWybZrF+2R9++fwPg8cDRa3n+04G79LcfvZb7QNcE6SDgk0k2T3J94AZV9SngRXRNgwC+ThcSAJ488vivAo/v+0GsAe4NfKt/D8/on48k2yfZdpE6JEnL4JkCSVoP9O319wH+JclLgfOAS4CXAYcBOwHf6UcpOg/Yp3/osXQ78Xeg2yE/fC0v8RrgPUleQdcEabFaDkuyOd2oRE8CjkiyCd3R/hf3d3shcEiSF3LNZkqHA/cATqI7k/DSqvo58PMktwGO7fs3/Bp4CnDuoitGkjSWdE0+JUmSJLXK5kOSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4/4/tgWq1EfUhzkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_graphs_use(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    plot_use(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels:\n",
    "    make_graphs_use(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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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",
      "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": 56,
   "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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",
      "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": 57,
   "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": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gh/7MZ+YJCr4D+tx9QEFDgKTK3+sKgrdSn5XvVXA9+7vw/b7Z3e/N2tdF7n5f+JlxmXZ8tk3kjZI2uvv/hfX4toIfPjJOUHCdtyn83Pxqhc+x0s/onT+oUvCr3G/d/enw/qXhsnE86Pv8NgXR62Nmdo2ZHVhsx2Z2aNbAyK1hubl5m2W/gM9qxxtunoJfqTIeLvcJZZUfK+PugwpajuaXUzj8cj3P3Zcp+JL5sqQLzeyFRYrsI+l4M9uS+VMwEDe7v/ITWf8fKnC/U+PNVdCKkP38H857HgsUNA2f4e4jmYWljr+ZRc3sLDP7u5k9o+DX2MzjlWOze/BzRFad5ik4DjEF50fmOPyPgkAkI/t1HScMHP4Rfnj8VcEv2Zkv0kEFF/XZ5mjHxfZE6wu5QEEQd5GXGBztQYCeuUD4pYILy3+dZL0y/y9Vr8mcL5J0vaSO8PXfR8EH7M8LbLePpHl55+xnlfuhV+i1ermCAOKs7HPAzN5gZn80s3+G+3qjcs+n/vCDOyP7/T6RLeFt/hdr/jGRu5d7nCqpT7/vSDaQudgt+DhmdoCZXR0OwH5GwZfj2HEws0+a2T0WJCzZoqAVacL3nbsPuvu68Px7QkF3k9eaWf55l63cc2gfSYfmnQsnSdoza/uCn9Xufr2CX8jPk/SEmV0Q1mk3STMl3ZG1z1+HyzOqOSfG6pMJNCYoW+y7Zh9Jn8x77nsp+DybkLs/oKDl69gwsFquwj9iTPazseLP9zKeczGzteO9No4Hg9xfo+A78YOSvhSOFy1osud6qJxzslg9H3f3u8PvkH8o6LpbTjBWjsl81g/mfV9Oxb5KljWzjbYj4UT2j1sKf8T4laTXmdnycFmpYzaYtf9C9azkeU20r0q/w1co+K552MxuMrNXFNlOCs6pn2edT/co6IKa/Z1X7mdm/jVq9v8rfa9P9Fm5l4IfMYup9H2ekfMcwvOqr9h65V6HlvMcK/2M3rmDKjPrUBCJHhFeADyuoOl1sZkV/EXL3X/j7v+iIFi4V8Ev21LQJJjvUgXNmXu5+y4KmlWLZsHJ85iCEylj7zLLZTyq4EWXJJnZLAXdEDZXuB+Fv/Sdp6Bf6EGZxXmbbZL0v+6+a9bfLHc/S9V5WsEvMftkLdtbuc/jHgVdJH5lZtm/ApY6/icq+KJ+jYIvun3D5eW+PvPzfnnbW8Ex36TgV965WcdhjrsvzNq20LlSimfV6z5JbWb2/Kz1i7VjcPNGZf0aG77uz1ORwc9hS+D/KOgKdbJVkEEyr14bJS3KOyaLitUr/P8TpYK4yQp/ebxMQWvViQrGDhT6QtqkoKUn+5yd7e7ZrauFXqvfKvjF6rrw1ypZkMlwjYL+03u4+66Sfqnyz6eS50T4g06mi0OzO1/BZ+PzPRgQ/lmFxyG8uFml4HO3KzxOW1X+ccqWOWaTKZtvk6Sb8s6FTnc/uayKuH/b3Q9R0BXyAAUty08ruAhZmLXPXTxIctBMNilohcx+7jPd/afh+nI+r36q4P32Zkl3h4FWoceZzGfjZD7fJ1LsOb1QQYtW6cLBRfnlCsfPFdrnFJzrVZ2T+VWu4HEnMtF3TKHP+mI9eqrZ10ZJ+5vZ7ELr3X2h70g4cXORx28LH6+QsWPmQUvMY1U8r/0VtFLeV8a+Jvouza2k+5/d/c0KLuavVPDdl6l/vk0KxvVkn1MzPGiFqtRjCrr+ZWRfr1b6Xp/os3KTir9OpUz02ZXzHMJj3pO3vth1eDnPsWI7dVClYKxESkGgsCT8e6GCJs535G9sZnuY2fLwjZ9Q8ItC5tfbJyT1WG6GltmS/unuw2b2MpXuVpjvMkmfMbMuM+tR0O2glCcUjAnJuFTSuy1IzRlX8Gvx7R50xym0fQ4z+5iZvdrMOsyszYKuf7O1IwNgfvmfKPil8nVhK9CMsHxP/r4rEf46fpmkL5vZ7LDl4RPh42Vv91MFF2/XmlnmzVfq+M9W8Br2K/iF5CsVVm13SR8xs5iZHa/gvPmluz+m4KL762Y2x8wiZvY8M8vvllJU2OKRuVg/UEFXu7Xh89yuIFvSl8xslgXd796sYEC5FLTIHGxmK8xshoLxDr2e21Se7bPh7XsUBAQ/tiJzypjZcWbWGT6n1yro8nlVuPpGBe+Fj1iQLvbUcPn14e2PJb3XzA4ysy4FY/YuLveYTMKlClqVT1LhX82loP/zM2a2KjzPo2Z2sJm9dKKdu/vqcL/XWZDBql3Bl+ZTkkbN7A0K+qSXq+T7MfRLje/e1IxmK+inPhievyfnrRtVcJzazOzzGv+rbEFhy8QLwvOvW0FXjRs96NpXraslHWBm/x6+p2Nm9lIr3jKfXa+XhnWLKeguMywpFQb335f0TTPbPdx2fqmWjQb5vqQPhs/Bws+VN2VdrJZzbv4/Bef7ySryfqvms3ESn+8TeULSvmaWfw1zhIJuouNYMNXFm8LvoUj4Hl+oIGlJZp/Zx2nS53qomnPy1RbMEWZmtpeCrllrs9Z/0cxuLFG+Lfz+iErKfJ9nuohN9B3zY0mfCM/1eQrGkl1c5KEmvS93v09B4oIvhPV7q4LgY02R53Rg+N3aER7Lt0s6XEFXzgmPWViX/wyvyQ5U0F2t2PO6RMH10KssuF78koLuw5kf90rt60aV/i7Nfk7tFsy7tIsHXbOfUe41abflDmn4noJrqX3C8rtZVlr5Cl0m6aPha7Orgh8QJFX+Xi/js/KHCq5njw73Nd9K9BLL8pSCITvFPr+ukfQiM3tLeH6fotyW4MsUvA494XXLWHffqbjWK2RnD6reqaDL0yNh0+/j7v64gq4cJ9n4NI8RBW/qRxUMWD1CQSIHKTjhN0p63MwyXQk/pODid5uCD4vLVL4zFDQ1/kPBC/e/pTfXFyX9yIJmyBPc/ToFF+NrFETbz1NuX8+c7Qvsb0jB2KXHFfyKcIqCwaMPhuu/quBDYYuZfcqDcV9vVvDF95SCKP40Tc058mEFFysPKhi0fKkKpHr1YCzAlyRdb8HYsVLH/8cKju9mBYMt/1hhnW5XML7oaQVdI4/LanV5h4KL7LsVtO5dodxukBM5WlKvmW1XcCH9f8oN+j6kYEDmkwp+IT7Zw7F97v6Ugu4AXw4f+1Dlvu5jzOwQBQHqO8Lg9WwFv+wUGyfwUQXHa4uCLFzv9zDVuwfdct4SPvctCoK0t4TL5e6/lrRawUDPh8O/L5R7QCrl7rcrOGfmqchFUvicj1XwY8o/FLyWP1DQclnOY5yp4JfBaxV0A/iIgnNsQMEF3lVFC4/3QwX94reY2ZVFtrlAwefSVP3iXCufUvD8tyn4osxOkfwbBa/HfQrOgWFN0B02y/4KuoRsUzDGLqHcsXOTFl7svFbBe+VRBZ97ZysIlCcyR8HzHFDwnPoV/EAhBRcaD0j6owVdIa9V+WNq6sLd1ym4qDtXwXN4QMEg64ycz/oi+3hMQcbHV6r0FA6T/mys8PN9IpeHt/1mdqcUBMeStnuQWr2QZxR8vz2i4DNutYLP3lvC9d9SMD5lwMy+rerO9WrPyZcoeD22K8igd5eCz6eMvRRkSyvmPxVcA3xawY9nQ+Gycr5j/kfBmL2/ho97TbhM0li3vJOmYl/htkvDsmcp+B5+qshzMgXXPU8quEb5qILkSZkxSBMdsy8o6C3wsIJA7Jzwey3zvMa6GYbfxx9UEFw9qSDA/lA5+5rou7SAf5f0UPj58kEFr5fCwPSnkh4M37vzFJyjV0n6bfi++aOCYz4Z31dwbdqr4Mf2Xyr4ESET1FX6Xi/6WRm+J9+tYMzSVgXHbJ8i+xnjQZe7L0u6NTwGL89b/7Sk4xW8l/sVNLCsU/DdknmOv1HQen2ngmuxbNVe641jXrCbLNC6zOxdCrLDHNboumB6MbNLFSTVubLRdQFaiZmtkfRDD8aLtjQzW69gGpAp736N6Slsuf2eu08Y7DQrC1qu+ySd5O43NKIO+S05AIAacfdKujgBKJO7r2h0HerF3Zc0ug7YuVmQk+BIBa1VeyhofSuUEKqphV0Mb1fQGnuaghbNSnsuTZmdvfsfAAAAgPKZgmEqAwq6/92joBvuzuYVCrpiPq1gOMBbvPBUN3VB9z8AAAAAqAItVQAAAABQBYIqAAAAAKgCiSqm2Ny5c33fffdtdDUAAACAndodd9zxtLvv1uh6lIOgaortu+++WrduXaOrAQAAAOzUzOzhRtehXHT/AwAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBXqElSZWY+ZfcfM/mZmQ2Y2bGb3m9n3zGz/EuVONLObzWyrmQ2a2TozO8XMSta73uUAAAAATF81DxbM7MWS/irpVEkzJf1G0q8ldUj6D0kbzOyVBcqdJ+kSSUsl3Szpd5IOkHSupCvMLFrk8epaDgAAAMD0Vo8WmPMk7Srp+5L2d/e3uPtbJO0n6UJJnZLOzy5gZiskfUjS45IWufsx7v5WSc+XdI+ktyoI0tTIcgAAAABQ06DKzGZIekV49/PunsysC/9/enh3kZnNzCr6mfB2lbvfn1XmCUknh3c/XaBbXr3LAQAAAJjmah0kpCSNhv+3Aus9vN0uaUgKxl9JOkTSiKTLxxVwv0nSZkl7Snp5Znm9ywEAAACAVOOgKmyNui68e4aZxTLrwv//V3j3h+6eCbBeHN5udPehIrv+c962jSgHAAAAAGqrw2N8SEFiivdLeoOZrQuXv1RSl6RvSTota/v9wtuHS+zzkbxtG1EOAAAAAGofVLn7g2F2vx9LeoOknqzV6yT9PnuslYLEFVLQJbCYwfB2dgPLAQAAAEBdUqq/UtJdkhZIerOkuZJ2k/QWBS1Va8zs89lFwltXZepdbscOzD4Qzmm17qmnnprsbgAAAADshGqd/W9XSVcqaOF5vbtf5e797v60u6+V9HoFCSpON7Pnh8W2hbed+fvLklm3LWtZvcuNcfcL3H2puy/dbbfdSuwGAAAAQKupdUvVmxS0Sv3R3R/MX+nuD0i6XUE3xFeHix8Kb/cpsd+98rZtRDkAAAAAqHlQtXd4u7XENlvC2+eEt38JbxeaWUeRMi/N27YR5QAAAACg5kHVo+HtIdnp1DPCZYeEd/8hSe6+SdKdktolHV+gzBEKkl08Lum2zPJ6lwMAAAAAqfZB1a8kPaugxeqbZhbPrAj//20FXesGJP0mq9xXw9uzzWxBVpndJX03vHuWu6fzHq/e5QAAAABMc7Zjzt0aPYDZOyX9UFJUQcvVHQoy7h0i6bmSEpL+zd2vzCv3XUknSxqWdK2kpKSjJc1RkPziOHdPFXi8upbLt3TpUl+3bt1EmwEAAAAowczucPelja5HOWoeVEmSmb1E0sckvUpBICVJmyXdIOkb7n53kXInSjpF0osUBGX3SrpQ0vmlWo3qXS4bQRUAAABQPYKqaYygCgAAAKjezhRU1XzyXzRG/2BCGzZtUf9gotFVAQAAAFpaW6MrgKm3dv1mrVrTq1gkomQ6rdUrFmn5kvmNrhYAAADQkmipajH9gwmtWtOr4WRa2xKjGk6mtXJNLy1WAAAAQI0QVLWYvoEhxSK5L2ssElHfwFCDagQAAAC0NoKqFtPT1aFkOjdRYTKdVk9XR4NqBAAAALQ2gqoW090Z1+oVizQjFtHseJtmxCJavWKRujvjExcGAAAAUDESVbSg5Uvma9mCueobGFJPVwcBFQAAAFBDBFUtqrszTjAFAAAA1AHd/wAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqlpU/2BCGzZtUf9gotFVAQAAAFpaW6MrgKm3dv1mrVrTq1gkomQ6rdUrFmn5kvmNrhYAAADQkmipajH9gwmtWtOr4WRa2xKjGk6mtXJNLy1WAAAAQI0QVLWYvoEhxSK5L2ssElHfwFCDagQAAAC0NoKqFtPT1aFkOp2zLJlOq6ero0E1AgAAAFobQVWL6e6Ma/WKRZoRi2h2vE0zYhGtXrFI3Z3xRlcNAAAAaEkkqmhBy5fM17IFc9U3MKSerg4CKgAAAKCGCKpaVHdnnGAKAAAAqAO6/wEAAABAFQiqAAAAAKAKBFUAAAAAUAWCKgAAAACoAkEVAAAAAFSBoAoAAAAAqkBQBQAAAABVIKgCAAAAgCoQVAEAAABAFWoaVJnZq83My/zbu0D5E83sZjPbamaDZrbOzE4xs5L1rnc5AAAAANNXW433/7ikH5VY/zJJL5T0d0mbsleY2XmSPiRpWNJ1kpKSjpZ0rqSjzex4d0/l77De5QAAAABMbzUNqtz9XknvKrbezDaG/73Q3T1r+QoFAc7jkg539/vD5XtIukHSWyWdKulbefurazkAAAAAaFi3NjN7haSDJKU0vjXrM+HtqkyAI0nu/oSkk8O7ny7QLa/e5QAAAABMc40MEt4T3v7a3TdnFppZj6RDJI1Iujy/kLvfJGmzpD0lvbxR5QAAAABAalBQZWYzJb0tvPvDvNUvDm83uvtQkV38OW/bRpQDAAAAgIa1VB0vabakJyVdnbduv/D24RLlH8nbthHlAAAAAKBhQVWm69+P3T2Zt64zvN1eovxgeDu7geUAAAAAoP5BlZktkHR4ePfCQpuEt15gXcld17ncjh2YfSCc02rdU089NdndAAAAANgJNaKlKtNKdZu731Ng/bbwtrPAOuWt25a1rN7lxrj7Be6+1N2X7rbbbiV2AwAAAKDV1DWoMrOopHeEd/MTVGQ8FN7uU2JXe+Vt24hyAAAAAFD3lqrXSZqvYPzSz4ps85fwdqGZdRTZ5qV52zaiHAAAAADUPah6b3j7M3cfLLSBu2+SdKekdgVZAnOY2RGSeiQ9Lum2RpUDAAAAAKmOQZWZzZV0THi3WNe/jK+Gt2eHiS0y+9hd0nfDu2e5e7rB5QAAAABMc211fKx/V9AadK+7/6HUhu5+hZmdL+lkSX81s2slJSUdLWmOpCslndvocgAAAABQz6Dq3eFtoTTq47j7h8zsFkmnSDpCUlTSvWH584u1GtW7HAAAAIDpzdwnPT0TCli6dKmvW7eu0dUAAAAAdmpmdoe7L210PcrRiHmqAAAAAKBlEFQBAAAAQBUIqlpQ/2BCGzZtUf9gotFVAQAAAFpePRNVoA7Wrt+slVf0KhoxpdKuc45bpOVL5je6WgAAAEDLoqWqhfQPJvSpyzcoMZrWsyMpJUbT+uTlG2ixAgAAAGqIoKqFbHx0q5Kp3GyOyZRr46NbG1QjAAAAoPURVLUUq3A5AAAAgGoRVLWQhfPmqC3vFW2LBMsBAAAA1AZBVQvp7ozrGycsUbzNNDMWVbzN9I0Tlqi7M97oqgEAAAAti+x/LWb5kvlatmCu+gaG1NPVQUAFAAAA1BhBVQvq7owTTAEAAAB1Qvc/AAAAAKgCQRUAAAAAVIGgCgAAAACqQFAFAAAAAFUgqAIAAACAKhBUAQAAAEAVCKoAAAAAoAoEVQAAAABQBYIqAAAAAKgCQRUAAAAAVIGgCgAAAACqQFAFAAAAAFUgqAIAAACAKhBUAQAAAEAVCKoAAAAAoAoEVQAAAABQBYIqAAAAAKgCQRUAAAAAVIGgCgAAAACqQFAFAAAAAFUgqAIAAACAKhBUAQAAAEAVCKoAAAAAoAoEVQAAAABQBYIqAAAAAKhCW6MrgKnVP5jQxkefkeRaOG8XdXfGG10lAAAAoKURVLWQtes365OXrddoOrgfi5q+fvxiLV8yv7EVAwAAAFoY3f9aRP9gQiuv2DAWUElSMuU67Ype9Q8mGlcxAAAAoMURVLWIvoEhRW38yxmNmPoGhhpQIwAAAGB6IKhqET1dHUp5etzyVNrV09XRgBoBAAAA0wNBVYvo7ozrnOMWqy3rFY1FTecct4hkFQAAAEANkaiihSxfMl/LFswl+x8AAABQRwRVLaa7M67DD9it0dUAAAAApg26/wEAAABAFQiqAAAAAKAKBFUAAAAAUAWCKgAAAACoAkEVAAAAAFSBoAoAAAAAqkBQBQAAAABVIKgCAAAAgCoQVAEAAABAFQiqAAAAAKAKBFUAAAAAUAWCKgAAAACoAkEVAAAAAFSBoAoAAAAAqkBQBQAAAABVIKgCAAAAgCoQVAEAAABAFQiqAAAAAKAKBFUAAAAAUAWCKgAAAACoAkFVC+ofTGjDpi3qH0w0uioAAABAy6tbUGVmHWa20sz+bGZbzOxZM/uHmV1uZsuKlDnRzG42s61mNmhm68zsFDMrWe96l2sma9dv1rKzr9fbf3C7lp19va5av7nRVQIAAABaWl2CBTPbT1KvpLMl7S3pJklXS3pK0pslHVmgzHmSLpG0VNLNkn4n6QBJ50q6wsyiRR6rruWaSf9gQqvW9Go4mda2xKiGk2mtXNNLixUAAABQQ221fgAzm6UgQHmepDMlnenuyaz13ZK688qskPQhSY9LOtzd7w+X7yHpBklvlXSqpG81slyz6RsYUlvEcpbFIhH1DQypuzPeoFoBAAAAra0eLVX/qSCg+rG7fz47oJIkd+939/vyynwmvF2VCXDCbZ+QdHJ499MFuuXVu1xTuWvzVg0mUjnLkum0ero6GlQjAAAAoPXVNEgws3ZJ7w/vnlVmmR5Jh0gakXR5/np3v0nSZkl7Snp5o8o1m/7BhM685u5xy08/5iBaqQAAAIAaqnXLyyEKuvZtcvd7zOyVZvYVM/sfMzvDzF5RoMyLw9uN7j5UZL9/ztu2EeWaSt/AkGKR3JdzVntUB8/bpUE1AgAAAKaHWo+pelF4e7+ZXSzpnXnrP29mayT9e1ZAs194+3CJ/T6St20jyjWVnq4ODY/mdv0bSdH1DwAAAKi1WrdUPSe8PVzSOyR9TdICSV0Ksv5tlrRC0nlZZTrD2+0l9jsY3s5uYLmm4+4l7wMAAACYerUOqjL7b5P0Q3c/zd3/7u5b3P0qSW+R5JLeaWb7h9tm0tdVGhHUu9yOHZh9IJzTat1TTz012d1UpW9gSB2x3IbHjlib+gaK9WgEAAAAMBVqHVRty/r/9/NXuvs6SXeE9Xh1XpnO/O2zZNZl77/e5ca4+wXuvtTdl+62224ldlM7PV0dSqbTOcvI/AcAAADUXq2Dqoey/v+PIttklu+ZV2afEvvdq8D+612uqXR3xrV6xSLNiEU0O96mGbGIVq9YROY/AAAAoMZqnajizqz/d0sq1DdubnibGbf0l/B2oZl1FMnI99K8bRtRruksXzJfyxbMVd/AkHq6OgioAAAAgDqoaUuVu2+WdHt49+j89WbWJekl4d11YZlNCoKxdknHFyhzhKQeSY9Lui3rseparll1d8a1eK9dJUkbNm1R/2CisRUCAAAAWlytu/9J0pfD28+b2ZLMQjObIel8SbsoGFeVHbB8Nbw928wWZJXZXdJ3w7tnuXvuIKL6l2tKa9dv1rKzr9fbf3C7lp19va5av7nRVQIAAABaltUj7baZnSPpU5JGFLRc9Ut6maR5CtKqH+nu9+eV+a6kkyUNS7pWUlJBa9ccSVdKOs7dcydmakC5fEuXLvV169ZNtFnN9A8mtOzs6zWc3BH/zYhFdOuqo+gOCAAAgJ2Gmd3h7ksbXY9y1KOlSu5+mqR/lXSrggmB3yjpWUnfkPTi/IAqLPMhSScp6Jp3hKTXSXpA0qmSVhQLcOpdrtkUS6FOanUAAACgNmqdqGKMu/9c0s8rLHOppEsn8Vh1LddMZrVHc1qpJGk4mdas9miDagQAAAC0trq0VKF+to+kFI9azrJ41LR9ZKdoaAMAAAB2OgRVLaanq0MWyQ2qLGJMAgwAAADUCEFVi2ESYAAAAKC+6jamCvXDJMAAAABA/RBUtajuzjjBFAAAAFAHdP8DAAAAgCoQVAEAAABAFQiqAAAAAKAKBFUAAAAAUAWCKgAAAACoAkEVAAAAAFSBoKoF9Q8mtGHTFvUPJhpdFQAAAKDlMU9Vi1m7frNWrelVLBJRMp3W6hWLtHzJ/EZXCwAAAGhZtFS1kP7BhFZe0avhZFrbEqMaTqa1ck0vLVYAAABADRFUtZBLbn9EidF0zrJYJKK+gaEG1QgAAABofQRVLaJ/MKHzbrh/3PKRVFo9XR0NqBEAAAAwPRBUtYi+gSG1R6Pjlp965AJ1d8YbUCMAAABgeiCoahE9XR1KpnO7/sXbTCceuneDagQAAABMDwRVLaK7M67VKxZpRiyi2fE2zYhFdM5xi2mlAgAAAGqMlOotZPmS+Vq2YK76BobU09VBQAUAAADUAUFVi+nujBNMAQAAAHVE9z8AAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaAKAAAAAKpAUAUAAAAAVSCoAgAAAIAqEFQBAAAAQBUIqgAAAACgCgRVAAAAAFAFgioAAAAAqAJBFQAAAABUgaCqxfQPJrRh0xb1DyYaXRUAAABgWmhrdAUwddau36xVa3oVi0SUTKe1esUiLV8yv9HVAgAAAFoaLVUton8woVVrejWcTGtbYlTDybROu6KXFisAAACgxgiqWkTfwJBikdyXMzGa1qW3P9KgGgEAAADTA0FVi+jp6tBIKj1u+bk33E9rFQAAAFBDBFUtorszrlOPXDBueXs0qr6BoQbUCAAAAJgeCKpayImH7q14m+UsS6bT6unqaFCNAAAAgNZHUNVCujvjOue4xZoRi2h2vE0zYhGtXrFI3Z3xRlcNAAAAaFmkVG8xy5fM17IFc9U3MKSerg4CKgAAAKDGCKpaUHdnnGAKAAAAqJOad/8zs4vNzEv83Vui7IlmdrOZbTWzQTNbZ2anmFnJete7HAAAAIDpq54tVbdKeqDA8scKbWxm50n6kKRhSddJSko6WtK5ko42s+PdPdXocgAAAACmt3oGVT9w94vL2dDMVigIcB6XdLi73x8u30PSDZLeKulUSd9qZLlm1T+YYEwVAAAAUCfN2q3tM+HtqkyAI0nu/oSkk8O7ny7QLa/e5ZrO2vWbtezs6/X2H9yuZWdfr6vWb250lQAAAICW1nRBgpn1SDpE0oiky/PXu/tNkjZL2lPSyxtVrhn1Dya0ak2vhpNpbUuMajiZ1so1veofTDS6agAAAEDLqmdQdaSZfcPMLjCzM83sdUVafl4c3m5096Ei+/pz3raNKNd0+gaGFIvkHtJYJKK+gWJPCwAAAEC16jmm6h0Flt1tZv/m7n/NWrZfePtwiX09krdtI8o1nZ6uDiXT6ZxlyXRaPV0dDaoRAAAA0Prq0VK1XtJHJC2U1ClpnqRjJG2QdJCka81sftb2neHt9hL7HAxvZzewXNPp7oxr9YpFmhGLaHa8TTNiEa1esYhkFQAAAEAN1bylyt3/O2/RdknXmNnvJN2kYJzSZxRk15MkyxSt8KHqXW7HDsw+IOkDkrT33ntPdjdTYvmS+Vq2YC7Z/wAAAIA6aViiCncfkfTV8O4bs1ZtC287VVxm3basZfUuN8bdL3D3pe6+dLfddiuxm/ro7oxr8V67ElABAAAAddDo7H/3hrfZ3f8eCm/3KVFur7xtG1EOAAAAABoeVHWHt4NZy/4S3i40s2IZFl6at20jygEAAABAw4OqE8LbTMpyufsmSXdKapd0fH4BMztCUo+kxyXd1qhyAAAAACDVOKgysyVmdoyZRfOWt5nZJxRkBZSkb+YVzYy1OtvMFmSV213Sd8O7Z7l7usHlAAAAAExztc7+t6+kn0v6p5ndJ6lPQVryFylIrZ6WtMrdf5NdyN2vMLPzJZ0s6a9mdq2kpKSjJc2RdKWkc/MfrN7lAAAAAKDWQdUGSd+S9DIFiSBerCB1eZ+kiySd5+53FCro7h8ys1sknSLpCElRBYktLpR0frFWo3qXAwAAADC9mfukp2dCAUuXLvV169Y1uhoAAADATs3M7nD3pY2uRzkanagCAAAAAHZqBFUAAAAAUAWCKgAAAACoQlmJKsxsqaRXKcjYNyTpLknXuvs/a1g3AAAAAGh6JVuqzOxdZnanpM9I6pD0N0lPSjpM0u/M7EdmtnftqwkAAAAAzWmilqpZkpa5+1ChlWa2RNLzJT0yxfUCAAAAgJ1CyZYqdz9P0oiZfbzI+vXufl1NagYAAAAAO4EJE1W4e0rSm+tQFwAAAADY6ZSVqELSrWZ2rqSfSdqeWejud9akVqha/2BCfQND6unqUHdnvNHVAQAAAFpWuUHVK8PbL2Utc0lHTW11MBXWrt+sVWt6FYtElEyntXrFIi1fMr/R1QIAAABaUllBlbsfWeuKYGr0Dya0ak2vhpNpDSstSVq5plfLFsylxQoAAACogbIm/zWzPczsh2b2q/D+QWb23tpWDZOx8dGtipjlLItFIuobKJjAEQAAAECVygqqJF0s6TcKJv+VpPskfawG9UEV1q7frPf/eJ2eHUnlLE+m0+rp6mhQrQAAAIDWVm5QNdfdL5OC/mTuPiopVboI6inT7S8x6jnLY1HT6hWL6PoHAAAA1Ei5QdV2M+tWkJxCZvZySVtrVitUrG9gSG0RG7c8lXYtWzC3ATUCAAAApodyg6pPSLpK0vPM7FZJP5b0kZrVChXr6erQyGh63PK0B+OsAAAAANRGuUHVRklHKEit/h+SFkq6t1aVQuW6O+N672H7FVk7vgULAAAAwNQoN6i6zd1H3X2ju9/l7klJt9WyYqjc+161v6J58VNbRFo4b05jKgQAAABMAyWDKjPb08wOkdRhZi82s5eEf6+WNLMeFUT5ujvj+ubblijeZpoZiyreZvrGCUtIUgEAAADU0EST/75O0rsk9Uj6RtbyZyR9tkZ1QhWWL5mvZQvmqm9gSD1dHQRUAAAAQI2VDKrc/UeSfmRmK9x9TZ3qhCp1d8YJpgAAAIA6KXdM1a1m9kMz+5UkmdlBZvbeGtYLAAAAAHYK5QZVF0n6jaR54f37JH2sFhUCAAAAgJ1JuUHVXHe/TFJaktx9VFKqZrUCAAAAgJ1EuUHVdjPrluSSZGYvl8SMsgAAAACmvYmy/2V8QtJVkp5nZrdK2k3ScTWrFSatfzBB5j8AAACgjsoKqtz9TjM7QtILJJmkv4UTAKOJrF2/WavW9CoWiSiZTmv1ikVavmR+o6sFAAAAtLSygiozi0p6o6R9wzKvNTO5+zdKFkTd9A8mtGpNr4aTaQ0HQ9+0ck2vli2YS4sVAAAAUEPldv/7haRhSX9VmKwCzaVvYEixSGQsoJKkWCSivoEhgioAAACghsoNqnrcfVFNa4Kq9HR1KJnOjXeT6bR6ujoaVCMAAABgeig3+9+vzOy1Na0JqtLdGdfqFYsUb4toZntU8baIVq9YRCsVAAAAUGPltlT9UdLPzSwiKakgWYW7+5ya1QwV88y/bmP3AAAAANRWuS1VX5f0Ckkz3X2Ou88moGoumUQViVHXs8mUEqOulWt61T+YaHTVAAAAgJZWblB1v6S73J3mjyaVSVSRLZOoAgAAAEDtlNv97zFJN5rZrySNNX2QUr15FEpUMZIiUQUAAABQa+W2VP1D0nWS2iXNzvpDk8gkqohFbWxZKp3WrQ883cBaAQAAAK2vrJYqdz+j1hVB9ZYtmCvLuj+aZgJgAAAAoNZKtlSZ2QVm9qIi62aZ2XvM7KTaVA2VuuT2RzSSGj/sjXFVAAAAQO1M1FL1XUmnh4HVXZKekjRD0vMlzZF0oaRLalpDlKV/MKFzr79v3PLhZFqz2qMNqBEAAAAwPZQMqtx9vaQTzKxT0lJJz5U0JOked/9b7auHcvUNDKktEtVIKpWzPBY1bR9JFSkFAAAAoFrljqkalHRjbauCavR0dSjl6XHLI2ZkAAQAAABqqNzsf2hy3Z1xve2le+Usi0ZM5xy3iCQVAAAAQA0RVLWI/sGELlvXl7OsLRJkBAQAAABQOwRVLaJvYEixSO7L2R6NkvkPAAAAqLGSY6rM7BeSxufoDrn78imvESalp6tDyXTumKpkOs14KgAAAKDGJkpU8bW61AJV6+6Ma/WKRVq5plexSETJdFqrVzCeCgAAAKi1iVKq31SviqB6y5fM17IFc9U3MKSerg4CKgAAAKAOykqpbmbPl/RVSQcpmPxXkuTu+9eoXgAAAACwUygrqJJ0kaQvSPqmpCMlvVuS1apSmJy16zdrVV73v+VL5je6WgAAAEBLKzf7X4e7XyfJ3P1hd/+ipKNqVy1Uqn8woVVrejWcTGtbYlTDybRWrulV/2Ci0VUDAAAAWlq5LVXDZhaRdL+ZnSpps6Tda1ctVCqTUn1YOzIAxiIR9Q0MMbYKAAAAqKFyW6o+JmmmpI9IOkTSv0t6Z43qhEkgpToAAADQGGUFVe7+Z3cfdPc+d3+3u/+ru/+x1pVD+TIp1WfEIpodb9OMWISU6gAAAEAdlJv9bzdJqzQ++x/jqpoIKdUBAACA+iu3+98lku6RtJ+kMyQ9JOnPNaoTqtDdGdfivXYloAIAAADqpNygqtvdfygp6e43uft7JL28hvUCAAAAgJ1Cudn/kuHtY2b2JkmPSuqpTZUAAAAAYOdRblD1X2a2i6RPSvqOpDkKMgICAAAAwLRWblB1l7tvlbRV0pGSZGYvrVmtAAAAAGAnUe6YqjVmNj9zx8wOl3RhbaoEAAAAADuPcoOqD0q60sz2NLM3Svq2pDfWrloAAAAAsHMoq/ufu//ZzD4i6beShiX9i7s/VdOaAQAAAMBOoGRQZWa/kORZi2YqGFf1QzOTuy+vZeUAAAAAoNlN1FL1tbrUAgAAAAB2UiWDKne/KfN/M9tDUibj35/c/claVgwAAAAAdgZlJaowsxMk/UnS8ZJOkHS7mR03mQc0s6+YmYd/nyqx3YlmdrOZbTWzQTNbZ2anmFnJOte7XLPpH0zo9/c9pd/f96T6BxONrg4AAADQ8sqdp+pzkl6aaZ0ys90kXSvpikoeLJzbaqWCcVpWYrvzJH1IQVKM6yQlJR0t6VxJR5vZ8e6eanS5ZrN2/WZ98rL1Gk0H92NR09ePX6zlS+aXLggAAABg0spthYnkdffrr6CsJMnM4pIulvSEpLUltluhIMB5XNIidz/G3d8q6fmS7pH0VkmnNrpcs+kfTGjlFRvGAipJSqZcp13RS4sVAAAAUEPlBka/NrPfmNm7zOxdkq6R9MsKH+tLkg5SMOfV1hLbfSa8XeXu92cWuvsTkk4O7366QLe8epdrKn0DQ3IfvzwaMfUNDNW/QgAAAMA0UVag4O6nSbpA0iJJiyVd4O6ryn0QMztU0iclXeruvyixXY+kQySNSLq8QD1ukrRZ0p6SXt6ocs1oVntUI6nxUVUq7erp6mhAjQAAAIDpoezWF3df4+6fcPePu/vPyy1nZjMk/UjSPyV9dILNXxzebnT3Ys0rf87bthHlms72kZTi0fHD1E49coG6O+MNqBEAAAAwPUw0+e825U7+O7ZKkrv7nDIe48uSXiDp39z96Qm23S+8fbjENo/kbduIck2np6tDFjEpq7Uq3mY68dC9G1grAAAAoPWVbKly99nuPqfA3+xyAioze6Wkj0m60t1/VkZ9OsPb7SW2GQxvZzewXA4z+0CYgn3dU089VWJXtdPdGdcJS3tylr3tpXvRSgUAAADUWNnd/8ysy8wWmdlLMn8TbN8h6SJJzyjIrlfWw4S3hVrHmqlcDne/wN2XuvvS3XbbrZpdTVr/YEKXrevLWXbZuj4y/wEAAAA1VtY8VWZ2pqR3SXpQUiZpt0s6qkSxr0g6QNJ73P2xMuuzLbztLLFNZt22rGX1Ltd0+gaGFItENKwdOdVjkYj6BoZorQIAAABqqNzJf0+Q9Dx3H6lg329VEIC908zembfuwPD2ZDM7RtID7v4+SQ+Fy/cpsd+9wtuHspbVu1zT6enqUDKdzlmWSKU1qz3aoBoBAAAA00O53f/ukrTrJPd/RIG/PcL1+4f3l4b3/xLeLgy7Dxby0rxtG1Gu6XR3xrV6xSLNiEUUbwteVnPXMefeoqvWb25w7QAAAIDWVW5Q9VVJfwknAL4q81eqgLvv6+5W6E9BinVJOi1ctiQss0nSnZLaJR2fv08zO0JSj6THJd2W9Vh1Ldesli+Zr0+85gAlRoMWq0TKNZxMa+WaXsZWAQAAADVSblD1I0lnSzpL0tez/mrhq+Ht2Wa2ILPQzHaX9N3w7lnunm5wuabTP5jQ1377t3HL3YMxVwAAAACmXrljqp5292/XtCYhd7/CzM6XdLKkv5rZtZKSko6WNEfSlZLObXS5ZtQ3MKRY1DSSyk1mmBhlbBUAAABQK+UGVXeY2VclXSVprB+Zu99Zi0q5+4fM7BZJpygYcxWVdK+kCyWdX6zVqN7lmk2QrGL88vaoaftIqv4VAgAAAKYBc594iiYzu6HAYnf3UinVp6WlS5f6unXrGvb4l9z+sD7387tyls2IRXTrqqNIrQ4AAICdhpnd4e5LJ96y8cpqqXL3I2tdEUyNkw7dR3LpjF9sVCwaUcpdq1csIqACAAAAaqTcyX/3UDCZ7zx3f4OZHSTpFe7+w5rWDpNy0sv30esP3lN9A0Pq6eogoAIAAABqqNzsfxdL+o2keeH9+yR9rAb1wRTp7oxr8V67ElABAAAANVZuUDXX3S+TlJYkdx+VROYDAAAAANNeuUHVdjPrluSSZGYvl7S1ZrUCAAAAgJ1EuSnVP6EgnfrzzOxWSbtJOr5mtQIAAACAnUS5QdVGBfM3vUCSSfqbym/lQp31DyZIUgEAAADUSblB1W3u/hIFwZUkyczulPSSmtQKk7Z2/WatWtOrWCSiZDqt1SsWafmS+Y2uFgAAANCySgZVZranpPmSOszsxQpaqSRpjqSZNa4bKtQ/mNDKK3qVGE1rOMgpopVrerVswVxarAAAAIAamail6nWS3iWpR9LXtSOo2ibps7WrFibjktsfUWI0PW5538AQQRUAAABQIyWDKnf/kaQfmdkKd19TpzphEvoHEzr3+vvGLR9OpjWrPdqAGgEAAADTQ7nJJnrMbI4FfmBmd5rZa2taM1Skb2BIbZHxwVMsato+wpRiAAAAQK2UG1S9x92fkfRaSbtLereks2pWK1Ssp6tDKR/f9S9ipp6ujgbUCAAAAJgeyg2qMmOp3ijpInffkLUMTaC7M65zjlustqxXNBY1nXPcIsZTAQAAADVUbkr1O8zst5L2k/QZM5staXyzCBpq+ZL5WrZgrjY++owk18J5uxBQAQAAADVWblD1XklLJD3o7s+aWbeCLoBoMt2dcR1+wG6NrgYAAAAwbZQVVLl7WtKdWff7JfXXqlKoTv9gQn0DQ+rp6qClCgAAAKixcluqsJNYu36zVq3pVSwSUTKd1uoVi7R8yfxGVwsAAABoWeUmqsBOoH8woVVrejWcTGtbYlTDybRWrulV/2Ci0VUDAAAAWlZZQZWZ/W85y9BYfQNDikVyX9JYJKK+gaEG1QgAAABofeW2VC3MvmNmUUmHTH11UI2erg4Nj+ZO9Ds8mmKeKgAAAKCGSgZVZvYZM9smaZGZPWNm28L7T0paW5caoiLptOfcd/ciWwIAAACYCiWDKnf/qrvPlnSOu89x99nhX7e7f6ZOdUSZLrn9EaXyYqiOWBvd/wAAAIAaKjel+mfMbLmkw8NFN7r71bWrFirVP5jQeTfcP275SCpN9z8AAACghspNVPFVSR+VdHf499FwGZpE38CQzGzc8lOPXMBcVQAAAEANlTtP1ZskLQknAZaZ/UjSXyTRBbBJzGqPajiZHrf8DQfv2YDaAAAAANNHJfNU7Zr1/12muB6o0vaRlOLR3JaqeNS0fSRVpAQAAACAqVBuS9VXJf3FzG6QZArGVn22ZrVCxXq6OmQRU3amCosY46kAAACAGiurpcrdfyrp5ZL+L/x7RbgMTaK7M67VKxZpRiyi2fE2zYhFtHrFIsZTAQAAADVWVkuVmV3n7kdLuqrAMjSJ5Uvma9mCueobGFJPVwcBFQAAAFAHJYMqM5shaaakuWbWpaDrnyTNkTSvxnXDJHR3xseCqf7BBAEWAAAAUGMTtVT9h6SPKQig7tCOoOoZSefVrlqYrP7BhDY+ulW3/b1fF976kNqjESXTaa1esUjLl8xvdPUAAACAllMyqHL3b0n6lpl92N2/U6c6YZLWrt+sT12+QcmsZBWJ0SDN+so1vVq2YC4tVgAAAMAUKzdRBQFVk+sfTGjlFb05AVW2WCSivoGhOtcKAAAAaH2VzFOFJtY3MKRoxIquT6bTpFcHAAAAaoCgqkX0dHUolS7cShVvI706AAAAUCsTZf97San17n7n1FYHk9XdGdc5xy3SJ7PGVEVN+thrDtAbDt5T20dS6h9MEFgBAAAAU2yi7H9fD29nSFoqaYOCDICLJN0u6bDaVQ2VWr5kvg567hz9ZuPjkqTXLdxTGx97Rsece4tiEbIAAgAAALUwUfa/IyXJzP6fpA+4+1/D+wdL+lTtq4dKrF2/WZ+8bINGw26A3/jdfYpETMmUa1hkAQQAAABqodwxVQdmAipJcve7JC2pSY0wKf2DCX3iZzsCKklKucZlAyQLIAAAADC1Jur+l3GPmf1A0k8kuaS3S7qnZrVCxW77e79SXjhRRTayAAIAAABTq9yg6t2STpb00fD+7yWdX5MaYVIe7h8suNwktbdF1B7dMaaKrn8AAADA1CkrqHL3YUnfDP/QhJ4zq3Cg9OYlz9W/vmQvSa6F83YhoAIAAACmWFlBlZktk/RFSftkl3H3/WtTLVRqftfMgsuv6X1M193zFJn/AAAAgBopt/vfDyV9XNIdklK1qw4ma+G8OWqLSKPp3OXJtJRMjEoi8x8AAABQC+Vm/9vq7r9y9yfdvT/zV9OaoSLdnXGdeOjeOcuilrsNmf8AAACAqVduS9UNZnaOpP+TlMgsdPc7a1IrVKx/MKHL1vXlLMvLpk7mPwAAAKAGyg2qDg1vl2Ytc0lHTW11MFl9A0Nqi1jBdbPiUaXSTuY/AAAAoAbKzf53ZK0rgur0dHVoOJket3xmLKIzjl2oIw/cnYAKAAAAqIFyW6pkZm+StFDSjMwyd/9SLSqFyfECk/+mXARUAAAAQA2VlajCzL4n6W2SPqxgPtnjFaRXR5PoGxjSzPbxMfJ7lu0rSdqwaYv6BxPj1gMAAACoTrktVa9090Vm1uvuZ5jZ1xUkrUCT6OnqUDI9vvvf929+UN+/+UF1xNqYqwoAAACogXJTqmfycD9rZvMkJSXtV5sqYTK6O+NavWKR4m25L+loOvjblhjVcDKtlWt6abECAAAAplC5QdXVZrarpHMk3SnpIUn/r0Z1wiS5pHSB1qpszFUFAAAATK1yu/+tdveEpDVmdrWCZBXDtasWKtU/mNCqNb0qkAAwB3NVAQAAAFOr3Jaq2zL/cfeEu2/NXobG6xsYUixS+uWMt0WYqwoAAACYYiVbqsxsT0nzJXWY2YsVZP6TpDmSZta4bqhAT1eHRlLFm6lmxqL63r8fosMP2K2OtQIAAABa30Td/14n6V2SeiR9XTuCqm2SPlu7aqFS3Z1xvWfZvjr/pgcLrk/LtXDenJxl/YMJ9Q0Mqaerg9YrAAAAYJJKBlXu/iNJPzKzFe6+pk51wiS94nlzCwZV7dHx3f7Wrt+sVWt6FYtESLUOAAAAVKHcMVU9ZjbHAj8wszvN7LU1rRkqNm+XGQWXn3zE/jkBUyapxXAyTap1AAAAoErlBlXvcfdnJL1W0u6S3i3prJrVCpOyfSSleNTGLT/3xgdyAqZCSS1ItQ4AAABMTrkp1TNX6m+UdJG7bzCz8VfvaKierg4VSlWRSku3/b1fez1npnq6OtTT1aFk3nxWpFoHAAAAJqfcoOoOM/utpP0kfcbMZksFr9/RQLc88LRSKS+47uM/+4tmxNrGxk+tXrFIK/PGVJGsAgAAAKicuRe+CJckM1vm7rea2UxJB0p60N23mFm3pPnu3luviu4sli5d6uvWrav74/YPJrTs7Os1PNHsv5JmxCK6ddVRkkT2PwAAADQlM7vD3Zc2uh7lmGhM1bfD21vc/U533yJJ7t5fbkBlZh82s8vM7B4z6zezpJk9ZWbXmtnbS3UjNLMTzexmM9tqZoNmts7MTjGzkvWud7lm0DcwpLZI4UOZP84qM36quzOuxXvtSkAFAAAAVGGi7n9JM7tI0nwz+3b+Snf/SBmPsUpBcou7JP1B0nZJ+0g6StLRko4zs39195wmFjM7T9KHJA1Luk5SMtz+XElHm9nx7p7Kf7B6l2sWPV0dGhkt3EqV3xbJ+CkAAABg6kzUAnOMpN8oCDTuyPsrt4/bv0nqcveXuPux7v5v7v4KSS+S9ISkN0t6Z3YBM1uhIMB5XNIidz/G3d8q6fmS7pH0Vkmn5j9Qvcs1k+7OuF71/LkF1733sP00IxbR7HibZsTGz1kFAAAAYPJKjqka28hssbtvyLp/mKT/z91PqerBzU6X9CVJP3X3E7OWr5N0iKR3uvuP88ocIelGBQHQ/OwWrnqXK6SRY6peedZ1Sozmvp4mad1/vkYS46cAAACw82ilMVWSpDCF+hIzW21mD0k6U0ELTrVGw9vhzAIz61EQ4IxIurxAXW6StFnSnpJe3qhyzaZvYEix6PiX0yX9+q7HGT8FAAAA1MhEiRsOMLPPm9k9CsYWbVLQunWku59bzQOb2X6SPhje/UXWqheHtxvdvdhstH/O27YR5ZpKT1eHRoqkUz/jFxtzJv8FAAAAMHUmaqm6V0GyhmPd/TB3/46kSSVrMLN3m9nFZnaJmd0k6T5JPZK+6u4/z9p0v/D24RK7eyRv20aUayrdnXG9Zcm8guuiEVPfQLF4EQAAAEA1JgqqVigYS3SDmX3fzI5WMExnMpYpSEhxoqTDw2WZMVXZOsPb7SX2NRjezm5guabSP5jQVRseLbhuKJnWd667n9YqAAAAoAZKBlXu/nN3f5uCiX9vlPRxSXuY2flm9tpKHsjd3+fuJmmmpIWS/lvSFyX90cyym1gyQdvEGTRy1bvcjh2YfSCc02rdU089NdndVKVvYEixSPGX89p7n9QrvnqtLrn9YW3YtIUACwAAAJgi5Saq2O7ul7j7MQq67K2X9OnJPKC7D7n73e5+mqTPSFqsYLxWxrbwtnNc4R0y67ZlLat3uTHufoG7L3X3pbvttluJ3dROT1eHkumSiQk1kpI+9/O7dOL3/6hlZ1+vq9ZvrlPtAAAAgNZVVlCVzd3/6e7/4+5HTcHjXxTeHmtmsfD/D4W3+5Qot1feto0o11S6O+NavWKRopGJe2duH0lpOJnWyjW9tFgBAAAAVao4qJpiWxSkVW+T9Jxw2V/C24Vm1lGk3Evztm1EuaazbMFcRa38XoyxSIQEFgAAAECVGh1UHa4goNoi6WlJcvdNku6U1C7p+PwC4WS8PQoSaNyWWV7vcs2ob2BI8ba2srdPptPq6SoWRwIAAAAoR02DKjN7lZmdZGbjZpw1s2WSfhje/aG7Z6dq/2p4e7aZLcgqs7uk74Z3z3L3/EFE9S7XVIK5qkpXMd4W0ex4m2bEIlq9YhGTAQMAAABVKr9ZY3Kep2Dc1LlmdqeC1p7Z4fKDwm2uUZBafYy7X2Fm50s6WdJfzexaSUkFc2bNkXSlcpNbNKRcs7nlgaeVGM0NqkxSRyyqlKd1znGLtWzBXPUNDKmnq4OACgAAAJgCtQ6qbpJ0pqRXSTpA0isVXOc/LmmNpJ+4+5WFCrr7h8zsFkmnSDpCUlTBZMQXSjq/WKtRvcs1i/7BhD7+s/Xjlruk1cct0oF7ztb2kaAxcPFeu9a1bgAAAEArM/dJT8+EApYuXerr1q2r++NeveFRnfrTwnk03vSiPfW7e55Ue9Q0mnatXrFIy5fMr3MNAQAAgPKZ2R3uvrTR9ShHoxNVYIrc89jWouuu+evjGhlNazBBKnUAAABgqhFUtYiZ7eX35IxGjFTqAAAAwBQhqGoRr1u4Z9nbJlNOKnUAAABgihBUtYiuWe1lb/uFYw8i8x8AAAAwRQiqWsTGR4uPqcp2wtL5OunQfWpcGwAAAGD6IKhqEc8MJcvabu36x0hSAQAAAEwhgqoWMaejvO5/idG0Lr39EUnSA09s0xXrNumBJ7bVsmoAAABAS6v15L+ok4Xz5pS97Xeuv0+b/rldl92xeWzZO16xt7705hfVomoAAABAS6OlqkUMbB8pe1uzSE5AJUk/vu2RKW2x6h9MaMOmLXQ1BAAAQMujpapFrN+0pextU+l00X0s2GN21XVZu36zVq3pVSwSUTKd1uoVi7R8yfyq9wsAAAA0I1qqWsSSvXYte9tTj1xQ9T6K6R9MaNWaXg0n09qWGNVwMq2Va3ppsQIAAEDLIqiaZma1R3XkgXvoHa/YO2f5O16x95S0UvUNDCkWyT2tYpGI+gaGqt43AAAA0Izo/tciyu3+N5p2zWqPasVL9tLyRfP0UP+zWrLXrlMSUElST1eHknndC5PptHq6OqZk/wAAAECzIahqEeV23Tv6wN11zLm35Ix3mqqASpK6O+NavWKRVuaNqerujE/ZYwAAAADNhKCqRSzYY7aOesFcXf+3p4tu0x41XXfvE0qMuoYVtCatXNOrZQvmjgU9/YMJ9Q0MqaerY9KB0PIl87Vswdyq9wMAAADsDBhT1UIufPehmlkiTD7ukB61R6M5y7LHO61dv1nLzr5eb//B7Vp29vW6av3mQrspS3dnXIv32pWACgAAAC2PoKqFXHDT3/XsaOF1UZPes2w/DY+mcpYPj6bU09VB1j4AAABgkgiqWkT/YEJn/freouvTHty6e87yzH2y9gEAAACTQ1DVIjY+unUscCrEJV1060PqiOX2D+yItY2NfSJrHwAAAFA5gqqWYRNucdm6RzSSKhw4ZbL2zYhFNDvephmxCFn7AAAAgDKQ/a9FzNtlxoTbmEU0mhVUxaKWEziRtQ8AAACoHEFVi1j30D8n3Ca/lSpi0rIFc3OWdXfGCaYAAACACtD9r0Wse3hgwm3a8l7t9miURBQAAABAlQiqWsQecyZuXRrNbagiEQUAAAAwBej+1yJesnfXhNvEoyY3UzwaUTKdJhEFAAAAMAUIqlrEpoFnJ9zGIqZrTj1M20dSJKIAAAAApghBVYuIt0WLrouY1N4WpEhfsMfsOtYKAAAAaH0EVS1iftfMouvSLl196mEEVAAAAEANEFS1iJmx0jlH1j30T7r9AQAAADVAUNUiHuovPabqs1fepZntUY2mXatXLNLyJfPrVDMAAACgtZFSvUXs2128+58UdAEcTKQ0nExr5Zpe9Q8m6lQzAAAAoLURVLWIWIlEFfkiZkz6CwAAAEwRgqoWkRxNlb3tsyMp3bV5a8lt+gcT2rBpCy1aAAAAwAQYU9Ui7nq0dJCU78xr7tbrD96zYNKKtes3a9WaXsUiOyYJZgwWAAAAUBgtVS1ibueMiraPRSIFuwD2Dya0ak2vhpNpbUuMMgYLAAAAmABBVYs4cM/K5qBKptPq6eoYt7xvYEixSO5pUSwAAwAAAED3v5Zx7+PbytpuRjif1enHHKS+gSENbB/Jmb+qp6tDyXQ6p0yxAAwAAAAAQVXLeLrM7nmptOu0175AZ159tyRpOJlWPGqyiI2NnVq9YpFW5o2pYsJgAAAAoDCCqhaxa0d5L6VJ+tpv/6aRlI8tS6RcSrlWrunVsgVztXzJfC1bMFd9A0NjLVgAAAAACiOoahEPPv1sWduNpFyz2iM5QVVGZuxUd2d87A8AAABAaSSqaBGHP39u2dsmCwRUEmOnAAAAgMkgqGoR++3WWfa2b31x4TmnTj/mIFqnAAAAgAoRVLWI3218vOxtX/jcOZrVHs1ZNqs9qoPn7TLV1QIAAABaHkFVi3jgqe1lbRc16bAFc5Xy3C6AKXe6/gEAAACTQFDVIl6x/3PK2u5LbzlYC/aYrdUrFmlGLKLZ8TbNiEVImw4AAABMEtn/WsRQMj3hNv/ywt31+oV7qn8woX26Z+nqUw/LmfgXAAAAQOUIqlrEPY9tnXCb393zpK79r2vVFjXNaIuOTey7eK9da19BAAAAoEXR/a9F/HP7SFnbuYKU6tsSoxpOprVyTa/6BxM52/QPJrRh05ZxyydaBwAAAExHtFS1iEfKnPw3X/aEv5K0dv1mrVrTq1gkMtaStXzJ/AnXAQAAANMVLVUtYstweS1V+bIn/O0fTGjVml4NJ9PjWrJKrQMAAACmM4KqFrFP98yKtu+IRdTeFsmZ8LdvYEixSO4pkWnJKrUOAAAAmM7o/tci4m3RiTcKRU0aTafVHo3qzKvv1ux4m5Yvma+erg4l07lZBLNbskqtK0f/YEJ9A0NkGwQAAEBLoaWqRTy6pbIWo2RK2j6SyunG190ZLzp/Val15Vi7frOWnX293v6D27Xs7Ot11frNk3maAAAAQNOhpapFdMTKeymjClq1nk2mxpZlJ6tYvmS+li2YW7BFqdS6UrLHYw0raO1auaZXyxbMpcUKAAAAOz2Cqhax/24zdeP9E2+XkjSSSuUsy+/Gl2mZKiR7Xbnd+TLjsTIBlTQ+6yAAAACwsyKoahEv2adbF/7hkbK2HU1LsbwJgCsNbipJrz7RWC0AAABgZ8aYqhbxiud1V7R9KuX66r++SLeuOqriuaYqTa9e7XgsAAAAoJnRUjVNpSV9/LK/6OvHL6k4qJpMd77JjscCAAAAmh0tVS1iMvNFJVOa1AS+k+3O190Z1+K9diWgAgAAQEshqGoRydHUxBsVEI1YxQFZLbvz9Q8mtGHTlooDPQAAAKBR6P7XIm7425OTKpccnVzCiFp056sk+QUAAADQLGipahFPPDM8qXLvPWw/dXfGJ9VCNJXd+SpNfgEAAAA0C1qqWsQL9pwj6dGKykQkrXhJT1O0EDGXFQAAAHZWBFUtIgiqKhOLmt70nZuVdimZ8rGA5lNX9Oqg587Rgj1mT3U1i2IuKwAAAOys6P7XIubtMqPiMomUKzHqSqY8Z/nIaFpv/PbNumr95qmq3oSYywoAAAA7q5q2VJlZTNLhkt4oaZmkfSR1S3pK0m2SznX3G0uUP1HSyZIWSYpKulfSRZLOd/d0s5RrBo9urTyleikjKdfKNb1atmBu3QIb5rICAADAzqjW3f+OkPS78P+PS7pD0nZJB0laIWmFmZ3p7p/PL2hm50n6kKRhSddJSko6WtK5ko42s+PdfVwe8XqXaxbPDCUnXbYtIkUsopFUbtzYiDFN3Z1xgikAAADsVGrd/S8taY2kw939ue5+jLu/zd1fJOnfJKUknW5mR2YXMrMVCgKcxyUtCsu9VdLzJd0j6a2STs1/sHqXaybbhkcnVa69LaJvnLBEv/zIYWqPWs46xjQBAAAAE6tpUOXu17v7ce5+c4F1P5N0cXj37XmrPxPernL3+7PKPKGge54kfdrM8utf73JN4/4ntlVcpi1q+uWHD9PyJfO1YI/Z+trxixVvi2hme1TxNsY0AQAAAOVodJDwl/C2J7PAzHokHSJpRNLl+QXc/SZJmyXtKenljSrXbPoGnq24zBnLF+Zk+PPMv77jHgAAAIDSGh1UPT+8fSxr2YvD243uXiz7wp/ztm1EuaYSb6vspfzsGw/USYfuM3Y/M/luYtT1bDKlxKg3dPLdyUxGDAAAADRCw+apMrM9Jb0rvLsma9V+4e3DJYo/krdtI8o1leftPlvSE2VtO6s9qkP3685Z1kyT7zbDZMT11D+YIOMhAADATqwhQZWZtUn6iaRdJF3n7r/IWt0Z3m4vsYvB8DZ7dtp6l2sqTzwzXPa2I6nxCSiaZfLdTIvZcDI9FuDVO7V7PU23ABIAAKAVNar73/cUpCvfpPFJKjIp6Cod1FPvcjt2YPYBM1tnZuueeuqpye6mKk9sKz+oyp/sV2qeyXczLWbZMi1mrSY7gNyWGNVwMt3QLpcAAACYnLq3VJnZtyS9V0H68qPd/fG8TTJp7DpVXGZddsq7epcb4+4XSLpAkpYuXdqQDA+z2yt7KX9w84Na9YYX5ixrhsl3m6XFrB6aqcslAAAAJq+uLVVm9nVJH5H0lIKA6v4Cmz0U3u5TYF3GXnnbNqJcUxkYqmyeqv/5/YMFW0S6O+NavNeuDbuob5YWs3qYTgEkAABAK6tbS5WZrZb0CUn9kv7F3e8usmkmzfpCM+sokpHvpXnbNqJcU1m2/3P0+/ufLnv7tEu/2PCojl08r+kClmZoMauHTAC5Mm9MVas+XwAAgFZVl6DKzM6SdJqkAQUB1YZi27r7JjO7U9JLJB0v6cd5+zpCwbxWj0u6rVHlms3oJDodnv2re3XWr+9tyuQI3Z3xaRFcTJcAEgAAoJXVvPufmZ0paZWkLQoCqnJae74a3p5tZguy9rW7pO+Gd89y93SDyzWNySQ3GBpNkxyhCTS6yyUAAACqU9OWKjNbLuk/w7sPSPqwmRXa9F53Pytzx92vMLPzJZ0s6a9mdq2kpIKMgXMkXSnp3Pyd1LtcMxl4dmTSZWuRHIG5lwAAADBd1Lr733Oy/r80/CvkJklnZS9w9w+Z2S2STpF0hKSopHslXSjp/GKtRvUu1yy2DicnXXaqkyMw9xIAAACmE3NvSAbwlrV06VJft25d3R/3K9fcrQtu/kdFZWbEgt6fUxn09A8mtOzs6zWc3BGDzohFdOuqo2ixAgAAQNnM7A53L9Yo01TqPk8VamOXjspfynTa9cuPvEoL9phdUblM175Z7VFtH0nldPFj7iUAAABMNwRVLWI0NXGLY9Sk7M3ibUFQVIlM1z5JGk6mFY+aLGJjrV3MvQQAAIDppq6T/6J2Ng0Uml4rV37cNTyaqijY6R9MaNWaXg0n02Pd+xIpz8kgOJ0m7wUAAAAkWqpaRipdeR6NdLqy8XSFuvZlZHfxY+4lAAAATCe0VLWI7YnRisukXLr09kckBa1QGzZtKTlfVU9Xh0ZShYO3/C5+zL0EAACA6YKWqhYxOFzZ2KiM71x/v7aPjOqiWx9Se7R0CvRbHnh6XItY9pgqAigAAABMRwRVLWJbYnLzVI2kXN+76UFJUmI0CJhWrunVsgVzc4KkzHiq0ayYqj0qff+dS7Vw3i4EVAAAAJi26P7XImLRqXspM+OjsmXGU2WLt7Vpl452AioAAABMawRVLWKf7plTtq9CKdBJlQ4AAAAURlDVImbEolOyn3hb4RTopEoHAAAACmNMVYuIRKqLj9ujpg8f9XydeOje6u6Mq38wMS4lOqnSAQAAgPEIqlrEC/fonHTZk162tz7x2gPGgqlvX3e/zrvhgYLZALs74wRTAAAAQBaCqhaxvm/LpMvO6QhOg7XrN2vlFRuUGA0mBS6VDRAAAABAgKCqRTwzVPnkvxnn3/SgfnjLg3KZkikftz5ipo2PbtXhB+xeTRUBAACAlkSiihbR3dleVfmRlAoGVJL07EhK7//xOl21fnNVjwEAAAC0IoKqFvGcWbGa7j8x6lq5plf9g4mxZf2DCW3YtCVnGQAAADDd0P2vRfR0zap6H1GTijRWSdoxKXB3Z1xr12/WqjW9ikUiGkmldeqRC8YyBwIAAADTCS1VLWJ7YnJjqtqjNjbv1DfftkSffeOBRbfNTPbbP5jQqjW9Gk6mtS0xqsRoWl//3X165VnX0UUQAAAA0w4tVS3iT//456TKffToBTrs+buPzTu1YdMWzWqPavtIKme79qxJgTds2qJYJKJhpXO2yXQRbHSmwEJzbAEAAAC1QlDVIv7RPzipcs+ZFdfivXYdu9/T1aGU5/YBbI+afvnhw7Rgj9lj2yTTuQFVRnYXwXJMdQCU3S0xf44tAAAAoBbo/tci+reNTKrc35/argee2DZ2v7szrtOPOUjtbRHNikc1IxbR145fPBZQZbZZvWKR4m3jT59MF8FyrF2/WcvOvl5v/8HtWnb29VV3HczvljicTI9LrgEAAABMNYKqFmFmkyr3g1v+odd88/f6/Nq/SgoCnTOvvluxiCk5mtbpbzqoYEvP8iXz9YdPH6VP/ssBirftGJeV6SI4kVoEQH0DQ4pFck/pTMsZAAAAUCt0/2sR87vi6n82OenyP77tES1fNG8s0Mk485q79fqD9ywYKHV3xvXho5+vEw/du+IufJkAKHtcVqVdB/MV6pZYScsZAAAAMBm0VLWIme3VTf4rSb+//+lJtfR0dwbjsioJhmoRAGW6Jc6IRSpuOQMAAAAmi5aqFjEnXn18fPjz5+qCmx/MWVarlp5MALQyL6lEtQHQ8iXztWzBXLL/AQAAoG4IqlrEXx99pqryL9+vS0v3656yQKecrH61CoC6O+MEUwAAAKgbgqoWMaMtWlX5Ox/Zov7BxJQEOpWkNScAAgAAwM6OMVUtYs7M6uLjaMS08dGtkiY3RiqDtOYAAACYbgiqWsQLdp9TVfmhZFrv//G6queKIq05AAAAphuCqhaRnniTCSVGvaJWpf7BhDZs2pKzPWnNAQAAMN0QVLWIWHRyk/+O20+ZrUpr12/WsrOv19t/cLuWnX39WAsXac0BAAAw3ZCoAjnKaVXKHjeVmbx35ZpeLVswV92dcdKaAwAAYFohqGoRj20Zrqr8rHhUqbSX1aqUGTc1nNXpMNPClSlLVj8AAABMFwRVLWIomZp02fao6YxjF+rIA3cvKxCqZtxUOfNXAQAAADsTgqoW0Tmjunmqyg2opB3jpiqdJLiS+asAAACAnQVBVYvwSZYzSV87fnHFrUaVjpuaaBwWAAAAsLMi+1+LWDR/14rLRCRd/h8vn7C1qFDqdKmySYKZvwoAAACtiqCqRQxPYkxVW9T09gv/VHLC32Kp0ytVbBzWrPZowYANAAAA2FkQVLWI2/7+dMVlRlKu4WRan7qiVw88sW3c+uwue9sSoxpOpiuaHDhbd2dcpx9zkNrbIpoVj2pGLKITlvbomHNvqTpgAwAAABqJoKpFzGqPTbrsyGhab/z2zeOCmsl22SvUXXDt+s068+q7FYuYkqNpfeI1B+iydX1TErABAAAAjUSiihYxM15dfDyS8nGJIwp12RtJlU6dXijD37IFc8davDK+9tu/KRYtHLCRuAIAAAA7E1qqWsRjW6pP+BAxy2mFyqROj0VtbFkqndatDwRdDfNbpIp1F9z46NZxLV5m0vaR3HFg5c51BQAAADQTWqpaxG6zZ0iPb69qH8+OpHTX5q1avNeuY8uWLZiryI6YSqPpIBX6tuFRnXnN3TktUvt0z1IsEhlLmS4pDKZsXItXYnR8EvjTjzmIVioAAADsdGipahF7zJkxJfs585q7c8Y19Q0MqT2aO7FwNGI64xcbx7VIzWqPFszwt3DeHK1esUgzYhHNjrepvS2ieFbrlyTNao/q4Hm7TMlzAAAAAOqJlqoWsXHzM1Oyn/xxTQVToadcsWhEI6lUTrntIymdsLRHP77tkbHlJyztUXdnPGey4FntUR1z7i1SakdrVcqdrn8AAADYKdFS1SKeGUlOyX5GUmltHUqOtVYVSoX+hWMPUspzu+9l5py6bF1fzvLL1vXl7GvxXrtqwR6zc1quZsQiWr1iEV3/AAAAsFOipapFDCfSE29UhsRoWh/433WSpNUrFsmlnFToXzh2oU46dB/NjrdpZV6Wv+0jqYJjqgpl9Fu+ZL4Oeu4crd+0RUvCQAsAAADYGRFUtYhY3hilamRSn592Ra8kz0kqceY1d+v1B++Z052vp6tD3Z1x9Q8mCo6pKtStr1Dq9eVL5k/ZcwAAAADqhe5/LcJs6oKqjGjEFLXik/9muvNlWqEyKdgn6tZXLPU6E/8CAABgZ0RLVYtIpsanKK9+n+mcdOrSxHNJldOtr29gqOxuggAAAECzo6WqReyxS2zK9+nu+vyxCytKKLF2/WYdc+4tOuMXd+uYc2/RVes3j9umYEZBJv4FAADAToqWqhYxkpz6lqqOWJsOnreLbl11VM7YqWKyu/VlWqFWrunVsgVzc8plugnmJ7qglQoAAAA7I4KqFpGf4nwqVNp6VEm3vkKJLlC+/sEExw4AAKBJEFS1iNkzprb7XyxqOv2Yg3TJ7Y/ovBseUHt04ix9lXbr6+6MExBMApkTAQAAmgtjqlrEPt0zp3R/qbTrjKvu0jd+d58So+Vn6Tvl1QsUb6vtpL79gwlt2LRlWmYLJHMiAABA86GlqkXMiEWndH9pl0ZS45cX686X3XoiuT5w+P468dC9pzygmu6tNGROBAAAaD60VLWIB54crMvjZHfny7QYPfDEtpzWk8So67wbH5jyx6aVhsyJAAAAzYiWqhbxxDPDNX+MeNuO7nzZLUaJ0ZQieRNaRcy08dGtOvyA3XOWV5NggVYaMicCAAA0I4KqFjEnXtuXMmqSFGQYLJQ6XXmTDz87ktL7f7xO5xy3eKx7XjVd9/oHE9o6lNRIilYaMicCAAA0F4KqFtEeq21PzpRLqVHXyjW9uuDfDxnXYhSPmkY9SHCRkQi3X7ZgriSVNYdVIdnBWCqdVixqmtEWndatNGROBAAAaB4EVS3C0xNvUwmT1N4WUWI0d8fptPTMUHLcuB6ZyfKXSYpGTH0DQ5I0qa57hVrF4m3SeSe9WAvn7UJgAQAAgIYjUUWLGCkQ0FSjLSKpwITCI6m0PnHZep2wtEczYjtSp5965ALFC2QgTKZcPV0dBRMsjKQm7rqXGUeVrT0a1S4d7QRUAAAAaAoEVS3igD06q95HLLoj2UQyLSVS44MqKUi1ftm6Pl196mH6yfsO1a2rjtKJh+6tVIEg7AvHHjTWVW31ikU5j5FKp3XrA0+XrBPZ7gAAANDsCKpaxL7d1QdVySJBVCERM20fSWnxXrvmBE0zYhHNao+qPWr68lsO1kmH7jNWZtmCucpOEjia1oQp0bP3W8sJhQEAAIDJYkxVi1j/yJa6Pt6zIyndtXmrero6xrLQLV8yXwc9d47Wb9qiJXvtqgV7zM4p0zcwpPZoVInR0bFl5YyrItsdAAAAmlnNgyoze4Gk10t6qaSlkg5QkAfheHe/YoKyJ0o6WdIiSVFJ90q6SNL57sVTM9S7XDPYNPBs3R/zi7/YqC9dvVHt0ahGUmkdfeDuuu7eJ9UeLZwyvZqufGS7AwAAQLOqR/e/kyX9t6STJL1AQUA1ITM7T9IlCgKxmyX9TkFAdq6kK8xsfFaEBpRrFlbWUZ1ayZQrMeralhhVYjStX971uBKjaW1LjGo4mR7XtY+ufAAAAGhF9ej+d5ekcyStk3SHpB9KOqJUATNbIelDkh6XdLi73x8u30PSDZLeKulUSd9qZLlmMphINboK4xTq2levrnz9gwm6CwIAAKAuah5UufsPsu9beU0qnwlvV2UCnHBfT5jZyZJulPRpM/tOXre8epdrGs8kiid7mIyoBRP+FhJvCxo4R1PpottIxbv21borX/ZkwZluiIzJAgAAQK00XaIKM+uRdIikEUmX569395vMbLOk+ZJeLukPjSjXbLo7Zmh7YnjK9pfyILByl/KjyMRoWssX76lreh8vWj7e1piufYUmC/7k5RsUsWB+q0JjvdBcaGUEAAA7m2ZMqf7i8Hajuw8V2ebPeds2olxT8RqMqZrRHtVbXlw4+Lhqw+PjWqlmtkcVbzN98l8O0B8+fVRFgUv/YEIbNm0pmV69nHKFJgvOHvtVaKwXmsfa9Zu17Ozr9fYf3K5lZ1+vq9ZvbnSVAAAAJtR0LVWS9gtvHy6xzSN52zaiXFNJjk59r8TtiZR+/pfyL2qHR1J6xyv20YmH7l1RC0Oh7nrlBGTFuvkNj5YeX5Y91qvSVhFaUWqnUCvjyjW9WrZgLscaAAA0tWZsqcrMYru9xDaD4W32REj1LtdU9pxTm4vO8qcDDroJXnzbw3rZl68d18JQrCUq+0K6kpakYuUGto/IvXStM2O9Km0VoRWltgq1MmYCYAAAgGbWjC1VmY5slVzPN6Lcjh2YfUDSByRp7733nuxuqrLrzPaGPG4hKZdOu2LDWAtDqcQRW4dGFItExlompPImBM5cgOeXW79pizpibdqW2DHBcDxqcjPFs+bPkjSuVeS0K3q168x2LZw3Z9xj04pSe9XMYwYAANBIzRhUbQtvO0tsk1m3LWtZvcuNcfcLJF0gSUuXLp10cFaNkdH6PmzUgrmxivU6jFoQGA1sH9FpV/RqZHR84ohYNKJEgR2UcyFd7AJ8yV67jltuEdM1px6m7SOpsW57GzZtGReUJUbT+uD/3qG0fFwXxGJB3ETBX6PtTN0VM/OYrcwLwJu93gAAAM0YVD0U3u5TYpu98rZtRLmmsuXZ2iReKJZaPeVSRzSidDo9LjugJI2m07pr81ad8YuNGsnbQTK8n8ga+xSNmGbEIkqlvawL6WIX4Av2mF10ebZCQZkkPZsM6pTfCrUztqJMdqxaI9VrHjMAAICp1IxB1V/C24Vm1lEkI99L87ZtRLmmUmq+qMmImPTpNxyob/zuPqWShZujhkokx3jvYfvpzGvuHhdQFZNKu0ZGU/risQeXfeFf7AK8nAvz7KAsYqZnR3KTW+S3Qu1srSg7c3fFWs9jBgAAMNWaLlGFu2+SdKekdknH5683syMk9Uh6XNJtjSrXbJ63+6wp3Z9JOnDPOVq+eF7FZeNtplc8b+64pAOS1B6NKFok/XsyJZ15zd0VpTvv7oxr8V67TuoifPmS+bp11VH63ttfonhbbqUKtUJltv/J+w7VrasqSxlfbyR9AAAAqJ+mC6pCXw1vzzazBZmFZra7pO+Gd89y9/ymknqXaxp7zpnabmgpl9514Z902bq+ssvMiEU0IxbROcct1sJ5c8alNo9GpF9+5DB96S0HF91HNGK64d4nq5pHqpIsfd2dcR1+wO4657jFmhGLaHa8TTNixScuriaIq6di3RVntUcnNR8YAAAAirOJ0k9X/QBmL9GOwESSDlKQmvx+Sf/MLHT3l+eV+66kkyUNS7pWUlLS0ZLmSLpS0nHuPm5ConqXy7d06VJft27dRJtNuXf84I/6/QP9dX/cbLGo9KuPHK4Fe8xW/2BCh37l2pxEFm0R6fbPvka3PPC0PvGz9UW7LM5qjyjlmtQYoP7BhJadfb2Gs7oszohFdOuqoyYMhHampA7luGr95pzuiics7dFl6/p2qjFWAABg+jKzO9x9aaPrUY56jKmaI+nQAsufX6qQu3/IzG6RdIqkIyRFJd0r6UJJ5xdrNap3uWaxaUvju3VFLKJHtw6pa1a7brj3Sc2IRTWY2BGHdsTatPHRrVq1pndcQBVv25EJcPvI5McAVZOlr9BYnp050MoeWzarPapjzr2lLmOsMsdsVns0J+MiAABAq6p5UOXuN2rHXFCVlr1U0qXNXq4ZvOYFu+n7Tz/c0DokRtN690V/ViRiao/aWHCUEXRHM7VFck+Hme0RJQokw3BXxSnLC3V7S6SCbm+Vys6eN5JK69QjF+jEQ/feqQKETKBYKIV8LVLCZ46Zp12JlGtGLOhhTKsYAABoZc06pgoVao9VHjTUQsqDlOnZAVW8LTI2TmnTP5/Nab2SpNGUjwu0pCBIqzQY6u6M6/RjDlJ7W0TxtuD0Nncdc+4tJcdW5cvOnrctMarEaFpf/919euVZ1+mS2x/e6cYl1SMlfPYxS4RNkcPJtIaTaa1c07tTHS8AAIBKNGNKdUzCE88MT/k+oxEpnZaqHXWXSqf1648erq5Z7Vp29vXj1hdLux6LSo9uHdKjW4cluRbO22XCVpW16zfrzKvvVptJz4atX4mUSykv2N2tfzChjY9ulWRaOG/O2LpC3QglKTHq+tzP79Ks9qhSPn6S4GZVj5TwxY6Z1NiJknfmLpwAAGDnQFDVIrpnTf3F4lQEVJLUFjE9unVI20dSBVukikmmpHdc+Oex+7Go6evHLx4LYvIvlrNbSgrJv7Bfu36zPnX5hrHJiNsi0jdOWKLlS+YXnRw4Y/tI4UmCJ1LqAr/QuqkMCPLHWG0fSal/MDFlgUapY9aoiZJ3xgmQAQDAzoegqkU8uuXZKd/nVOWFHB51vfuiP2vVGw7USIkJgyeSTLlOuyIIYm554OlxF8v7dM8q2lIi5V7Y9w8mtPKK3rGASpJG09JpV2wYC5JWr1ik067oHUugUUipFpj8gKjUBX6hdS6VHRCUG3x1d8b167se1xlX3632qGk0Xbi1bTLBXHZrWKExVfVuJZqqCZBp6QIAABMhqGoRidHapsavVsqlr/zyXh08b7buenTbpPcTjdhYBsHsi+VPXb5Bl77v0IItJbPiUaXC4CG7e1+0QKtZ1HYESZmWnUtvf0Tn3nC/opGInh3JHQ9WrAUmP0g6/U0H6UtX363E6PgLfEnjns9pV2yQZAW3z7+wr6Q15pI/PqzPXXmXJGlkVAX3W03rTqHWsEYFI5VkgiwWOE32WBCIAQAwvRBUtYh0c2d8H1NNQCVJyVSQQTD/Ynkk5Xrb9/+okw7dO2cuptPfdJAOnr/LuIvbnq4OpdLjA9GU5wZJ3Z1xnXjo3to+Mqof3vIPtUekkbRKtsAUaiH5/FV3KZX3EsUiEW18dKuefCYxrltk1CLjcmYWCggKPdanrujVQc+dowV7zB5XrzN+sXHcc45GbGy/U9G6Uyg1fSWmKiV7uck5igVOkz0WdDkEAGD6IahqEY81wTxVU2lGLKJU2nO650mSu2veLjM0kh+hSEqlpf/3pz5d+r6XKdYWLXkx3t0Z1znHLdIn88ZUnXPc4nEtFSuv2DCuJTCddv3yI68aF7hIhVtIClRXw6Mpve9H6xSNmIbyxoGlPC15blRVKCAo9Fgjo2m98ds362tZ48/Gto1GNJLKa21L+dh+q5nnaypMZUr2cpJzlAqcJnMspqrLIQAA2LkQVLWI3WbPkB7f3uhqTJl02vWl5Qv1pavvzgk44rGo1m/aov/vZXvp4j+Mn5drJJXWiT+4XV87frEW77VryW5Yma5qhbL/STsukAt1rYy3RceSVeSbKMlFxmjKg3FrWYFjdldFKbggj0ZMyZTr9GMOGvccij3WSIFshz1dHUr5+OfyhWMPytmm2tTrk+36VijRSOb/kw1MsrsjFqpPqcBpMsei0UEpAABoDOapahFL9u5qdBWmlJnp82vvGteCsz2R0heu2qhL/lh8ouNMQHHJHx/WsrOv10k/+KNecdb1uuT2HWX6BxPasGmLJGnhvF20S0ds3H4yF8iFH6P4xXWmhWRGLKLZ8TbF2yJqy9tNLFI4Echprz1At646SsuXzNfyJfN1+psOUnI0rVjEdObVd4+bayszL1csOn58WOZivlC9ZrVH1R41ffktB+ukQ/cpWvfM/GLlBgRr12/WsrOv19t/cLuWnX19RXODlTre+c+lEt2dcS3ea9eCz6FU4DSZY1GP+cAAAEDzoaWqRTzS3zqtVJJKZtwr1kKUzV36/Nq7shuB9Lmf36W+fz6rXWe26+u/u0/t0SARhLurI9Y2bvxLqRan0VRatz7wdNEuafktJLc+8HRON7R3v3JfnX/Tg+PK7b/b7Jx06mdec7dGUj7WZS87uUXfwJDu2rxVZ15zt2Jha1a2QhfzE7XcZG+T3YJXjmq7vjUiJftEXQTLOV6V7A8AALQmgqoW8fenWyuoKpdJam+zcV30igVl2YFMJvudJG1LBHeyg4DsC+RoxLQ9sSOYS7n0ycs35AQM+d3eshM25F+cS9L3b35Q2dVsiygngCnWleyS2x/Rd298QFGzggFmoWyH2Yolksiuf6GU9ROlXS/V9S3zfCYa59aIlOyFXpsNm7YUfB0ns79WCKjIZggAQGkEVS1i/7kztaHvmUZXo+5c0hnHLlTKNZayvBr5418yF8i/2LBZX/zFPTnbJlOujY9u1cJ5u+iS2x/ReTc8oPZo8SAk/+L8Gycs0WlXbFDUIkp5elySjEItNyOptM674f6iKfRntUd1xrELtWSvXSua3Dc7Y91IKqW0B8+vWItToQx3yxbMLVjfX931mC669aGSxyajWEp2KTfQmWqZ12aqMvdVmwGxmUzFMSEoAwC0OvMCA9cxeUuXLvV169bV/XG/cOVf9aM/PlL3x20GbZEgQNl1Zrvee/GflSyQKr1cM2IR3brqqHEXfr+/7ym948I/jdv+g0fsr4tu/ce4ICfeFtH337F0XPKLjEJpw6XxrTlXrd+c05XslFcv0AW/f3CsZS1fvC2izx9zUNglsLyL4P7BhJadfX1Ogoh8s+Nt+sn7Dh1L/pG/fea4ZXdzHB5NKZ125fVKLHqMi5nqFOXFLvBLPa/pGghMxTEhxfzUIDAFMB2Z2R3uvrTR9SgHLVUtYuNj06+VKmM0HbSkXH3qYSqc/qG0qEkz29tKjn9ZOG+O2iJSfkPYD/K68GUkRtP64P/eobR83EVkoYvMh/q3F7zwXLZgri7496WSXAvn7aKB7SP6zg0PFH0u71m2r8685u6KxjUV6raXL3tMU6lufsuXzNdBz52jWx54Wl/55T3jAqrsbcu5MKx0Hq6JLjpLXeBPp8x95V6gV3tMSDE/NQhMAaD5EVS1iGcTyUZXYVIiJlXRsDQmFolo+0hKHzn6AH39d/eVXa49IlnE9IHD99cbDt6zaJe57s64/vUlPbpsXV/O8lK9DZ9N5iaXKDa57mlXbJAUJM3IvvDcNjw61uI0kkrr6AN313X3PimboHW50ovgQt0M2yJSNBLJ6bJXTtr1YF6vXklBFsZCKkk6Ue48XOVcdE50gT9dMvdVcoFe7TGZToFqrRCYAsDOgZTqLaJv6845+e9UBFTSjgu9Ew/dW+0F0otLUnvUNDMWVSwStE5J0khaSoy6vn39/XrTd24umgq8fzChn/+l/PTg2SJmYSa9wmnDoxZRNJJb52jEdMYvNmo4mda2xKgSo2n98q7HlRhNKxEGK4XevBfe+o9xEyNPdBFcKHX4N05Yoj98+ij95H2HjqV4L7V9Zl6tT12+IahjkWgz3lZZivaJ5uHqH0zkXHRuS4xqOJkeW5et0LHPTqQxUQr1TBr+/P0WUsm29VTuscqoNsX+dAlUa2mi8xYA0BxoqWoRM6JRPVOi+1Yri0Ut50LvvYftVzBd+TdOWKy9njNLW4eSOuWSO3PGJWXSkSdGx2cBlIILm0n0LJQkPTuS0vt/vE7nHLe4YDKHlKclzw2qRkbTao9a0dYeSZrRHpWnXUNZAUx7NKoPHL6/zrvxgYpSehfLWFesXKGEErf9vX9cWndJ6ohFlHbXqUc+XyceundFv65nLuo/dUWvRvICtWjEdMO9T2r3OfGCrSEbH92qXTrax55PORf4xY5DpnWnLRK8Jl849qCc+b2yNVtXreyufpNpOaommyEp5qtHYAoAOweCqhZxxAG76/I7J9eS0uwKjWXKlk67tiVGxy4e937OzKLbZhItFJsPKSP/QnNWe7SqBBiJ0aBl5dZVRxW8yJSCQE6ShpNpmaTtI6XrmEq78iO9ZDqtEw/dWyceunfFF8GZjHWZVpaJynZ3xnNSrw8nCyfPWPX6A3Xs4nmTvpDOjNN647dvzgkyMxNBj6bT41o8h0eDQLY9Gs0JbMq5wM/P3JfdupPxuZ/fJbl00sv3ydlu46PPaOUVveO6chbqqlXuuKZCSU0mmyTi9DcdNKkL9GqyGbZiivl6IjAFgJ0DQVWLWDh/l5YNqiZKUJny4CL3C2vv0oxYVEPJwpMDPz04MjZeavWKRTotvPgtZCSV1tah5Nj220dSikdtrOvdZGQncyh0kZkJHILHn/hxXnPg7nrl8+fqzKvvLnixlR8YlHNRO1ErS/Z+JI0b65HPJO2/W+eEz2UiC/aYra8dv3jcnGGZebraIkHXwvZoMP4slU4rkRrf8jiZC/y+gSG1RcZ3KT3jFxv1+oP3lKSxlPpRs3HnVKGWoHJbszLbFZq3a6LWr0Jjcc685m6dfsxBRc+ZWmmlFPONQGAKAM2PoKpFJEYKtxK0gnLjmNG0NJgoHFBJ0jm/+ZvO+vW9YxekEZNO/en6cdtFI6ZUOq1TLrlTyXRan3jNAUqm0iU7V0bNlJog+puoRWD7SErxtqhGUjtey5ntEb11SY8uv2PTuEDrmrse17X3PqHPH7NQB8/fZawlIz/RRrkX8BMNiM/fzymvXjBh1kCX9L6L/6RINFJ1N7hMJsQHn9qmc35zX87Exx2xNp130ku0S0dMm/65XSvX/FWjWeuzA5tCLVGlLlZ7ujoKBrmxaCQMporPGyaNf90LJysZ35pVqIUs8//85CeF6l+sq9/B83bRrauO4gJ9J0NgCgDNjaCqRdx4/9ONrkLTy1yEf+ryXhVoeBiTCvuSZcZcfeVX9+asj7dFxrVGlAqoOmJReZhavdQEs4XGTjw7ktZB8+bojPkL9YWrNo67uE+MetD68KbCc1NVkjms2MD3zPL8/Zx7w/0K2qJKG0lLSqfHPW4l8+5c8seHdcbVd6s9akGAm3e4k+m0Fs4LUrmvvGLDuCCnWEBbTsDZ3RnXF449KOjyl2U07SUDqpntUaXdx7UEFQp2EqNpXXr7I/rw0c8vuV1GJkjM7n6ZX/9SY3G4QAcAYGoRVLWINvI4lm0kldapP11fMrAqpViXwUIO3a9Ln33jQZrVHtWjW4d19YbNJcfcnH7M+Iv3z1+1cSzQK8Q96Io2kvKxfX7y8g2at8sMxdqiJRMTZAc2s9qj4yYAHk6mNas9WjDgMjOd8uoF+vb19xdMUJEvYkFiiSMP3L1kMJAfbF3yx4f1uSuDY5JpkM3u7pc9Lm3Vmt6CEzEX6uJWScB50qH7SOFxjkUjSrmPTcSc6WKY+5im7739JZq3S8dY66GksbFR+RkapSBIzU7kUSzzoRQER7PaoyXr34xjcZjAFgDQqgiqWkSMqKpiU5XOvZCoSV8/fpH222227tq8VV+46q6iyTayg5yD5+3oxpdRKqCSgiBvRltE2UkrkinXcf/zR52wdL6GR3O7RA6PpsbmlMrvzldo3Niv7npcbzh4z4IB19zO9jLaqgLPjgSJJT535V+V9qCO+cFAfrD1iX85QKt/87dx+4rHojr/pEO0S0ds7AJ9w6YtBVt23rNs34LdDivNhHfSy/fR6w/ecywoGNg+ou9cf//4urVFdM5xizTwbFIf+N87gscYTcnd1RELJpl+4Z6dWt+XO2F3ezSa89jZQVGhMVXbR1IT1r9QlsZC87DVQ7NlRQQAYCoRVLWIRfN31fX30gWwUaIWjP3KXPSesLRHn/75XYqa5QRIhWR3Tevp6phwbFYhw0UitsvWbVb+tF3ptGtg+0jh7nxmys8oeO4N9+vZImP2Pn/VxrJaqTKKHYtMCvT8On3ll/cW3D6Zci2cNycnOAjGPo0/Dj+85R96xfPmFty+WMCZLZPVT3ItnLeLFu+1q9au36xPXb4h57m3RaSPHn2ATjx0b0nSsrOvH5fEI9OlND+gkoIW1PzHLhQUZYLIQlksC3VzzM/SWG5AM9lWpfzjVWzS60ZMYEtLGQCgVgiqWsQec2Y0ugrTWubaOpV2nfLq5+ncG/6u0QlamGa2R8PtF4wty7ROfDLvgr0qeXFSyqWLbn1oXCtHWzSi1y/cQ2vufDSneFs0oh/cPH7eL0ll1TEakaIKx1YVEQQHVjDLXiFfOPaggqnQTz1ygb7+u/tylo+kXB/83zuUDse1ZQcTnhfA5t9fu36zPnnZ+rFWxljU9MVjF+pLV9897rlHTGPd94q1mpVy6pEL/v/2zjvOivLe/+/vzCksSxFXxSCgIiABFIxE7FFJcolBklyV3BjTNTdGjTex5Sax52fsN8WSqDHRqImIUbHFBio2FBUUEAFRpMS2wiqw7O6ZeX5/zMzZU2ZO38r3/XqNK3OmPDPznDnP5/m20IF+VPxT4C56wX1LiduC4+bHb0F5bo6Z152Vin3aWMYPGVhS9sjc+3XlsRPYtaG+7PpYtUYtZYqiKEpHoj5jvYRy4nyUykiU8G1pcwy/fXxlUUEFMGPfoRhjuO7JNznwkjnMXuilxD9o5A4F4732330QfeIWfRN2Se0OMd7wjxffybPqbG5xuOeV9XnbtjmGRKy0c4Vxx4n7Y9nZNy/3+mZMGsqaj7YUzN4IELOFXxw5hvFDBqbjlDI5bvJwkrH8m7elzWFrm5csIzO+qS6ePa9UF4+l48caN7Vw1qxFWW6bbY7h/PuWhD6fmNUee1YoHiqMZEzSFq5SuXfhOj81utCW8mpQFXJzzCQQNGFkirBPWlJsbXP55d2LOe6G5zno0vZ+GrZf2P06c9arfp230upjBXXSwp5vpYRdU2ZfUBRFUZRqUVHVSxg/ZEBXN6HXU6QWb1nYAn+bv5pWx7Cl1aEl5XL6nYtY+d4nzF32PnE7/KsZt+DHh4/k+m9N4twvfzrPtS8XAUI0Bo6BybsNCl2fSTJmcd5RYytySQxYvP5jzpk2lj5xi/7JGMmYlSdK7nhxLRfev6TgcRK2cNYX9+SqR5dz/I3zQwf4Df2SnHvUuMhjZIqJQtnxwBMjluTfPFvCLXSOad83sDgG1xy3hZgF/ZMx+sQtvn3A8PRnfeIW5x41jrUbmkse5GeKhM2tDq2OlwUybP9i15lLmAgDz3WzkBhZu6EZW/L3sy3PBTbzfvSJhycPuXfhOg66dE7k862UcoVlT6cjhKmiKIpSGHX/6yXEq7AkKF1DrgWpzTH8x++eok/MYnOEgmtz4bs3vYhtS0mudz/63AhufPqt0GJfT7/ZWHR/13Xpn4xlZZHbmnLKck28+MHXERHOnTaW8bsMpKm5jZNvezkdXwTewBsjQLalKmYJdXEvW973D9qNKx9dHpk5MWD8kIEkYxKa6jwQE0FsTVghXIBFazYy5/X3aG7Lfw5bU4ZEjpqNWaSFEXiiKrdgK5AVz3PalNGs3dDM4nVNXHjfUr8+muHyY6IzIQaUk2Sj3CyAxaxsUefx4gHz93Ncw9BBdUwYtl3e/Vi0ZmNWjFhHxV2FXVNuge/egro5KoqidA0qqnoJ9SW6gnV3bIHD99yRx5Z90NVNKZuYQIEasFkcs+9Q7liwNm+94xIpqAJcwC1R1EwZsxNDt++bl6bdFk8IFPG2o831CtPe8O1J3H/KwTy4+F2unrO88E45eLW1PLe55/93SugA13FNXjwTgCWG4/cfzk3PvMVfn307z83VEmHJ+iYOHb1Tel19wg4VVEFq9bAMg9v3TbBbQ1+eXfURZ86ag3HdgpbJoF5Y3Ib/mzGRpuZUnjibPnGXvHiosP8/5o/PZonU0+9cFJoJsVgNqrBEFwG5Aq+QiMgUYbYlbM7pJFFWroZ+SS4/ZgI/y4mpuvyYdgEX3I+wgf+uDfWh7QkTcOUmnMgVlltTTlaB794iPMKE6RmzXmXspwYwcnD/Lm6doihK70bCBjJK5UyaNMksWLCg089741Nv8uuITGlK+ey/+yCef2tDydsHmd+uenQ5Ud+oZMyzRJx4yAjGDRnAKX9fWJO2FiJhC1ccO4FPtqY4b7aXjdAA++++PU+tLG6pCugbt3GMi+NSNF4sZoEt+anZAU763AjO/tKnOffe17jluXfS6788fmd2HJDkr8+uztq+PmnTlnLzih7nXuOpR4ziS+N3ZnOrQ1NzKyfevCDr/HEL/vzd/Rg3ZEA6K1/uMQqdI4r+yRjXfHMfTrzlpSzBl4xZPPvzI4oO+J9a/j7fvunFvPVXf2Mfzpi1KKudfeIWz5zdfszZC9dlJTSJWXDVjInpos/VZrkLjrF4XVNoYelC++Vm/wtY+d4nPL3yQ37z0LKs+9UnbnHNN/bhB7e8lHe8x356aJYgqMYS47WtiRNvWZAlvHPvbU9l0ZqNHH/j/CwrMLS/B3qDcFQUZdtCRF4yxkzq6naUglqqegnPluDKpZTOS+9sLGugnXLhS+N3Zt2GLfwjxAIFntXo8WXv87fnV9OScrGkY2tlgWdROXPWq3zvoN2wRHCNoc2lLEEFXqKHQvSJWaSM4az/2JMj9tyJOxas4YZ5b+Vtd+O8VRz9maHMzLlHDyx+N/S4bY4hXuQ5tDqGKx9dzpWPLidpCwh5OffEsugbt5i77P3QDIOVCCrwrDbPvtmYZ0FrSbmcc+9rXPvNYr8D4UFxqxs3FXXvy01oknI9d7lPtqa48P5wd8JyCKxKE4Ztx9TxO7NkfRMgjPPjN6OEW0O/JIeO3jHrWI2bWvjVPYt5KOI5A/z3rfmCKmlnlySo1kWwoV+SgXUJEradVbS5szMRdhRRrputjumSFPaKoijbEiqqegm7NfTt6ib0KipJZ37xg0uZ+0Z0rbAHF78HQEuqiM9djWlJufzxyfCU6LVia8olYcHlD7/BpQ8tIx6RQSMRs1m4ZiOlGMgTtsUZXxjNFY+W7m7YkmG1ScYsRLwixY7jcsyfno+MtaqEhC1878Dd+PPT+eIR4MHX3mPBW41M2r0h8hjjhgwIFde/fSyoGdZOrtvd2g3NeeLAtoRzZy/OitcL3AmDwXSpVqzM7XJdEWfsO5SZL60taC3KtHRdcN9iCpVry7UcBogleddcbWr2chN39BQy4wQvuG8prTlCv7cIR0VRlO6KiqpewpF7fYqbclynlM5lTgFBVQvituA4pozKR52LF4PkqQMnQrg4xrDmoy0llQAQDFc9tpyvThySZ9kqRl08xi+OHMM5s5f45/XW10pQgVfT6uZnVxe0cv3XDc9zwVfGp2s8AXmCJkxUtblePFnCtojHwmtQhYqDlBuaACWIOyvVdS5zu1bHwTXecQIxc8vznutmlLUo2N+WwjGCyZiFAcSYPHfRRCw/Q2AtBFFufFWr42bVigsjV4hW4l7ZkYWHc5/rGV8YzRWPvJHVNysVjpnthvz+qyiKonioqOolvPuxps7tzSRjFinXJRETttZQGHQWfRMWrsGbRZ9dOHV6QItjwDHMXrSeXxw5hisefoOYLaQcaHPcyNg1gM2tKc69dzEdWb6tzYU2t7DVMeXCL+9eTH3C8p6bMdQlbFK+SNq1oZ66eCwvBgY8oSUY2lKG844alyd+wrL6fe/A3bgu1CopJbvOhW1XjEwrSOb+xbjgqLEY4LzZS8msUJ2whQdPPTgvuUJDvyQzJg3NisebMWlo2QP8IHHHbfPf4Zq5K7j+qVVc88TKUJGZK1hKsdLl0pEZ+cKe11WPLee86ePykqeUe58y293clkJE6BOze1VyD0VRlFqhoqqX8PLqj7q6CUoFxCywLQvbErYU8I8KLDtOhkkjaYcng+iOfGn8znzjs8N5akX51jxLhMm7N3DGF/fkskfewIaCggo8QVJuvFpdXHDc8pN4pNtJfixXQKa1JihwfNZdr3L/KQcXTF8ePN8L7l/K5N23zxMZYWnbb5i3KktMxizPzbBU17mw7YqRW98rLG4tjF/lCN8+ca+W1GVH752+1lxLyR0vZlstZy5Yy2lTRldkObn2iZW0pEzahTJXZIYJlmJWulw6MlU8RLtEjh8ykGfOPqJiy1K4uDa0OeH3SlEUZVtHRVUv4eOtbV1yXltCSyApJZCMWVx+zN4cNHIHbpy3KsLCEE5d3OLsqWP4zUOv19SlLZfc51sXF1rayndBvOvl9dz18vqK2tCacpm/qpGLH/KyW+bbdEonSN6QSx9bOHvqGEbs2J+Pm1srElWnf3E0f3h8OVtLDJkLiuJ+dtdBzCtyvtaUy5G/n8d508cxfshA6hM2m1sdhg6qY8PmVla89wn1CZuRg/tzwVfGc/7sJdiWYIzh8mMmpAe+xVznGje10NTcRmuuD2EBkjEry31u6KC6shK8ZOK4Lg/9pD3bX66F54gxO+a5jlYaK7RkfVNempDcY5UiMIudvxZxYIUo5BKZm9K/HIpdu8ZoKYqiZKOiqpew767bM6vCQWs1bOuCSihuNYnCcV3ebdrKkvUfh2bKK0Rzm0vctjj3qHF5NahqxS+PHMOVjy7HyXDjakl1fkxXyjVc+nD15QJOPHh3/vrcW4RpnlbX8JuHlpGwbZrb8mVbseectIW9hm6HkUL2qmzaUi5L1zcVFVTpNjqGX969OJ2VMm4LKcdkteuQkQ28uHoDCduizXGz3AYDd8EzZ72aFpeZxY4Xr2tKZw1MOS5xW4jbVkELKkDKcfPc5847amxF/TJu2elsf2GWkgdfey/kvrQLw2JxS5nJM86bne8emisyixVCzj1/GPUJmxansJgNa2OlNbgqdfXLpdi194bkHoqiKLVERVUv4bO7bd/VTSiKALaVPztdiM5IO14N1TQt5cLFDy2rWJidf98S/vydSdQnrKIFgyvho82tnDNtLOfPXpLOhthVz6IMw0kkNz3zVuR9dg1ZbmC5iFAwY6FYwpqPtpDKaKhtFW53m2M4597yhUdgBQrLUJkr0C56YClTx+8MeJaHT7amMMbguF6ijQWrP/KK/Ep26nLwkkecfNge/O7xFQUtT44hHRMWuIRNHbczK979hL/NXx16D5Ixi5Tj5k3KOCbbjbAUN8SjP+OJxmJxS+3JM/KvNeBnnx/N2g3NQHtK+UCwWBLuonvK4SMjBUxwTvE7T6Z7Y9g+lcZelVLcuVqxFhZTpVYqRVGUdrT4b43pquK/UUVEuxvqLlgeMUsKFtu9+hsT+Z87FhUtyFv5+b2/HZnwoTcwY9JQ7n5lXZbQqcaKWSv6xC1+fNhIrn1iZUExEbm/nyBFREjELDa3FN6/b8LmOwfsyvVPrQr9ngdFso+bPJxnVn7IT2cuynLH/PYBw7nwK3sBnggIK9ScS33CJuW66QyF6bZnFPQt5VhxC0SEZEgihqiiwcmY8OzPp+RlBARYsv5jf/v2cyZs4cGfHJIXGxd1vbUqSlxNooyV733CwjUbmThsOwbVJzT7n6IonUpPKv5rdXUDlNqwzp9d7e6ooCqPUsRSR06MpFwVVKVw54K1eZaj7tDVt7a5XD1nBVvb3LIFFXj1x1KuZzG+9D/3jihV3M6WVofrngwXVODFkR03eTgN/ZIcNHIHcsuZ3fHiWho3eZlMA0tJn7hF/2SMPnGLbx8wnD5xi/qknd5nc6tDS8rk3X9LxC9Y3G71KkSb61kBP2lJsbXN5ay7Xs1qy6Gjd+LyYyaQjFn0Tdh+TKQXr3bvwnUcdOkcjr9xPpMvfoz9f/M4P/rbS3nxX8mYHfkcwtoYxC1VQ6YbZdi1NW5qYdGajel/Z3LvwnVMu/ppLrhvKdOufppnVn7IhGHblSSoCh1XURSlN6Luf72EjzbrD1e1xG1IOd1jMFwqMxesVaHaDeiuj8ATLdXbzGK2xfOrGqu+ThFJJze4bf47eW6FLSmX2+e/w3GTh7N2QzMHjdwhL4PdaVNGM3fZ+5w3e0lBobil1eHEWxZw+TETOGjkDgXjg2zxrMKZ2TTDEjGY4L+m/Z5GZ8nLb1uhOKSOKkoc5kZpW95zyC3qnGudqzRrYUemkFcURemuqKWql7B9vbpiVMsu29V128FxFJWkKFd6H7ZFqBXJtqSsTH5RbG5xuHX+O6Gf5VqbCrG1zaU+YdO4qYVr5q4I3eZ3jy/nwEse5/gb53PgJXO4ff476SyHsxasYcPmVg4fs1PedVkCCTv7J60lZTjrrlcB8qxe/++r47nl+5/llu/vx8P/c2he5NbWlJOXGfHsu16lJWXY0uakj71kfVNRK1jfhE2feH4x40zCLHMdlXBic4vD/FWNBS1YlVrOilnGlG0btWAqvRm1VPUSdhnUt0vPX3rOs+7L2409w4WyuyLAsZN24Z5X/l2TgbxSOj88ZASbW1NZRXFtSzj1iFFcPWdFh9UzE+DXXx3P/5aY6S9mee56m1ubSdh2aGIQz+W0PWnIlY8u5/8eW56VJGXGpF1wQ1xjUyH9zraEucve5/AxO0XWbWrc1JLnRpv77yXrm7AkW0HalrDqg81F+/tlR+/NAXs0FKxlFWWZq5aGfknOmZafjfGKR94gEQsXTQ39kmVbzoJraGpu7dAU8r2VchOJ9ETUgqn0dlRU9RKGDOzTpefXIbQiAj88ZA/Onvppvvh/T9C4uZqKUko53DjvLdwcESAYvjR+Z34/J9wiVAtsy8s8GpaAJmEJrTnCJ+XCmo+2MGbn/kVTlWeSq59mLlhXdJuAzS0O581ewq/uXRw5iFu7oZm6eCydxRCgLh5LC4F7F67jrFmL8mrCbW5xuPzhN3Dc6BT0SVsYtn3fohkCo1zwajHQzqxtFhC3rTz3y8z08OWkas+8hlbHyXsWLY5nodwWKeUZdpbY6AzhFnWOji6CrSjdARVVvYTNrQ4xgQ6sA6uEELclNLX1tohr4Mjfz+OML+6pgqqTaQuz2rjw8JJ3Q4sd14q6eIwHF7+LZIRtxSw4a+oY3nj349CCz6fPXIhYklf0OOZn3+uI71MgJjIHcZmDv0K1pDLd/godOxnzLFI/m7kwS6yIJQWtO1EDzULxTuUydFAdTo7odozhvKOySyY4rsszKz9Mn6fUVO251xCzvLT5Ip7LpzGGL//haS4/ZtuyTJQiljpLbHSGcCt0jo4ugq0o3QGNqeolDB1Uh1hlBDcoNUEFVTatTm0K9Sq14cpHlldcWyxmCbEivxBbUw7XzF2RlyHysn8tCxVUAC2OYWubm1dTSyQ8LqyWBIO4exeu48BL5vCNG55n/988ztTfPZVVSyozninM7S8Zs6jLuTkJ22bVh5uzLIZxWwrGRUXFLS1Z31RyXFIpMSpR8VpTx+1M5s9GyiXvPA39kgUz/oVdQ108xpXH7k2bL1TbHENLyuX0OxdtM7E0pcaWdVTWx0ra0pHn6KhELB2Bxn0plaKWql5CQ78kZ35xTy5+SAe0tSJWZqFixUPDqSrj0zv35/V3P6npMSt9FIeMauDEQ/ZgzYYtXHjf0rzU4Onju4ZkwqYl1e5WVul3Jm7ZGEyH1l1ocz03tDPuXJQ3IZLyTW2ua9K1pKLc/gBc8l3ncgWmJXDQyB0i2xM20GxJOby2tolYziRZ5qx+YGVbvK6Jix5YWpL1IczqtGjNxrzYtnKtB1GDZch/F7Q5hufebGTY9n1LdkHrqbFGpVpmOkNsdIaVqNg5GvolmTFpaFbc54xJQ7vdM9W4L6Ua1FLVi5g8oqHDZ3q3JQ4bvWNXN0HZhljxXm0FVTXMW9HISbe+xIX3LWXUjvWR2yViVqTgKpdWx6G5SKHfYsQsKBS6c860saxvai5oYY7ZFuubmgu6/X39s0O5/JgJWZafUw4fScLOPnnCtkMtDsFMOLRnJewT936OWx3D5Y8sZ1NOoeVgoB3UxDruhuf55T2LsywDZ84qbH3ItToVGtCXOlsfZgU7Z9pYPtzUGrr9T+94heNvnM9Bl85h9sL82LhMMut/lbJ9VxB1n0oVSx2V9bGStnTkORo3tTBzwdqsz2cuWNutrEHbWuZKtcjVHrVU9SKGDqojZnlFLJV2woLoS2HOsg9q35huwD7DBvDGu5vZ0lZ+MVileuKWhMdAdTNP0iBWaPG/o8Vec5tbs5m5Wlg4D9yjgSPGDOb8+5aGfj5sUB3FnAyD+lanHD4qb+Y9YOaCtZw2ZXRWpj6Aa55YmbVdm+vSlnKYtWANE4dtl7Z+5c6E33/KwXzp9/NC21OftHFcw2VH7w2QHvSFEdT5OnXKqILXGBBlPSg3nivTCrZ4XRMX3b8UW8Lvc5sLbX5CkEKxQ+XEGpVrzaqV9auQVaOcRB+lxK5VQzlt6ahz9ISYqp7QxlqhFrmOQUVVL6KhX5ITDhnBdU+u6uqmdCsq9Sbqrdr0lTUfo+F3XUdulr6eTq2+J7W4K0+taGSvXQZiSVQ2QGHNR1uKHqclZbh67gqiBFgw0Mqc6Q8bVH5210Ec86fn09vMmLQLsxf9O08oXP+tfYlZ4Uk6po4dzC++PDbtrhcl9AKunruC4yYPL0l4hFkP7nhxDXe8uJaWVHmJE4LPvn79c3mir0/cwnENFhQtsBwQVbQ4SI8f7FPu4LBWg8lSRF+uWAJYtGZjqHAKXOQqoRSR2NHCrdg5ekJMVU9oYy3QTIwdh7r/9TIO2CPaf7+3EreFGZN2Kcv1sZYdvyd+iTowIZxShN6Y26ScAsAdzTVPrArt3zHLKz1x/n1LSjpOwrb5/kG75RUUBm+gtXhdU9o17cBL5vCHx1ek60zdesJkbv3+fnnJOGYuWJdnwfGSFEikpW72ovaEH2GDvrB257ocRrnRhbkmGuOJl9w2lpI4ISzpQn3C5tdfGc9DPzkkL5lSoQFrVNHi82YvSV9Due5atXTvKjXBROBy+fTKDzvElfG251dzwG8e57+uf54DLyl83GJJR2pB1Dk6w82xWnpCG2tBZyRH2VbpieNBpQDL/v1xWdsnu9NoqELaHMM/X15f1ky3ZdWu88e3zfIr3Zae36N7Ht1VKMYsqItZJGPCVTMmFo2nymRLm8NNz7xF3BZs8Y6VGTN00QNL04PzlpTLlY8u58BLHueZlR8yYdh2vN0YbhHLLRTc5rqMGzKA86aPDd0+EWsXSbmDvmTMyhO0rY5LU3NbWigUEhL1CTvPqtTqmLw0/KXO1ocJIccYDh+zEyMH989r+8mHjUxvlxvfkXmt9cn2l+zmVid9DUvWN5U1OKzlYLIcq0ZHxerc9vxqfnnPYlodQ3Ob0+0zLE6fuEt60uGZs4/oVu5mQf/LnBjpbm2sFduKRa4rUPe/XkTjphYuf6T07H+2wLcP3I2/PPNWRRm7EjZM2rWBZ1c1Ft+4BtgiebVWAlJlml7itkVzGcVHC9FSYWhS0pYsVxilNugdVQJ++vlR7DV0O0AYN2QAS9aXPunkuAbHhRb8OlS2cM0392HckIGhrmnguQ2eOctzo9mtoW/ocQ/eYwfmLm+P1wwyoPVLxrDId6d0jMka7OS6WD2z8kNOz8hm2JJyOfHmFxHLS+e+a0N9ZJxIU3NrXq29pC2ccvhIrnliZdnxN5kukLbvznjOtLF57nC3zX+Ha+au4PqnVnHNEyuZMWkod7y4FtsSHNek61kF289d9j7nzV6SXbzYt/CVMzgsZTBZiitdsM0508Zy0f1Li96nWsXqZLYNCLW6tjmG+xat56gJQ7qlhaUaN8eOYluLLyo1xq6nZt7sSlRU9SLWbmgmJhZtJUY5OAb+9mxlggqg1YEFqztHUIHnl9/c6tQkhqNWGcuqobslJujt7Lp9Hes3Nmsilxoyba+deez199jaTTvzmo+a+cPcN9MDh3O+PLbiUgkJ22ZgXSI9uIhyw2tJudz49CoG90+GiqRMQQXwjxfXMn3vIZxx56LQd1tY2unM4P+xnxqQFyPZ4nip6c+661XuP+XgUCGxeF0TF96/JM9yJ5Zw3OThHDd5eEUDqukTd+Hdpq1c9sgbJG3hovuX0j8ZyxqkXvvESlpSJp3KPTNRBsDpdy5Kx3c09Ety+Jid+NW9i/OuYdyQAWWl6S42mCxlcJ27zTlfHsv4XQYWvE+1sAzknvfkw0ZGxuFd+tAyLvnXsl4vDsohSiBsq/FFxWLstjWhWSvE9LKg6a5m0qRJZsGCBV1y7sZNLRx4yeOhKYA7AlsgGbO3ySxySVtIuaYqt6ewAZei9BQStmCM6dYiNZ6TDbVP3GLiLgN5/u0NZR8rEbN48NSDGTm4PwCzF67jzFmv1mSCxraisx/2iVs8c/YRWYOezAFPS8rBsiQ0I2D/ZIxbT5jM6sbNWUIisLDk7pOMWWkrUaWz1IFLWu413Pr9/Xi7cQt94jZnzFoUmcEw4Jbvf5ZDR+/UXpNrfVOeVeigkTtw0KVzso4Vdr9yiUraceAlc7KeZ+6xGje1VHQ+8PpLrpgrdZAadt5kTAAp2P+i2ratWSAKCYRFazZy/I3z+aSlvVZb8L2ZMGy7Lmpx11JNP+8IROQlY8ykTj9xBailqhfR0C/JuUeN45d3Ly6+cQ1wDKRq5ELX02hxTNXB+b3pzv12xt78z8xXu7oZSifS2gNcV+O2lWUhsERKFlQCxGzB9gWLGMO0q59OD8iCmd6rHlnObS+8U/R4hSiUTt62JB3zs3ZDM/UJO29mPWp2Z2vKYeigOiYM2y49K12fsFm4ZmNeceG+cZvLjtmLYdvXc9vzq/OKCh80cgfffdIwbsjAyDToF4S4pKUck5UFsRRWfbCZNR9ltyPXKhSWDTHKrS5XSORaK658ZHmeQMk9VjVufNVk3ws7b8K2+eGhI/j9nBWRcYJxy2LJ+iYG1iXS59zWLBDFLFEaX5TPtpRavtaoqOplDBtUlzc721EkbeGUI0Zx9dyV3cKdrrNxjFqbwBt8vvHepq5uRkUI0TFYFvCDg3fnhqff6sQWKYXom7DZ0ppvGa+L2zSHWMy35CZhiHhPhbkEGrz+4fgDrkyXuoNGellW125o5mv7DKlaVBWizTEsXtfE169/LssylUnSFgz5Qtd1DUvWf8y4IQNo6JdM15+yRbLik8AbSJ5+5yJilpX+LBhUnX7nIhzHpN91cVu48tgJeYPxtRuaidsWrU72scuNeQW47F/L0s8vaMdFDyzNmi0vdUBcSEjcu3AdZ81aFOrh0epkH6uaAXil1qHGTS00NbeFJjgJ3DSXrG/i4+Y2Tr8z+zq2pryaawnbTovSIMFKNa5uPcnSVUwgdEYNr56GCs3KUVHVi7h34TrOvHNRp7njBL73m1tT/HEbrY1Vn4xx/P7DuWHeKiwEg+GEQ0YweEAfLn5gKa01fBanHTGSFR98woOvvVe7g9YAAz32+RsgJuHxbT//0hh++Lk92HFAkkseWuYNsLu/cabXYgt854Bd+dOTq7ImMmyBy4/Zm/+545WisVJR7u5Hf2Yod+TUawLPSiRYtDnZCRJum/8O1/qJHFpSTtlxWuVMxpzxhdF5A+G8jijCF8bsxAOL381a7Rj40d9ewsVkDagzqYvbuMaQclzaTHtijkxyLSFtTntCjtxaRFHJhEohYUtaGOYKYsifLS9lQFzIUgFeMeUol/lTDh+ZdaxKB+CVWocy93Ncl7gt9InZeec9dPROgFcqI2hbq+PiuC4tDunYtQvuW0IiFp79sFQR0dMsXaUIhM6o4dWTUKFZOSqqegmNm1o4IyMDVCUkYxYJ26K5zSk4s1gXt3GMl9UJ4C/PdP1MfnSxz2hiFhy//67c9vzqokI0bgsYg2uyxzNtrssJh4zghENGZL2QGze1cMm/lkGN3CNjFowa3J8/PtU14iVKeAQYKnsG3YGw64pZsH19gj89+SaXPLRMMwp2MBbePS80CeEYuH7eqjwxkozbbNraRiljecfkWycFuOeV8No+rSlDzM4+cKvj8gff5apQEd4oEr5LYXMJs1+2eIkvcmfak7ZgREjaFltTDm2OmyeoAoKY1wvuW0I8pOaW6xraXLfs764l5A3GMwdjlsCWAg80Zkn6d8byH0qxJoTNlhcrsLt2Q3Oeq2NmGvWoYsrJmDdpmEu5A/BKEyGE7ZeMkc5AGbZvZtuamts4+baXs2KFPCtiZenyGze1sGT9x5zlxxH2lKQOpQqE7piVsCtRoVkZKqp6CUvWN1UnqGzhhm9PAgwn3Pxi5Ha2QJvjkIzZXHT/Uj7a1IpItBNVZwy0E7aFa8obFFjAWVPHMHn3BkYN7s8F9y2NdA1KWHDx1/aiJeVyTk4GqukThgDkvXga+iXzslJVQ8qFn97xCiJdU1qulNwnYwb3Z+m7n3R8YzqBlAtnzXp1m3ft7AwCq00pVt2w2KMtrQ4/LyOOtF8yxm/+cy9WN27mykeW40JkaQPHGD47dFBWHFZrys172wUiJ2ZJqHtiJq2OCTV5xm0hEbPYnFGjwTFw9dwV5FZfE0t44JSDuevltVxXopVYhDyXP4CWQgFdBXBcQgfjhdKgB3z7gOFM33sIDy99j8H9k1zyr2WkDLgRz6E+aeO43kReZs2ugGBAHGZF+WRrik0t+a6OQdvDsjgGCTui4sbKGWhWGp8SFUeVmYEyjOBeNG5qCa0Zdt5RpaWBzyS4r1ZIYoyeEGujAqEyVGiWj4qqXkOVWRPE2//j5hQx287ziQ9wDGAg5f9Q/mHOioIB651huTh+8jDufGld1oxcMVzg4geXUZ/wrG5Tx+7E7FfDZ3qxLHZr6Ms3//xC3vXMXLCWu15aS13CJuWatCtE46YW/v7CmsovinxB6k1sd99h/hu9RFAFdMc7XShLXE/EhhBns44lKI7728eXl/SMcxNbhL3SApGzvqmZE29ZkOVOFrPAtqyicaeWwJlfHM3lDy/PEiJBQoLculGD6hP8uYx4v1pnhT1v+tjIAVdUGvSYBf84cX9mL1pfNHFFXdzCQDo5xeJ1+dn/Mt3Owiw7Z856lbAnllk7K9OK0eo4nHL4KI6bPDz02ipxfas0PqXauJYoC830ibswddzOFVnawugpsTYqEJTOQEVVL2HckAF5fv2CZ+6P2d7sqGVM5GxwS8rlBze/GGntqk/atPkztJnbxGwLY1zautDv6y/PrsbOLdRSIsHgJUxQ2eK7CxnDcTfOJ0q4Oob0TGjgClGN5dAGbBt+cPAIbn52dVbK+qQtftbF7ueQtu0l1u9ckjGL078wmosfKr3Ad3en3D4TfCerIeW4nH/fEmpZCWLGpKEMqk+wudXh3KPG5Q3+t+ub4Ed/e6lg+YmEbTNix/55MUlBQoIvjd+ZhWs2MnHYdowc3N/LfBeSFAK8vrLfboOYt7K9jmA5cV+2eO92zx08hWvaJ3hsgQu/Mp5vTt614DGiBvXb9U1wy/PFLfhnTx2TLmDbuKmFr1//XEEXujDLjm0JGCGzp9UnbMYPGZj+d6lWjErd+CqNT6lFXEvUtZUjMKIKXfdNeLF4GmujKO2oqOolNPRLctWMiZw5axG2tP/Qxm2hzXE564t7cvkjb1DIa72QCDhg9+15asUHeQMRxzVYXZwCz1B7kdEnJp5QNJmuQcXPIQjPvdnIh5taKj63AzgO/Pnpt3zXyozjW8K//Bnxj5vbWPD2Bm6dv7riAs7l0FNjpgAOHbUDJxyyO2s+auaiB5YWjffojjiuS0vKpT5hh7pUdQcC68J/HzqCLa0ONz39VskiqG/CpqXNCd0+bgvnHzWOjza3cuWjywseJ2ELU8fvzOxF/w793DHg1DjjyN9fWMMdL67JyrKWmfo7zBUrlxbHZcjAPqED6SBrX26K87CkEEfvM4Qj9/oUJ93+Stb63HdEYEETIcsKEWT2y41TCkunXswVLmxQP2tBaRb8g3MEU1RcVKFMgI7ru1ZkrjMmz7JSisjoinTq0yfuwthPDcgS0+VSrYUm7L4mY8Ifj/9MZGyXomyraPHfGtOVxX8hCCZtynNBSca8yuu1HBQHfueQnXEo5bgVzybHLQm1evWJW7iu6dLaOElbSJngh7owiSJB9+ANXtwiBYQ//+kdeWpFI3FbcDLcCwOC4OE5r7/HX59bXeql5LXjc6N35LHX369o/1ySseKuTp2NbQkv/GJKeoC7dkMzi9c1ce7sJSU9z87kwBHb89I7G4nZkhVfA6UV/Owqpo7biZMOG+W5aT2wNDRtdxTJWBDTKZzw1xeyvjtxC/783f04dPSOBQucx23BEkkXr1353icsXLORPnGb//3nayW7B08dtxOPvv5+VW6WYUVjJ1/8WJ4nQSLWLmqStiCWcM60sQwb1JdAwACRhTifWfkhZ/kp0remHDBeAoiwGLHM5BaBMBv7qQF86ffzsibUkjHh2Z9PKTuj3TnTxjJ+SLaQDBMRK9/7hM//31MFjx23hFknHZguvhpVUDj3Ht8+/x2unruSRMY1AhUX3c2kUEFUyI+rrQXdJdNeNYWLFaVatPiv0mU09EsysC5BwrbTaVQBRAS3hgK6b9zmj9/al0NH7wiQNQt310trS3JRyk1v8e0DhnPalNH+D+OK0FnfZ1Z+yOkzF0Zm6+ufjHH0Z3bhb/NX1zz2RCzh4VMO5tb5q/nrs4UFTOagMExkJGzh9hMmc9yfX8ApMEB+7PUP6Bu3aE25nHDw7uk0wOANNC64f6mXhjjlVmRJStjCgz85hJGD+3Pb86t9t6jK+0nMaq/rUw21Nn46ruG5NxuZ5rsTBUUfz5vdOYWyy2HR2ibA8NUJQ7ln4bosYSIitGX0l0J1tmqF4MVyFdNxc5Z9wCGjdgpN2x1FwhYsS7js6L05dPRONG5qwbKtrKyZtm0xbsgAoHCBc1u8kgYBIwf3Z+Tg/jRuavEER4k89vr72CI4VdzZsKKxdfFYlrDzEmaM56czFwHtdbB+efdi6uIWrvFSxe/aUB9pIQksIJkTaVFWuCDua3Ork7Z23vXy2rzve8K2i1pfwlzhfnn34nSM6ox9hzLzpbWhg/CRg/szY9JQZoaksA+wrPYkGI2bWrjogaV522TGRWWKDzD88NARWXFRtUhSEOWOF2ZFrIXgiHI3HPupAWxudTo14YImeug59KQaYr0RFVU5iMhxwEnA3njhLcuAvwDXGWO63/RwCNFuELXDxTBkYJ+s1LVB9qUrHnkjdJ/Pj9mJp1Z8QNy2cHxf7CED+/DUig85dNQOTNq9AYBTp3iBwmEvBgNYlhDHhAqrNtfl1CmjOHXKKK56ZHnZRTljtpCwJK9GSiJmcdnRezNycH++ts9Q7lywtqRZ+PqEzQXTx9GScrnogew4i0m7N3DeUWNDB4iZBG257slV3PTMW1x+zAQ+2ZpKz9y2lp6fI01d3MZg0tcE8M39d2Xq+J25ff47/GHOcjDFrW0xAcu2SNrtdVGiBt/liD7bCgqvln5Nxch1yVyyvim0rZaXPZ+YLVUJzFz6JmxaU26oq2pd3Eqn2A761Z0vrSE3ji9XrHSEoMqNvQkG/3OXvc9dr6yP3K/VMaF1cKKoiwtnTx3DiB37Z4mm3IFrbsa38UMGhrpAbk1Fx7mU45FhIcQiYpXCiNuCMSbrnuUG70clHVi8/uPQPhb0hdPvXMRDPzmkYMKCYCItbns1s8LIfH8FAiTKkphb8DaM4HnkEhwviJmKij267JgJjNyxH5c9vAwx0JZxC2IWXH7MhIKxUplxUWHi45onVmalQy/VBS5zQBqcO/M3KCx9e2C9qnWK8ahYpiN/P49kRq2qzrIYaaKH7k93sWxuy6ioykBErgF+DGwFHgfagCnA1cAUETnWGNM9gxkyiBqYnHfv4opib+K28I39hjFzQfvM44xJQ5l29dN5Pv5n3/VqqIteMiZc6rsKBj9IT6/8kONveoG4ZXH9vFVZL4CwF3jw45np+mOL59qVjNm0Oi4nHzYyvf/PvjiaWS+vydvessIHy3FbOH+6F2SeScIWHjz14LT4KKfApWMMh4/ZiYZ+SaaOz8+49M3Ju4LxasiUUrumJWU4c9aiqtw4LeDsqXty8Mgd8nz0G/ol06L2Hy+8w+WPFI5fsW2LB071Zr/D6qJk4prSEw3YlpVlkcn6rMJkBRs2t+asCU88YgEXfHU87328ld/PWVn+iUKIW16WsZ/NfCXkM+GUw0dy7RNvZg1yWx1D3NcnfXzLhRgTmf47s/3VaNHc27415XD6nYuI2xYWQAFxHFYHJ4o2B37z0LK0RTr4/mcOXOevauSC+zxrbJBd86CRO9BaQG2XYiUqiJiSJqHiFvzf1/fhgD0a0m54UQkFot7JF963pMg9Mqxvai6asGDooLrI+x7LeH8Vy+QG+QVvw6hP2CVbIyE89uiHn9uDo/cdytoNzdQnbNY3NQPCuCED8q4tLDV4pvCpNNYpk8wB6daUgzGGungsb3Ca+du0aM3Gmpw7l8ZNLTQ1t+X18+CetzpeX651jahyrRxqFek+VJpIRaktKqp8RORoPEH1LnCoMWaFv34wMBf4GnAK8Lsua2QZhJnr+ydjnDlrEeXGZFgCp00ZzWlTRqd/AKdd/XTel/f6b+0bOrOWyKn5Efjbl/MCaNzUwtxl7+cFK/dNxLjmm59h4ZqNXDN3Bdc/tYprnliZ/hG8/JgJeYORg0buwI1Pr+K6J7LruwgwbFBfzpmWX8cjU3wEA6Qz/SKIhch0UYma6QssRHOXvc8v/vlqUeuQLRaWmLKtKAm73QX0ykeWc8m/loXOZDVuauG2+e9w9ZwVBY8Xt734leDelBKMX6oYTLnGc2vMucb/3GcIjy59v6z0+QHXPfkm3z5wt3T/g3CBljJw0QNLufX7+9VMVB07aRgD6mIkYuHlCn4/Z0XovQniC13XcPsJkzn+pheKKspaGPcyrYpBP0tbQUx0avegDs75s4u7kRpjaEmRdlPO/P439Evyr8Xvpt2IA2vsWXe9yv2nHFzQ8lSKlSiKmAVXHDsxfS7Itw7G/eK9lx29N9P8OnXF3KMaN7Wwa0M9t35/P95u3MJuDX15u3FLQetSO1L0+A39kpFW7wumj0t/R6OsH5lsX58o0h58AVQ6UdavzHdiVBKGYlnwqk09DuEDUiD9nolyu6vFuXPJFHeO6xK3hT4xmxbHzZtUqWWNqHsXruOsWa9iW178bhCbWEo71SpSWyoRq7WaXFCqQ0VVO//r/z07EFQAxpj3ROQk4Ang5yLyh57iBpg7iA9+mJ97s5FT/h4yYx7h7hT42E8Yth0N/ZKRs3MgeT8wuVaegHJeAIXcVVodl4+b27hm7kpaUiY9QDtzljdAC3PXWLuhmQNGNHDLs6vzLAM/+ttLuJi87F25TJ+4S9E0ybmpewvR0C9JS8otqQBqynXzsgKCl9Z59qL1kQk93AwXpczBQqaQ9X5YF4UmAkjYwnlHjWPY9u1B9FGz8baVn2QBPDe3NscUTcE/be+deWjxe2Q6uCVjwo8PG8mDiyPqiRUhZgtrNzRnxUCI+LWScpoTtyziMZs9B9fzxnubKzpfJvcuXM8dL64J1UNtrgHXG9BHfQeTMZt4zOayo/fmjDsXlWQNStqCQQpadaIoKn6NFyuYm2QhmLQoZIGJ28IJB+/Orc+/kyWOM7//jZtauCDkGJYIC9dsJGZbpHLeNWEpnoPBSTBRYkl+cd76hM2Z/7EnI3bsl2UlCWKVTrj5RTJ3EeDW7+9HPGbTuKml6KRJ8P4C714FQj4Zk6K1o2IWWa6RhdJ9jx8ykF8cOYYrHn6DmOVZ9s47alxW6vNSBOZFDyxl6vidiwzEwq28gVvxjElD+fsLa9J92XFdnln5YcWD7kKishapx0sRm2Fud7U4dyZh4i4Zg2u+uQ9DBtYx7eqns15WtaoR1biphTPuXJT17jn9zkUFJznVKtIxVCpWO0LgK+WjogoQkaHAvkArcGfu58aYJ0VkHbALsD/wbOe2sHY09EsybPu+JO3sDFFJWzjliFFcPXdlnvWl1PiAcUMGhP7AhM1AlvoCiHJXqU968SmO63JWiMWoJeVy+/x3OHXKqKx4r+Bl1eo4oQPHQCBd9MDSrMxSYYwbMgC3QFRLWOreKKKCscOyCJ56xCh2beibzvrV5rje4Gn/XTl76phI0RxmVMsdyOa6VwbkJiaJIst1661GLn4wO2GJC5z/lXFFLRmPLHk/a5Y2sy8VEm6BeycmP+ZuS6vL/FWNXPXY8qzBQML24mgy29OScvnwk61VCaq+CTs9gC8l/i4Zt2mNEOhBwdqDRu7AN/Ybzs0hmR7z6tT5iQkeWvwuv31seXosFrPgxENGAHDTM2/huuHxiYXoE7e57vh9GVgXT8c3BYPdRWs25iXKCQj60bghA/jLs29nfZb5/V+7oTm0BtOWVoc1H20JdT277Oi9OWCPhtDkBUHCm2Hb1+VlRnWMSddDyiSIVUrGYml3K/D613E3zi8priXs/RU8h8w21CdtHNcTI3e8uAZbLBzjZsUWRZF7necdNS5yQihXBLQ4LrhuTrbF4rPbYXURbYE/fesz6YyFd7zYnjo95VY/6C4kKqtNpFBMbBZyu6tlEocwcZewbQbWJbLefbUQcJmE1VVscwxL1jdx6OidSmpnd7SK9DT3xGrEaq0FvlIZKqo89vH/LjHGRPk1vIgnqvahB4sq8H5AxMr2exJLOG7ycI6bPDwv+14p8QHBNuX8wByx505ZVocZk4bmbR8VpHzmF0fzm4eW0eJAyg0fiF49d0U6A1TYyypmebPttpU/e13KD0TufWhuSyGSLQKqMd33jVukDFmZ0JIxSV9TVFHHaROG8MLbjdzyXPEkHXkD2YjZWheTnjEvRjD4mTBsO+oTMS64b0lWcpLpE3dh6riduXHeKm6YtypU7AXiNpilzbSKZfaxIH13rnvn2g3NzFn2Hr97PNt974pH3shLpGCFxG+1Oi4n3vJSSdcbRn3C5gcH786fn36r5LTibY4hEbNpy9k+ZgmO63LybS/T6jiR8T6OS6gIPXVwf46bPDy0ztAJh4zgvkXrOf++fEFfCMeYvNiXgEID1KAfleLSFRW3eN2Tb4ZOCg3bvm+WhSr3+x5MlIS5BEd9T8OupZy4llIsIPUJmwuOGpeOvQzcrEsZCBa6zlIESODKnfmOKWV2u6Ffdl3EQAAGA/AwYd3Rg+5qEink9sfMmKpS3O5qlcSh2GRjx2XhC7c8Rq3vCVaRnuieWK1Y1SyNXY+KKo/d/b+F8mQHI9TdC2zTIyg2oCmUfS+gmDtGoS9zlIvZzAVrOW3K6JKClEfs2D9yNjwgMzVw2MuqLu7FY4HJm70u9Qciyr2w3Bda2HW6wHlH5cd3lfJDfuFX9uLb++/G0ys/4OIHXyd3XB/MjBeLTQBPeFY64xXEi4WJv7O/9GlOOGREWsTblpUnboNZ2rAZ90C4RR0f4MZ52aImLJFCVMB91DA4YXuxDoU88BxjmD5hCNfPWxW9UQbJmMW5/rPOJG4LgqHVoWgcmQEEkydCwbsfYVbGhn5JjpowhF8/sDSvhlLcz+iYS6JIf8h8vxjXG4z28TNuZO5XikvXGbNepTVH8MZty3cfzZ4Uyvy+FhqclDPwCLPslBPXUoq7XWYym+CcHR1HkXmOSme3C93HnjDoziXqXZ4Wnh3gdpdLKdaGWgm4TMIsj5mup5W0syvpqe6JtfjedET/UEpHRZVHP/9vIV+fTf7f8kuad0NKCXwuxdxc7pe3kItZ2GAg6uU9bsiAooOVzJdRIZfFhn7Jsmavc8m9D5W80KKuM7DqVCLUgjo929cns7OORcSL5bah1XE45fBRWfVeKqFQP2no155tMKxodamz5lED2lxrR5BIIRCqYYPkTHIz6R2512Au+spePLPyQ342c2F6EGL5WSijXBUDSyZIXkr1TNfK/slY1rM6+bCRXP/Uqiz3s0LErHARWogoq8PYTw3gyN/PyxKhUTGSueRaQ6Lq6hRz6QprQ+4zjMqGVywNean3KNSyU+IAO/M7BdkxVWFCs1xqMQirZnY76j5290F3FFHv8s68lq6wNkS9AwqduztbRXqKe2IuPfV7o7Qj5dTv6K2IyC+BXwO3GmO+FbHN/wN+AVxvjPnvnM9+CPwQYPjw4fuuXl24MOy2zKI1Gzn+xvmhs+5BdfqwF0iYb3RulfegoGSUub9YVfju4H/dUW0o57hdeR+KPaNaHS+4xsxMlmEkY8JtP5jM241bmDhsuywx0bipJculDsKtlJn3c8Pm1jyRkNvvc2vlBHVwAmKWl3I+LPNkMiY8+/MpFT23Ur5jXeFCU+wZRvXTjmp7JcfN7G+ZxXdr8R3rDs8oiu7wTq0Vvelaougt19i4qSXvvVlofNHd6C3PoVaIyEvGmEld3Y5SUFEFiMhP8FKl32OM+VrENr8DfgJcaYw5I+pYkyZNMgsWLOiYhvYCwl524Lk/FUvhGnW8zJdPsZeRvqy6P7V+RqUOvoE88XLVjIk1H6CWOwgO2/6gkTtw+/x3+N3jy9PWso5qb3f4zlTahu4wSdEZdLf2KEpX050nG5TyUFHVwxCR6cC9wCvGmM9EbPNPvFpVpxpjro46loqq4mS+7GrlYqYo1ZBpSYgqQtoR56u2yKZnLWvq8PYqiqL0NHSyoXegoqqHISLD8BJRtALbhWUAFJE1wFDgYGPMM1HHUlFVGvqyUxRFURRFUQrRk0SVVXyT3o8xZg3wMpAAjs39XEQ+hyeo3gWe69zW9U6CzG0qqBRFURRFUZSejoqqdn7j/71UREYGK0VkJ+Ba/5+XGGPKLJOpKIqiKIqiKEpvRlOq+xhjZonIdcBJwGsi8hjQBkwBBgD3AJGxVIqiKIqiKIqibJuoqMrAGPNjEXkaOBn4HGADy4CbgOvUSqUoiqIoiqIoSi4qqnIwxtwO3N7V7VAURVEURVEUpWegMVWKoiiKoiiKoihVoKJKURRFURRFURSlClRUKYqiKIqiKIqiVIGKKkVRFEVRFEVRlCpQUaUoiqIoiqIoilIFKqoURVEURVEURVGqQEWVoiiKoiiKoihKFaioUhRFURRFURRFqQIVVYqiKIqiKIqiKFWgokpRFEVRFEVRFKUKVFQpiqIoiqIoiqJUgYoqRVEURVEURVGUKlBRpSiKoiiKoiiKUgUqqhRFURRFURRFUapARZWiKIqiKIqiKEoVqKhSFEVRFEVRFEWpAhVViqIoiqIoiqIoVaCiSlEURVEURVEUpQpUVCmKoiiKoiiKolSBiipFURRFURRFUZQqUFGlKIqiKIqiKIpSBSqqFEVRFEVRFEVRqkBFlaIoiqIoiqIoShWIMaar29CrEJEPgNVd2IQdgA+78PxK70X7ltJRaN9SOgrtW0pHoP2q89jVGLNjVzeiFFRU9TJEZIExZlJXt0PpfWjfUjoK7VtKR6F9S+kItF8pYaj7n6IoiqIoiqIoShWoqFIURVEURVEURakCFVW9j+u7ugFKr0X7ltJRaN9SOgrtW0pHoP1KyUNjqhRFURRFURRFUapALVWKoiiKoiiKoihVoKKqlyAix4nIPBFpEpFNIrJARE4WEX3G2wAisqeInCYit4rIMhFxRcSIyDEl7FtR3+ns/ZTOR0TiIjJFRK4UkedF5N8i0ioi60RklogcVmR/7VtKKCJyqojMFJHXRaRRRNpE5AMReUxEjhcRKbCv9iulZETkYv/30IjIGQW2036lVIcxRpcevgDXAAZoBu4H7gY+9tf9E7C7uo26dHgf+K3/vHOXYzqi73T2frp0Wb/6fEZf+rf/zO4AXstYf2F36CPat3rWAqwFWoGXgfuAfwDPAa7/zO4BrK7uH9qvevYCfBZIZfSrM7pD/9B+1TuXLm+ALlU+QDg6Y8AzKmP9YGCp/9lpXd1OXTq8H5wAXAbMAPYAnqCIqKq073T2frp0ab86ApgFHBLy2df9wYoBDte+pUuZfetgoD5k/TjgXf+ZfU/7lS5V9LEksARYhydaQkWV9itdarV0eQN0qfIBwgL/C/jtkM8+l/HFzZvx06X3LpQmqirqO529ny7ddwFu9J/bn7Vv6VLDfnWO/8xu136lSxX96FL/GR0F/JVoUaX9Spfa9LmuboAuVTw8GOp/+VqAuoht1vrbHNjV7dWlU/vGExQQVZX2nc7eT5fuvQAn+8/sYe1butSwX/2v/7xu0n6lS4V9aDKeJf02/99/JURUab/SpZaLBsP1bPbx/y4xxjRHbPNizraKApX3nc7eT+nejPL//jtjnfYtpWJEZHfgR/4/78v4SPuVUhIi0ge4GfgIOK3I5tqvlJoR6+oGKFWxu/93dYFt3snZVlGg8r7T2fsp3RQR2Rn4rv/PuzI+0r6llIyIfA/P5SmON4t/IF5m4t8YY+7O2FT7lVIq/w/YE/gvY8yHRbbVfqXUDBVVPZt+/t/NBbbZ5P/t38FtUXoWlfadzt5P6YaISAy4FRgIPG6MybQoaN9SyuEg4DsZ/07hxVRdlbOd9iulKCJyIPA/wD3GmDtK2EX7lVIz1P2vZxPU8TBd2gqlJ1Jp3+ns/ZTuyR+BKcAa4Picz7RvKSVjjDnBGCNAX7zMf78FzgeeF5EhGZtqv1IKIiJ1wF/wUpP/uNTd/L/ar5SqUVHVs/nE/9uvwDbBZ58U2EbZ9qi073T2fko3Q0R+B/wAL+31FGPMuzmbaN9SysYY02yMWWqMORMvUcUE4OqMTbRfKcW4GBgN/MwY8+9iG/tov1Jqhrr/9Wze9v/uWmCbYTnbKgpU3nc6ez+lGyEiVwI/AT7AE1QrQjZ72/+rfUuplL8AVwBHiUjcGNOG9iulOF/DK/L7HRH5Ts5nY/y/J4nINGClMeYEtF8pNURFVc/mFf/vOBGpi8gk89mcbRUFKu87nb2f0k0QkcuAnwGNwBeMMUsjNtW+pVTLRrzYqhiwPfAe2q+U0rDwEp9EMcJftvP/rf1KqRnq/teDMcasAV4GEsCxuZ+LyOfwsim9CzzXua1TujOV9p3O3k/pHojIJcCZwAY8QbUoalvtW0oNOBRPUG0EPgTtV0pxjDG7GWMkbMFLsQ5wpr9uor+P9iuldnR1oSxdqluAY2ivvj0yY/1OwBL/s9O6up26dHq/eIICxX/9bSrqO529ny5d3pcu8p/NBmDfEvfRvqVLof5xCPBNIBny2UHAm/4zu0L7lS61WIgo/qv9SpdaLuI/SKUHIyLXAicBW4HHgDa8zFwDgHvwBtZOlzVQ6XBE5DPAtRmrxuKlY12BVwARAGPM/jn7VdR3Ons/pWsQkenAvf4/F+D94IexzBhzSc6+2reUUETku3hxUxvxZu3fxXtf7YH37gJ4ADjW5LhHab9SKkFE/oqXuv9MY8wVIZ9rv1Kqp6tVnS61WYDjgGfwUoluBl4CTgasrm6bLp3y/A/Dm90quNSy73T2frp0Sb/6bin9CniiO/QR7Vs9Y8EranohMBcvLX8z3uDybWAW8NXu1D+0X/X8hQKWKu1XutRqUUuVoiiKoiiKoihKFWiiCkVRFEVRFEVRlCpQUaUoiqIoiqIoilIFKqoURVEURVEURVGqQEWVoiiKoiiKoihKFaioUhRFURRFURRFqQIVVYqiKIqiKIqiKFWgokpRFEVRFEVRFKUKVFQpiqL0AERkU1e3oTshIm+LyGsislBEFmSs315EHhWRFf7fQRmf/a+IrBSRN0TkP8o8309E5HoRmS0isZDPPyUi9/v/f1jw/x2NiHxVRMaWuc90Efl5Gds7/n1eKCKzM9b/Q0RGlXNuRVGU3oqKKkVRFKViRMTuhHPkiRifw40xE40xkzLW/Rx43BgzCnjc/ze+8PgvYBwwFbi2nLYbY34PnATYQDxkk58BN5R6vBryVaAsUWWMmW2MuaSMXZr9+zzRGDM9Y/11wFnlnFtRFKW3oqJKURSlB+FbQZ4QkVkiskxEbhOP/UTkn/42XxGRZhFJiEgfEVnlr58oIs+LyKsicndgxfGPd6mIvCAiy0XkEH+9LSKXi8iL/j7/ndGGuSJyO/CaiNSLyAMiskhEFovI10Pa/YSI/FZEnvW32c9fXy8iN/nneEVEvuKv/66I3Cki9wGPlHGLvgLc7P//zXiiI1j/D2NMizHmLWAlELRhk3/9L4nIY/69fEJEVonIdH+bPsDvgXONMc0h5z0a+FfIde/nX/Mr/t89/fW7icg8EXnZXw7011sicq2ILBGR+0XkQRE5xv/sEhFZ6j+LK/x9pgOX+1akPfzlX/61zBORMSFt+q6IXO3//7H+81gkIk+VcZ8B5gGfLyB6FUVRthn0RagoitLz2AfP4rIeeAY4CHjeXw9wCLAY+Czee36+v/4W4FRjzJMiciFwHvA//mcxY8x+InKkv/7zwA+AJmPMZ0UkCTwjIoHA2Q8Yb4x5S0SOBtYbY74MICIDI9pdb4w5UEQOBW4CxgO/BOYYY74vItsBL4jIY/72BwB7G2M+CjmWAR4REQP8yRhzvb9+sDHm3wDGmH+LyE7++l38exSw1l8HUA88YYw5W0TuBn4NfAHPAnQzMBu4DRgAnCQivzLGvBscSER2BzYYY1pC2rkMONQYkxKRzwMX4wmw94EvGGO2+i50fwcmAf8J7AbsBewEvA7cJCLbA18DxhhjjIhsZ4zZ6Lvj3W+MmeW35XHgR8aYFSIyGbgWOCKkXQHnAv9hjFnn3/8w+ojnYpkCLjHG3ANgjHFFZCUwAXipwDkURVF6PSqqFEVReh4vGGPWAojIQmA3Y8zT4sULfRpP8FwFHIrnrjbPFzrbGWOe9I9xM3BnxjH/6f99CW9QD/BFYO/AUgIMBEYBrX4b3vLXvwZcISKX4g3w50W0++8AxpinRGSAP4j/IjBdRM7wt+kDDPf//9EIQQVwkDFmvS+aHhWRZcaYQpYWCVln/L+ttFuZXgNajDFtIvIa/r0wxhxd4NifAj6I+GwgcLMvnAztroNx4GoRmQg4wGh//cHAncYYF3hXROb66z8GtgI3isgDQF7Mloj0Aw4E7hRJX26yQLvBE+V/FZGZtPeBXIb793oEMEdEXjPGvOl/9j4wBBVViqJs46j7n6IoSs8j0yLi0D5BNg/4EtAGPIY3QD8YKMWtKzhm5vEEz7IVxNPsbowJLFWbgx2NMcuBffEEyW9E5NyIc5iQfwtwdMY5hhtjXs89R96BjFnv/30fuBvflQ94T0Q+BV7yCLxBP3iWqWEZhxiKZ+kDaDPGBG1zg3vhC5tSJh+b8cRgGBcBc40x44GjMrb7KfAenpVnEpDw14eJP4wxKbxrvAvPpTHP1RDvN31jxr2caIz5dKGGG2N+BPwK794sFJGGkG2Ce70KeIJ2iyj+9YS5QyqKomxTqKhSFEXpPTyF5873nDHmA6ABGAMsMcY0ARuCeCngW8CToUdp52E8d7c4gIiMFpH63I1EZAiwxRhzK3AF8JmI433d3/5gPLfCJv8cp4pvWhGRfSL2zTxfvYj0D/4fz9q12P94NvAd//+/A9ybsf6/RCTpu+uNAl4odq4SWU67dS+XgcA6//+/m7P+375w+xaeRRHgaeBoP7ZqMHAYpK1QA40xD+I944n+9p8A/QGMMR8Db4nIsf4+IiITCjVcRPYwxsw3xpwLfEi28EREBvmun4jIDniupkszNhkNLCl0DkVRlG0Bdf9TFEXpPcwHBtNumXoVeD/DCvMd4I8i0hdYBXyvyPFuxBMLL/ui5wPaEz9kshdesgQXz0p2UsTxNojIs3ixSd/3110E/BZ41T/H28C0Iu0aDNzt67AYcLsxJrDcXALMFJEfAO8AxwIYY5b4Lm5L8WKDTjbGOEXOUxLGmM0i8qaIjDTGrMz5+DI897+fAXMy1l8L3OULoLm0W+XuAqbgicTleM+0CU843StewgzBs3QB/AO4QUR+AhwDfBO4TkR+hedi+A9gUYHmX+67JgpetsTcbT8N/Ml/thZeTNVSAF/0NQcxbIqiKNsy0v5bqyiKoigdg4g8AZxhjFlQbNueiIh8DdjXGPOrGhyrnzFmk++K9wJe/Ni7xfbrbETkp8DHxpg/d3VbFEVRuhq1VCmKoihKlRhj7g6LR6qQ+/0kHgngou4oqHw2An/r6kYoiqJ0B9RSpSiKoiiKoiiKUgWaqEJRFEVRFEVRFKUKVFQpiqIoiqIoiqJUgYoqRVEURVEURVGUKlBRpSiKoiiKoiiKUgUqqhRFURRFURRFUapARZWiKIqiKIqiKEoV/H/GQ2FGI2K2igAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_graphs_dist(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    plot_dist(filter_binned(df_nearest, df_stemger_label), label)\n",
    "\n",
    "for label in labels:\n",
    "    make_graphs_dist(label)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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": 59,
     "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": 60,
   "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": 61,
   "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": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_dist(df_nearest, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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()))\n",
    "    print(\"aantal parkeerplaats stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"parkeer\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"parkeer\", case=False))][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal bus stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"bus\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"bus\", case=False))][\"Naam stembureau\"].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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",
      "aantal parkeerplaats stemlokalen groep totaal: 58\n",
      "aantal bus stemlokalen groep totaal: 34\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",
      "aantal parkeerplaats stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal bus stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 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",
      "aantal parkeerplaats stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 20\n",
      "aantal bus stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 13\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",
      "aantal parkeerplaats stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 8\n",
      "aantal bus stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 11\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",
      "aantal parkeerplaats stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 16\n",
      "aantal bus stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 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",
      "aantal parkeerplaats stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 12\n",
      "aantal bus stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 10\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",
      "aantal parkeerplaats stemlokalen groep 6; >350.000 stemgerechtigden: 2\n",
      "aantal bus stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print_type(gdf_wims_dedupe, \"totaal\")\n",
    "print(\"\\n\")\n",
    "\n",
    "def make_print_type(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    print_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "    \n",
    "for label in labels:\n",
    "    make_print_type(label)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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": 66,
   "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": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "open = {\n",
    "        'dagen': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "\n",
    "def graph_open_2(df, label):\n",
    "    \n",
    "    open['dagen'].append(\"14 en 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"14 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"15 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alle dagen\")\n",
    "    open['aantal'].append(df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 14 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "\n",
    "def make_graph_open_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_open_2(filter_binned(gdf_wims_times, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_open_2(label)\n",
    "\n",
    "dagen = sorted(list(dict.fromkeys(open['dagen'])))\n",
    "\n",
    "df_open_dagen = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "#ax_open = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "#ax_open.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "#for c in ax_open.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    #labels_ax= [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    #ax_open.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n",
    "ax_open_log = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13), log=True)\n",
    "\n",
    "ax_open_log.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax_open_log.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax_open_log.bar_label(c, labels=labels_ax, label_type='center', padding = 0)\n",
    "\n",
    "#pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "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": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts =   {'type': [],\n",
    "                'aantal': [],\n",
    "                'staffel': []}\n",
    "def graph_type(df, label):\n",
    "    \n",
    "    counts['type'].append(\"Mobiel stemlokaal\") \n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Mobiel\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Drive-through stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Drive\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    counts['type'].append(\"Niet open algemeen publiek\")\n",
    "    counts['aantal'].append(df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"Niet open voor algemeen publiek\")][\"Extra adresaanduiding\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Tent stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"tent\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Parkeerplaats stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"parkeer\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Bus stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"bus\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "\n",
    "def make_graph_type_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_type_2(label)\n",
    "\n",
    "types = ['Bus stemlokaal', 'Drive through stemlokaal', 'Mobiel stemlokaal', 'Niet open voor algemeen publiek', 'Parkeerplaats stemlokaal', 'Tent stemlokaal']\n",
    "\n",
    "ax = pd.DataFrame(counts).pivot(index='type', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "ax.set_xticklabels(types, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
       "    </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>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": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stemger_clean.rename(columns = {'gemeentecode': 'CBS gemeentecode'}, inplace =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_dedupe.merge(df_stemger_clean, on='CBS gemeentecode').to_csv(path_or_buf='../data/export/full_export.csv'.format(label), sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')"
   ]
  },
  {
   "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": 70,
   "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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