{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets gemeenteraadsverkiezingen 2022\n",
    "Deze notebook heeft als doel de stemlokalen van de gemeenteraadsverkiezingen van 2022 te analyseren. Er zal hier stap voor stap door de data gelopen worden om het proces reproduceerbaar te maken voor latere verkiezingen. De eerste stap was de data ophalen van de bronnen, zowel van de overheid als van 'Waar is mijn stemlokaal' (voor geografische data van de stemlokalen). Deze bronnen zijn voor de verkiezingen van 2022 gebruikt:\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43)\n",
    "  - [Directe link naar uitslagen per gemeente EML](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_2022-03-29T15.14.zip)\n",
    "  - [Directe link naar kandidatenlijst met uitslagen CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_alle-kandidaten_2022-02-22T08.34.csv)\n",
    "- ['Waar is mijn stemlokaal' stembureau data](https://waarismijnstemlokaal.nl/data)\n",
    "  - [Directe link naar 'Waar is mijn stemlokaal' gemeenteraad 2022 CSV (CKAN)](https://ckan.dataplatform.nl/datastore/dump/d6a1b4c4-73c8-457b-9b75-a38428bded68)\n",
    "  - [Verkiezingsuitslagen gemeenteraadsverkiezingen 2022 geodata vab Open State Foundation en de Volkskrant (OSF/VK)](https://data.openstate.eu/dataset/verkiezingsuitslagen-gemeenteraadsverkiezingen-2022)\n",
    "    - [Directe link naar GeoJSON bestand](https://data.openstate.eu/dataset/a1767f1b-bf0c-409b-b3b1-3af9954b57f4/resource/413be255-5070-48f4-b631-895097976abb/download/2022gr.geo.json)\n",
    "- [CBS Wijk- en buurtkaart 2021](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/wijk-en-buurtkaart-2021)\n",
    "  - [Directe link naar zip bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/wijk-en-buurtstatistieken/wijkbuurtkaart_2021_v1.zip)\n",
    "- [CBS bevolkingsdichtheid kaart 100 bij 100 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/100/nl_vierkant_100meter_bij_100meter.7z)\n",
    "- [CBS bevolkingsdichtheid kaart 500 bij 500 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-500-meter-bij-500-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/500/2021-cbs_vk500_2020_v1.zip)\n",
    "- [CBS schatting van kiesgerechtigden per gemeente](https://www.cbs.nl/nl-nl/maatwerk/2020/52/schatting-van-het-aantal-kiesgerechtigden-in-nederland)\n",
    "\n",
    "# Data inladen en eerste analyse\n",
    "## OSF/VK GeoJSON dataset: verkiezingsuitslagen per stembureau inclusief coördinaten\n",
    "Als eerste importeren we de data voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. We kijken eerst naar het GeoJSON bestand van Open State Foundation en de Volkskrant (OSF/VK). Daarin zijn de coördinaten van alle locaties van bijna alle stembureaus toegevoegd aan de lijst met stembureaus uit de officiële uitslagen zoals gepubliceerd door de Kiesraad. We kunnen een GeoJSON bestand direct inladen met geopandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "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": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021'}>"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2s5bKoyoCTVFQFUFJN0gXdP7q5QX+9zce5endnQ966RYPAMu4NyCEmMacsqMDJSnlSSHEf8OcuWhgTlF5n5RycTv7vlHrtni8OT8T4QN/d51L8/HqYwMhN06bQq5oEMkUGAg66As4WEvmSUeyrCXzfMvvnOG7nh7jP375Xpw2dZNXsHjcsIx7a94ppVyv+f3npZQ/DiCE+AHMsV3fu819LSzaYhgSRWk96z1X1JnZyPBXF+a5MBvj6mL9zOSAy0a+pOOwmdHVeKaAYRhE0oW6533wuSk+f3uN//0vjnJw4NVM1LN4lLCM+zZomETuYRuT0C0stsOvfW6Cv3p5gbfs7GBnl5fZjTST62mm1tMsxbL0Bpx0+53YVMGp0RCxdAGPw8b52SiTaykimWL1WKmCjlAEeb359LyzmuJrf+2L/Ni7n+DbnxzFHPBk8ThjGfdmJOaAZQn8ppTytwCEED+DOaQ6Drzzfva1sGhENyRryTwfvbBANJNnYjXFnZUk+aJBMl8iV9RBCAwJmiJIZEusJfMkc0X6gy6AOsNeIZkrtX3Noi75qb+7zvN3N/i5rztM2GN/3d6fxYPHmsTUgBCiX0q5KIToBj4J/Dsp5bM1238EcEopf/J+9y0/5/3A+wGGh4dPzMxYiqgPO1+cWOe//f11dnR5+JbTI7x1Z8e2PN90vsRSPMtcJMvnbq2ymsxzcS7GE30+Pn97Hd2Q7OrykCnoLJYrWxQBihB0+xz4XRo3l1MAnBwJcW4m+pq9p9EON3/+vU/S5XO8ZsdshRDivJV7ejBYxn0ThBA/BaSklL9Q89gI8A9SyoP3u28jJ0+elJae+8OJlJKrCwn+/PwcH3rBvABrChwaDKIbknft78GhqaTyJTKFEqm8TqZQIpEtsprMkc7rlHSJpgryJZ2leJ7TY2Hi2SIBl41LczFyJYMD/X42UgWGwi4UIcgWdGLZAkuxHMWaUscTIyHOv0rjrgiorZ480O/n977jFN0+56s67mZYxv3BYYVlahBCeABFSpks//wu4ANCiN1Syjvlp30VcHO7+75Ra7d4bbi7luJjV5b464uLTKymsGsKRwYD3F5OMNzp5cJsDCFgOZ4j5LHjtpsVKPmiTiqvk8oXiWWKuGwq+/v9CGGWJi7F8+iGJFfUubmcpMdnJ5csMLGaxK6pvDS9ueG+Xycs4NLY1eUFBLFsgZVEnkyhxIF+P267iiEhlinw9M99Bpdd4z+9ay/f8taRV/qxWTyEWMa9nh7go+Vbbg34sJTy40KIvxRC7MUshZyhXCkjhOgHPiilfHe7fR/Ae7C4D6SU3FhK8vGrS/zTtWVAEHDbCLvtHBsKcGEuzlI8x0inh5vLyfI+sJrM0+N3ouuSjUyBRKZIT8DJ7oCPRK7I1Fq6arB7fA729/nrwirDHR5WkgXyJUm+1D5O7rGr7Ov1sxTPbuv9DIWc9PhdXFtKcH421rT9WrniZle3F69DY6TDw1Isywefm+RtezoZ6fBs85OzeNixwjIPECss88ZjGJKpjTRX5uNcmo/xwt0NnJqKqggm11MkcyU8Do29vV5SOZ3rS6YxPDkSRFEEq4k8hoS+gJOXZ6IUDYlg8/Kp8bEwZ6cidY/t6vbitClMr6dJ5fW6bXZVcKA/gERyfSlJoWQ0HTPottHrdxJw2ZAS8rrOYizHWjJ/X5+Hpgh6A07mo1n+81fs5fveseu+9t8KKyzz4LA8d4vHFikl89Esl+fjXJ6PcXk+ztR6ii6fA5dNZT1VYHojXY1DOzSFQwN+5qM5zk7Vh0mKuuTSTKz6+2wkc+912rz+3h4vAZedqfV007aJ1VT15+GQi51dXrKlIopQ0Q2Doi65MGs2LCnAE/1+bKrCWirPSjxHLGOGf+4Xp6aQKxmcGAmRyBbxODQE5uf0uVtrr7lxt3hwWMbd4rHl3EyUb/iNFxgJu+gNuNhIF1hJ5llO3PNuDw8EEAJKZQu/FM+yliq0O2QVTQGHppIv6VQca1WYRtipqUytp7i1cs+A7+zy0OF1UNINkrkS6UKJTEGno1yOeHMlwUjYQ75kcG0pTq5oMNbpxqEqOGxqXWfqK2Uw5MJpM5PAleSsTRWMhM1QzIXZKOm8eedi8ehj/RUtHks2Unl+5TMTnBwNcW46ykykPmbttqscHPA3eehtaSh9PD4c5ux0hE6vHaemEssU6A+5uLqQYHePl8GQm9FOBUNKJtfS3C3/aySWKSIEvGUsTEnX2UgXCXvsLMZyTK1nmp7/SunxOUjmSsxH6z+Hoi7Nevc18+cPn5nlu5/Z8Zq9rsWDwzLuFo8ViVyR//uZCf7whRn29fm4UE4qeuwqT/T7UYQglikwtZ7evmEHGoMvFVu/nirgc2q47CoSONjv59pSgvtJZQnAXo779/hVVhI5hOC+jtEKmyrQFLNmPls0iGdbh3GMmhf6X5+8zVcf7afb//qVR1q8MViSvxaPFZ+4tsKHnp9GU2A9mUcRZkIzXdA5Nx3l7FSE2yspii1a9Dej1m/f1e0lX7yXBO32OejwOrizkuLq4v0ZdjAvG+bxJDZFEHTb8Npfnd91bCiIISFbNFhO5FndJNFaa/SzRZ1f/sydts+1eHSwjLvFY8WV+Rg9fid2TWU1maPT62iqVHllmOZ9X6+XxViWi/NxTo2GGA67ubuWrpZJvhKkNO84opkSkxtpOjx2dnV7GR8NNUaDtkQVZnz/wlwMvZxHyLeotqnl7lqK02Ph6u8ffXnhvt+DxcOHFZaxeGyQUnJtKcFMTSXLZh7r/SCA/X1+5qMZ9nT7SBdKFEpGXdXMduj2OVCEIJ0vkczfq2+fjWQxpCRT0IllimQKOqdHw5wcCTU1OB0bCpDIlVhJ5JrKKAF8Ttt9rcmQcGYqwumxMJfnY2SLOv94ZYnDgwFURXB7JcmtxTirqQJ53SCbL/Etbxnl6HDovl7H4o3FMu4WjzyfvL7Cx64u8eLdDRbjOY4MBkgXSkysNicwXwkjYReqKnArKkIILs7HANjX62N3t5c7NWWNtXgdGgf6/UyupXHZzSqVgNvGnZVUU+27qggyZdGvTME02FLAlfk446NhDClZSuSwKYILc3EGgi4MCb1+R131jy5hOZ7l2FCQywtxdENiUwVuu4amCDbS7SuBzk5H6A+6GAy6+F+fuM3E2r33dXLYz1w0TzpfIlXQeaI/aBn3hxzLuFs8smQLOj/5N1e5vpSgqEuEMGVxb68k2dHp5YleLzeWWxve7XJyJIQhJTMbmaYGoVvLSTq8rZUVVUXgc6qcKRvwiq5LRWu9cUReq2RnvqiTKxqcnW4OKy3EzKqXnV3eOuMOsJwwyz13d3sJue1spPNspAvs6PKQLerkijq9fieRTIGwx06hZLCeKiAlLESzLESzBFw2jg8HURWBEIL1ZB6nTWElaV54plvU7ls8XFjG3eKR5PZKkh/5yyuUDIPbqymODQW5tZJkIZbl8GCAVL5EOn//TT612FSBXVN4/u5Gy+3jY2HOTEUYCrsIe+xcXUjQ6bUzEvZwayWJURPqrrXlhwcDXFtKNB+whmPDwWqlz2YsxlrLEuzt9XGrIQ/w0nSUd+zpYmo9xXIiR7ffyVwky+mxMOup+gtIPFvk5fLr7+jyMLmeprPmQtaqMcvi4cIy7haPFFJK/vzcPH90ZgbdkLhsKnZVVD1kgMvzcWyqoHSfFTGNjI+Gm6YftWIuYsr6jna4CbhsnJ2O8JaxEC+2KbV0airZQnOsfLTDzWoyjyEla4nt5QpS+RKqMMMxtVQEzSoMBJ10+hx87vZa3boBzk5FODQQ4MpCuSNWmFOeouUO2JDbDqQZ7fCwXm7wsoz7w49l3C0eGWKZAj/xN9eY3khzaznJvl5fW43zwaCLqY36ZOdQ2FU1aJthVwWnd4SZXEu3rQ0HmIvWH396I4O33N354lSUwwMBptbTdYlTuFdXfqDfj6YK0uWkaDxTpNNrZyjk5ott7hYayZcMnt7VwVqygC4NOjwObi4nsan3CuGODQe5vphgIZZreQwJOMuj+k6PhZlaTyOlGZJajGVZTeR4x55Onpu4Nz1yMZ4lV9StuawPMZZxt3gk+PjVZX76H67TF3ByeT5OwGVjcq19PD3ksaNLSY/fScmQzEUy2/KG+wIOdnf7eHEq0lKwq5bVRJ6w204kcy9Jub/fz63lJPFskcsLcRyawOvQSOVL+J0ae3p82DWFoZCrqtBYS4fHzo1tllV2+xwE3Taem7h3IZggjQDO18Tpl2JZCvrm78VlUzkxEqq7A1pL5enxOfC7bHzu9joeu8qRXj9CMbVxpteT7OsLbmutFm88lnG3eOj56b+/zudvr6EIwUvTUcY63cQyReItygAr2FSF2UiW2RpPvS/goD/oBsxY9VK83pMdDDoZCLl59s725pt3+xzVCUoVzk5FOD4cJJ4tcnctTb4kOTzoQxGCawtxDCm5u5pipU2JpsehNkkEtGMo7G45wENSH6bpC7iakq6N5EtGy2OtJPPVtaYLOudn7z1nKV5gX9+2lmrxALCMu8VDzQsT6/zJ2Rk0VWV3t5cev4PJtXQ1HtyObLHZ8C/F8yzF7xm5Lq+DobALTVVASlRF8MLk9huekrkS3T5HUy39y7MxhkIuwh4bkXSxrk795fKwj3Zj81YTebwOjcQms1DvsXVOoS/gIJHbOrH88mwUhybIl7afp7iyEOed+7q3/XyLNxbLuFs81MxGMyiKwoF+P5fmYqRbJCJbEdmGsuNaKs9ayjTMYbcdl13h1GiItWSe6Y2tm5OS+VLLUshToyGuLSaq9eqNSAnrqWZP2qEJ9vb5uDS3tQJkb8CJ06YyPhYmmStwY6k5RLWv14fTpnBxG8cbDLnvO0maLmznAmTxoLDkByweagwJQZeNhWgGRRGcHgvjtW+dxPM6789v2dntIZIxvWzd2Nx7tan3NAEcWvNaptbTbQ17hemNDOM1Lf8AR4ZC2zLsQ2EXHrvKFyc2ODsVwWO3sbfHV/ccr0Mlmilsy7ADhNz319Vq7tO6xt/i4cAy7hYPLbmizh++OI2mCrJFg3S+xJmpCEIIxrcw8gHX9o2VKsymoEp5YqfP0fa5O7o8dPkcHOj3c2woyEK02cPf0enh6FCAJ/p8dG9yrAuz0WrtuCJgZmNrz/noUIC5SLZOPti8oykxEnZXH0vldYIuGw5te19xTVHw3ccF8eCAn/cctgLuDzOWcbd4aPmlT93BY9eYWs+wmsxzZCgImOGQs1MRqBh5R7OR36rSpZbK3YFNFdgUsamR9dg1FmM5ri0muDAXI9XCQz87HeXiXJwbS0lCnnvebcBl49hQkJMjIU6Nhtjd7WU9VWC0w82p0TArWyQ9O712ZluEi4qGqcnutKkcHgxUH7+1kmJvr6/p+a04Ox3Bpm5u4DXFDDmF3Db+9VNjDIbcbZ9r8eCxjLvFQ8mF2Sj/cHmReLaIqphhkCvzcfoC93TGUxUjj+DkaL3OSWMlzGbs7PJweyWFQ1M5PhKiw+Pg1KhpgGsRgm17wmAmTStdojs6PagCLszFODcT5aXpKNeXkox2uJneyLCwjQqZHZ1eIm0SyXZV4dZKkkxBZzDkqj6+ch+fQyRdYCDYrON+ZDDA+FgYv8vGS9NR8iWD/f3+bR/X4sFgJVQtHjpyRZ0f+asr+Jw2JtdT1Rh4yZCE3bYmw53Kl7gyHyfstlWN33IiR8ClEc9unfTzu2yUDEmqHPaBe1owRweD1YuL36nx2dtrHOz3MxfNEM+W6PE52pY1Xl+Mc3QogENTuTIfI1NsvpuoJG4zhRL7+/zVgdytaJWEBbPxqKJOObGaYiDowqYIioZkpawJk6t5bYemsLfXRzpfIlvWmSnoBgvRLH5nfRx9fDTE2QZVSkNKRjs8bddp8XBgGXeLh45f+tQd/C5bSx322TYebr5kcGQoWLfPUMhNPLu5fMBI2I2mNoumV3KqFQXICqdGzRLGnV1eVKVA0TCqQ6dbcXctRbZgVGe0tqLX76SoG8xG0oyPhauiYtcWE9WSTpdNZbKhmkUAPqdW13gEZv5gfDRErmSYUgbJPD0+Fa9T49piguGwm8s1M1kXazpXXXaFkyMhFCFw2VU+XyNXUCFXNPixj17lF7/xSNv3ZPHgsYy7xUPFxbkYn7y+3LYsr1FNsZYr83ECLg0p4Yk+P1cXtq4UGe108/nb22taAqo16xM1Mr97e3zMbKTrDPzx4SAvz8bwq9qmAzf295l3AclyXXvtxWlfr49krshCLMfhwUCTEZeYQ6+vLzV3tJ6fjTVV/Tg0wb5eX5O6ZS3ZolGtvx+qCe80HX/mtRiAYvF6YsXcLR4aDEPyQ39xqRoSaUWr0sMK2aLOoYEAJd3gzFRky5r4nV0eCq9SXAzA79Kqht2hKRzo8zFXvsMwpBlO0hTRFK8Xwlxzsk3D0s3lJL1+J/t6fdxcbn0H0m5coG5IhsL1xvnQYJC1VI6wx96y0sjnULm9cu9C0dci/l7hfqqRLB4MlnG3eGj4/J01HJrKnTZDNsbHwnU6Lq14eTZWjZG3QhXw5I4wb9/dQb5ooBsGA8H2Hup2EGXX/ORIiELJYD6WpcNjw+dQ2d/vQwFcNgWQnBgOMT4WZnw0xJGB4KaNQzZVYEiJ36Wxs8tLq7d1ZzXFwTbJzYDTxoF+Pzs6PZwaDXF+OspGqshSLMtIZ3PMfLjDQ6ycs9jf52M1kcdlV+vq+itst5nM4sFhhWUsHhp+97kp1BaGBMwmm+3MQs0U9KYpRxUCTpUn+gI8XyMxMNLhoi/grA6/eCXEM3netruTL5Q1aeLZEvGsGba5Mh/H67RV1SVrtVk2I+S20eF1cKGmCUlTRFVRspbKI+NjYaSUbKQKTK6nsWlKVRO+Nl6fKujMR7OMhN11Iwk3yl29fqfGcjxXTU6Pj4abBoYsRLNIKasXNouHD8u4NyCEmAaSgA6UpJQnhRD/DfhqwABWgfdJKRdb7PsVwP8BVOCDUsqfe8MW/oiTzpf4wp11uto0/fQHnUQzRWyK4NhwECEEEjOpeGclVefR31hK4LGrdd7lcMiFz2XjxQajPxvJvCoDdXgwQFE3uL6YYH+fryn+7bJp6C0Mcjs6vXZ2dHm5Oh+ri+sH3baqV11L2G3DZVfpDzirF7QTwyECrsKmwz7MElN4644wiVwJr0Pjwpz5/Cf6/HXx/VYfT7ZoznqtreO3eLiwwjKteaeU8qiU8mT595+XUh6WUh4F/h74icYdhBAq8KvAVwL7gW8SQux/oxb8OOCxq03Jvkon6LVFU7+9J+Dk7HSUM1MRzk5FODMVoaAbTTXpR8sNTwAH+31IaCmxOxfN0Rt4ZWEZAcxsZLixlGQjXeDGcrJpHZFMAZsqOFLTXNSO8bEwumFwdirSVDaZLZRadrv2BV2cm46ymrxX8aIbktEOdzkU1J5Iusid1RTZgk4iW0QAXT4HFxruLtZT+ZahmVdzt2Px+mMZ920gpay1Ch5ay/GNAxNSykkpZQH4CKa3b7ENVEVQMR8+p1lhMhx2M7mW4sJcjPGxMC5bazncVL7ES9NRBkMuunwOkrkSVxcTODWF02NhIuliNcHZinaj6rbC3RCPltKsptnZVR/PXk8V6oZn1OLQFMbHwuzp8XJ2KtJWlTFfkvT4m437YixLt89BbSXmlYUYmYJOtkVdfSPrqQLpQomNdMH8/Lz2piTzbCTDnp7mTtfZyNbiahYPDsu4NyOBTwghzgsh3l95UAjxM0KIOeBf0cJzBwaAuZrf58uPWWxBSTf420uLpAo63T4HLpvKkcEALpuCqigcHghwdirCWirfMqlYYT6arXr+8WyRt+3u5OXZaJPmeiOvNKG6p9ccvNFIuEWoopWQWJfPwVDYzdmpCLdXzBBMroVUcYUrCwmODwcBMyZ/eizMzm5vk+TwiZEwd1a3Pxh8JZHHpipE08WWZZWHBgIt73oqU6csHk4s497MU1LK45jhlX8rhHgGQEr5Y1LKIeCPge9vsV8rs9Pkhgkh3i+EOCeEOLe21twg8mZCNyQfvTDPV/6fL/Brn50AzLrtXr+DidUUBV0SdNm4XK5Xn49mOTYc2uyQVZ7c2cFL05FtzVG931mrDs3UtLkwG6trAKpwbibK7h5v9feQ28ZivP7uwGNX6Q86q3H1im7LFoKUTK6neeuOjmo3rdIiIJ7ZphSvAHZ1exkfCxN02+gNOFpePPMtGrQ6PHae3tW5rdexeDBYxr2BSqJUSrkKfBQz3FLLh4Gva7HrPDBU8/sg0JR0lVL+lpTypJTyZFdX12uz6EeU64sJ/v2fXsKuKSRzJY4NBdBUhSsLCVJ5nan1NPMNIZPFWAZtE/fdqZkdls/f3SCWLW1LA+X2avK+FBHzJcnLbWa3gplkna6pTvE7zVLG0Q43miLY1e2lN+Csyvvu6/URdNvrhnq0I5YpYkhZrW8vNYzPOz4c3HKot9du6sB7nRoTqynOTkW4tpjg+lKSU6Phpue3kkB++94ulM1uoyweOJZxr0EI4RFC+Co/A+8Crgohdtc87auAmy12fwnYLYQYE0LYgX8J/O3rveZHmcGQi+Gwm4nVJE/0+omkCxRLOgG3jZDbxlt2NBuatWQeT5twQIfHxlinp27CkWsbA5xLJf2+vffNuDQXx+PQ6CknQGciWc7PRJneyFAyJBOrqapkb5fXwXIix/o2houAqXlTe8GrVOL4XRqjHW4uliteGhkIOjk9FubwYACJ2Qnbqnnq7HSEfb3euseKLeavvnOvNYHpYccy7vX0AM8JIS4BZ4F/kFJ+HPg5IcRVIcRlTIP/gwBCiH4hxD8CSClLmOGafwJuAH8mpbz2IN7Eo0LIY+cj738Lb93ZyfOT68xEsqQLZoldNFOkVQXhkcFQtWa8ehy3jZ1dHlx2tWm49K3lJFsJOe7u8bccy9flNdUhGx1UhyY21YoB08Me6dxcEvd0uSmrUuK4q9u76fMBjo+E6hQk5yJZTo6E2Nvjoz/oahvW6Qu4ODMV4fJ8fNMGJCnNKpqKjLJNEXXa8WAmgZ/Z8+a+63wUsDIiNUgpJ4EmNSQpZaswTCWE8+6a3/8R+MfXbYGPIb1+J+emo1WjtFHjwbYKB8Sy5vbBoItuv4PleI5UvoRuSOajzfHvZL7E4cFAnVBWI61i1CfLo/Jemo5ycjTEuekoYbcdRTFb7xsNXitMGWHBrm4fbrtKUZfMRzMkc0WODAbJlwx0Q3J4MEAiW2RiNcXpsTDT6yl6Ay5KhsF8NFtVttzX6+POSn2iNJIuEEkX8NhVCrpBp9fe8i6gVWy+HavJPMeGg8QzBTq8jqZw0fe/c5clP/AIYBl3iwfKTCRDKn/PuNY2/Kwkcxzs93F10fTGd/d4q8aty+fg5ZomnXbNT2AO4tiMVMMA6RMjpjGvML2e5uiQKRUQSRW3HUKJZYq8fU8nz9/dqMbIAy4bAZeds9NRwh47x4aC1eYhgDNTkboO216/E7ddYzjsRkrJzeXWeu4Vb1xTFA4PBhBANFNgNmJ6+ffbp3VhNsa+Xm/TRXFHp4f3v33H/R3M4oFgGXeLB8qVBuXG2lJAj11jcj3D23Z3cns5ia8cx+4PuuoMIsDdtTRHBgNcajBGB/r9nJ+ONGmaVxgfDdUNw1YFTK3Xe8frqcK2DXoFn1Njd7eXi3OxOnGv2pBSxeuu5dhQoE46YTmRQ1UEmUIJ5zbyB8uJHMuJe3cwR4YCXJqLbxlGaoVNVZoqZT7w1Qc3FW+zeHiwjLvFA+Vgv5+f/pqDzEUyXJmPmYY0XSDg1LhZjp9/4c46fQEnhZJBJFNoOxxjrWGYRX/AyWwkQ7pocGw42NSOv7fH1zSIQpewq8vL2fT2NGBaEXDZcNvVujuL7XBiOFSnylhdkyGJZ0vs7fUz0uFhYjVJJN3ag2/EXm6eim0huNaKxjzqew738fRuq/zxUcEy7hYPlB1dXnZ0eSnqBt/w61/kdrnue1e3h6kaj3opnttydN5iLFcNc7jtKqoqqhUh2UIJIahL0t5eSVZ11z12lQMDAaSUvNrCmZGwu1qbvx3Cbjt9QeeWomKX5qLkS5Jjw0Ei6di2jj2xmuLUiJkUlsDkNnIFox1uegJOpCFRFYFuSLwOjR9/j6Wm8ShhVctYPBRcXYjXtehv1zNtZDmRw2NX2dXlZS5yr6rk5nKK8YYabokpETw+FiZd0MkXde6upTnfoobdZVc5NRriwBZ18/t6ffdl2A8N+JHIlh2gjVSkCdZTeVRFbCptXCGaKfLSTJRS2VC7Wui413J4MMD0RoYzkxHOTkc5Vtbo+Yn37qfH317f3eLhwzLuFg8FZ6YixGvqrlfiWfb1+u5rIDWYHv7J0VBLA3tmKlInKFbh7FSE48NBJlZTRNIFdnZ5ODp0T+jr+HCQbEEvD4fWOTkS4uRIiN3dXsYayh09LYznSNhV1yTlsauMdXo4MhhgIZZrWUe+GXORLIqgScOmHUcGA1xZiHNnJcXecuVOIz6nxqnREFcachbnZqKcGg1Zde2PIJZxt3goeH5iva68MJnXubmcbGmMt8JoYytPjoS4u5qkP+Bsery2/vvuWpqLc3G6fQ7GOj11sXOPXSNf0llOZJlaTzEfzVa9+cGQqynOPhBysZossL/vnse/q8fL1HqaS/NxIukCw2FPS9XFzSjqcltdtTbVDKtUxMAuzscIe+wM1ozQOzoUQFUEL01HWyriLUSzBN1W6eOjhhVzt3jg5Io68WyxZV371YU4AZetqXFpM1p5wrUDJzq8DhyaWQlyeizcNJu0wmoyDzXJW59TJZopNqghSu6smBeMHZ0e4tliNc5/ciRU7ZZ9aTrCrm4vUsqmuPf1pQSHBgLcXEpQvI+qltqwUzs0VeH6Un3IZz6arXa0htz2psqjRv7102NtVS0tHl4s427xwDkzFWlb5pcu6Ozpcd2XcW8s3zs06OfOyr1ww/RGhhPDQUpStjXstYx2uOkqq1U+e6d5mHZBl/T4HDx7Z52Q2xxtVygZdTIIhqwfqt3IlYU4p0ZDTQ1DPofGYNhFtqDXlWwOhV34nTY20oWWF0Uwh28rClxdaI7nJ7Il9nT76tbYjgP9W2vRWzx8WMbd4oHzscuLzGy01wa/H8Pud2pNsrnXF5Ps6vIQzd4zrudnYy1FsoSAsU4PnV4HuaIpXja9kaGgG5vWul+Yj3OiPCFqcj3dVL++HVqZ6G6/gxtLScbLQ0BURRDy2HFqCs9NbLS98+gLOJleTzUN/ail3WDuRixp30cT669m8UDJFErMx+obb2o5NRpqWb3Sih1dHrp9DtINRks3JGupAmGPvc7oXpiNsLfHiyFNnZtsocTUWprJ8r9agi57S3nfWs6X4+1+l9Zy5N5mHBoINClN2lRR1ZGp1OOrArPypdxyWjKkWfapCLIFvVoV43Vom5aOCmByfXua7x6H1bT0KGIF0iweKOemo1tWizRGHYQwRbb6A06Cbht+p8ahgQBLsSwvTkbqlPV7fA4O9Ptw2VR2dHrqRMBKBoTcdvwujbNTEVNquIWoltehNsWtNyORLTGxmmJ8rPnOoJFd3V6ODAW4vhhnrNOsfvHYVU6PhQm77eQaQkwSUyemMvD6/EwUgemFHx8xvfuTI6Eth3VIYGfX1kJlYHnujyqWcbd4oLw8G+XWSpI9Pa0NzUvT0bpKEzCToxOrKRbjOQaCLhK5ElcW4tWxclcWEoyPhdjV7cXvsnFtMclCLItdU5pmmepScn4mxuHBAGF362HP26knb6SgS85ORaoGux0+h8aluTi6NCc4nRoNcXgwwJmpSMtOXENC0FVvbCtVPlJKdnV7NtWar6Xd3VIj7SSWLR5uLONu8UBZjueIZYrMRTIcHLhnxLt9jupA6KJhVA1swGXjak0Nezu99rNTUSZWU3UebKFkIBoUtCrJ18vzcUqGUR1jV4t6v6pbNXR52wuagZlIDZfLDG8sJViKZzetXvE5tLZG+aXpKF6Htq2Km7DbRn4bM1aF2J4mvsXDh2XcLR4olZmn2aLBYiyHr+wlDoXd2FSFJ3d2YFcE/QEnQyEXe3q8VU/1+HBwS82UHZ0eTo6EOD4cxK4prKcKdY1G6RpFykSuxMuzMY4OBQnUeMevZuLQzEa65UzVCiVDsqs8fDqV1+n1u1oKnFXwObXqZ9aKu2tpjg0F6fS2f02ASKa4rVh6wGWzJi49oljG3eKBksjVqyTu7vEyEHIBkoVYlqn1NNeWksxFs6wnc3UlJUIIJtpopQyGXJwcCdHtd3BuJsrLs7FqsrHWqLWqark4F0MRohrCuR8t9EZWknnGOjYPzSzXJD7nIhk6vWaT0f4+X9NzY9kiu7p9nBwN4dCa15XMlbgwF6M/sPXQ7+3E3ENtQlUWDz9WMM3igZEr6k1StBOrSfoDLi6W54vWlkHu6fOT1w3cNoVM0WiakNTlc+Cxq9XGnEqzzuGBAG6His+p4bEpJHI2xjo8XFuME820LrOMZopEM3GODweJZwv4nB5URXB7ZXsVJhXsqqjTqG+FlJLjw0EWolkGw26uL8aJpgsE+pp1bDIFvaqWCaaWzc3l5qocu21rv21qfWsRMasz9dHFMu4WD4zZSKYqSVshkdPZ2a0xEnYzF81wcMDUN/c5VK4uJNANic+hcWzIz0I0y+mxMDeXE+zr9XNtMc5oh7uuESiRLXF5Ic7eHh+6Ieu2DQQcHBn0UpISQ0qyRZ1YushyIkulSOXl2Rg7Ot1MrqcRon5gyHbY3x/YNHR0aMDP9EaGRK6EYUjOz0QJum0cGQwwsZZmOOymqBttyxqzRZ3x0RAvz0bp9bvoCThRhdiWJs9qMl/t1G2H5bk/uljG3eKBsRDLUmgog9zd7WV6PU2nz8HpsTDPTWwAsLfXX+2mTOZL1aTjYtwcZvHyTJSiITk3HWW0w13XzQlm7JgGT38hngchKBR11mpUKIWAt+wIYxiSTFFnoawfc20xQXETQ9iKysDqt+0Mc3c9zWI8j00VHBsKsZ7KsxDNNjUTxTJFXpyK4raZOYK37+lqa9xnNjIsx3McHAhwcS5eNzx7b48pvHZ1MV4tJ3XaFOyqQiJXwq4p7Or2cmc1RaHN+9pqipXFw4tl3C0eGPPRbJ1RsamCeNYcjh3LFKuG5cRIiGSuhMuukm1Rh35kMEAqV6KgG/icGhOr98INioDDg0EmVpN0t5CsXYjl2N/nYz1drIbzpYQXJyMcHPBzdSGBXVOwq4Knd3Xw/N2N+36fnV47N1ZShB06bx0LcX4uztnpCIcHA9V69VZUuksvzEWra2nFkcFA09ARgFvlwR/jo2HurqX4hW88wsH+AB0eO3PRDF0+BwLTy//QC9P86bl5hsMuDg8G+djVJa4uJBju2HzIt8XDi2XcLR4Yc5FMXULToSnVhiaJWdo3HHZxbSEOSA4PBTk71WzE7Jqodlvu6PJyeDDAxbkYhwYD3F1N4tAU0g2x6lquLyVbtvEvx3N4HSqpvM6FuXjLMsl2dHrtjHV6SOZKZAolhoIu1tMFXqhZ/3bG5g2H3cxGMlxdSHCw38/VxQSDIRfz0Sw+p0YyV2oq72zEkJIPfed4nUbMSEOS931PjfG+p8aqv3/fO3ayGM9tWXVj8fBiGXeLB8ZaImcqL2JWtyzHc6iKUjVaQHXAM0CuaHBkKMDMRoYOj527a2l8Dg2XplZj5LdXUhzo96EgUQBDim2Jg11fjNPpsbFeE55ZTxXqxLxuLCV4Zk8n6fy9u4eiLu8Nn5Zm2MNpU0lkCthUhZDbzmwkQ75oNDUlLcW2VnXs9juqKpQSc5jG5FqqOvt1KOSuGzDeinMzUV6eid6XAJgQgoHg1hU3Fg8vlnG3eGBEa2R++4OmNxrPFqtNPY3MRzK4HRrFkkFfwGmKaLntJPMlun2O6oXCoakEPI6WoYp2JPM6e3p8rDeMr1uKZTkyGMCmKcxuZEhkzW7Yoi7x2FVODgdZThbYSGUZ6/Cwlsy3LM/c0+NtMu6xbJE9Pd6WFTh2TSHosuG1a9WkZ+20psp7W92k5r2Wvm2URlo8XljG3eKBkSl7wIcHAthUQchtI1cyODQY4PO3m6V1d/f4ql54QZcEXDZeno1ybDhIX8BJl89Otmjc92DqCudnYwyGnMxHzeRlX8BBrmQQzRSqdxCrSTMhuq/Xh9+pkS0aSCQdHjtFwyDfRifHkFSTshWSuRJdXsmxoQB2VUEKM+ebKejcXU2xmsyzmlzj1GiIybU0dk2hP+jatpBaLUvxre8SLB4vLONu8UBIZAt4nSpdPkfTSLxMizDDsaFgnfZ4pTwy5LaTyJa4uZxkOOTE7Xh11R19ARfz0Rw9PjtSCtZTecZHQ3XhoaIuW8bvT40ECToFczQb0qsLZsXKkcEA15cSlAyJ06ZWE6qVevWdXZ66iVQAxZJko5ybWE2a68mVDAxD4naorCbyTdVBjfz431xjNZnnP3zZni1j9BaPB5Zxt3ggTKylSef1lq30V5eSHBsOcqHGA0/lS01DKZ7oC3B2OsJqMs/BAT8eu8ad1RRhj+0VDdg+PRZmci3Fnh4v8WyxquGib3M40kszMZ7e1YGqiKa1GhK8dhWvU8Pn0NhdrrtXFUG+ZHB3NYlNFS07Zq8txXHbVTIFHd2QTeGmJ1p0slbwOTQyRZ0fe/cT9AddZIs6brv1tX8zYP2VGxBCTANJQAdKUsqTQoifB94LFIC7wHdIKWPb2fcNWvYjx8Rqqql5ZnwsTKLckbpcTjZ2+xzs7vbyxYYSRJsq2EjfuzAIYC5qVt/s7/MTzRTZojG0jl6/g/VknrVUgbWGoRzGfRzouYkNnuj1cmO5OY7eE3CyGMsSyRRbJnmPDwdbhpSKuuTwgJ/zs63DMTeWkjg1pUkeGMyE7N9+/9O4bKqlEfMmw9KWac07pZRHa4zzJ4GDUsrDwG3gR+5jX4sWzEcyuGwKJ8qiXuNjYXTDDHfcXE4iFIHHrjAQcpEvGfT46tUVTwyHyBV19vZ48Tk1ri0m0HVT8vb6UoLxFlOWNqPD60C2sX36dl33Mr42oaG7a2k6N1GJ1DYZki1bzmm6x57e1t773bU0X5xYtwz7mxDLc98GUspP1Pz6IvD1D2otjwuX52O8MFnvve4tqyMeGvCTzJU4MBDkbNnDVRXBnh4vAZeNbEEnniuyGM9hVxV6/Q6SuRI9fidOuwqkOTMV2bTxp5GptSR+d2vDe3+mHZx2hfHRUFP4RBG0VXT0OjRuLLZe68mREJfmY5u+ZjRT4ORoiHMtKoSuLiZ414He7S3e4rHB8tybkcAnhBDnhRDvb7H9XwMfe4X7WmDGz+2aylinh+PDQU6OhhjtcJPOlxjtcJOpDIOusaq6Ibm9kuKl6Si5ks6NpSSynKCcKSc7F+NZptdTDAbNTtTZSKaqCb8ZnR47PQF3nTpj43q3S9hjZy6S4ex0lMMNg0Ge2dNFJF3gdIsJTal8iSf6m4XCwKyqKW5x9zAXyXJuOsrJ0RCuGtEwAYyErS7TNyOW597MU1LKRSFEN/BJIcRNKeWzAEKIHwNKwB/f774Vykb//QDDw8Ov37t4iPmbCwsUdAO/S2M1kWc+lkUR8JYdHZyZilSTkRNrKY4NBbm+lKjG5w/2+3HYFEY73CRyJeajWcZHQ+RLBjZV4dpinB6/E5sqSGRL9HQ7iaQLTeqTFcbHwtxeSW6qkDgXyTASdjMT2bwipbK+Z++YZZypfAlVwGinh7DHzudurbG7x8u5mShjnZ6m1zTayNZMrqXQFNHyPXR67YQ9djx2DZumsJEq0Ol1MBfNMj4aZjWZI1PQkVJaVTJvMoS8n6zTmwwhxE8BKSnlLwghvh34XuBLpJRbfstr9233nJMnT8pz5869Vst96FlL5vmePzzHXCTLWKeb5USe2UimKhZ2pKHcscL+fh8um0YsU0ARcGc1zVt3dJDKmw1FNlUwFHaTL+rEs0VSeb2us7RViKTbZyfscbSVJKjQ43egKQoL2+gm7fDYOT4c5JM3VquPDQRdrCZzVc+7IicAVNc4HHYz1ulmI1VgeiNNvmg0TVNy2VSyxXudsT0+Bx1eO9MbGTINejvjY2EEcHM5STxbZLTDzXDYzf/8+iP0Bpr1dRq5u5ba9nzVrRBCnLfyTw8GKyxTgxDCI4TwVX4G3gVcFUJ8BfBDwFe1M+zt9n1jVv5oEEkXuLIQZ0eXh/V0oWrk7q6leGp3Z0vDDpDO65yfiZLMlbhTFgXbSOe5Uq6PLxlmE9FCLMe+Xj/jY2FuLiXoL4dnzk5HOTp0L0RyfDhIpmBsadjBvCDZNkl01nJ0OMALkxGO1bzWQixbF1IJlbtvw247trLccUk3eH5ig6uLCVJ5HYlZ3libRD40EGCkRsRrb5+PWyupqmGvOOUht42zUxHOTEWqWvghj51n76zzzl/4HN/9oXP8vx+5wL/7kwv8l7++Qqmh6SqdL/H1v/48s1vUzVs8/FhhmXp6gI+Wb1814MNSyo8LISYAB2aoBeBFKeX3CiH6gQ9KKd/dbt8H8SYeVvb2+vjI+9/K//7kLSZrGnUMCZ+7tcb4aJiz080lgqvJPGG3rU4RsnY6UuXmM+y2cWMpUR3D90RfgMWYGUefWEmxs8uD32VrWW5oUwW9ASdzkXoPXQixrbrwfb0+UpkCqXyJpXgORUBjFKXDY8fj0KqSxPPRLKdGQkhgMOSuvveSIbmxlOT4cLAqWXB2OsL4aJiZjQy9ficX52IcGwoSSReQSNJ5HZ9TqxtuAqYX/1I5KZ0t6nzy+krd9j8/N8/bdnfyz48P8rbdnfyvT94mminysatLfM/bd275vi0eXqywzAPkzRaWAfjHK0v83henmFhNsafHx5WFOKMdHmY20nR4HXR4bLjsGkXdIJErMbORJlc0eMeeLtZSeRZjWaKZIocHA9WGn/moaZD39fqYWE1WRcR8To18UaegSw4PBlCA26uppjCG266ys8vDTCRDp9dRd+HxOzUQ5tCPdhzs9+N1qJyfjVW99PGxcLXSB0BTBGNdnqZBH5VmLZ9DY1+fj1S+xJ0V8z2oimBHp4eg20apPKSkqBucnYq0bKwSwP4GiYPNKoZsquD4cIhsQSeRK6Iqotode2IkxIe/+zQO7dUNx7bCMg8Oy3O3eEP524sLTG9kiJYbeZ7Z3cmZqQ2ODoW4vhhnNZkjXzSqhTICGO1wc30pwWoyT4/PwcnREFfnY+RK5rN2dnkYDLmR0qyTD7hs7O31AZJsQcemKlxdTFAomUnc02Nhri8lSOZKjHV6KOoGV8oG0DBkXbIzkSvx9j2d3FpJsZLIVe8SRjvcdPkcICU2VeHFqUidp352KlLXZXt8ONTyrmSj3DCVzJd4aTqKy66W70okuiG5s1p/MTg1Gmpp2Hf3eAm7bUyt14dTSptU2XgcGpfmYy0Hcp+fifLRlxf4l+NvzqT/44AVc7d4w1hL5imUJAMBF87yGLhUvkS+ZBqyZN5sjT8+HKruI4HpjUxV/XAlmefcdLRq2MEM0bw0tUEsY6osOjSl7DULri8leXk2Vh0KksiWODMVwaYK3rarg9mNdNXzN9ejE8sUGAyZKorjY2E+f3ud5XgOp01lKOziyGCA6Y0MC1HTkGZLBidGQk2ljwpmaeSTOztaGnYwO0hrKZYMgvc52u7oUJA7KynOTJlVOAC9ASc95fp/r6O19x3LFNnX27r8EuCXPnWHPz4zc19rsXh4sIy7xRvGX5yfZyOd5+J8jJ3dXk6NhqphgEoteSRd4PxsFIe2eRLT59QQwgx32DUFRRGEPTYmVlNkCiVOjoTM8EWL8sEn+nx4HBpfmNho6QVHM0WSuSKnRkPV0EpFBmEtkefyfJwjfR4UReGlmRgXZmO8NB1lLZmvGyitCEEyW+TOSooDbWrY9ZqEpqoIToyEWgqngRk+alWyWVuHf2clyfhomHimQLaok8oXq81hrdiscXU5keMn/+Ya8TZDxC0ebqywjMUbgm5I/vHKEteXzPCH265iGFQTgF7HvVNRCLZs2vHYVQ4N+FlL5rm2mCDktnF7JYUhocfvbFt5A5AvGizFWjcsVYhnzTCJ16GRypfoDzhJ5Yvs6fHh0AQvzcSa9lmK59jV7SWdK7Gn18dL5TWspfKspfIcGwqQyJW4u5ZmOOwi5LZzs0aD5uhgsKXmjCLMWPrVhURTvuDESJDzNWuJZIoUdINs0fwHbKs+v8KubrML+PZykg6vnU6vg4tzMd6+t2vbx7B4OLA8d4s3hBfubuC2q+iGRFMEN5dNFcQTI2YIplb7xGVT8W8xmDlb1JESOjwOBgJOSoZkMZ5jfCzM3bU0YU/70MbkeprjI6G22yv0B5zYVcFbx4JIqSOE4PJCnJdmzEqVVkyspjg8GKgL9VS4MBdnZiPNkaEAHrvKSjJfV7veTqBsT4+vbVL09kqqKRykNbjj66kCo+Uyyh6fg329Plx2leGwuymmb1cF52eipPIlpjcynJsxO4ItHj0s427xhvAHz09VPcgn+nwkcyWuLyWY2UgzPhri0lys+lyzo5K2oQyAJ3r9XJqPo6qCwZATl01hIOhkai3J0UE/znILfrumzLNTEfa1EduqMBh2I4EXpmI4bPZqjT1srhS5msyTyrUOZZQMuDQXx+e0NckdXJiL0e1zMBKun5pUaDMARABdXgeX5+v18Bv1a5yaIOCy4bYpBNw2bi4nyRZ0ZiOZ6jjDCu7yHVTl3Y11enhmt+W1P4pYxt3idWd2I40uZVVd0aYq+BwqO7u9pHIlzk5Hm+R/49kik2tmJ+r4WJiBoAubKtjb46PH7yBf0jk0EODM5AY2TWWkw8NqMk+mYOC0a+zv83FsKEDAqfHUzjBv293Jnp76rstIulAXDmrk9kqSvT1e3rojzOWFGLtr9i8Zkr423Z7pgr6pCuPBfn+1gamR1WSesKc+yTq5lq4meMNuG3t6vLhsCk/t6qBoGE0Xg64GPZ0jQyEuzccZ7vCwnmoWLtvZ5eHYcJB37O2qu8gC/KvTw7jsr64c0uLBYMXcLV53fu/5aZbjeSKZAseHg6gK7CjHdltpkFfIFnUMKevqxUMeO267yoWyEdrZZRr1qfU0A0EXPqeNFycjHBkMEEnnyRR05qM5un12CrrB+GiIhVgOl02hqEv6gy4uNhi0CrohsWkq56cj+J027q6mOD4cZDaSYWYjTSqvN9Wzq4qgL+BoOXSjgoSmUIfLpnJoMMCt5QQOW73hF5gyBslciUimSCRTxKYKnr+7US2/rJVbUGp2tymQKN9F3FxO0hdw8PSuTm6vJFlN5hkKu1hN5Li7lm7qxLWpgnftt9QkH1Us427xuhJNFzgzFakmUl+ejXF0KMilufiWYZF9vT6EuBf+sKuC5XiWUE083WlTsKsqRV0yvZHhSLn1/9J8nL6A0ywJDDiZ3kiTzesMh9zs63YTyZbMGPgmycadnR5uryTJFA0yxXx1/SNhN+vl+nSjoRrnxHBw08HcAZfGjaUEDk3hyZ0dlAxJNF1gYjVVvUi8OBlhf58fn1NDYsbQn28YVtKYcH5pOooqzKlRl+fj7O3xki3qOG3mGL7BkDmAvKhLJtdSDIRcrKfy9AWcLJTzAx1eR12o6GuODjDcYSlKPqpYxt3ideUPXpjGXhOC2N/nZ3YjTY/fwa1NtF0CLhv5kkGhpp792HCIM1MRVhM5dnd7CLrtTK2nOTgQ4KmdHdxZTaJgevPrqQJL8RxHhgKcnYrQ43dwYMDP1cU4PT4n3T47J0dCm1bVdHjtOGwqxZJBpKYcsPaCoDaEX+K51mWMlcYo3ZBoqkK2aHaaOm0KqXxzwrJyMQTTK9+MvT0+HDaFifKFyGVTyRT1OimFXs3JkzvDXF9Ksp7KsRjPcXDAz9kpU5rYY9dwaEqdcT82vHXS2eLhxTLuFq8byVyRT11f4WpNO7whZbUSplVKslLrfWclyWIsQzJ3r2omXa7nHuvycms5SckwE5y6Ibk4FzO94EyCo0NBOr0OzkxF0BSFZ3Z3cH0xgZQQSRfx2DUGQi7UktFSz2ZXl4eBkItEziyHVAT0BZwMBF3cXk3WSxFIycly5Y2qCCqmvjfgZDDoQgKqgKVEjn29PgIuG3fXUqynTBni/X3+TT19MIdrHxkKcGmuPnG6v89PPFvk1op5kTRDXoJMQa+TIABYjucYCrmI1VykvA6NY0PBaogLqPs8bq9sLaxm8fBiGXeL143ffW66TuCr4il3eOxstIhJCwEH+vycnYrgtikcHw6TK+pspAoE3TZyJZ2DA35uLCXrmpPWU3ncdo21crLwzmqKQ/0BxkfDrCVznN/IlENBMcCsRw+57VxeiHN4MMBbdoRJ5op0+5yAwa3lNM/f3aiGPgxp7rMUz7Gjy4MmFCIZc/1LZdniWiqyA62Gf+zr9VVDOkC1Fn0zskWDS3PxqiF2aApHhoKcn67XmGkliFahw2Ov+1uA2Q17oSHfcGHu3oXmz8/N8X3v3Fn+XCweNaxqGYvXhdVkjs/eWuFyWZb32HCQi3Mxwm4bnS2mI4U9No4Ph6rPPzQY5IXJDS7MxXiiz0/QbWNiNc3VhUSdYR8IOrmxlGRHl6f6WCxTJK/rnJ2OoJVDQnZNVJO3O7o81de5PB8HaTYtffbWGs/e3iBXMto2UU2updnV7eGJPh9v3Rkm5Gmux7+wiZENNNTvX1mIbxl2AVNiwO1QOT0W5kC/v614WDvcdpUzUxE85cqX8dEw51us0+PQql2r6YLOt//uS1jigo8mludu8brwG5+9W9Vz2dvj4+pCnJIh2dHlpdBQKTIYcrGzy8NGulA1dPPRDKfHwkhgdiPDcqLZCx4Ju/E4VBZiuboWfFURVErD76ymODQQoKgbjHa4q0nG8bEQZ6dML7UkZbXpSJeQyhXrRL+aEIIbS6ZAmct2f/7RcjzXNFWppEue2d1JplBCLZe6GOXJSZl8CY9Dq+tcbTWmbzN6/U7myu+vN+DEkDC90XrylMumMhB0cXgwQCxT5F+dHrEmOD2iWMbd4jXn+mKCKwtxPA6Nfb0+wh47t1ZMY3ZuJsozuzs50O/H69DQDcml+VjVuD6106zdNksYMyxsIhMggetLSXxOrS7GHHDZWKkJiaiKqDPU0XSB48Mh9vf5uLuWxmPXOD4crIY1CrrkwmyM02PhOqMa9tjpCzirVS0DQRd3Vu8vLj0TyTQlci/MxXDbVQ70+1vKDzRybjrC0aEAFxti8O0YCrtYTuToDzirWj7tWIrn+MBXHeDLrIHajzyWcbd4TZFS8jP/eJ2ZyD0lx3fs6arWg9tVQSxbbEr4gdmROr2RqY60yxZ0TgyHOD/bnHA8PBCohlZCbntdp2UkXWDnaIj58nE8NU04dlXwlh0dTG2kmYuYs1ufn1inaEj29ni5VaO3fn7GrJd3agq5koHTpnBm6t5abi4nONgfYCNtjv+bayE50PIzavHYgX5/NTG6FbqE2Y0se3t8m+7T7XPQG3CiCMGJkSBryQLDYRezkfbrHOv08IylI/NYYBl3i9eUP31pDpdNrRr2oZCLmUiGbr+jqoHS2C4PZr36XDRTV4mSKxm8PBttCpF4HSpLNWGaaLqA36VV993T7WEtlUdTBF6nRqkcM97X62MlkePMVIRDAwHmIlkMeU9KoNJVemIkRDJXxG3XiGYKRNKFpjZ9MBOtlQuMXVPwObWWz2uksXwSzNCMfh9B9EimQE/Agdum4HPaWE/lMST0B50sxHLVu4PVBimC0zvCbY27Q1P4D1+251UP6LB4OLASqhavGTMbaf7wxRk+f3uNkyMhbIqg02On02vn+kIcVZjljI3CVgBDIXfLaUcSM0G5r9dLp9dsXtrfF6jTT0nmS+zr8XN6LMxohxu3Q2N6PUPJkGQL5mSj/X1eZiLmkJB8yeDcTJQD/fVNVD6nRo/PwVI8y+2VFLeXE2Ty+rYMtk0RTbmEdlxbiGPX6r96F+ZiHBoIbHteK8CNpSSHh8xRfIoicNiU8hxZH4oQnBoN0Xi0M5MRTo+FOTUaYm9ZTsGuKnz0+57k2n/9ct57pH/br2/xcGON2XuAPE5j9nJFnX/1wTMsxbIsluPdu7q99AYcPHfH7K7c1+vl5nKKvT1ehBD4XTZyRZ1opkAqW2R3r5+SbqAqotpKX8uJkSAum8pzExtN2yrs6/W1HHzd6bXj0JRqDN/n1NB1g0y5FPH4cBBFCOLZAmvJPLFNxuo14rGrqKqg2+dgNZnfdCRfheGwm7Vk3qx9d2sYhhmP9zrMOaiVHIRDExiytQTy/j4/q8lcXWklmCWlla/1SNi9aRduwGXjV77pGM/seX1CMdaYvQeH5blbvGqklPzk31zFkLJq2MGUv9UUhfExswLG67RxajTEeirPzeUkZ6ciXJ6PMxfJEs2WuLmc4OXZWJ3W+oF+HydGQvQFHJyfiTG5nq6T2x0O17fH31xOcrSFHK/fZaO3RuhrKOSqGvYur4Mby0nOzUS5s5qmN+DC59w8Yqkp5pSm/oATA3PC08RqmkS21FYOuJbBkBNVMT325XieXFFnZiPDtcUEJUMy2uEuz06F422OpyrUNSVVqPfXNnfeDCl5elfnluu1ePSwYu4Wr5r/86k7bKTyTaWDJ0ZCfO7WGm/b1cn4aJhzMxF6/E6KbSRsKx7vYjyLy6bidagsx/NspO954ouxHLmCzslyyeTkaopOr52hkBtFEaTyRRyaqOqsVHBqCiVd4rGrpAs6XofGE30+VCFYiufI1gzByBV13Da1Go7xOTVGO9y47Bq5gnmnMR/L1gmG1dIYcmlktMPN9HqmKjtQudMY7XAzvZGpNj+NhF2MdXo4OxNlV7cXn1NjKZZlOWGGpK4sJDg04K/Of20k4LIRcNnx2gukCq1DRt94cmhTBUuLRxfLuFu8YrIFnV/69G0uzsY4MxXh8GCgmizd0enm+kKMY8NBJtfTLMaySExPe6tyv5MjYRCwEM0S9tiaulkjmSKR6SgnR0JEMkU6PPamTsuxTk9ZatiUyV1PFVhN5jkxEkIVgmSuyI024ZudXV5euLuOpsCOLi+Ta+m2BrQVN5eTeB1qS80YuyrIlwyWWnSvhj12VEXgdWiUDMn0epqZcvJzojxU4/BAoGrcgZadvhXi2SKXF+K47Cp7e3y4HSo/9d4D6FIipSlitqPT23Z/i0cby7hbvGL+/vIiL01FqobVMGS1CenuWoouv4vriwnyJYOToyHObaGh4tAERwaD3FhOVL1mbZMEoy4limht4KbW0xzo93N9McGOLm+1rvz8TJSD/abiYqXEcW+PD69DI5kvoimCmUiGgZCb/qCLK/Oxuoaj7RDPFunyOXiiz48QglvLCeLlu5Jd3V6uL7UuX3x5Nsb4aGhTrZmJtRRv29XBrZUUfpetavQ3I1vQubWS5KldHRzZRsjI4vHAMu4Wr4i7ayn+6MUZri8lqjHeq4sJdnV7SOV1IukikbQZD+71OxHAoQH/pgOZ8yXJjeVkXXVKrtjs/ZodqGajUaOeei3XFhO8ZUeY1RpPd2eXh2imQNDtYSjsomRIkvl74luV4wnMgRwjHR4imdh9fTZgTkOqVPQ4a8I0RV2yt8dH0G3j6kKcdDlcsrfHy3Ii33QH0sjubi8X5mKk8npTmeNWfO2xwft7ExaPNJZxt7hvVhM5/vOfX2Y2kmmq4vA6bITcdgJlLfKAy8ZL09GqfMCJmtmlJ0dCSExvOuS2saPLy4WGhqW1cihF1w2kMGuxry8k2NfnZy6a2fRisavLw92VFGPdXibX04x1moM9XDaV9VSBO6tpFGGGgYZC5jzRaLrAUzs7uTQfY2o9zfh9tvrX4rQpHOjzY9MUzs9EOT0WLouAmXcDbrvKrm5PVSGyMix8M+LZYstwTy2dXntdBc23vGWYJ3d28uVW1+mbCsu4W9wX2YLOL33yNktxs2a8lpMjITwOlc/fXqcv4GRnl6epbPH8TJR/tq+LqfU0iiI4OxXB51Dp8Ts530Jb3ZBQKBlIKbGpCreWk6QKejXM0uVzVNUST46EUBWBISWZgs5yPMtGukh81ozPr6XyJHMlkrlS1es1JJydjtDhsZPJl5BS0htw0u1zkMqXmoZxbIWmCDwOjVxRx64pJPIl7sym2NHpIVPQ65QbMwWdQsnA79S2lAWoML2RqSaF29EbcOK2q4TcdhbjOX78PfutxqQ3IVYpZANCiGkhxBUhxEUhxLnyYz8vhLgphLgshPioECLYZt+vEELcEkJMCCF++A1d+BuAYUh++C8v87Fry3R6nTi0e27zwQE/52ai5IoG+/v8RNIFnpvYwOfU2NVtKjaOdXroDTiJZ4tMrWfQy1UzybxOtqBzajTUNK9zrNPDlYU4VxcTXJyPMRz21L3m1YUEE2spOjx2FmJZzkxFWI7nuLaYoMvn5PhwkIIuNx3KAWbcfrRsgL9wZx1DSk6PhYhmCni3OUPUpgpGOz3Es0UMKUlkS/gdpgqkz6W1lOQ1JNg1lV7/9mV1n+i7Nzjc79Sqnb9g1vlfXUgwG8lyaT7O3h4fz09sEN0k8WrxeGIZ99a8U0p5tKb54pPAQSnlYeA28CONOwghVOBXga8E9gPfJITY/0Yt+I3gVz97h/lolmimyEIsi99l5/RYmPGxMLaymmHJMPA5NTrK3aTJXAm/08bBfj/RTKGsiqjUKTfaVEHYY+PWSpJD/QFcNtOYagroxr2ySSnNsETYbRrMXFFnrNONqgh6/M6qFLCzvP/N5SQ3apKXXof5eNhja5LerTy/MqjbVGKMcnctzb4aY9oOTYHjw6FqgrMSrqqUfd5eTrXtPp1cS2HXtl+OeGk+xlinhyODARBwZd6UDT41GuLuWn2CtaAbfMfvv8RT/+Mz/K9P3q6TS7Z4vLGM+zaQUn5CSlnJ8r0ItMpMjQMTUspJKWUB+Ajw1W/UGl9vLs7F+MLERlXEayNtdnKemYpwdipCyGPjHXu7uLoQ58xUhKDr3pzTjVSBq4uJasNNyZDohuTKYpzTY2HC5ZmoiWyJs9MRnujzMT4aZle3j96Ai2PDwaq0bq/fwViXl8ODpgTB1HqG3d1eri8lGAi5gHrtlmxR5/hwkC6vg5tLSQ4O+On2OUhki5waDbU1uCG3jYGgeTxjky7uvT0+RLmm/upCs2ZOsixFfGgwUDX4+/v8VekDt13FkNDrd231J6hS1CVT62mW41kS2RISc4bqS9PRuhzI8eFgNdmcKej88qfv8IMfuVCdaGXxeGPF3JuRwCeEOZn5N6WUv9Ww/V8Df9pivwFgrub3eeD067PE149krsgX7qzz6RurLMQyFEoGJUPS6bUzudZcdqcIc5DEZ26uMRx2Uyobl2TeNOQdHjuryfqa7tVkzjSIhuRMeY7oaIeb48NBDAmpfInbZXXG3oCTHp+D/qALj11rWSZ4ed6U59UUwYnhEG67yoo7V80JvDwb44k+Hzu7PSxEs1X1xpemowyHXXT7nFxZiFe99v19fp6b2KDDY2d8LEymUOJAv4/p9Qw2TaFQ1Bnr8hJ22/nCxDpg3n3s7/djSLMMM1IOg0ytp3n7ni6uzMfx2lVGOz0sxrN0+5x4HSphj53x0RAL8dZiXjbV1H5vdX2xqZuHi0STsgz8/eUlJlZT/NF3nabT2zw0xeLxwTLuzTwlpVwUQnQDnxRC3JRSPgsghPgxoAT8cYv9WrmATV9JIcT7gfcDDA8Pv3arfg347Wcn+bNzc3gdGpoqWEvmsWsKQbedL9xZZzDkJpIuUHtnXzHG3T4H3T5HdeRcj9/JRqpAl8/B7ZX6eO96ssDRoSBzkQzrqQK5ooGUrcfELcdz7OvxcmUhTruIQr4kKekG52fi1Zr0xhLJG0tJxsdCTbK8+aJBtqjjcWgcGfSiG5JsWQBsI11go3yM3d1eMkUdWdBxaArXFhPsrwnXFHVZ1cNp1IGfj2bwuzS6/V7OTkXoDziZXE9TKBm8OBmh02NnIOQimi4ggKGwG59To6AbTK2n2ddrTl4SwpQ3rlw4BkKuqqxxS9pEem4uJ3nPLz/Hiz/6Je33tXjksYx7A1LKxfL/q0KIj2KGW54VQnw78B7gS2RrtbV5YKjm90FgscXxfwv4LTCFw17j5b8qrizEyJV07rRpjJlaN0fMSUlddYffaWMukuXSfIx9vT78Tht2TXBwwE80XWRv+bGrC3F2dXvxODTmIhnyRYPhsAuvw7Zp487F+TgjHR6m1usrSvb1+kjkigwEXVxZiNc1G91dTXFqNMSNpQSZgk5/0IXLVn+6HxzwY1cVHKrCkpR1g7JPjoaIpgvV93lnNUWv38FyIl/18G2qqCZ1HZrg6FAIu6aQaShVdNoUOr0Ori3GOTIYYCaSQVMEPSFXVY7hUo0M8sxGmnzJqF7MFmNZ9vf5cdtVbizFeUt5QtV6Ks/psTDJXAmPQ8WQElVRKOkGy/EcsUz7JGosW0A3ZEv5YYvHA8u41yCE8ACKlDJZ/vldwAeEEF8B/BDwdillO4m9l4DdQogxYAH4l8A3vxHrfq3IFnTmNhnkADCxmuZgvx8hzElEPX4nF+fudXGulr398zNxdGk6jxWTG3TbuDQfZ3e31zQqApZiOdyOzWPAsUyxrppkfDTEerrAajJHJF1kscW0po20edfg1FT6gi7urKToCzjL1TtebKrCuelI27uBc9NRPHbVlE9YTRHPlfA6NHZ2aXR6HSzFc1xfSlDUJft6fUQzBc5MRfDa1aqOi8AMWUUzBRRRZD1VZD0VZ0+Pl9srKQaCKudmoiiCOumGxqHZpkKk+XcZHwvxYs1dwd21NHt6vFycTVKseTOnRoK8NBNr+d6+9IlufvEbj1qG/THHMu719AAfLc+M1IAPSyk/LoSYAByYYRqAF6WU3yuE6Ac+KKV8t5SyJIT4fuCfABX4XSnltQfzNl4Z1xYTVcOzGVcXE5waDaGVpXkrhv30WJj1VJ7L82ai9NpCvE6wqlbBcHojU33+VjXehwb8CAQH+ny4HRqKIpjcZl34errAerqAQ1OY2ciQzJU2HWBdy2inB7uq0OlzcGgwyMxGmsGQixcm6ztiK8JfQsAT/X4UIbixnGBfj4+zZQ2cWiomtSKtYEhzUHZlNqohJUp5bmk6X+JqeWrVQNDZtPawx04sU6wz7ACK0r5W4thwqGW1kMXjhWXca5BSTgJHWjy+q83zF4F31/z+j8A/vm4LfB3RDclKMl+tOOn02Nnd42U1mSfgsnFnNcWBPj+JXJHrS0km19LYVMGRoSBT6yl2dfuqceaAyxzoPBB0tlQjdNpUbKogV9y6amN8NFwXLgGzcamdbnuFY8NBEtkiA0EnuaJBp9dOpqhvKleglNeuA7mCzq3lBH0BF3PRbPUClC2a9fiX52PkS/UGVUqqcff9ff5qDuHl2Whd8tLtML92G6kCO7s83F1LIyVNgmqDIRfz0SzjY2FW4llCHkfTTNldXd6mzwdgej3dcs6qz6nxDScsGYI3A1YppAVgVr389redwGlTOTUaomQYJPMl7q6leXk2RjJXIq8bzKynOTkSYiNdwG3X2Ejl2dHpqTOY/eUSQp+z2Ts8MmQ23Ix2eLi6kKjWtNcScGmcHA3R5XO0NFxryTw2VbQtY7RrCsvxLEvxHAuxHMl8iVsrKTPk1CYMc2o0hKYKdvf6EAgKukSXVJOXFdZTBW6vpDg0EGx9IEwPXlVE9Y7GkOY808oEpEot/Goyz+xGhvHREKLFW5mPZjk6ZJYzzkSyXGzQnXHb1WpVUiMryTweh8bPfu0hdnaZjV+7u718+LveQvd9NExZPLpYnrsFAEII/tm+Hv77P97kzmoKRZiVJLUoCNJFc0TdiZEQ58vx4m6fg729PjZSpucfdNpwDCl1QzcqXJmP0+t38kSfn+mNdDXkoAjY2e3F79CYi2a3VJC8smCGhhZi2aaY+5HBQN0kp0Lp3vu4thhvmsla681PrqWrGi8H+gO4bAqiOtpIkCmUSBdKbWvf/U6NnV3eJgGwq4sJdnR6qvIHlff8bU+OcnIkxLsO9PI/Pn6zSaunZBiEPfamiwyYVTU3GhQmO70Ovmx/D+/c28WXPtGDoghO7wjze1+c4oe/8gm8Dusr/2bBGrP3AHnYxuxlCiUO/uQ/YUgYDpvhiNrTw2VT6fY5qmPbNhsUsRmaYlZge5waT/T6iKSLRDMFoplCy3Fym3F4IMDtlSS5sgE/NRpidiPDyiaKiapiVrncXUmxq8dbDV2cGA6RLepIJLFMEZuqEHLbuLGUoFCzrsrw6ePDQQRmfD1TDj/t7vHisqkth4D3+ByMdXqqCVFVEYx0uPntbzvJzi4v7//QOT5xfaVpv+PDwZZloj6HVm2SOjoU5Jk9Xfzbd+58qHRkrDF7Dw7rMm5R5cZSslo9MhvJ1tVrd/scpHJFwh571biH3HZ2dJolio0meXwsjACW4llmI1l2dXvxOjRsqun9XltMEssUyRUN1pM5gpVB2m20ztsRzRY4OBggmi7gtKktZ682ohuSZLaEqipVw76v11ftvq2l2xeqGnavXSXstZPO32uOAtMDHwm7Ge10V0NYx0dCICWaqnB2KsJw2MVSPIcroXJyOMS52Si6IZlcS/N7X5ziA191kB/6yn0IAW67htOmsLPLy99fXqqWXqqK4DufHuMT15aZjWToD7qYj2b4z1+xj28+PYxNtaKsFvewjLtFlburKcZHw8iyqb66EKM/6MShqQScNi4mTb3xE8Mh8rrOs3fW6/YXwoylz0XSdTH4voATQxrVmPGJYbN6pDJoY2+fn7VUvqVh7ws46fE76hKDfQEnHodK2O0ApNnc47FzsYVxboddU9jT4yWd19FU0Tb5dHM5yZHBAJfm4/QGXUyspqpVLRUMaQ63Dnns90IuwLmy8T9d7nKdjWSZ3sjQG3Dyu+87yQ9+5CLJXIk/enGWkyNhvubYAL/5rfVO7pmpCBdmYyjCrKLpDzj5i3/zJNmCzofPzvK2XZ08ac1AtWiBZdzf5BhlCYA/Pz/HnZUkbrtGpqBzaynJU7s60VT4zM21unrwu+uptoOZTf11s8mmpOu8PBtnKZ5jfCzM5Jrp8SdyBVMnXUrOTkdZjGV5elcnYbcdiTncIp0voUvJ9cU4XTWVJju7PHR5HeXQRpqD/T4URWkZBtmM2kqboZCrqjffSCpfwq4p9PmdVQ2cSLrAiZEg8WyJybUUB/r92FSlLnSi1GRIz9SEYf79l+7mW986SsBl48Uf+RIWY1lmI5mWyWeA3/yWEyiK4MJslK/9tec5MxXhfU+NAfBDX7Hvvt6zxZsLK+b+AHmQMXcpJR96YYa/vbQACGKZQl29+bGhIB0eO5+9tcqRoSD5ksHMRoZsUUc35KaliE5N4fBgkIKus5zIE3TZmN5IMxL24LKrODSFM1MRXHaVwwMBJJDIFllJ5HDYVLIFvZrUVIVpKIc73CRzRTq9ppGNZwtMradJ5fVqTHpfrw9NEdUkbcu12RTCHns1CdvpteNxqETTRRJlr3t8NMzMRpqVZL6qEa8p8MW7zZU7fqdGyGNnZqO+t63X76CgSyLpAn/4neMoQtDjd7Cr23c/f6YquiFZT+W5uhDnS57oeUXHeBBYMfcHh+W5vwkp6gY//tdXmVxLc2E21rJL88JcjF6/k9NjIYq6JJEtki+W2N3t4+5aCp+z/tQJuDT29PiIZ4uk83pdCeNyeRh0ZZTdvl5fdYD0makIJ0dCzG2kSRcNoIjADN1ITOOoGxKHphAIuZsSi7u6vdVyzMrFZl+vD7/LRrGkY1NVYtkCIbedjXSeTq+DFycj1XzCSNiNBLq8TtZTebp9Ts5ORwi5bRzo91d14FVFMBR2kS3odVOOErkSHTV3FjbVlB8OuGxcK19kirrBP9v36gxyRda4xypjtNgmluf+AHkQnns6X+LffvhlPndrjRPDIc7PRqst+QoCIcz67tpSwV1dHoQw67JHOzwIJA6bxtnpCIf6A2SKOslckZXE/c303NHlocfnaOr4BLCrgsODQRRFYJRH0LXTvBnrdOOxa5t67BVqyx6Hwi7CbnudrsuW+7doqoJ73bmRdIFopsjhgQCXyxLATpvC333/0+zueWVe+6OM5bk/OCzP/U3ESiLHd3/oXDU+bUiD/X0+biwlsasKk2tp1lJ53DaFgZCLhbKC4sSaOWv0+HCIxXiWdL7E/n4/79zbxc2lJIvx1vHqrZhcSxNs0Qbv0AT9QdeW05MqTK2bo+cGgk4GQm7urCSbRgCCGYKpTfTORbJ1NfDb4ex0BK9DYzDk5OZyCq9DY3ePl8VYlqV4lsrhnLZ7Kdpc0eDzt9felMbd4sFh1U69Sbi7luLrfv15NlIFToyYHZFeh8b1pSSHBv2oimBXtwe3TSFTNBgI1N/+GxLOzURZjucYDnu4NBtD19l0lud2UFq0Zh4aCDK1vvnw60bSBZ2FWK5qvPf0eAHTOz86FGR8LMxw2F23T7fPcd93GwD5ko7fZefkSIhswdSqmYveM+xHBgPcXUsTdN+7cP3TteX7fh0Li1eD5bm/CTg3HeG7PnSuWuGyEMvyrv3dpHIlBoNO5iNZIhkzpLGr20uv39FyOATcE7na0+Pl8kKUPT0+nJpKulDi+lKCXPH+POFGZUK7KiiUDA4N+HHZNAwkSHO03HYbnKKZIqMdbmyqQFOUprZ9MBO15nt1UtANFuNZdnf7Wg7pBtjX68XrsKFLSSavky/qXJqPc3I0xHpZf8dpU9ENicuuEpmPc6Lc7LSzy8OPv+exmrho8QhgGffHnI9fXeLH/voqIbedvT2+Shc9y4k8hiEZ6nCzEMkSdttwOTSuLyYIuGz4HFq5trr1cW+vpOj2OdANSSJnzlQ9PhxCEXB+NkZ2mx597UXE59QYDLkwpKyLn7tsyn3N/hwKu5CYYSSHptAXcBJJF1hP5enyOVCEYD2V5/m7G3X7GTXzWnd2ebCpCjeXk1WphVoqte4VmYTjw8E64a/dPV7OzUR5+55O3rW/h3zJIFfUq/NdLSxebyzj/hhzaS7Gr3/uLul8iY1UoWnYRYWhkAuhKGykzZBNUZdcXYyzv98cRNGO1WSeTq8dIQT7+/ykCzq6buDSVPb1+Jr0VVoiJAJTz7xkmG3/Cw3ThXr8TqZrSg1ddhWXTSGSro+rKwJOjYa5MBut06Xf1e0lmTOreNZT7Ttgry8leOuOMDORTLUsdEeXB0cLgbKleI6BoJPVZB6HpjSFl0LlGbLrqQI/9tem8vOOTg8//t79vHNv99afi4XFq8Qy7o8pUkp+9bMT3FxOVtvX21E7ei6d1wm4NNZTBYbDbvoCZomglNRNOqpwfSlJwGXD79RQpEHBMAi4VHwulSODAbNGXFWIZQpVnXhzOIU59NptVxkfC3N+JkKrZTo0heGwG6dNYSNVxONQmY9myBZ0BoMuBkJmeaIQUNBN77hxnROrKdP7TmyeoM2XJC9MRjg+HKzWwU+upasqlLVhod6Ak5emIzhtKtmigdIQXjo7HWF3t5cOj52+gJOleI7J9TS/8bm7HLf01C3eACzj/pjymZurLMSyTYa92+eo6rO3Ip4t1lV6LMVzKMKs3z4+HOLmcrLa7FO7zwuTEXZ2eejw2OnyOhBCoEuJrpv6KtmCzmjYRV/QhU1VEJjG+PO319nV7Wlp2MGsET8ztVHVTl9LwWiHm+mNDPOxbNMM0U6vHZsqmrTWN1J5PHa1LgFcGY1XCQ3FsgXimWKT6FgyV+LkSJCNdIGpdfMOYmo9jVNTquGnibJ0Q22ZZMht59k764yPhVkqVxQd6A9Yht3iDcGqlnkMKekGP/exmyzFcmg1HmWv39RkmYtk6Au0b4ZZSeQZHwtTKnuqfX4HR4aCKIo5W3Rvm5K+u2tpXpqJEskUSBdK3FpOcnMpSVE36PY5CXkdGFIyvZHh2Yl1XpiMUDIkN5dNz7p24HQFQ8LpsY66ypNOn6PpeRWKumwy7GBqzO/v9/NE3721+5w2luI5zk5HOFseuScE1RLQCseGg5ybiZHO63SXX3stmefQQKD6nEi6wNnpCIcH/OXXc1YNfW25ZSLXWn/dwuK1xvLcH0P+8uX5qmd+YjhEJFOg02vn8nyM5YRp+JbiOXZ2eVhN5KuysbVUSgp3d3vp9DlI5UpspHLs7PTitiuMdbhYThaaEqdHBoM4VDNhWwljbGes3cszUU41CHLt7/Pj0BRemNzA59Q4PBAgXzKQUnJsOMjFuRhHB01phDurSY6XBckqic3RDjcdXjsCUU2euu0qJ8qKjUIRdbrxPodWHaRRYazTU13/ajLPQNDJcNhN2GPmGmqTzru6vUQyRZ7e1cFLNR58uubzjaYL/M3FBb78QK+VXLV4XbGM+2NGNl/iVz97F4dm3pRdXYwzPhri+bsbNFYS3l1Lt+24rHBnNUVRNwi5bYx2eMpDrTPs6PLidtjwOjR0Q2JIiZRm+Mbr0jgzHbuvdUtgPVUfDskUSlxfMsMgkXSRSNpsvjo9FqaoGxwbuqdz3uGxc2YqUp06ZO6vM90wJDpT0MkWdK4v1SeKa+WNa3Fq9bH0ypi72UiGsNvOUMjFTCTLyZFQdVB4f8BVd/egCPOO4NRImGuLcT59cxW3XeWpXZ38x3ftZW+v1dxk8dpjhWUeM373+WlmIxnyJYN8yaDb7yBd0DkxGm75/FS+iMeu1oVvavHYVcY63UyspXl+MkKmoLOv18PcRopcPk+uWMLjUHHaFCSSmUiGT99Y49RoqOXxNqM/4OTUaIhjQ0EUQUsdFYemsBjP8vJsjAuzMVx20/vdKE8qiqYL9PgcHB4MsKPTU2fsK1xfSlSVJo8PB9nR6eHMVIQev6Nu3X0BJ/mSZHys9Xsx74jM8XmXF+LVRK55FxGsvvatlRRv29XJy7NRlstNU5mCzvMT6wyFXff9OVlYbAfLc3+MiKQL/Mbn7lZ/D7ptDATdJLJ5ppazLfeZWE3x1p0drCULJPPFaglhp9fOji4vqVyRhWiW/qCLW8tJzs/GcNoUjg0FiWeL5EqSz99ebzruS9PRtncFJ0dCZnWJlBR0STRToKQbPDdxr+58d7eX28tJjg4GublyrznqcM0IPQmMdXjqvPD+kIurC4lqUrTSzFTUJUG3jUxB59hQEKRkI50nkSsyWS4RXUnkWUnkOTYcJJ4pspbMsxTPMR/LcngwgFFuUFKEKJdtFnDaVb44UV8vH80Uic7GUBVRTf4+e2edwwMBri8lqheBp3d34rZbX0GL1wfrzHrEkFLy1xcXeMuODvoC9V7fr3zmTl383GVTuTwX5dBgkGzhXixZcG9OdIfHzsuzUTo8DgaCLkY63BRLkjtlBcdun5ONdJ7VRJ5ToyEUBMuJHGemIm0bnCpcXYhxekcYw5DkiwYzkQw7Ot1VzZiTo2YoY6TDXQ13VKjkDKLzsbqLRL5ocGI4hE0TLESz+F3mKTzaYUoLNBrLhViWw4NB0vkSyVwRn0PlzFSE/qATu6YwsZpmpMNdJ9nbmCMolAwuz8c5PhxsmvTktrePm+uGJOi2IzYySODyQrw6+APga44ObP4BWli8Cizj/ghxYynBT/zNVV6ajvIdT43yk+89AECuqPPrn5vgby8uYlcFbodGn99B2OtAER6KJcmTO8LYVIVYtkgyV0IIU3O8qBsUdLOR6MWyOmOHx85Yp4fZjUx1iMXRoSD5okEkU6DDY2emfZi+isdh40yD4uOFmolKarnxZ2YjU6fW2ERNxEhRBOdnozg1BbdD48XJCEKYMXBDUtfsZFMFe3vuSQoc6PczFzW3xzNFnignbLeT8AVzrF6n114n+buRyrOnx8tKIl/VoK/Fpoq6EYS1o/A+8tIc42PhOslgC4vXCkvy9wFyP5K/Rd3g5E9/qmpAnDaF5/7zO7kwF+eDX5gkki5wZzWFIuBtuzpZTxeqeuKaIlo2IAEc7PdzdTFRTSj2+h3VuHA73DYFv9te1WlvhyrAYVOrw6Mb6Q86q81Cbrs5pKPVKvf1+lhP5RnpcHO+JkG6q9vbVN1SwaYK9vT4qp+BEGBTRN2gazAHizhsakvD3IpndneSypfQVIVUrsjEWppCyWhKyB4eDJDMlZq6gnt8jro6+pMjIf78e9+KaCGg9jhgSf4+OKyE6iPCS9OROgOUKxr86F9d4befneTcTLQaxjAkbGQK+B0qPqeGEK07SyvEy3XXlZr25USeXV0edrRIRFbIFA2cmoLLpnBkKEA7u6RLM2FZYUenp9rAY1MFkRoPOFPQGelwNx4CMEfi9fiddYbdpgpmNlrLKQAcGw5VDTuYGjatpiDlSgb7tlmtIoQZanl5NsbZqQjXl5LVGvZz0xHGR8P0B8xSySvz8TrDblMFB/p9xLOFumOem4nyX/76KiX9/gTXLCy2wjLujwifvL5S9/vusJ2Lc1HOTkeaRLWuLiQoSRgOuxgOmQbTY1c5PhzEZVPZ2eXhyGAATRH0B1y4bApLiSx7uk2Z3Io3OhRqX8kxvZHhxEiIS3NxQi4bR4eCOBrKBkc73Kwk8gyFXRwfDjK5bsa3jw4FOTQQ4MhQEG9NzNrjaB0lHAq76GpoXDoyGNxUJTJfbL5bKOgGHeVmKFdNF26m0FznD2bz0pGhAANBV7WKJ9viuGBeyM5ORxgMu1lL5jgw4GdXt5dDA37GR8P4nBrXFpMcGgzy5M4OAq577/WPz8zysauWJLDFa4sVc29ACDENJAEdKEkpTwohvgH4KeAJYFxK2TKW0mrf12JNUko+deOecX9yR5gXpiJtZXnBrFY5PRam1+/Epgp6A06yBZ0Tw36WkwWKusE793ZR0A0ODQZRgFShRF/Z87y2mEAgCbhsbUMWFWmDSKaIJE2Hx4GqCLp8Duai2br493qq0DKufqDfz7XFBKMdboq6UZdwtKmCI+UmpRsNU5bOzUR5ZncXc9E08Ww5WerUSGRLHOj3Y9ea/Ra/U2MjlWc47GYjlectOzoo6TrpvHnXsJrIs7fXy1qqwEI0S7FkVNUpK2JmPoeGy6aQbSNtbEhJtmi0FVyrJGRDbhsDQRc2VTC9keF3npviKw/2oqmWv2Xx2mAZ99a8U0pZW993FfjnwG++gn1fNbdXUnUqh+vxdEvDrggYDrvxODSuLSZQFUFB1xkIaHy+oVwPTNGvCru6PIRdKg6/2clqVxWGwh4CbhvpvDlGr6ib4+4qxr42lh7NFOnscbAUy9UJkVXIFnQi6ULT48lciaGwi3i2SDRTxKEpHOj3oymCpXiOczNRjgwGiOeKHBsKVpUm+/wOnr+7RsmAgaCTDq+HOysp9vR4ubOSZKzLW/c6hwcD3FhKkC0a1SlNkXSexWiWVEEvV9tILs6ZVTHFkkHYY2vSo0nmS4yPhTg71VqELNOi27cVHrtGplAiHDJLNS/OxfjW3znLH37nuGXgLV4TrLNoG0gpb0gpbz2o16/12gEyJeh0N1+XT4yEmN7IcG0xgVNTeP7uBsmczmysZNZ2b8LEWppry2nOzyWwqaaBvbqYIJktcXM5wd21NLORDMFyOMFrV7nR0OV5ZyXFgf5mfRgww0K5mpBGr99BX8CJRLKRKlQNbr5k0OVzcG0xwWo58XhpPk6uaHB5Ic6p0RCnx8IoisJIh5kXWIjluFNWnAy67WSKBtcWE4yPhekNODkxEsKmKk2lm0G3jVTZcE9vZDg0aH5GL8/GWE3miWdLjHaar1F7J5DMtTfgtZU0m1HQDZL5Ei6bypHBIINBFy9MbvD3lxe3tb+FxVZYxr0ZCXxCCHFeCPH+13pfIcT7hRDnhBDn1tbWtnXQxnj7fDxPyTB4oqs+Dl2rKZ4rh0ySuRIBl4ZdUzg5Eqp2dDatC6pt8MNhN89PRjgxEuLygmlYx8u6LwuxLONjYRw2BZ+zWd2w2CYx2Bd0MV/j0Q+F3SzFc8xFsk3VNDYh+NPveQvf88wOBmvi/roheWk6ypmpCAuxLLFMEXdN7Px0Q9jn7FSE5XiO8zNRDMNoSizrDeFzuyo40O/n0ICfp3d1cnc1RaZQ4tRoiIGgi8ODAXZ3e8nkS3WJYjA15o8OBRkIuariYpsxGHJR1CVnpyOcm4ky3OFmIOR6RWP/LCxaYYVlmnlKSrkohOgGPimEuCmlfPa12ldK+VvAb4FZCrnVAVcTuZZj4mI5g3guzxM9bm6smLHtUnmSUK32eLfPwQs1teajHabolaYqlHSD1WQe3ZCoiqjqtFQWdXvlXtjm8lyMsU4PXoeGAPb1+ZBSNE0zenk2xonhEOdn68MWHR47Kb8Tr1PDY1fbDg4ZCbv5gS/dzaHBICdGwjyzp4uf+Ycb3FlNUjJkXTgqmimwp8fLUNjDejLPdJvqGQFMrmeaEs/nZ6Ps6/WZ+jhS1nXIPtHnI1XQSa1n8DlsTeudiWR5+55OsgWDRK7I7Ea6+nc6ORqq3nU0Mhx24XXY6pqmwKxoWohmm+6GLCxeKZZxb0BKuVj+f1UI8VFgHNiWcX81+7bj0zdX278eIITA79TY1+fn7mqKsMdOoWRwbMiPgaRQMtjV5WZizTQm0xuZukQnmA1KtRcQ3bjn9Vfq4HMlo6m0L+CyVWvofU6tGq6ovSi8bXcnX3d8kK882IvDZsoN/7Nf/FzLSpewx87P/vND1fAIwFO7OnlmTxfXlxLYVcGx4VC1ntyQ4LJp/NK/OMqnb6xwaT7O7zw31XTcQwMBLi/E6x7zOTU0xRy3ly/pVZ32CrVaOxuZAmG3nUimPuSSyustZ642VoaG3Db29PiYjWSYjWSB5pzEzbJRb+yAtbB4pVjGvQYhhAdQpJTJ8s/vAj7weu+7GZ9qCMk0cn05zfGhAJfmYuRLRtXYzkczDARd+Fwa2eLmSb6LczEOD/hx2FS8Do1cyUBT0qY3GcsyEHQ2yQOoQrCeKlS99J1dHmKZIj6nOZVJVRX+w5ft4WhDrP/DZ2dbGnZFwI+++wme2tVZ97iUkql1M55e0CVnpiIcGvCbE5AKOoMhFx6HxlcdHeC9R/r54sQ6N5frR+mla0odRzrcdHkd3FpJYtcEyWypZZx8Lpqt6sLs6PQwsZpkT4+Xbp+D9VSem8upupmrtWQLejnEE8CQkutLiZaKk7Xs6fFxbiZKp9e+6fMsLLaLZdzr6QE+Wu4W1IAPSyk/LoT4WuBXgC7gH4QQF6WUXy6E6Ac+KKV8d7t9X81iMoUSz01sXXjz8lycHp+DgZALTRUgBdcX40TTed6ys5NEbuth1ZoiuL6YIF3Q2dfrZV+fj6sLCaJlg72/z8/1pQT9QSdDITcb6TzT6xlimQKnRkJcWYxXxb2cNoVf/IajTYYdaBt2+JPvfgund3Q0PT4fzfJP1+5d4DRF4LMpvFzOBXzz6ZHqNiEE3zQ+zE/+7bXqYz0+R3Ue6t4eL7dWUtWQSNjjQkqBLgtNAz5imSI7u8wxeV+4Y/4NluJ5JJVBHX78TlvLUtGbSwmGOzzbmyGLqXR5bdG8szgx0lq908LifrGMew1SykngSIvHPwp8tMXji8C7N9v31VAsSTRFsJ0U20oy3zQeDuCzt9Y43OdhfpN9FWHGkPf1+ri6mODmsiljMD4a4ux0lNmIaQz39HiZWk9XJQMA7q6nKUlZNexgds+W2ni1T+7s4OldnTzR5+faYpwzkxFyJZ3+YH3D1F+9PM8XJzb48gM91RyCEKBLyWq6iCHhl7/pGF91pL9uv9FOD6fHwkjKwl1OG56NNENhF8/duXeh3N3jRQAzG1lcdpXxsUBdMtamCPJFvVrnDubc1EpVzlinh8/fWceuiiYZhJIEf4tkczsKutnxa76GpTNj8dpgGfeHmIDbxvueGuVXP3u37XOCLpVCUSezSeSlhODUaIhcUedKi+aaQwNm49BYp4d8yUDB1Dy5sZTg2HCQS3MxDEl1wHUtPT5HU3KwcsxWvP+ZndWfn9rVWfd7LYMhN/PROT57a43/9K693F5JsrfXx4fPzjEbzfI/vu5Qk2E3DMnPfexm3d3BiXJn7OR6mkMDfqY3MmTzJaLpQlU6oFUNvqYKri4mcNlUDg8GmFpP13XT2hTTGBd0yUoiV81NVLg4H2Nfr68pRFRd10iIu2upcpOZwpVyTmB3C4kEC4tXgmXcH3K+6+kd/P4Xp+saaQD2drsJeRycm4lh11Se3BFgLZ1HUxRcmoqmKUgpKRmSdL5EsSS5tZyoa8Dp9NoJe8wYr10VzEbS9PgdBN12skWdDq+DC7MxQm4bO7u8lAwDRQgiaXNIxUIsy1I811KY7L/89VX+8DtPo7YZArIV42Nh/vR73tr0+IGBABfnYnztscGmbf90bbkp7BOrCZlcWUgQdNvY2+fnxlICrUZvPeSy0RdwohsSt90cPpIt6ESzxWq83Fsjj3BuJsKx4SAXZmMkcyWuLibY1+sjkS2yWBZUK7Sb+g3YNUEsUySWKXKyZkDI52+v8Y69XY+tkJjFG4dl3B9yQh4773tqlF//7F2ODwcp6AaxbJFbqxmgXAJZ0Hl+MmLO9gzYuDIfI1MOkxwc8Fc9bk0RZAs6x4aDFEo6k2vpajLx9FiYpXi2OrCiy+fAMAwOD/hJFXTShRI3lpIoAo4PhygaBjZVVNe41hASev7uBv/3MxP84Jfufk0/jyd3dvLkzs6W257o8xNy26oNUXBvQlOFXr+TtWQeQ5ped9hjJ5Et4rApLNWoXB4fDnJzuf5OpXa4tSHh8nwcp6ZUewpuLic50O+vGvfJ9TTP7O7k6kKcSKZIt8/BaIebxXiO64tJvHaVVEGvm+OaL+mWYbd4TbCM+yPAv/tnu1lJ5PiL8wubPs8stctg1xT29vjwOjUKNZUyJUOiKveGUfT6HRwacJPMl8gXinR6HeVSPTNpeHoszMRqklyhxJ5eP6dGgtg1laJh0OV28B/ftRe/04bPpeF1aJR0yZM/95nq6/3pS7P8wJfsesOM1Winh9/+tpN88wfPVL3mPT3eOqkAl02t1qArAlRFkMyXUBSzgcnj0CiWWieg11MFhkKuqryCbkgO9PnryiyvLSawawrSkBwYCPBsTZx/NZmvvrbPqRHy2klF6ssiW5VWWli8EqwO1UcAp03lVJsZqK0olAwm1lIkskXcDhvdHvPPLIBIqsip0RBjnR6WE3lemo7ic9qYWM8iGiq0z0xF2EgX6Q26cdlVJGZSM54tcWkuxt3VFEeGguzo9NLtc9IfdPE/v/4w3/X0GD/wJbv5+L9/5rX8GLbFydEwP/gl9+4W8g2hEaOmC+rQgDmyr6ibCeFriwnOTkWIZop13bS1NCZ+Uy0UJY8MBtjd423ZfFYhmSvhc9iwq/WfeX/QhTVjweK1wPLcHxHetrsLu6ZsGsetpXYknCIg4LKxr9fHTCRDvmhgGAZhtx2vU6tWiSTzrdUf766liWeL7O/z8f+3d/fBbdf3AcffH8mSbMm25Kc4ie04dhLniYBDTEKWEBZoGTAKx0oHHU+lZXRraUd73NZ2W8ddj12v7bXNja6FC8dRytpbe5cdhR6BbiWMwoiT8JDExiEPdpw4TuzYsvwk6+m7PyQrli0H29j+2crndZeLLUvK56fYH339ffh8OvvCtCYacFePKs4F8Jd1FVO8wunzN9cu42evHaN3KELPQOo1uUbUiBk5zTJ8LHf4cNbog14QXzweHLX2cbyjn+UlHhChyONMlkiYiIYzAeoqC5JtB7cuL+ape+t0WkZNC03u88SJzv4xx+cvpr0nmNxCGDPQM2JhsC8YoS9RvXDkqUvbRZJKZ1+I+hY/kWiMcNTw1etXsK2mZIpXM7PsNomfmB2K0Hx+ILkX3WEXegYjuLKE6pJcGkdUxRzeq17gdqbsehHidd0N8QNVTe195GVnEQxFWbkwj2ynnRMd/ZzvD3EUuGrE4uhEDC9Ef/W65Xxp+/K0pYqVmgpN7vOAMYbHX2qcVHJv7R7EYReqiuPNn0c+tG+csrT5ORffmz08at2yvChl6mMuevCaak52DfDgNVWc7h7kW7sOUpLnos0fRERSEntdZUHyNTnXG28EXt/czSJvNm6nPVlzB4Y7Kvk4fCaQ8iYwrL65m63LiwhFDb3BMEfP9Y3bVGRBnouGth6cdhuf21JFtmP8ZttKTZYm93lARNi+Kl5fZTzeHAeXl3vZvnIBP3r1CL1DEcJRQygxcp+IpvbetEW/RirNd7HjrvVT3uI4Wz6/tSr5cXmBm0dvWMnfPn8g7X3D0VhyP7rTbuPq6iJcWXbea/Wn7KCBePu+cRt5JxxuCyR37BS6nSxfkMve5tTHlPly8OU4ONc7xH2blyS3pCo1XTS5zxM3r1uU9jBTdbGHh7ZV82drFxIIhqks8vDpDeW0dg3wy70n+fBcH6fHWRwcrWcwjEnbojpuQ2UBO+6qpTh3/p2ivFhtl+HTtLUVPh7YspTbass43tHHrU/8MeV+NaW5BEMRcl12VizIJRiJpfwGAPHXaOSOl66BEHubu1i1MI/ugRDneofYsKSApvYAPYMhbly7kG/dvHoar1SpOE3u80S5z83W5cVjas10DYS486oKRISCxOjPm+PAW+bl8dvX0dQe4MBJP83n+3nurZYxtdNHSzf1IwJf+tNlfO0TNfO2S9A7rX4W5mfT1R8ilKg5/707LudEZz8fnAlQXJPNk/duSE6NVJfk8vT9dXzxF/vxJ0bhWTbh/dMBHHbhndb49seKwpyULlnjTZ190N7LZWX5LC3ypLzRXLOiWKdj1IzQ5D5PeN0Odt5fx/d3N6WUtfUPhDnTExyzRW/YyoX5rFwY74503+al/PsfjvL82yfH/XdGnzQtznWx467aMdUa55vnvrCRPFcWwXAs0W/VkdK4ZCgcxTUqyW6qLqK2wsdrTfGmKv1D8TfGkXPo0ZhJFlWD+HrGeLuaPM74zqThw0sPbavm7qsrx9xPqemgyX0eyXbYefSGlZT5cujsi58iXeSNN8CYiDJfTsoR+nQOtwW4e9MSVi/Kxz8Q4jN1FZTmZ09H+JYaLuSV47Sn7UY1OrEPG9kasCc4dqtomz9Ie0+QtYvzcSeet7kz/eg9agyLfTkEgmEe3FrFN25cNenrUGqiNLnPMzlOe8pi4WSNPtQzsi6MTeKj+2/fsgbbHF8wnS3VxR66+kP43M5xF1JjBrr6QxxuC6b9OsTn60+eH0ieUK1v6dbXWM0oTe6XmC3LiznVPUB+tgNfYifHd15s4PHbLyM/28En1pRaHeKc8i+fWsvuhrM891Zz2q+vKM3FZbeN2Ra5qaqQjt4hjnf2k+vKIjAYTmm99+gNNTMZtlKIHnW2Tl1dndm3b5+lMTS0BXBmCcu11OxHamgL8Oiv30vZkjryhOmwZSUejnX0J/bE5+MfDNM8qo3fj+68IqWyZTAczciFVRHZb4ypszqOS5GO3C9xaxbnWx3CvLFmcT7/dMtq9hzp4OT5AaqKPawszSMcM7yXqCPjsAu+HCfQTzhq6O4P09KVmtgXeV30JfrNNrQF+MErTRR6nHz/jsu19ICaNprclZqEdCWHA0PxQmqLvNnYbJI8BOawCwaD0y5cUeHjRGc/Xf0hvDkOfrrnGO2BIM++2cKfLCviX29fp4ldTav5uWlZqTmkttzHP968mhce3krNggvF1MJRw2AoSs3CPOqbu/EPhPG5nXT1h2nzB/nJH47RNxThlYaz7PjvIxZegcpEOnJX6mNaV+5lXXm8reDD1y3ntSMdGBMfuS/Iz+ZQorVhJGZS2vl5nHbuubqST28op7rYY0nsKnNpcldqmuw50sHjLzVQV1nA+6d6uLzcO2753wK3g92PbGNBBpwhUHOTJnelpskPX2niVNcAPTkOhiIx3m31s6mqkGjM0D0Qwu204x8M43Zk8cwDV2liVzNK59yVmgY9A2F+eGct1SW5nA3E97OHo4a3T3Sxr6WbYx39HDwdYFVpHk/81fpxy0UoNV105K7UNDjQ2s0Dz9SP+3UR+PGdtdxWWzaLUalLmY7clZoGsZiJt9sbwT2ihs0XtlRpYlezSpO7Uh/Tzv89zrNvNicr4edlZ3FtTQmvfv1aHHbBJvB1LTegZplOy4wiIs1ALxAFIsaYOhH5DPAYsBrYaIxJWzNARG4EdgB2YKcx5ruzErSyjDGG3YfbqW/uRgTWLMrDbrPx9P11ZNlt3Hv1Utr8g7id+qOmZpd+x6W33RgzsivGIeAvgCfHe4CI2IGfAJ8ETgH1IvKCMaZhRiNVlorEDJVFHuqbuzEGjnb0U1vuJRozZNnh259ag9ZvUlbQaZkJMMY0GmOaPuJuG4GjxpjjxpgQ8CvgtpmPTlnJYbfhy3Hgyor/KIUiMfY2d7NzREMVLSugrKDJfSwDvCIi+0XkoUk8rgxoHfH5qcRtKUTkIRHZJyL7Ojo6PmaoymqxmOHouT58bkfK7Tt+/yEfnu0d51FKzTydlhlrizGmTUQWAK+KyAfGmNcn8Lh0w7Mxv48bY54CnoJ4yd+PF6qykjGG5/ee5PUPO8b8R7tddvJzHDy5J97UfFWis9XqRfnUlGp5ZTXzNLmPYoxpS/x9TkR2EZ9umUhyPwVUjPi8HGib/gjVXPHG0U7++b8OAVCc66SzL4THacftzGJFaS63PfFH2gOp3Zle/MpWK0JVlyCdlhlBRDwikjf8MXAD8cXUiagHVohIlYg4gbuAF2YmUjUXtPkH+bfPrgfA48qiqtjNZWVeOvqGePPY+WRi31RVyGWL87npsoWs1fr5apZock9VCrwhIu8Be4GXjDEvi8jtInIK2Ay8JCK7AURksYj8DsAYEwEeBnYDjcB/GmMOW3IValbcedUS9jV3Uehx0hEIcqJzgPaeQYo8zuR9NlUV8vaJLg61BXj5cDuhaOwiz6jU9NE2exaaC2321NS9ffw8f/3zfVxZWcBrTfHF8YqCHE75B7GJUFdZQGAwRN9QlEXeHBx24UzPIPdtXsqttWUUuB0Zv5NG2+xZR0fuSk1BfXMXe450EAhG6AtG2LKsiPVLfHT2hzAG7DYhGjM0tvfR2j1IfUsXXQMhjncO8NhvG9j+g9dSarsrNd10QVWpSTLG8N3fNeIfDJOXncWxjj7KC3I4ePpC4+xQJIbNBmsX53G4rRdj4nP0EJ+qqSr2UJTrsuoS1CVAk7tSkxCKxPjZnmPsP+nn8jIvvcF+Fua78OY42LCkID5iNzHsIuw90U1Jnotcl52+oSg1pXk0dw5w6HQPNhFiMYPNltnTMso6mtyVmiBjDHfv/L9kd6XGMwE2VRUyFInxxtHzyfutK/Ny8LQfgI7eIa5aWkB9czdH2nupLsnlnVY/B052EzUGW9rjEUp9fJrclZqgwXA0pW1eOGZo6xnE48xCuHBi7WwgmNz3Pvy4Rd5sKgrcvNvq55oVxVQUunHYdclLzRxN7kpNUDhicGXZGIpc2M64IM/F/hY/ea4sFvuyaTrbhwCLvNlk2W0sKXQjGM4DfUNhXn7kGqpLcgmGo5Zdh7o06NBBqQnyuh3cesXilNskMa3SOxTBPximqthNeaGbg6cDtPcE2Xuii1DEcKYnSG8wktwhk+2wj3l+paaTJnelJuEfblrFd25bS1Wxm7qlBexruTBNc653iAK3k/0jbgN4p9XPtTUltPUEselPnJol+q2m1CQU57q4d/NS3M4s3mv1p3ytttzHgZOptznswsalhdy4tpRXv7aNK5cUzl6w6pKmyV2pKVha7CEcjS+hXrnEB8D7p3tYsSA35X4+t5O9zV18c9chXj/SQSymJ8LV7NDkrtQkBcNRGs/EDyx9efsynvncRmorfERjhgK3E7fTTk1pLg67sDD/wkGlx37bwO8bz1oVtrrE6G4ZpSbpbCDIPZsqWbs4nxWleXjdDp79/EZ2HTjF+iUFLPbl0HgmwM43TrB9ZQnfu6OIn7/VQmAwzPolBVaHry4RWjjMQlo4TGU6LRxmHZ2WUUqpDKTJXSmlMpAmd6WUykCa3JVSKgNpcldKqQykyV0ppTKQJnellMpAmtyVUioDaXJXSqkMpCdULSQiHUCL1XGkUQx0Wh3EBGmsM2O6Yq00xpRMw/OoSdLkrsYQkX3z5ci4xjoz5lOsKj2dllFKqQykyV0ppTKQJneVzlNWBzAJGuvMmE+xqjR0zl0ppTKQjtyVUioDaXJXSqkMpMldjSEidhF5R0RetDqWixGRZhE5KCLvisicbmklIj4R+Y2IfCAijSKy2eqY0hGRlYnXc/hPQEQesTouNXnaQ1Wl83dAI5BvdSATsN0YMx8OBu0AXjbG3CEiTsBtdUDpGGOagFqIv8kDp4FdVsakpkZH7iqFiJQDfw7stDqWTCEi+cA24GkAY0zIGOO3NKiJuR44ZoyZi6eo1UfQ5K5G+zHw90DM4jgmwgCviMh+EXnI6mAuohroAJ5JTHftFBGP1UFNwF3AL60OQk2NJneVJCK3AOeMMfutjmWCthhjrgRuAr4sItusDmgcWcCVwE+NMeuBfuAb1oZ0cYmpo1uBX1sdi5oaTe5qpC3ArSLSDPwKuE5EfmFtSOMzxrQl/j5HfF54o7URjesUcMoY83bi898QT/Zz2U3AAWPMWasDUVOjyV0lGWO+aYwpN8YsJf4r+f8YY+6xOKy0RMQjInnDHwM3AIesjSo9Y0w70CoiKxM3XQ80WBjSRHwWnZKZ13S3jJqvSoFdIgLx7+P/MMa8bG1IF/UV4PnEdMdx4AGL4xmXiLiBTwJftDoWNXVafkAppTKQTssopVQG0uSulFIZSJO7UkplIE3uSimVgTS5K6VUBtLkrpRSGUiTu1JKZaD/B6LB1ib3MAGZAAAAAElFTkSuQmCC",
      "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": 209,
   "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": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stembureaus op de gemeentekaart van het CBS')"
      ]
     },
     "execution_count": 210,
     "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": 211,
   "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": 212,
   "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": 213,
   "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": 214,
   "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": 215,
   "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": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims_clean.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "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": 217,
   "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": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
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       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
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       "      <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": 218,
     "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": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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",
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       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
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       "      <th>Kieskring ID</th>\n",
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       "      <th>Tellocatie</th>\n",
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       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
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       "      <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",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
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       "      <td>verkiezingen@valkenswaard.nl</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
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       "      <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",
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       "      <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",
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       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
       "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
       "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "...                   ...           ...              ...        ...   \n",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[8089 rows x 41 columns]"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We only want to analyse stemlokalen so deduplicate the stembureaus based on their location's coordinates\n",
    "gdf_wims_dedupe = gdf_wims.drop_duplicates(subset=\"geometry\", keep=False)\n",
    "df_geojson_dedupe = df_geojson_clean.drop_duplicates(subset=\"geometry\", keep=False)\n",
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Voor dit onderzoek zijn we enkel geïnteresseerd in de locaties van stembureaus, oftewel de stemlokalen. Hierboven hebben we de stembureaus uit de wims dataset gededupliceerd op basis van de coördinaten van hun locatie.\n",
    "\n",
    "Het aantal stembureaus: 9275\n",
    "\n",
    "Het aantal stemlokalen: 8089\n",
    "\n",
    "Er zijn dus 1186 stembureaus gevestigd op een locatie van minimaal één ander stembureau."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots van alle stemlokalen op de kaart\n",
    "### Stemlokalen uit de wims dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 220,
     "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": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 221,
     "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": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 222,
     "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": 223,
   "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": 224,
   "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": 224,
     "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": 225,
   "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": 226,
   "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": 226,
     "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": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 227,
     "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": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 228,
     "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": 229,
   "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": 230,
   "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": 231,
   "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": 231,
     "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": 232,
   "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": 232,
     "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": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crs28992res500m</th>\n",
       "      <th>aantal_inwoners</th>\n",
       "      <th>stedelijkheid</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17236.920436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17280.014918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17337.427867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16708.725120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16738.249149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139997</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "      <td>498</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>2010.126740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139998</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "      <td>498</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>1949.951758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139999</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2880.233287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140000</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2746.345509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140001</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2813.494018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2270N6190                0         -99997   \n",
       "1           E2275N6190                0         -99997   \n",
       "2           E2280N6190                0         -99997   \n",
       "3           E2265N6185                0         -99997   \n",
       "4           E2270N6185                0         -99997   \n",
       "...                ...              ...            ...   \n",
       "139997      E1990N3070                0         -99997   \n",
       "139998      E1995N3070                0              5   \n",
       "139999      E1910N3065                0         -99997   \n",
       "140000      E1920N3065               15              5   \n",
       "140001      E1925N3065                0              5   \n",
       "\n",
       "                             geometry  savedindex  Unnamed: 0    _id  \\\n",
       "0       POINT (227250.000 619250.000)           2        5817  31030   \n",
       "1       POINT (227750.000 619250.000)           3        5817  31030   \n",
       "2       POINT (228250.000 619250.000)           4        5817  31030   \n",
       "3       POINT (226750.000 618750.000)           7        5817  31030   \n",
       "4       POINT (227250.000 618750.000)           8        5817  31030   \n",
       "...                               ...         ...         ...    ...   \n",
       "139997  POINT (199250.000 307250.000)      151102         498   4103   \n",
       "139998  POINT (199750.000 307250.000)      151103         498   4103   \n",
       "139999  POINT (191250.000 306750.000)      151105        5276  29739   \n",
       "140000  POINT (192250.000 306750.000)      151106        5276  29739   \n",
       "140001  POINT (192750.000 306750.000)      151107        5276  29739   \n",
       "\n",
       "             Gemeente CBS gemeentecode  Nummer stembureau  ...  \\\n",
       "0        Het Hogeland           GM1966                  1  ...   \n",
       "1        Het Hogeland           GM1966                  1  ...   \n",
       "2        Het Hogeland           GM1966                  1  ...   \n",
       "3        Het Hogeland           GM1966                  1  ...   \n",
       "4        Het Hogeland           GM1966                  1  ...   \n",
       "...               ...              ...                ...  ...   \n",
       "139997          Vaals           GM0981                  3  ...   \n",
       "139998          Vaals           GM0981                  3  ...   \n",
       "139999  Gulpen-Wittem           GM1729                  7  ...   \n",
       "140000  Gulpen-Wittem           GM1729                  7  ...   \n",
       "140001  Gulpen-Wittem           GM1729                  7  ...   \n",
       "\n",
       "       Gehandicaptentoilet   Kieskring ID Hoofdstembureau  Tellocatie  \\\n",
       "0                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "1                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "2                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "3                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "4                      NaN   Het Hogeland    Het Hogeland         NaN   \n",
       "...                    ...            ...             ...         ...   \n",
       "139997                 NaN          Vaals           Vaals         NaN   \n",
       "139998                 NaN          Vaals           Vaals         NaN   \n",
       "139999                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "140000                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "140001                 NaN  Gulpen-Wittem   Gulpen-Wittem         NaN   \n",
       "\n",
       "                            Contactgegevens gemeente  \\\n",
       "0                        verkiezingen@hethogeland.nl   \n",
       "1                        verkiezingen@hethogeland.nl   \n",
       "2                        verkiezingen@hethogeland.nl   \n",
       "3                        verkiezingen@hethogeland.nl   \n",
       "4                        verkiezingen@hethogeland.nl   \n",
       "...                                              ...   \n",
       "139997  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139998  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139999                  info@gulpen-wittem.nl 14 043   \n",
       "140000                  info@gulpen-wittem.nl 14 043   \n",
       "140001                  info@gulpen-wittem.nl 14 043   \n",
       "\n",
       "                              Verkiezingswebsite gemeente  Verkiezingen  \\\n",
       "0       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "1       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "2       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "3       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "4       https://hethogeland.nl/bestuur-en-organisatie/...           NaN   \n",
       "...                                                   ...           ...   \n",
       "139997                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139998                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "139999  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140000  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "140001  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "\n",
       "                                       ID                              UUID  \\\n",
       "0       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "1       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "2       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "3       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "4       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "...                                   ...                               ...   \n",
       "139997  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139998  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139999  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140000  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140001  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "\n",
       "                dist  \n",
       "0       17236.920436  \n",
       "1       17280.014918  \n",
       "2       17337.427867  \n",
       "3       16708.725120  \n",
       "4       16738.249149  \n",
       "...              ...  \n",
       "139997   2010.126740  \n",
       "139998   1949.951758  \n",
       "139999   2880.233287  \n",
       "140000   2746.345509  \n",
       "140001   2813.494018  \n",
       "\n",
       "[140002 rows x 46 columns]"
      ]
     },
     "execution_count": 233,
     "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": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47304</th>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32815</th>\n",
       "      <td>Baarn</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5168</th>\n",
       "      <td>Groningen</td>\n",
       "      <td>Dorpshuis De Hoeksteen</td>\n",
       "      <td>5.577246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38975</th>\n",
       "      <td>Montfoort</td>\n",
       "      <td>Zalencentrum St. Joseph</td>\n",
       "      <td>5.703409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67518</th>\n",
       "      <td>Kerkrade</td>\n",
       "      <td>’t Westhoes</td>\n",
       "      <td>7.252446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23422</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Het Kruispunt</td>\n",
       "      <td>8207.619943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22478</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Gymzaal De Borg</td>\n",
       "      <td>8402.730770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22348</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>8540.805874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22477</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>9028.790070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22619</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Panta Rhei</td>\n",
       "      <td>9173.600947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68131 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Gemeente                              Naam stembureau         dist\n",
       "47304  Ridderkerk                                 Gemeentehuis     3.835321\n",
       "32815       Baarn                            Dorpshuis de Furs     4.000517\n",
       "5168    Groningen                       Dorpshuis De Hoeksteen     5.577246\n",
       "38975   Montfoort                      Zalencentrum St. Joseph     5.703409\n",
       "67518    Kerkrade                                  ’t Westhoes     7.252446\n",
       "...           ...                                          ...          ...\n",
       "23422    Zeewolde                                Het Kruispunt  8207.619943\n",
       "22478    Lelystad                              Gymzaal De Borg  8402.730770\n",
       "22348    Lelystad  Voormalige Scholengemeenschap De Rietlanden  8540.805874\n",
       "22477    Lelystad  Voormalige Scholengemeenschap De Rietlanden  9028.790070\n",
       "22619    Zeewolde                                   Panta Rhei  9173.600947\n",
       "\n",
       "[68131 rows x 3 columns]"
      ]
     },
     "execution_count": 234,
     "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": 235,
   "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), 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), 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": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)', ylabel='Afstand tot stemlokaal (meter)'>"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest_zero.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "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": 238,
   "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": 239,
   "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": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam              456\n",
       "Rotterdam              398\n",
       "'s-Gravenhage          271\n",
       "Utrecht                162\n",
       "Breda                   90\n",
       "Eindhoven               86\n",
       "Groningen               85\n",
       "Apeldoorn               71\n",
       "Enschede                69\n",
       "Alphen aan den Rijn     66\n",
       "Leiden                  52\n",
       "Deventer                51\n",
       "West Betuwe             37\n",
       "Waadhoeke               33\n",
       "Amsterdam              382\n",
       "Rotterdam              375\n",
       "'s-Gravenhage          258\n",
       "Utrecht                161\n",
       "Groningen              122\n",
       "Breda                   89\n",
       "Haarlemmermeer          79\n",
       "Nijmegen                74\n",
       "'s-Hertogenbosch        40\n",
       "Het Hogeland            39\n",
       "Zoetermeer              38\n",
       "Staphorst                2\n",
       "Name: Gemeente, dtype: int64"
      ]
     },
     "execution_count": 240,
     "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": 241,
   "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>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "9272                           NaN                           NaN   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9272           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16T10:00:00           2022-03-16T13:00:00  \n",
       "1              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "2              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "3              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "4              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9271           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9272           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9273           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9274           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 241,
     "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": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
       "      <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>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "9272                           NaT                           NaT   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9272           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16 10:00:00           2022-03-16 13:00:00  \n",
       "1              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "2              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "3              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "4              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9271           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9272           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9273           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9274           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 242,
     "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": 243,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "import numpy as np\n",
    "wims_datemerge = pd.DataFrame()\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",
    "\n",
    "    \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 {} kiesgerechtigden\".format(label)).set_xticklabels(xticklabels, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "    \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": 244,
   "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 = ['0-10.000', '10.000-30.000', '30.000-60.000', '60.000-100.000', '100.000-350.000', '>350.000']\n",
    "\n",
    "df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_binned(df1, df2):\n",
    "    return df1[df1['CBS gemeentecode'].isin(df2['gemeentecode'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep 0-10.000: 0\n",
      "Open op 15 maart groep 0-10.000: 3\n",
      "Open op 16 maart groep 0-10.000: 95\n",
      "Open op 14 én 15 maart groep 0-10.000: 0\n",
      "Open op 14 én 16 maart groep 0-10.000: 4\n",
      "Open op 15 én 16 maart groep 0-10.000: 6\n",
      "Open op 14, 15 én 16 maart groep 0-10.000: 24\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 0-10.000: 28\n",
      "Open op 14 maart groep 10.000-30.000: 5\n",
      "Open op 15 maart groep 10.000-30.000: 4\n",
      "Open op 16 maart groep 10.000-30.000: 1804\n",
      "Open op 14 én 15 maart groep 10.000-30.000: 5\n",
      "Open op 14 én 16 maart groep 10.000-30.000: 13\n",
      "Open op 15 én 16 maart groep 10.000-30.000: 21\n",
      "Open op 14, 15 én 16 maart groep 10.000-30.000: 413\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 10.000-30.000: 421\n",
      "Open op 14 maart groep 30.000-60.000: 3\n",
      "Open op 15 maart groep 30.000-60.000: 8\n",
      "Open op 16 maart groep 30.000-60.000: 1901\n",
      "Open op 14 én 15 maart groep 30.000-60.000: 6\n",
      "Open op 14 én 16 maart groep 30.000-60.000: 11\n",
      "Open op 15 én 16 maart groep 30.000-60.000: 12\n",
      "Open op 14, 15 én 16 maart groep 30.000-60.000: 337\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 30.000-60.000: 346\n",
      "Open op 14 maart groep 60.000-100.000: 3\n",
      "Open op 15 maart groep 60.000-100.000: 1\n",
      "Open op 16 maart groep 60.000-100.000: 796\n",
      "Open op 14 én 15 maart groep 60.000-100.000: 1\n",
      "Open op 14 én 16 maart groep 60.000-100.000: 0\n",
      "Open op 15 én 16 maart groep 60.000-100.000: 5\n",
      "Open op 14, 15 én 16 maart groep 60.000-100.000: 176\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 60.000-100.000: 175\n",
      "Open op 14 maart groep 100.000-350.000: 11\n",
      "Open op 15 maart groep 100.000-350.000: 8\n",
      "Open op 16 maart groep 100.000-350.000: 1199\n",
      "Open op 14 én 15 maart groep 100.000-350.000: 0\n",
      "Open op 14 én 16 maart groep 100.000-350.000: 0\n",
      "Open op 15 én 16 maart groep 100.000-350.000: 0\n",
      "Open op 14, 15 én 16 maart groep 100.000-350.000: 199\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 100.000-350.000: 197\n",
      "Open op 14 maart groep >350.000: 0\n",
      "Open op 15 maart groep >350.000: 0\n",
      "Open op 16 maart groep >350.000: 863\n",
      "Open op 14 én 15 maart groep >350.000: 0\n",
      "Open op 14 én 16 maart groep >350.000: 0\n",
      "Open op 15 én 16 maart groep >350.000: 0\n",
      "Open op 14, 15 én 16 maart groep >350.000: 152\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel >350.000: 151\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5ambTI/zfJK8Zsw+EXJdnZRbw35jkMdP3b5nG8YMkx2T2Grg+ya8kOWZanqp6RlXNvdt5nefe0LGm7f44s3m0vzH9t74/JmTab/7rY74XZzZtxiemx/If8x9zIC/43t3Qe36MsSKzmP6GzN4TX8l6PjBvjHFZZh9++ruZ/YHissz+CLHm/4c9K7O5mr+Y5OrM/rC2Md6W2Vzs11fV+xZY/weZ/QHv69N1nj3nGtZc4/LpGp6WOa/TTb1GAID5amzW59oAAGxZVfXyJD8+xnjmth7LXFX1ySRvGmP85SKP809J3jrGeHvPyIAtoes9vy1V1a9n9oeSjn+hAACwXu5wBgBYj6r6r1X1n6Z/en58ZnPPru+u0Y055i6Z/XP4r3eMEeizJd7zW1tV3buqfnqaCufAzOY/f++2HhcAcOewrk9qBwBg5sDM5kO9e2ZTBvzSNPfqZpnmk/1Kkg8kOb9lhECn1vf8NrJzkr9Isn9mU4O8M8kp23JAAMCdhyk1AAAAAABoYUoNAAAAAABaCM4AAAAAALTYLuZw3muvvcbSpUu39TAAAAAAAFiPCy644Joxxt7rWr9dBOelS5dmxYoV23oYAAAAAACsR1V9Y33rTakBAAAAAEALwRkAAAAAgBaCMwAAAAAALbaLOZwBAAAAgDueW265JStXrsz3vve9bT0UNtGSJUuy3377Zaeddtqk/QRnAAAAAGCLWLlyZXbdddcsXbo0VbWth8NGGmPk2muvzcqVK7P//vtv0r6m1AAAAAAAtojvfe972XPPPcXm25mqyp577rlZd6YLzgAAAADAFiM23z5t7vMmOAMAAAAAd2grV67M0UcfnQMOOCAPfOAD84IXvCA/+MEPWs/xpje9KW9/+9tbj3naaafliiuuWPvzc5/73HzhC19IkjzxiU/M9ddf/yP7vPzlL89rX/va1nFsCnM4AwAAAABbxdKTzm093qUnH7XBbcYYOfbYY/Prv/7rOeecc7J69eqccMIJeelLX5rXvOY1bWM58cQT2461xmmnnZaDDz44++67b5LkrW9969p1H/rQh9rP18EdzgAAAADAHdZHPvKRLFmyJM9+9rOTJDvssENe97rX5dRTT80pp5ySo48+OkceeWQOPPDA/P7v//7a/d7xjnfkEY94RA499ND82q/9WlavXp0kufvd756XvvSlechDHpLDDjssV111VZLb3ll8+OGH58UvfnEe8YhH5EEPelA+9rGPJUluuummPPWpT80hhxySpz3taXnkIx+ZFStWZPXq1Vm+fHkOPvjg/ORP/mRe97rX5eyzz86KFSvyjGc8I4ceemhuvvnmHH744VmxYkWSZOnSpbnmmmuSJK985Stz4IEH5ud+7ufypS99ae01fPWrX82RRx6Zhz3sYXnMYx6TL37xi0mS5cuX5/nPf34e9ahH5QEPeEDOPvvstsdbcAYAAAAA7rAuvvjiPOxhD7vNst122y33u9/9cuutt+ZTn/pUzjjjjFx44YU566yzsmLFilxyySV517velX/+53/OhRdemB122CFnnHFGkuS73/1uDjvssFx00UV57GMfm7e85S0LnnfNsV//+tevDdmnnHJK9thjj3z2s5/N7/3e7+WCCy5Iklx44YW5/PLL8/nPfz6f+9zn8uxnPzu/9Eu/lGXLlq0d293udrcFz3PBBRfkne98Zz7zmc/kPe95T/71X/917boTTjghf/Znf5YLLrggr33ta/O85z1v7borr7wy559/fj74wQ/mpJNO2vwHeB5TagAAAAAAd1hjjAU/AG/N8sc97nHZc889kyTHHntszj///Oy444654IIL8vCHPzxJcvPNN2efffZJkuy888550pOelCR52MMelvPOO2/B8x577LFrt7n00kuTJOeff35e8IIXJEkOPvjgHHLIIUmSBzzgAfna176W3/zN38xRRx2Vxz/+8Rt9fR/72Mfyi7/4i9lll12SJE9+8pOTJDfeeGM+/vGP57jjjlu77fe///213x9zzDG5y13ukgc/+MFr79LuIDgDAAAAAHdYBx10UN797nffZtl3vvOdXHbZZdlhhx1+JEZXVcYYOf744/PqV7/6R4630047rd1nhx12yK233rrgee9617v+yDZjjAW33WOPPXLRRRfl7//+7/Pnf/7nOfPMM3Pqqadu9DUuFNR/+MMfZvfdd8+FF1643vGtb1ybw5QaAAAAAMAd1hFHHJGbbropb3/725Mkq1evzote9KIsX748u+yyS84777xcd911ufnmm/O+970vP/3TP50jjjgiZ599dq6++uokyXXXXZdvfOMbix7Lox/96Jx55plJki984Qv53Oc+lyS55ppr8sMf/jBPecpT8od/+If59Kc/nSTZddddc8MNN6z3mI997GPz3ve+NzfffHNuuOGGfOADH0gymzZk//33z1lnnZVkFpUvuuiiRV/DhgjOAAAAAMAdVlXlve99b84666wccMABedCDHpQlS5bkVa96VZJZBH7Ws56VQw89NE95ylOybNmyPPjBD84rXvGKPP7xj88hhxySxz3ucbnyyisXPZbnPe95WbVqVQ455JD80R/9UQ455JDc4x73yOWXX57DDz88hx56aJYvX772zurly5fnxBNPXPuhgQtd20Mf+tA87WlPWzv+xzzmMWvXn3HGGXnb296WhzzkITnooINyzjnnLPoaNqQ6b5feXMuWLRtrPl0RAAAAALhjuOSSS/ITP/ET23oY63TaaadlxYoVecMb3rBVzrd69erccsstWbJkSb761a/miCOOyL/9279l55133uTj7LPPPvnWt76VnXbaaQuNduHnr6ouGGMsW9c+5nAGAAAAANgKbrrppvzMz/xMbrnllowx8sY3vnGTY3Mym5f6uc997haNzZtLcAYAAAAA7pSWL1+e5cuXb7Xz7brrrumY6eGLX/xiw2i2DHM4AwAAAADQQnAGAAAAALaY7eEz5Nh0m/u8Cc4AAAAAwBaxZMmSXHvttaLz7cwYI9dee22WLFmyyfuawxkAAAAA2CL222+/rFy5MqtWrdrWQ2ETLVmyJPvtt98m7yc4AwAAAABbxE477ZT9999/Ww+DrciUGgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALXbc1gMAAAAA4I5j6UnnbushbLJLTz5qWw8B7jDc4QwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAix239QAAAAAA2L4tPencbT2ELer2eH2XnnzUth4CLMgdzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC02HFbDwAAAACAxVt60rnbeghsRZ5vtrZLTz5qo7ZzhzMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALXbc1gMAAAAAuL1betK523oIANsFdzgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGixweBcVadW1dVV9fk5y15TVV+sqs9W1Xuravc5615SVV+pqi9V1RO20LgBAAAAANjObMwdzqclOXLesvOSHDzGOCTJvyV5SZJU1YOTPD3JQdM+p1TVDm2jBQAAAABgu7XB4DzG+Kck181b9g9jjFunHz+RZL/p+6OTvHOM8f0xxteTfCXJIxrHCwAAAADAdqpjDudfSfK30/f3SXLZnHUrp2UAAAAAANzBLSo4V9VLk9ya5Iw1ixbYbKxj3xOqakVVrVi1atVihgEAAAAAwHZgs4NzVR2f5ElJnjHGWBOVVya575zN9ktyxUL7jzHePMZYNsZYtvfee2/uMAAAAAAA2E5sVnCuqiOTvDjJk8cYN81Z9f4kT6+qu1bV/kkOSPKpxQ8TAAAAAIDt3Y4b2qCq/ibJ4Un2qqqVSV6W5CVJ7prkvKpKkk+MMU4cY1xcVWcm+UJmU2389zHG6i01eAAAAAAAth8bDM5jjF9eYPHb1rP9K5O8cjGDAgAAAADg9mdRHxoIAAAAAABrCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALTYYnKvq1Kq6uqo+P2fZPavqvKr68vR1jznrXlJVX6mqL1XVE7bUwAEAAAAA2L5szB3OpyU5ct6yk5J8eIxxQJIPTz+nqh6c5OlJDpr2OaWqdmgbLQAAAAAA260NBucxxj8luW7e4qOTnD59f3qSY+Ysf+cY4/tjjK8n+UqSR/QMFQAAAACA7dnmzuF8rzHGlUkyfd1nWn6fJJfN2W7ltOxHVNUJVbWiqlasWrVqM4cBAAAAAMD2ovtDA2uBZWOhDccYbx5jLBtjLNt7772bhwEAAAAAwNa2ucH5qqq6d5JMX6+elq9Mct852+2X5IrNHx4AAAAAALcXmxuc35/k+On745OcM2f506vqrlW1f5IDknxqcUMEAAAAAOD2YMcNbVBVf5Pk8CR7VdXKJC9LcnKSM6vqOUm+meS4JBljXFxVZyb5QpJbk/z3McbqLTR2AAAAAAC2IxsMzmOMX17HqiPWsf0rk7xyMYMCAAAAAOD2p/tDAwEAAAAAuJMSnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaLCo4V9VvVdXFVfX5qvqbqlpSVfesqvOq6svT1z26BgsAAAAAwPZrs4NzVd0nyfOTLBtjHJxkhyRPT3JSkg+PMQ5I8uHpZwAAAAAA7uAWO6XGjknuVlU7JtklyRVJjk5y+rT+9CTHLPIcAAAAAADcDmx2cB5jXJ7ktUm+meTKJN8eY/xDknuNMa6ctrkyyT4L7V9VJ1TViqpasWrVqs0dBgAAAAAA24nFTKmxR2Z3M++fZN8kP1ZVz9zY/ccYbx5jLBtjLNt77703dxgAAAAAAGwnFjOlxs8l+foYY9UY45Yk70nyqCRXVdW9k2T6evXihwkAAAAAwPZuMcH5m0kOq6pdqqqSHJHkkiTvT3L8tM3xSc5Z3BABAAAAALg92HFzdxxjfLKqzk7y6SS3JvlMkjcnuXuSM6vqOZlF6eM6BgoAAAAAwPZts4NzkowxXpbkZfMWfz+zu50BAAAAALgTWcyUGgAAAAAAsJbgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABosajgXFW7V9XZVfXFqrqkqv5LVd2zqs6rqi9PX/foGiwAAAAAANuvxd7h/CdJ/m6M8Z+TPCTJJUlOSvLhMcYBST48/QwAAAAAwB3cZgfnqtotyWOTvC1Jxhg/GGNcn+ToJKdPm52e5JjFDREAAAAAgNuDxdzh/IAkq5L8ZVV9pqreWlU/luReY4wrk2T6uk/DOAEAAAAA2M4tJjjvmOShSd44xvipJN/NJkyfUVUnVNWKqlqxatWqRQwDAAAAAIDtwWKC88okK8cYn5x+PjuzAH1VVd07SaavVy+08xjjzWOMZWOMZXvvvfcihgEAAAAAwPZgs4PzGONbSS6rqgOnRUck+UKS9yc5flp2fJJzFjVCAAAAAABuF3Zc5P6/meSMqto5ydeSPDuziH1mVT0nyTeTHLfIcwAAAAAAcDuwqOA8xrgwybIFVh2xmOMCAAAAAHD7s5g5nAEAAAAAYC3BGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKDFooNzVe1QVZ+pqg9OP9+zqs6rqi9PX/dY/DABAAAAANjeddzh/IIkl8z5+aQkHx5jHJDkw9PPAAAAAADcwS0qOFfVfkmOSvLWOYuPTnL69P3pSY5ZzDkAAAAAALh9WOwdzq9P8jtJfjhn2b3GGFcmyfR1n4V2rKoTqmpFVa1YtWrVIocBAAAAAMC2ttnBuaqelOTqMcYFm7P/GOPNY4xlY4xle++99+YOAwAAAACA7cSOi9j3p5M8uaqemGRJkt2q6h1Jrqqqe48xrqyqeye5umOgAAAAAABs3zb7DucxxkvGGPuNMZYmeXqSj4wxnpnk/UmOnzY7Psk5ix4lAAAAAADbvcXO4byQk5M8rqq+nORx088AAAAAANzBLWZKjbXGGB9N8tHp+2uTHNFxXAAAAAAAbj+2xB3OAAAAAADcCQnOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKDFjtt6AAAAbH1LTzp3Ww9hk1168lHbeggAAMAGuMMZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBY7busBAADQY+lJ527rIWxRd/Tru/TkozZ6W48FAADbK3c4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBix209AACArWXpSedu6yHAOnl9/gePxea79OSjtvUQAIA7OXc4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBix209gPmWnnTuth4CwBZ16clHbeshAAAAAGwR7nAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQAAAABoITgDAAAAANBCcAYAAAAAoIXgDAAAAABAC8EZAAAAAIAWgjMAAAAAAC0EZwAAAAAAWgjOAAAAAAC0EJwBAAAAAGghOAMAAAAA0EJwBgAAAACgheAMAAAAAEALwRkAAAAAgBaCMwAAAAAALQRnAAAAAABaCM4AAAAAALQQnAEAAAAAaCE4AwAAAADQQnAGAAAAAKCF4AwAAAAAQAvBGQAAAACAFoIzAAAAAAAtBGcAAAAAAFoIzgAAAAAAtBCcAQDg/7V352G2XWWZwN8vEzPKLIPKJDJKZBIEu4WWQSANMjgQARWlRVBBbAXpbkEebGynRhQRQYgMImEQ2gECiA0BRYIyBYhBIA5NExJEoDVk+vqPc4pV+3rvzT2VXXXqVv1+z1PPrXPOrlNrvzm17sp7d60DAADMQuEMAAAAAMAsFM4AAAAAAMxC4QwAAAAAwCwUzgAAAAAAzELhDAAAAADALBTOAAAAAADMQuEMAAAAAMAsFM4AAAAAAMxC4QwAAAAAwCwUzgAAAAAAzELhDAAAAADALBTOAAAAAADMQuEMAAAAAMAsFM4AAAAAAMxC4QwAAAAAwCwUzgAAAAAAzELhDAAAAADALBTOAAAAAADMQuEMAAAAAMAsFM4AAAAAAMxC4QwAAAAAwCy2XDhX1VdX1duq6iNVdWZV/fjy/mtW1Zur6uzln9eYb7gAAAAAAOxWl+cK54uTPLm7b5XkrkkeX1W3TvKUJG/t7q9L8tblbQAAAAAA9rgtF87d/anu/qvl519I8pEkN0zyoCSnLA87JcmDL+cYAQAAAAA4Csyyh3NV3TjJNyZ5d5LrdfenkkUpneS6h/iax1bVGVV1xmc+85k5hgEAAAAAwBpd7sK5qq6a5DVJntjdnz/Sr+vuF3T3nbr7Tte5znUu7zAAAAAAAFizy1U4V9XxWZTNL+/u1y7v/nRVXX/5+PWTnHv5hggAAAAAwNFgy4VzVVWSFyX5SHf/yqaH3pDk0cvPH53k9VsfHgAAAAAAR4vjLsfX3j3JI5N8sKret7zvZ5I8O8mrquoxSf4uycMv1wgBAAAAADgqbLlw7u7Tk9QhHv4PW31eAAAAAACOTpf7TQMBAAAAACBROAMAAAAAMBOFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACzUDgDAAAAADALhTMAAAAAALNQOAMAAAAAMAuFMwAAAAAAs1A4AwAAAAAwC4UzAAAAAACz2LbCuaruV1VnVdXHquop2/V9AAAAAADYHbalcK6qY5P8RpJvT3LrJN9TVbfeju8FAAAAAMDusF1XON8lyce6++PdfWGSVyZ50DZ9LwAAAAAAdoHtKpxvmOTvN93+h+V9AAAAAADsUcdt0/PWQe7ryQFVj03y2OXNL1bVWZfxnNdOct4Rfv/dcOxuGYfz29qxu2Uczm9rx+6WcRz02PqFy/28s4xjFx+7W8ax18fs/HbfOJzf1o7dLeNwfls7dreMY8+c3wzrjF19fjMcu1vG4fy2duxuGYfz29qxu2Uczm9rx+6WcTi/NY5j0zrjaw/71d09+0eSuyV506bbT03y1Mv5nGccTcfulnE4P+e3m8fh/Jzfbh7HXh+z89t943B+zm83j8P5Ob/dPI69Pmbnt/vG4fyc324eh/PbP+e3m8Zx4Md2banxniRfV1U3qaoTknx3kjds0/cCAAAAAGAX2JYtNbr74qp6QpI3JTk2ye9095nb8b0AAAAAANgdtmsP53T3Hyf54xmf8gVH2bG7ZRzOb2vH7pZxOL+tHbtbxuH8tnbsbhnHXh+z89t943B+Wzt2t4zD+W3t2N0yDue3tWN3yzj2+pid3+4bh/Pb2rG7ZRzOb2vH7pZxOL/dOY6JWu7LAQAAAAAAl8t27eEMAAAAAMA+o3AGAAAAAGAWR03hXFXHV9Xx6x7HbiCLKXkMshhkAazCnDHIYpDFlDwGWQCrMGcMshhkMchiai/ksesL56q6YlXdO8kbkrysqh6y7jGtiyym5DHIYpAFsApzxiCLQRZT8hhkAazCnDHIYpDFIIupvZTHcesewOFU1TWSnJzkPkl+P8nZSV5UVWd291lrHdwOk8WUPAZZDLIAVmHOGGQxyGJKHoMsgFWYMwZZDLIYZDG11/LYtYVzVZ2Q5BFJviHJL3b3O5b3/2OSayc56sLeKllMyWOQxSALYBXmjEEWgyym5DHIAliFOWOQxSCLQRZTezGP3bylxt2TPDDJy7r7HVV1TFU9NMk/JvmLJKmq665zgDtIFlPyGGQxyAJYhTljkMUgiyl5DLIAVmHOGGQxyGKQxdSey2NXFs5VdWyS/5Tkdd399uXtb0ly1yTvXR5zoyS/VFX3W99It58spuQxyGKQBbAKc8Ygi0EWU/IYZAGswpwxyGKQxSCLqb2ax27dUqOTXJDkS8vb35XkxOXtU7r7kiT/UFW/k+Q5VXVpd5+2lpFuP1lMyWOQxSALYBXmjEEWgyym5DHIAliFOWOQxSCLQRZTezKP6u51j+Ggquobk7wsyaeT/J8kpyd5RXd/ftnsX9Dd51XVI5M8KMkjuvvC9Y14+8hiSh6DLAZZAKswZwyyGGQxJY9BFsAqzBmDLAZZDLKY2ot57NYrnNPdf11V90pyo+5+7wEP3zLJM6rqGUmukeTs3R705SGLKXkMshhkAazCnDHIYpDFlDwGWQCrMGcMshhkMchiai/msWuvcD5QVf27JKd396XL2y9IcvMkH0ryru5+5TrHt5NkMSWPQRaDLIBVmDMGWQyymJLHIAtgFeaMQRaDLAZZTO2FPI6KwrmqrpnkdUle2N0vXd73Q0k+292vWevgdpgspuQxyGKQBbAKc8Ygi0EWU/IYZAGswpwxyGKQxSCLqb2Sx67dUmOz7v5sVf1IkpdW1Q2S/F0W7+D49CSpqsqiPL9042uq6grd/aWDPd/RTBZT8hhkMcgCWIU5Y5DFIIspeQyyAFZhzhhkMchikMXUXsnjqLjCeUNV3SrJk5Kcm+STSV6S5GbdfVZVHbPpUvMbJHlwko9295+uZ7TbSxZT8hhkMcgCWIU5Y5DFIIspeQyyAFZhzhhkMchikMXUUZ9Hdx9VH0mO2fT5HZOckeTum+6rJFdI8vAklyb55nWPWRbykIUsfPjwcXR8mDNkIQt5yMKHDx/b9WHOkIUsZLFf8jgmR5nedMl4L9658RlJnlhVV6yq43vhS0lumuR/J7lgTUPddrKYkscgi0EWwCrMGYMsBllMyWOQBbAKc8Ygi0EWgyymjuY8jqotNQ60cQl5VV21u7+46f6fS/INWexv8v4+mk/yCMliSh6DLAZZAKswZwyyGGQxJY9BFsAqzBmDLAZZDLKYOtryOOqucN5sU9P/5fOoqmdmEfQzckDQy4219yRZTMljkMUgC2AVq8wZVXXlqrrNzo9yZ8hikMWUPAZZAKs4gjnjA7ulONpushhkMchi6mjL47h1D+Dyqqpjk5xcVecnuX6S2yV5ZqYLulpeZr5rgt8OspiSxyCLQRbAKg4zZ7xvc3GU5AVJHlFV9+/uN65twNtIFoMspuQxyAJYxWHmjA8sr2Q8Pove5pFJPpvk3O5++9oGvI1kMchikMXU0ZTHUV84d/clVXV6knck+UySf5fk/I2gu/uiJHesqiskeUCSuyd5Zne/ZX2j3h6ymJLHIItBFsAqDjFnfHpTcXSVJL+exX5p90vyrKq6eC/OGbIYZDElj0EWwCoOMWecu7z/ikkemuTOSW6S5E1JnlFVT+nu/7W2QW8TWQyyGGQxdTTlcVRvqbGhuz+Y5JuTnJDk3t19YVVdK8lvVtXTkzwli/8IX5Pk4iQ3qao9ce4HksWUPAZZDLIAVnHAnHHfXv46W1VVkm9L8ugkz+7u05L8VJL7Lv/Ras+RxSCLKXkMsgBWccCccZ9lcXRCkgcleVSSqyd5XHc/L4s546lVdbXlnLKnyGKQxSCLqaMljz1ToHT3h5PcP8nGYu3Gy9tndffDknw0ySeSvDrJqT32PtlzZDElj0EWgyyAVSznjAds3K6qK/TC65P8WJLfrqrrdvfbkjytF+8WvSfJYpDFlDwGWQCrOMj/m1w1yT2TfCHJh5KcWlU37O4/SvLA7v7Cxm9O7DWyGGQxyGLqaMij9nD+qapvT/IbSV6cRfh/n+T3uvv8qsUerWsd4A6SxZQ8BlkMsgCORFXdOcnXdPdrNt13SpKf7e5Prm1gayCLQRZT8hhkAayqqn40yV2TPLq7L66q5yd5a3efWlXH7KeLYWQxyGKQxdRuzGPPXOG82cavvnf3nyQ5NcnTstiv+nndff7ysd6rl9dvdqRZrG+EO0segywGWQArOi+LfVdPTpKqOimLKwom88R+WGfkCLPYJ2QxJY9BFsARW64fjk9y+rI4ul2SmyY5N0l6uk3PnnakWewHshhkMbVb8zjq3zTwYDZNwA/J4vLyFyW5ZHnfMb14c7Bje7HPSSW5UpKv6O5PrW3Q2+RIsth8fFXdL8l53X3GTo91J8hjkMUgC2AV3f2JqnpokldW1b2y2JP1p7r7nI3fhthH64zLzGLz8Xt5/pTFlDwGWQCrWK4j3pjkDVV1syzeV+Y9ST6+ccw+WmdcZhab7eX5UxaDLKZ2ax57fUuNr0rywCx+Pf64PmBvtFq8g+OrkvzfJN+SxcJvT76T5WVlsTzmOknukOQVSb6/u9+ws6PcOfIYZDHIAlhFVd0oyfWTfKG7P3qQx/fTOuOwWSyP2Rfzpyym5DHIAlhFVd08yUlJzkpydneffcDj+2mdcdgslsfsi/lTFoMspnZbHnu6cE4m//K3cWXz8d190XLB96okH0ny+CR3SfKrSR7S3eesc8zb5cAsDnhsI5/rJflYkv/e3T+/npHuDHkMshhkAWzFpiubj1v+Ktu+W2dsOMQVm/ty/pTFlDwGWQBbsZ/7jMMxfw6yGGQxtdN57Mk9nDfr7kuWf166XNhdVFUnJHl1knd192O6+4Is9jY5K8mn1zjcbbU5i833L//n+NKqunGStyZ59n74IZTHIItBFsBWLMvmWpbN+3KdseEgJdq+nT9lMSWPQRbAqpZl0b7tMw7F/DnIYpDF1Dry2POF82Yb/zOY5GVJPtLdP7np4bslOT9JquoWVXXbdYxxHZb/c3zTJH+Y5NTufta6x7ROh8ujqq5ZVV+zvtHtrENlUVV7cv/3w/FzAlwW64yDM38O1hhT1hmDnxPgsmxcRBfrjAnz52CdMVhjTK3j52RfFc5Lx2QxET95446q+s4kT8wi9AuWd/9WVd1/54e3c6rqvlV196o6Pskbkry6u5+x6fGbV9W3VtVPVdU91jfSnXEEeVSSayU5paoesK5x7oTLyiJJV9W1quo2VXWLNQ1zRxzB6+LeVfXkqvr1WrwRELC/WWcsWWcM1hhT1hmDdQawIuuMJeuMwTpjsMaYWuc6Yz82+1dJctckJ1XV+5PcOcnjsthg/+212L/1b6rqp5P8clVd2N1vWeeAt9HHkpye5CuSPKW7f23jgeUk9F1JLsniTQh+r6p+sLvftJaR7oyD5lG12GNv+auPZ1fVzyX5n8vXxpvXON7tdLjXxp2T3CfJvZKck+QeVfXj3f0naxnp9jtcFnfJYnF3Whb7p/36Mou9+roALpt1xmCdMVhjTFlnDNYZwCqsMwbrjME6Y7DGmFrbOmPfFc7d/fmqenSS30zyyST/mORHu/udy3/1OSbJJd19elW9OMlpVXWX7j5jfaPeHt39t1X1bVns33Lexv3Lfwl9QpKXZrEv1Cer6hNJbpFkr07Qh8xj069I3znJx7v7bVX1P5LcPsmenKQP89q4fRZvSnFekl/o7tOq6p5Jnl9V53T3h9cz4u1zqCyWrp3k40lO6e7PVdX5SW6y02MEdg/rjME6Y7DGmLLOGKwzgFVYZwzWGYN1xmCNMbXOdcZ+3FIj3f2BJCcleVSS/9bd71ze30kurqq7VdXrsvghfGWSM9c22G3W3WcmuXeSb62qr6zFBuIPy2Jy/sPu/uTy0JOSnLCWQe6gTXncs6quVFVXWt7fSa6b5K+X/1r6uCRXXd9It98Br41rVtXVkzw0i7+or5DkZ6rqRt39tiSP3KsTdPJvsrh6Ld6oI0m+Ksm1u/tzy9sPzD74OQEOzzpjsM4YrDGmrDMG6wxgFdYZg3XGYJ0xWGNMrWudUT19g+R9raoeleSWSR6S5EVJ3tjdH1w+dkx3X7rO8W2nqrpid19QVd+U5ElJntbdf7t87JeS3KK7/+NaB7mDarG/zdWT3LO7X7381aRLquolST6R5Go9fZOGPauqrtDdX1r+5f2LSZ67/HWtJ2cxGT17+ZdYNnJa43C3VVWd0N0XVtVtu/tDy7/ET0lydpL7Jvmn7r73ekcJ7FbWGdYZiTXGgawzBusM4PKwzrDOSKwzNrPGmNrpdca+21LjYKrqPkkem+Trk/xaFv/C8Z6DHFcbL8Y96EvLP++c5J83Tc6/kuR6Sf7zxoF7/S+rJOnui5b/6vPk5Q/lK5YPXSXJn3f3aRvH7oM8Llz+eWKSz3b325e3b5nk/AN+Jvbqz0eSZDk5Xy3Jc6vq5d39wiTfWVVvTXJukh/bOHYfvC6AI2SdkcQ648usMf4N64wl6wxgK6wzklhnfJl1xoQ1xiY7vc5whXOSqrp+FhP0r3T3Fw547HuTvLm7P728ffMkX9l7cA+k5Mvn99YkL0lypySXJvmJ7j67qr4nyZ/ulyySpKpum8W/+Jya5H5J/l93P2D52COTnLZf8qiqr83itfFzSW6X5BpJntPdH9yHWZyY5HeS/GWS62TxazmP7+5zqurkJG/ZL1kAl806Y7DOGKwxpqwzBusMYBXWGYN1xmCdMVhjTO3UOmNf7uF8oO7+VHc/o7u/UFUHXvXdSa616fZ1kvxmLTai33O6+2NJvj2Ld+x8fXef1N1nLx8+NotNxTfs6SySpLs/lOQRWWyu/qaNCXrp0uyv18Y5SR6c5A5Jrpzkt7PYYD7Zf1m8L4tfVfvdLH4t54HLfJKkss9+ToDDs84YrDMGa4wp64zBOgNYhXXGYJ0xWGcM1hhTO7XOcIXzFiz3BfqtJI/r7j9f93jWSRZT+yGPqjq+uy86guP2fBZHShbAKswZgyyG/ZKFdcbqZAGswpwxyGLYD1lYY2zNVvNwhfNBVNWjquqkg9z/w1V1re5+d5J3JrnBzo9uZ1XVo2UxyGOxJ1SSVNX37/csNnhdAKuwzhjMn4MsFqwz/i2vDWAV1hmD+XOQhTXGoWzXa8ObBh7cu7K4zP7AjbIvTvJXVfWaLDaeP29N49tJ74wsNpPH8I7IYoPXBbAK64zB/DnIYso6Y/DaAFZhnTGYPwdZDNYYU9vy2rClxmFU1R2S/Pvu/tVN970xye8lOae7/6yqrpTk5kku6u6Prmmo204WU/IYZDHIAliFOWOQxSCLKXkMsgBWYc4YZDHIYpDF1Nx5uML58L6Y5DFV9Ynu/oOqulUWm8+/orsvqqonJLltFmFft6p+trtft84BbyNZTMljkMUgC2AV5oxBFoMspuQxyAJYhTljkMUgi0EWU7Pm4Qrny1BVt8ninRs/muT4JP/Q3T9RVT+f5IZJXp7kbUnuluRpSR7U3Resa7zbSRZT8hhkMcgCWIU5Y5DFIIspeQyyAFZhzhhkMchikMXUnHm4wvkydPeZVfWQJLdI8q9J3lVVj07y1Ul+OclHl03/xUn+Ockl6xvt9pLFlDwGWQyyAFZhzhhkMchiSh6DLIBVmDMGWQyyGGQxNWceCucj0N3nZHEZearq2CTflOTUJGd19wVVddMkz03yol6+6+VeJYspeQyyGGQBrMKcMchikMWUPAZZAKswZwyyGGQxyGJqrjyO2YnB7jE3S3KrJG/q7n+tqptl0fK/pruft96h7ThZTMljkMUgC2AV5oxBFoMspuQxyAJYhTljkMUgi0EWU1vOQ+G8us8nuXqSk6vqXklem+Qvk/z2Wke1HrKYkscgi0EWwCrMGYMsBllMyWOQBbAKc8Ygi0EWgyymtpyHNw3cgqo6McnTk5yX5N3dvV9feLI4gDwGWQyyAFZhzhhkMchiSh6DLIBVmDMGWQyyGGQxtdU8FM5bVFXHJbmkBSiLA8hjkMUgC2AV5oxBFoMspuQxyAJYhTljkMUgi0EWU1vJQ+EMAAAAAMAs7OEMAAAAAMAsFM4AAAAAAMxC4QwAAAAAwCwUzgAAAAAAzELhDADAnlBVN6qq11fV2VX1t1X1nKo6Yebv8cNV9aiZn/P7quoGm26/sKpuvfz8j6vqKw/yNU+vqp+ccxwAADAHhTMAAEe9qqokr03yB939dUlukeSqSZ415/fp7ud39+/O+ZxJvi/Jlwvn7v7B7v7w8vP7d/fnZv5+AACwbRTOAADsBfdKckF3vzhJuvuSJE9K8gNV9SPLK5/fWFVnVdXPbnxRVX1vVf1lVb2vqn6rqo5d3v/FqnpWVb2/qv6iqq63vP/LVxZX1Z9V1S8sv/5vqupblvdfuapeVVUfqKrfr6p3V9WdqurYqnpJVX2oqj5YVU+qqocluVOSly/HcKXl895p+VyfrKprLz9/2nL8b0ny9ZvO4WbLc3tvVb2jqm65vP8lVfVrVfWuqvr48nsBAMC2UjgDALAX3CbJezff0d2fT/J3SY5LcpckJyc5McnDlwXwrZJ8V5K7d/eJSS5ZHpMkV0nyF919+yRvT/JDh/i+x3X3XZI8MclGkf0jSf6pu78hyTOT3HF5/4lJbtjdt+3u2yV5cXe/OskZSU7u7hO7+18P9k2q6o5JvjvJNyZ5SJI7b3r4BUl+tLvvmOQnkzxv02PXT3KPJA9M8uxDnAMAAMzmuHUPAAAAZlBJ+jD3v7m7z0+SqnptFiXsxVmUwe9Z7MiRKyU5d/l1Fyb5w+Xn701y70N839duOubGy8/vkeQ5SdLdH6qqDyzv/3iSm1bVc5P8UZLTVji/b0nyuu7+l+U5vGH551WTfHOSU5fnkCRX2PR1f9Ddlyb58MZV2gAAsJ0UzgAA7AVnJnno5juq6upJvjqLK5cPLKM7izL6lO5+6kGe76Lu3viaS3LodfOXDnJMHezA7v6nqrp9kvsmeXyS70zyA4c6oYM9xUHuOybJ55ZXaB9ufIccFwAAzMmWGgAA7AVvTXLlqnpUkiz3Yv7lJC9J8i9J7l1V16yqKyV5cJJ3Lr/mYVV13eXXXLOqvnaGsZyeRZmcqrp1ktstP792kmO6+zVJ/muSOyyP/0KSq13Gc749yXcs93i+WpKTki9vG/KJqnr48nvUstQGAIC1UDgDAHDUW16N/B1Z7M98dpK/SXJBkp9ZHnJ6kpcmeV+S13T3Gd394ST/Jclpy20v3pzFnseX1/OSXGf5nD+d5ANJ/jnJDZP8WVW9L4sifOPK6pckef7GmwYe4vT+Ksnvb4w/yTs2PX5yksdU1fuzuNL7QTOcAwAAbEmN3xQEAIC9p6q+L8mduvsJO/T9jk1yfHdfUFU3y+JK6lt094VbeJ5zk3xVd1+0DUMFAIDZ2cMZAADmdeUkb6uq47PYN/lxq5bNS2cmeaGyGQCAo4krnAEAAAAAmIU9nAEAAAAAmIXCGQAAAACAWSicAQAAAACYhcIZAAAAAIBZKJwBAAAAAJiFwhkAAAAAgFn8fz+c6KtvRGfOAAAAAElFTkSuQmCC",
      "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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AAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGEYigMAAAAAMIyDN70BAODAdeRjX79b605/2l328U4AAABgPWYzFPePcgAAAAAA9tZ+v3xKVd2xqk6pqo9X1WP3958PAAAAAMC49uszxavqoCR/kOToJJ9K8t6qem13n7Q/9wEAAACwBLv7nfUAnGd/Xz7lZkk+3t2fSJKqelmSuycxFAcAAABYMewG2Hf291D8qkn+Zdvbn0ryA+v8AxwaALD/OX8BYH2cqwCwb+3voXhdwG39nxZV/XySn1+9+e9VdcqF/H6HJzljN/5c66yzzjrrrNuv6+rpm/lzrbPOOuuss27kdc5f66yzzjrrrNv/63Y5f4/Yjd9j87p7v/1Icoskx297+3FJHrcXv9/7rLPOOuuss84666yzzjrrrLPOOuuss84666w7cNYd6D92ZP96b5JrV9XVq+rQJPdL8tr9vAcAAAAAAAZ18P78w7r7W1X1i0mOT3JQkj/u7o/szz0AAAAAADCu/ToUT5LufkOSN6zpt3ueddZZZ5111llnnXXWWWedddZZZ5111llnnXUH1LoDWq2uBQMAAAAAAIu3v68pDgAAAAAAG2MoDgAAAADAMGY/FK+qQ6rqkE3vY3/Ru2x6l03vsuldNr3LpnfZ9C6b3mXTu2x6l03vsi2hd7ZD8aq6RFUdneS1SV5SVffc9J72Jb16l0Sv3iXRq3dJ9OpdEr16l0Sv3iXRq3dJ9M639+BNb2BPVNXlkxyT5EeT/HmSU5O8oKo+0t2nbHRz+4BevUuiV++S6NW7JHr1LolevUuiV++S6NW7JHrn3Tu7oXhVHZrk/klumOS3u/udq9s/neTwJLN7EC6KXr0b3N7a6dW7we2tnV69G9ze2unVu8HtrZ1evRvc3trp1bvB7a2dXr0b3N7a6Z1/7xwvn3KrJHdN8pLufmdV7aiqeyX5dJL3JElVXWmTG1wzvXr1zpdevXrnS69evfOlV6/e+dKrV+986dU7q95ZDcWr6qAkD0ny6u5+x+rt2yS5eZL3r9ZcLcnvVNUdN7fT9dCrV+986dWrd7706tU7X3r16p0vvXr1zpdevXPsndvlUzrJWUm+sXr7J5IctXr7Rd19TpJPVdUfJ3lGVZ3b3W/cyE7XQ69evfOlV6/e+dKrV+986dWrd7706tU7X3r1zq63unvTe7hYqur7krwkyb8l+UySE5K8tLu/svqqxFndfUZVPSDJ3ZPcv7u/ubkd7x29evXqnQu9evXqnQu9evXqnQu9evXqnQu9eufWO7dniqe7/7Gqbp/kat39/l3uvm6SJ1fVk5NcPsmpB/oD8O3oPR+9emdF7/no1Tsres9Hr95Z0Xs+evXOit7z0at3VvSej94Z9M7umeK7qqrbJjmhu89dvf28JNdKcmKSd3f3yza5v3XTq3eT+1s3vXo3ub9106t3k/tbN716N7m/ddOrd5P7Wze9eje5v3XTq3eT+1s3vfPrnfVQvKqukOTVSZ7f3S9e3fbgJF/o7ldudHP7gF69S6JX75Lo1bskevUuiV69S6JX75Lo1bskeufZO7vLp2zX3V+oql9I8uKqukqSf870aqhPSpKqqkyD/3O3fk1VHdbd37ig3+9Ap1dv9OqdCb16o1fvTOjVG716Z0Kv3ujVOxN69WYGvbN+pviWqvqeJL+c5HNJTk9ybJJrdvcpVbVj21P5r5LkHklO7u6/2cxu955evat1emdIr97VOr0zpFfvap3eGdKrd7VO7wzp1btap3eG9OpdrTswe7t7ET+S7Nj285skeV+SW227rZIcluQ+Sc5NcstN71mvXr169erVO68fevXq3fy+9erVq1ev3k3vWa9evfPv3ZGF6G1Pye/pVVCfnOSXquoSVXVIT76R5BpJ3p7krA1tdS306tU7X3r16p0vvXr1zpdevXrnS69evfOlV++B2ruIy6fsausp+lV1me7+9223/3qSG2a6xs0HeyHxenferncB9O68Xe8C6N15u94F0Lvzdr0LoHfn7XoXQO/O2/UugN6dt+tdAL07bz8gexfzTPHttn2VYmdfVT0l0wPw5OzyAFRV7d8drpdevXrnS6/eUXur6lJVdf39v8v10atX73zp1TtY74cOlAHEOujVq3e+9Oo9kHoP3vQG9pWqOijJMVV1ZpIrJ7lBkqfk/J8AVa9scKtroVev3vnSq3eQ3g9sH0AkeV6S+1fVnbv7rze24b2kV69evXOhd9jeD/X0rL1DMv37/wFJvpDkc939jo1teC/p1Ru9emdC74Hbu9iheHefU1UnJHlnks8nuW2SM7cegO4+O8lNquqwJHdJcqskT+nuN29u13tOr97o1TsTeofs/bdtA4hLJ3lWpmvJ3THJU6vqW3rnQa/e6NU7E3pz20yDhnOq6hJJ7pXk+5NcPcnxSZ5cVY/t7tdtbNN7Qa/e6NU7E3oP3N5FXj5lS3d/OMktkxya5Oju/mZVXTHJH1bVk5I8NtOD89+SfCvJ1atqtn8nevVGr96Z0DtU7x169W10VVVJfiTJA5M8rbvfmORXktxh9UWBWdKrN3r1zoTeoXp/dDWAODTJ3ZP8VJLLJXlYdz87U+/jquqyq7+P2dGrN3r1zoTeA7N3tv/g3l3dfVKSOyfZ+uTmyNXbp3T3vZOcnOS0JK9Iclyfd/2bWdKrN3pnS6/eLK/3LltvV9VhPXlNkkcm+aOqulJ3vzXJE3p6RfLZ0qtX73zp1bvA3u2fb1wmye2SfDXJiUmOq6qrdvfrk9y1u7/aPd/Lt+nVq1fvXOg98Hprxn+/e6yq7pTkD5K8MNOD8i9J/qy7z6yaruu60Q2umV69G93gmunVu9ENrtkovVX1/Un+W3e/ctttL0ryxO4+fWMb20f06l0SvXqXZLTeJKmqRyS5eZIHdve3quo5Sd7S3cdV1Y6e+Rfhd6VX74a3uFZ69W54i2t1IPYu/pni29XqW9G7+6+SHJfkCZmuq/7s7j5zdV/P9dsTdqVX74i9m9vheunVu6T/f5OckelarcckSVXdLdOzBM73mOqdLb16l0Sv3sX8/7vqOCTJCasBxA2SXCPJ55Kkz385mdnTq3fbutnb3d6l0Kt327r9ZrEvtHlBtv0l3zPT0/dfkOSc1W07enrRs4N6utZNJblkku/o7s9ubNN7Qa/e0Xq3r6+qOyY5o7vft7/3ug569a7WbQ3GH5fkPd39Nxva8l7p7tOq6l5JXlZVt890Hddf6e5PVk3PiF/Yxyu9eofq3b5+AR+f9epd0vnbVfXXSV5bVdfM9Nol703yia01C/t4pVfvUL3bLeDjs169+/38HfXyKd+d5K6Zvl394N7lunE1vRrqy5P8a5LbZPpEaZav+pro1TtW72rNdya5cZKXJvnp7n7t/t3l+ujVW1VXTfJjSX4pyaN6uubaLFXV1ZJcOclXu/vkC7h/aR+v9J7/fr0L7l2tWdLHZ73/ec1ovUs6f6+V5G5JTklyanefusv9S/t4pff89+tdcO9qzZI+Puv9z2tG691/5293D/kjyUGr/+5Y/feQ1X+vluTdmZ61d4kkt03y/kzXntv4vvdj7xGb3rPHV+/u9u5y39bfwXdlegGHx296v3r17mnvLutumuSdSa666T2vqXvrC/MHr/67yI9Xe9B7xKb36vHVu7u9u9y2uI/Pesft3eX+RZ2/27oW/e+FPeg9YtN79Pjq3cP2xX581jte7y7t+/z8Heqa4tt19zmr/567+la5s6vq0CSvSPLu7v7Z7j4r0/VtTln9d7b2oPffNrjdvebxvcjej2VBvdtvr6qDV38HRyZ5S5KndfdvbGCLa6V3MkJvra41fiEuk+kZL2fsl43tY93Tt8b1dE25xX583nIxemd9/m7x+C7z/N3Sq3+pbFnqx+ctepffW1UHXcSSRZ2/yc5LtS3630fb7WbvIs7fxOObBZ+/u1r6x+dd6V1e76bP36GuKX5htv4hk+QlST7a3Y/Zdvctk5yZZBEv1pB8295bZNVbVYcnuVR3//Mm9rkuu/n4HpbkrE3sb92+Te+tMn1A+eZGNrePrYYR10jy2iTHdfdTt+5bXabi0Lm/P2/3bXovkeRy3b2YTwAvqncptg3Gr5jkSpnO6e/I9LHq8Eyf1B9UVQcnuXR3f3ljm10D56/zN87fRXD+On/nrqdrEI90/p472Pl7Ub1LPH935/Fd0vl7Ub3O35m/P2/n/HX+rvv8HfaZ4hdgR6bD4dFbN1TV/TJdw+a5SS5VVT9UVb9SVbfezBbX6oJ675up97ju/nqSyyd5UVXdZSM7XK8L6v2JJP8zyQu7+8tVdcWqun5VXWdTm1yjC3t8H5nk2UluXFWPqapn1fQiQ7NWVXeoqltV1SGZDoxXdPeTt91/2SQ3T/LiJbw/70bvpZPcJcm7Bum9SVU9rKqeU1U/vLmdrs0bk3w0yROT/G6Sn09yvSRvS/KC7v5akiOTPLeq7r6hPa6T89f56/ydKeev89f5O2vOX+ev83emnL/OX+fvmvQBcJ2YA+FHkssl+cckD0xyVJKHrN6+8ertlyQ5NslvJvmXJHfY9J7X3PvgJP+Q5I6r+7euW3S7JB9McvSm97yPHt+bJ7lqkl9L8tYkf5zpK1F32vSe99Hj+8OZrrP2V5k+AXx4kpMW8PheM8lnk3wtySMvYt1tk3w4ye02ved91ZvpVdbvkeRPkjwz0ys633HTe96Xj2+S/5XkOUkeleTEJHfe9J73sveGSf42yQMuYs1BmT7B/2ySa256z3vZ6/x1/jp/Z/rD+Xu++5y/zt9Z/XD+On+dv5vf9170On/Pu8/56/zd4x8un7LS3V+pqgcm+cMkn0zyqSTHJDk0ydMz/Q/2ru4+vapOS3KdJMdvar9760J6H9Hd71p9W8JNq+rj3f3WqvqtJDdK8qYNbnmv7NJ7epJPJ3lQks8k+b0kn0/ym939xqq6XZLnVNUnu/ukDW15r1zI4/vI7j6hqu6a5BNJju3uL1XVmUmuvsHt7rXu/qeq+pFM19k6I5m+/7FXHz1X3063o7vfUVXHZvr/962b2u/euqDeZLqeXqYD9P8leU53P72qfjDJQ6rqQ939mc3seO/s0nvm1u1Vdd0khyS5fpK3dveLquqkJHepqjd199mb2fHe6e4PVdXPJnnZ6t34Jdveh89ZLbtNpmtfPi8z/9ZX56/zN87f2XL+Tpy/zt85cv46f+P8nS3n78T56/zdW4bi26weiLsl+XKmr0JcMskzkrw4yeu6+yurpXfL9DT+Wdveu+0dLT1dt+jwJMdV1UOTPCzJmze1z3XZ5fE9tLu/XlX/N8m1k3wpyeOr6qTVJ0IPmOsnBFt26d2x7QPkdye5Qnd/afX2XZO8ZwNbXKvu/khVHZ3kkVX1mu7+j233dVUdNn1czZ2TvG5T+1yXXXuTfHP1GJ9YVc9KcreqOra7315VH+2ZX1ttW+8jquqVmZ7F8/BMzwg5N8lvVNVHkzw+ycfm+gnBlu4+qaruk+S+VXWZJF/f+jhdVT+U5Mcy/WPmuO7+9MY2uibO3523O3+dv7Pj/HX+On/ny/m783bnr/N3dpy/zl/n796r1ReSuABV9QOZvh3h8d39T6vbfifJdbr7xza6uTWrqmsnuVF3v6KqDurpYvfHJjktyWX7/C9WsQg1vYLv7yR55uorqI/O9MyIp237CutB2z9hmququmSmbzE5cfXzFyU5Nckdknyxu4/e6AbXaPVMjyMyfbJzRJLLJvlGkhtketXxHd19r83tcL1qus7YJZPcoruPr+nV18+tqt9L8ubufsO2tTufPTBXVXWJ7j6rqh6V5BJJ/rC7v1hVz0hydpLDuvsRq7VL6D2ku8+uqu/o6dqPP5TzPiF4+dbZtDTOX+ev83d+nL/OX+fv/Dl/nb/O3/lx/jp/nb97zjPFL9pNk3xp2ycEv5fkuzJdvyer2xZxaCT5apJHVdWh3f3S1W2XTvK33f3GrUUL6k2m6xad2d3vWL193dXbs/4gciEOTvLMqnppdz8/01ff3pLpkHzk1qIlPL6rZ3qck+QXM33gfGymTwoul+Tj3X3a1tqF9J5dVVdI8n+q6vDu/tPVXTfLdP247XYkmXVvpscymb5N7ivd/cXV20ck+avufu62tUvo/VZVHZbkNVV1SqZvfT0j04utnO8TgiW8P2/j/HX+LoXz1/mbLOM8cv46f7O6bSm9zl/n7yIeX+ev83fb2iX07tfz1zPFL0JVXSvTNXyOzfQJwrlJHtXdp1bV/TNdw+ezG9ziWlXV92b6CupxSe6Y5D+6+y6r+x6Q5E3d/a8b3OJaVdURmR7fX8/0VdTLJ3lGd394ob1HZXohlb9P8p1JDkvy8O7+ZFUdk+RvFvb+fN0kL0jy+939sl3ue2CS4xf2+H5vpms/virTt1Z9s7vvtLrvJzN91XxJvdfN9LHqD5L8YKZPAB66+qr5Ev///b4kf5HphYHu0d3f2HbfEh9f56/zd0m9R8X5u3Wf83fmnL/O34V9vHL+On+X9P7s/HX+Lql3v5y/nil+Ebr741V1p0yv0Pzp7n7etrt3JLliks/WdCH/H0ly5SSv7u7X7//d7r2evrXo/pkuYH98d//mtrvPTXJ4kn9dUO8nq+oeSX4u04sV/FGmF+BIks7yej9QVfdMcpVM15R727a7K8t7fz65qh6c5C+r6jPbnhGRJN/K8h7fE6vqfyS5dab/f39r+91ZXu/JVXW/JPfN9ArUv53p2ojJMj9e/WNV3TnTq6nfPMnbt9+d5fU6f8+zxPdn5+95nL/z73X+On+X1Ov8Pc8S35+dv+dx/s6/1/nr/N373u72Yy9+ZHqH/HyShyb5ySQnJ7nZpvel92I1HbLL27Xk3gEf36uN1Dvg47tjsN6rJzl4lN5v83ehd+a9zt/FP77O3wX3On+X3ftt/i70zrzX+bv4x9f5u+Be5+96ez1T/GJYfcvJF7r7dau375PkiUnu391vWt32o5muuzZ7o/T26lV6q+qnk5yx9N4tAz2+n0qSqvqZJJ9feu+WgR7fc5Okqh6U6ZqIS+89LfHxSu8yep2/y+51/i671/m77N4to7w/bxml1/m77F7n77J7nb/r7TUUv3hOyPQqt6mqWyd5ds7/AFwt00XtT9/UBtdstN53ZKze0R7ft2es3tEe33dmrF4fr/Quqdf787J7nb/L7nX+Lrt3tPfn0Xq9Py+71/m77F7n7xp6vdDmHqqqRyc5u7ufWVWV6Zpcz1rd/ZAkl0pyjdWakze0zbXRqzd6Z0uv3uidLb16o3e29OqN3tnSqzd6Z0uv3uxmr2eK77kjM13cPpmucfOrmS70fu8kP53kZkmuleRKVfXE7n71Jja5RkdGr169c3Vk9OrVO1dHRq9evXN1ZPTq1TtXR0avXr1zdWT06t2NXs8U30NVdYMkf5bk1CRfTvIfSR6R5NFJjkryoiRvTXKLJE9IcvfuPmsjm10DvXqjV+9M6NUbvXpnQq/e6NU7E3r1Rq/emdCrN7vZ65nie6i7P1xVd8301YfTknwiyQOS3CjJbyc5ubvPrqpvZXqQztnYZtdAr16986VXr9750qtX73zp1at3vvTq1TtfevXubq+h+F7o7tOzuoh7VR2S5AeSvDzJKd19VlVdI8nvJ3lBr17hec706o3e2dKrN3pnS6/e6J0tvXqjd7b06o3e2dKrN7vRu2Pfb3UYV09yvSTHd/fXq+qaSX43ySu7+9mb3do+oVfvkujVuyR69S6JXr1LolfvkujVuyR69S6J3t3sNRRfn68kuVySY6rq9kleleTvk/zRRne17+jVuyR69S6JXr1LolfvkujVuyR69S6JXr1Lonc3e73Q5hpV1VFJnpTkjCR/191LfYdLolfvsujVuyR69S6JXr1LolfvkujVuyR69S6J3t3rNRRfs6o6OMk5PchfrN5l07tsepdN77LpXTa9y6Z32fQum95l07tsepdtT3oNxQEAAAAAGIZrigMAAAAAMAxDcQAAAAAAhmEoDgAAAADAMAzFAQAAAAAYhqE4AACLV1VXq6rXVNWpVfVPVfWMqjp0zX/GQ6vqp9b8ez6oqq6y7e3nV9X1Vj9/Q1X9lwv4NU+qqsescx8AALAkhuIAACxaVVWSVyX5i+6+dpLrJLlMkqeu88/p7ud095+s8/dM8qAkO4fi3f1z3X3S6ud37u4vrfnPAwCAxTMUBwBg6W6f5KzufmGSdPc5SX45yc9U1S+snkH+11V1SlU9cesXVdVPVtXfV9UHquq5VXXQ6vZ/r6qnVtUHq+o9VfVdq9t3PkO7qt5WVU9f/fqPVdVtVrdfqqpeXlUfqqo/r6q/q6qbVtVBVXVsVZ1YVR+uql+uqnsnuWmSP13t4ZKr3/emq9/r9Ko6fPXzJ6z2/+Yk/31bwzVXbe+vqndW1XVXtx9bVc+sqndX1SdWfxYAAAzBUBwAgKW7fpL3b7+hu7+S5J+THJzkZkmOSXJUkvushtTfk+Qnktyqu49Kcs5qTZJcOsl7uvtGSd6R5MEX8uce3N03S/JLSbaG7b+Q5IvdfcMkT0lyk9XtRyW5and/b3ffIMkLu/sVSd6X5JjuPqq7v35Bf0hV3STJ/ZJ8X5J7Jvn+bXc/L8kjuvsmSR6T5Nnb7rtyklsnuWuSp11IAwAALM7Bm94AAADsY5WkL+L2N3X3mUlSVa/KNCj+VqaB9Xunq6/kkkk+t/p130zyl6ufvz/J0Rfy575q25ojVz+/dZJnJEl3n1hVH1rd/okk16iq30/y+iRvvBh9t0ny6u7+2qrhtav/XibJLZMct2pIksO2/bq/6O5zk5y09Wx3AAAYgaE4AABL95Ek99p+Q1VdLsl/zfQM8F0H5p1pYP6i7n7cBfx+Z3f31q85Jxf+OfU3LmBNXdDC7v5iVd0oyR2SPDzJfZP8zIUFXdBvcQG37UjypdUz3S9qfxe6LwAAWCKXTwEAYOnekuRSVfVTSbK6NvjvJjk2ydeSHF1VV6iqSya5R5J3rX7NvavqSqtfc4WqOmINezkh08A7VXW9JDdY/fzwJDu6+5VJfi3JjVfrv5rkst/m93xHkh9fXXP8sknuluy8RMxpVXWf1Z9Rq8E7AAAMzVAcAIBFWz2r+8czXS/81CQfS3JWksevlpyQ5MVJPpDkld39vu4+Kcn/TvLG1SVO3pTpGtx769lJvnP1e/5qkg8l+XKSqyZ5W1V9INOwfusZ6scmec7WC21eSN4/JPnzrf0neee2+49J8rNV9cFMz5i/+xoaAABg1uq87/wEAICxVNWDkty0u39xP/15ByU5pLvPqqprZnpG+nW6+5t78Pt8Lsl3d/fZ+2CrAACwWK4pDgAA+8+lkry1qg7JdB3vh13cgfjKR5I830AcAAAuPs8UBwAAAABgGK4pDgAAAADAMAzFAQAAAAAYhqE4AAAAAADDMBQHAAAAAGAYhuIAAAAAAAzDUBwAAAAAgGH8fxKoNPY4sFvKAAAAAElFTkSuQmCC",
      "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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",
      "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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gGiU0AAAAAADTKKEBAAAAAJhGCQ0AAAAAwDRKaAAAAAAAplFCAwAAAAAwjRIaAAAAAIBplNAAAAAAAEyjhAYAAAAAYBolNAAAAAAA0yihAQAAAACYRgkNAAAAAMA0SmgAAAAAAKZRQgMAAAAAMI0SGgAAAACAaZTQAAAAAABMo4QGAAAAAGAaJTQAAAAAANMooQEAAAAAmEYJDQAAAADANEpoAAAAAACmUUIDAAAAADCNEhoAAAAAgGmU0AAAAAAATKOEBgAAAABgGiU0AAAAAADTKKEBAAAAAJhGCQ0AAAAAwDRKaAAAAAAAplFCAwAAAAAwjRIaAAAAAIBplNAAAAAAAEyjhAYAAAAAYBolNAAAAAAA0yihAQAAAACYRgkNAAAAAMA0SmgAAAAAAKZRQgMAAAAAMI0SGgAAAACAaZTQAAAAAABMo4QGAAAAAGAaJTQAAAAAANMooQEAAAAAmEYJDQAAAADANEpoAAAAAACmUUIDAAAAADCNEhoAAAAAgGmU0AAAAAAATKOEBgAAAABgGiU0AAAAAADTKKEBAAAAAJhGCQ0AAAAAwDRKaAAAAAAAplFCAwAAAAAwjRIaAAAAAIBplNAAAAAAAEyjhAYAAAAAYBolNAAAAAAA0yihAQAAAACYRgkNAAAAAMA0SmgAAAAAAKZRQgMAAAAAMI0SGgAAAACAaZTQAAAAAABMo4QGAAAAAGAaJTQAAAAAANMooQEAAAAAmEYJDQAAAADANEpoAAAAAACmUUIDAAAAADCNEhoAAAAAgGmU0AAAAAAATKOEBgAAAABgmmN2+gGr6u5Jnp7k6CTP7+6n7fQcAAAAAA7m+o997bqnALARdrSErqqjk/x+krsm+XSSd1fV6d191k7OAwAAANibFMsAO2+nj4S+fZKPdvfHkqSq/jTJfZIctIT2JAEAXFr2EQAAAOuz0+eEvk6Sf9p2+dOL6wAAAAAA2EA7fSR07ee6/oZBVT+b5GcXF79cVWevuM+rJfncIT6+scYae9nG7pZ5GHuAsfWb65+DscYaa+wum4exxhp7iGMPsI/YtfM1dqPG7pZ5GGusscYaeynG7rOHuN5+v7K7d+wjyfcmeeO2y49L8rjLeJ/vMdZYY3dm7G6Zh7HGGmussbt/7G6Zh7HGGmussbt/7G6Zh7HGGmussYdv7L4fO306jncnuXFV3aCqjkvywCSn7/AcAAAAAADYITt6Oo7uvqCqHpHkjUmOTvJH3f2hnZwDAAAAAAA7Z6fPCZ3ufl2S1x3Gu3yescYau2Njd8s8jDXWWGON3f1jd8s8jDXWWGON3f1jd8s8jDXWWGONPXxjL6YW5/MAAAAAAIDDbqfPCQ0AAAAAwB6ihAYAAAAAYJojvoSuqmOr6th1z2Pd5LAki0EOgxyAVawRgxwGOQxyGOQArGKNGOQwyGGQw5IsvtERW0JX1eWq6q5JTk/ykqq677rntA5yWJLFIIdBDsAq1ohBDoMcBjkMcgBWsUYMchjkMMhhSRYHdsy6J3BpVNU3Jzk5yQ8n+bMkH0nygqr6UHefvdbJ7SA5LMlikMMgB2AVa8Qgh0EOgxwGOQCrWCMGOQxyGOSwJIvVjrgSuqqOS/ITSW6Z5Le6++2L6/85ydWS7IkfqhyWZDHIYZADsIo1YpDDIIdBDoMcgFWsEYMcBjkMcliSxcEdiafjuGOSk5K8pLvfXlVHVdX9kvxzkr9Jkqq6+jonuEPksCSLQQ6DHIBVrBGDHAY5DHIY5ACsYo0Y5DDIYZDDkiwO4ogqoavq6CQ/l+TV3f22xeU7JfmeJO9djLlukt+uqruvb6ZzyWFJFoMcBjkAq1gjBjkMchjkMMgBWMUaMchhkMMghyVZHJoj7XQcneS8JF9dXP7xJLdaXH5Rd1+Y5NNV9UdJnl5VF3X3m9Yy07nksCSLQQ6DHIBVrBGDHAY5DHIY5ACsYo0Y5DDIYZDDkiwOQXX3uudwiVTVdyV5SZLPJPmXJGckeVl3f2nxV4XzuvtzVfWgJPdJ8hPd/bX1zXgOOSzJYpDDIAdgFWvEIIdBDoMcBjkAq1gjBjkMchjksCSLgzvSjoROd//fqrpLkut293v3ufmmSZ5cVU9O8s1JPrKpP1A5LMlikMMgB2AVa8Qgh0EOgxwGOQCrWCMGOQxyGOSwJIuDO+KOhN5XVX1/kjO6+6LF5ecluVGSM5O8s7v/dJ3z2ylyWJLFIIdBDsAq1ohBDoMcBjkMcgBWsUYMchjkMMhhSRbf6IguoavqKkleneT53f3ixXU/k+Tz3f3KtU5uB8lhSRaDHAY5AKtYIwY5DHIY5DDIAVjFGjHIYZDDIIclWezfEXc6ju26+/NV9fAkL66qayf5VMa7UT4pSaqqMor2i7a+pqqO7+6v7u/+jlRyWJLFIIdBDsAq1ohBDoMcBjkMcgBWsUYMchjkMMhhSRb7d0QfCb2lqm6W5JeTfDbJJ5KcmuTE7j67qo7aduj7tZP8SJIPd/f/Xs9s55HDkiwGOQxyAFaxRgxyGOQwyGGQA7CKNWKQwyCHQQ5LsthHd2/ER5Kjtn1+myTvSXLHbddVkuOT3D/JRUnusO45y0EWcpCDDx8+dseHNUIOcpCDHHz48HFpPqwRcpCDHGRxaB9HZUP0tkPYe7wL5ZOTPKqqLldVx/bw1SQ3TPLXSc5b01SnksOSLAY5DHIAVrFGDHIY5DDIYZADsIo1YpDDIIdBDkuyWNqI03Hsa+uQ9qq6Ynd/edv1/yPJLTPOwfL+3sRvfhs5LMlikMMgB2AVa8Qgh0EOgxwGOQCrWCMGOQxyGOSwtNez2Jgjobfb9leGr39/VfWUjB/ok7PPD3RxQvCNI4clWQxyGOQArHJJ1oiqunxV3XznZzmfHAY5DHIY5ACscghrxAc2tVzaTg6DHAY5LO31LI5Z9wRmqaqjk5xcVeckuVaSWyR5Si6+MazFYe8b+wOWw5IsBjkMcgBWWbFGvG97wZTkeUl+oqru2d1vWNuEJ5HDIIdBDoMcgFVWrBEfWBwBeWxGF/OgJJ9P8tnuftvaJjyJHAY5DHJY2stZbGwJ3d0XVtUZSd6e5N+SfH+Sc7Z+oN19fpLbVNXxSe6V5I5JntLdf7m+WR9+cliSxSCHQQ7AKgdYIz6zrWC6QpJnZZyz7e5JnlpVF2zaGiGHQQ6DHAY5AKscYI347OL6yyW5X5LbJblBkjcmeXJVPba7/9faJj2BHAY5DHJY2stZbOTpOLZ09weT3CHJcUnu2t1fq6qrJnlOVT0pyWMzftjfluSCJDeoqo3LRA5LshjkMMgBWGWfNeJuvXj5XFVVkh9KckqSp3X3m5L8apK7Lf5wtVHkMMhhkMMgB2CVfdaIH16US8cluU+SBye5cpKHdfezM9aIx1XVlRZryMaQwyCHQQ5LezWLjS9TuvusJPdMsrXpu/7i8tnd/WNJPpzk40lekeS0Xp6fZaPIYUkWgxwGOQCrLNaIe21drqrje/jzJI9M8odVdfXufmuSJ/R4Z+uNI4dBDoMcBjkAq+zn3xlXTPIDSc5NcmaS06rqOt392iQndfe5W6+o2CRyGOQwyGFpL2ZRR/j8L5WqukeS30/ywowf8j8l+ZPuPqdqnAN2rRPcIXJYksUgh0EOwP5U1e2SfFt3v3LbdS9K8sTu/sTaJrbD5DDIYZDDIAfgYKrqF5N8T5JTuvuCqnpukrd092lVddReOdhFDoMcBjks7YUsNv5I6O22Xkbf3a9PclqSJ2ScF/vZ3X3O4rY+0g9vPxg5LB1qFuub4c6QwyAH4CA+l3Fu15OTpKrunXG0wsXWhT3w/CmH4ZBy2APkMMgBOKDFc+KxSc5YlEu3SHLDJJ9Nkr74KX02lhyGQ81h08lhaa9ksbFvTLg/2xa0+2Yc7v6CJBcurjuqxxuSHd3jXCyV5IQk39Td/7q2SU8gh6VDyWL7+Kq6e5LPdfd7dnquM8lhkAOwSnd/vKrul+RPq+ouGed9/dXu/uTWqyT2wvOnHIZDyWH7+E19zpDDIAdglcVz4xuSnF5VJ2a858y7k3xsa8weee6UQw4th+029TlDDkt7JYu9ejqOayY5KeOl9sf0Pudnq/FulC9P8v+S3CljA3nEvwvlvuSwdLAsFmO+Jcmtk7wsyU919+k7O8v55DDIAVilqq6b5FpJzu3uD+/n9j3x/CmH4WA5LMZs/HOGHAY5AKtU1Y2S3DvJ2Uk+0t0f2ef2vfLcKYccPIfFmI1/zpDD0qZnsSdL6ORif13bOvL32O4+f7FxfHmSv0/yC0lun+T3kvxod39qnXOeQQ5L+2axz21b+VwjyUeT/M/u/o31zHQuOQxyAA7FtiN/j1m8dG7PPX8mcthygCNe99xzhhwGOQCHYi//G3w7OXwjzxmDHJaO9Cz21Dmht+vuCxf/vWixQTy/qo5L8ook7+zuh3b3eRnnXzl78d+Ncwlz+IdsaA7JxbPYfv3iH9QXVdX1k7wlydOOpP/JLyk5DHIADsWieK1F8brn9hFbDjGHjd5HJN/4vgF79TlDDoMcgINZFEp7sovY7hBy2Pg9xL48ZwxyWNqELPZsCb3d1j+ckrwkyd9392O23XyHJOdknB92ox0khztmvOHK19YyuTVa/IP6hkn+Islp3f3Urduq6ppV9W3rm93OOUgOl6uqq69vdjtnVQ7A3mQfMdhHfCN7iMEeYrCHAPa1dTBY7CFW5WAPYQ+x5/cQyWbsI5TQS0dlLPC/snVFVf14kl9K8sLu/vequmpV3byqbrKuSe6A/eXwgCSPTPLsJLeuqsdU1bNqvOnKxqqqu1XVHavq2CSnJ3lFdz952+1XSvI9SV5cVfda1zxnO4QcrpDkXknescdzuE1VPayqnltVP7i+mQJrYh8x2EfEHmKLPcRgDwEchD3EYA8Re4gt9hBLm7SPOGbdE9hFrpDxP/K9q+r9Sb47yc8n+bkkn6mqX09ylyQfT/J9VfVL3f36tc12nn1zuF2ShyV5dJJzk/xukjdmnJ/pWYsc3ryuyU720SRnJPmmJI/t7mdsv7G7z03ymqr6fJLfr6r/6O63rmGesx0wh6o6Icldk9wnyeuTPKmqLuzuN6xlpnOt/H3IWB9OzHip2NOr6le7+3U7PEdgfewjBvuIwR5isIcY7CGAVewhBnuIwR5isIdY2ph9hBJ6obu/VFWnJHlOkk8k+eckD0nyLxmL3b9lnPD7TVX1A0meW1Wf7O6z1jTlKfbJ4ZNJPp3kkd19RlWdlORjSU7t7i9W1TlJbrDG6U7V3f9YVT+Uca6dzyUXf4OZqqokR3X326rq1CQ3SbJxi//+ckjGebsyFrrfS/Lc7v7Nqrpzkp+rqg9097+sZ8Zz7JPDOVvXV9VNkxyb5OZJ3trdL6qqs5Lcq6re3N3nr2fGwE6yjxjsIwZ7iMEeYrCHAFaxhxjsIQZ7iMEeYmmT9hFOx7FNd38gyb2TPDjJE7v7/Rkvgblxxg/28VV13cVfmR60aYv+lm05PCjJE7r7jMVN10xyle7+4uLySUmO2/kZ7pzu/lDGX9h+oKqusLXwL27rJMdX1eWT3DPJCWua5nT75lDjnYsv6u4zkzwryT2q6hrd/ddJHrWJC39ysRzuXOP8U/dI8ttJHpDkoiS/UVW3T/L4JCfsxkUfmMc+YrCPGOwhBnuIwR4CWMUeYrCHGOwhBnuIpU3ZR1Rf/E2b2abGO07+dpJnLP7K9CsZC93Ttv0V6ujuvnCN05xq8TKHE7v7zMXnL0rykSR3S/KF7r7rWie4Q6rqmCTXy3iyu16SKyX5apJbZLxL71Hdfb/1zXBn1DgH0QlJvre731jjXYwvqqrfTfKX21/ysf2vtZumqi7X3edV1aOTXC7Jc7r7C1X19CTnJzm+u39xMXZjcwBWs4+wj0jsIbbYQwz2EMChsIewh0jsIbbYQywd6fsIp+NY7ZZJzunuty0u33RxefsPcVf9QCc4Jskzqupl3f38JA+oqrdkLHiP3Bq0tQisa5Kz9XgX0guTPCLj5VCPzVj8r5zko9398a2xm5xFd59fVVdJ8t+r6mrd/dLFTbdP8sF9hlc29/+Pry7+e2KSL3X3FxaXr5fk9d39B9vGbnIOwGr2EfYR9hAL9hBfZw8BHAp7CHsIe4gFe4iLOaL3EU7Hsdr7k/xgVT24qn4r4wf40iSpqgctDvu/aHH5RlV12zXOdYoeJ71/dJKH13inzVcm+UqSh3X3R6vq5L2QQ5J09ycyXhrUSa7d3e/q7jdvLfxVdcpeyKK7P5PxJhm/UlW/ttgInNvdL0ySqvrJTc9h2+bvmUlOqqqfr6o/yXhCeHmyd9YIYCX7CPuIJPYQW+wh7CGAQ2YPYQ+RxB5iiz3EcKTvI5TQK3T3J5P8SJJbJ7l8kj/MOBl+Ms65ctVtw78lyXOq6p47Oced0N3vS3LfJH+c5JndfdIim2Q8GV5t2/CNzSFJuvvDSX4m43w737/PzRdk7/xOnJnkvyT51yRv7O57bL85eyeHDyd5YJJrZWTxqCRfXNy8Z9YIYP/sIwb7iMEeYrCHGOwhgFXsIQZ7iMEeYrCHWDpS9xHOCX0Iapz8/KAn9a6q707yBxl/mfs/82e2O+2FHGq8KcSnD2HcxmdxKDY9h0N96dOm5wDsn33EJbPpOdhDXDKbnoM9BLCKPcQls+k52ENcMnshhyNtH+FI6EOwtehX1U9V1b33vX1x+PtVu/tdSd6R5No7PcedtHi5x57OYWvhr6qH7vUsEr8T217m8pC9nAOwf/YRF+c5wx5iO78P9hDAgdlDXJznDHuI7fb670Ny5O0jvDHhJfP2jJfC7PvXhguS/N3iHEXXSPK5Nc1vp7wjctjy15FF4ndiyxmRA3Bg9hGD54zBHmLw+zDYQwCr2EMMnjMGe4jB78PSEbGPcDqOS6Gqbp3kzt39e9uue0OSP0nyye7+q6o6IcmNkpy/OFfLxpHDkiwGOQxyAFaxRgxyGOQwyGGQA7CKNWKQwyCHQQ5Luz0LR0JfOl9O8tCq+nh3v6aqbpbkk0le1t3nV9UjknxHxg/16lX1xO5+9TonPIkclmQxyGGQA7CKNWKQwyCHQQ6DHIBVrBGDHAY5DHJY2tVZOBL6Uqqqm2e8Q+uHkxyb5NPd/eiq+o0k10ny0iRvTfK9SZ6Q5D7dfd665juLHJZkMchhkAOwijVikMMgh0EOgxyAVawRgxwGOQxyWNrNWTgS+lLq7g9V1X2T3CTJV5K8s6pOSfKtSX4nyYcXf2W4IMm/J7lwfbOdRw5LshjkMMgBWMUaMchhkMMgh0EOwCrWiEEOgxwGOSzt5iyU0JdBd38y47D2VNXRSb47yWlJzu7u86rqhkmemeQFvXhX200khyVZDHIY5ACsYo0Y5DDIYZDDIAdgFWvEIIdBDoMclnZrFkft1APtAScmuVmSN3b3V6rqxIy/MLyyu5+93qntKDksyWKQwyAHYBVrxCCHQQ6DHAY5AKtYIwY5DHIY5LC0a7JQQh8+X0py5SQnV9Vdkrwqyd8m+cO1zmrnyWFJFoMcBjkAq1gjBjkMchjkMMgBWMUaMchhkMMgh6Vdk4U3JjyMqupWSZ6U5HNJ3tXde/GXWw7byGKQwyAHYBVrxCCHQQ6DHAY5AKtYIwY5DHIY5LC0W7JQQh9mVXVMkgt7jwcrhyVZDHIY5ACsYo0Y5DDIYZDDIAdgFWvEIIdBDoMclnZDFkpoAAAAAACmcU5oAAAAAACmUUIDAAAAADCNEhoAAAAAgGmU0AAAAAAATKOEBgBg41XVdavqz6vqI1X1j1X19Ko67jA/xs9X1YMP830+pKquve3y86vq2xefv66q/tN+vuZJVfWYwzkPAAC4LJTQAABstKqqJK9K8pruvnGSmyS5YpKnHs7H6e7ndvcfH877TPKQJF8vobv7v3b3WYvP79ndXzzMjwcAAIedEhoAgE13lyTndfcLk6S7L0zyy0l+uqoevjhC+g1VdXZVPXHri6rqJ6vqb6vqfVX1B1V19OL6L1fVU6vq/VX1N1V1jcX1Xz8Cuar+qqp+c/H1/1BVd1pcf/mqenlVfaCq/qyq3lVVt62qo6vq1Ko6s6o+WFW/XFU/luS2SV66mMMJi/u97eK+PlFVV1t8/oTF/P8yyX/e9j2cuPje3ltVb6+qmy6uP7WqnlFV76yqjy0eCwAAplBCAwCw6W6e5L3br+juLyX5VJJjktw+yclJbpXk/otS+GZJfjzJHbv7VkkuXIxJkisk+Zvu/s4kb0vyMwd43GO6+/ZJHpVkq9x+eJIvdPctkzwlyW0W198qyXW6+zu6+xZJXtjdr0jyniQnd/etuvsr+3uQqrpNkgcm+a4k901yu203Py/JL3b3bZI8Jsmzt912rSTfl+SkJE87wPcAAACX2THrngAAAExWSXrF9W/u7nOSpKpelVHMXpBREL97nM0jJyT57OLrvpbkLxafvzfJXQ/wuK/aNub6i8+/L8nTk6S7z6yqDyyu/1iSG1bVM5O8NsmbLsH3d6ckr+7u/1h8D6cv/nvFJHdIctrie0iS47d93Wu6+6IkZ20dzQ0AADMooQEA2HQfSnK/7VdU1ZWTfGvGEc77FtSdUVC/qLsft5/7O7+7t77mwhx4T/3V/Yyp/Q3s7i9U1XcmuVuSX0jygCQ/faBvaH93sZ/rjkryxcWR3Kvmd8B5AQDA4eB0HAAAbLq3JLl8VT04SRbndv6dJKcm+Y8kd62qq1TVCUl+JMk7Fl/zY1V19cXXXKWqrncY5nJGRsGcqvr2JLdYfH61JEd19yuT/HqSWy/Gn5vkSge5z7cl+dHFOaOvlOTeyddPOfLxqrr/4jFqUXQDAMCOUkIDALDRFkct/2jG+Z4/kuQfkpyX5PGLIWckeXGS9yV5ZXe/p7vPSvJrSd60OGXGmzPOoXxZPTvJtyzu878l+UCSf09ynSR/VVXvyyjHt47APjXJc7femPAA397fJfmzrfknefu2209O8tCqen/GEeH3OQzfAwAAXCK1fCUhAADsLVX1kCS37e5H7NDjHZ3k2O4+r6pOzDji+ibd/bVLcT+fTXLN7j5/wlQBAOCwcU5oAADYOZdP8taqOjbjPMwPu6QF9MKHkjxfAQ0AwJHAkdAAAAAAAEzjnNAAAAAAAEyjhAYAAAAAYBolNAAAAAAA0yihAQAAAACYRgkNAAAAAMA0SmgAAAAAAKb5/1r3q1xkBkRPAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 0-10.000\n",
      "bijeenkomstfunctie         82\n",
      "kantoorfunctie             23\n",
      "sportfunctie               22\n",
      "woonfunctie                15\n",
      "overige gebruiksfunctie    12\n",
      "onderwijsfunctie           10\n",
      "gezondheidszorgfunctie      6\n",
      "winkelfunctie               3\n",
      "industriefunctie            1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 10.000-30.000\n",
      "bijeenkomstfunctie         1369\n",
      "sportfunctie                415\n",
      "kantoorfunctie              259\n",
      "onderwijsfunctie            243\n",
      "woonfunctie                 211\n",
      "overige gebruiksfunctie      89\n",
      "gezondheidszorgfunctie       78\n",
      "industriefunctie             38\n",
      "winkelfunctie                36\n",
      "logiesfunctie                33\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 30.000-60.000\n",
      "bijeenkomstfunctie         1414\n",
      "sportfunctie                384\n",
      "onderwijsfunctie            268\n",
      "kantoorfunctie              203\n",
      "woonfunctie                 181\n",
      "overige gebruiksfunctie     108\n",
      "gezondheidszorgfunctie      100\n",
      "industriefunctie             51\n",
      "winkelfunctie                34\n",
      "logiesfunctie                26\n",
      "celfunctie                    1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 60.000-100.000\n",
      "bijeenkomstfunctie         531\n",
      "sportfunctie               161\n",
      "onderwijsfunctie           141\n",
      "woonfunctie                 82\n",
      "kantoorfunctie              80\n",
      "gezondheidszorgfunctie      43\n",
      "overige gebruiksfunctie     39\n",
      "industriefunctie            21\n",
      "winkelfunctie               19\n",
      "logiesfunctie                7\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 100.000-350.000\n",
      "bijeenkomstfunctie         667\n",
      "onderwijsfunctie           298\n",
      "sportfunctie               239\n",
      "kantoorfunctie             138\n",
      "woonfunctie                115\n",
      "overige gebruiksfunctie     60\n",
      "gezondheidszorgfunctie      55\n",
      "industriefunctie            41\n",
      "winkelfunctie               29\n",
      "logiesfunctie               12\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: >350.000\n",
      "bijeenkomstfunctie         403\n",
      "onderwijsfunctie           228\n",
      "sportfunctie               114\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 80\n",
      "industriefunctie            52\n",
      "overige gebruiksfunctie     38\n",
      "winkelfunctie               28\n",
      "gezondheidszorgfunctie      27\n",
      "logiesfunctie               26\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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DwXnAvZPcJEmAfYAzgWOAA/r7HAAcPcUaJEmSJK1gk2k9cVV9JckHga8DVwMnA28DbgockeRAuuDw+GnVIEmSJGllUwsFAFV1CHDIotVX0F01kCRJknQD4IzGkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuOmFgqS3DHJKSM/lyR5YZJtk3w6yVn9722mVYMkSZKklU0tFFTVt6tq96raHbgncDlwFHAwcGxV7QIc2y9LkiRJGsismg/tA/xvVZ0LPAo4rF9/GLDfjGqQJEmStIRZhYInAe/vb9+iqs4H6H9vP6MaJEmSJC1h6qEgyabAI4EjV/m4g5KcmOTECy+8cDrFSZIkSZrJlYKHAl+vqh/1yz9KsgNA//uCpR5UVW+rqj2qao9169bNoExJkiSpTbMIBftzbdMhgGOAA/rbBwBHz6AGSZIkSesx1VCQ5CbAg4EPj6w+FHhwkrP6bYdOswZJkiRJy9tkmk9eVZcDN1+07sd0oxFJkiRJugFwRmNJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcVMNBUm2TvLBJN9KcmaS+yTZNsmnk5zV/95mmjVIkiRJWt60rxT8M/CJqroTsBtwJnAwcGxV7QIc2y9LkiRJGsjUQkGSrYD7A+8EqKorq+pnwKOAw/q7HQbsN60aJEmSJK1smlcKbgdcCLwryclJ3pFkC+AWVXU+QP97+ynWIEmSJGkF0wwFmwD3AN5cVXcHLmMVTYWSHJTkxCQnXnjhhdOqUZIkSWreNEPB94DvVdVX+uUP0oWEHyXZAaD/fcFSD66qt1XVHlW1x7p166ZYpiRJktS2qYWCqvoh8N0kd+xX7QN8EzgGOKBfdwBw9LRqkCRJkrSyTab8/M8D3pdkU+Bs4Gl0QeSIJAcC5wGPn3INkiRJkpYx1VBQVacAeyyxaZ9pvq4kSZKk8TmjsSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1LhNVrpDkhsDjwV2Hr1/Vb1memVJkiRJmpUVQwFwNHAxcBJwxWqePMk5wKXANcDVVbVHkm2B/6ALGecAT6iqn67meSVJkiRdf8YJBbeuqodM8Bq/W1UXjSwfDBxbVYcmObhffukEzy9JkiRpAuP0KfhSkrtej6/5KOCw/vZhwH7X43NLkiRJWqVxQsH9gJOSfDvJaUlOT3LamM9fwKeSnJTkoH7dLarqfID+9/arL1uSJEnS9WWc5kMPneD5966qHyTZHvh0km+N+8A+RBwEsOOOO05QgiRJkqTlrHiloKrOBW4DPLC/ffk4j+sf+4P+9wXAUcBewI+S7ADQ/75gPY99W1XtUVV7rFu3bpyXkyRJkrQGKx7cJzmEriPwy/pVNwLeO8bjtkiy5cJt4PeAM4BjgAP6ux1AN7qRJEmSpIGM03zo0cDdga9Dd/Z/4WB/BbcAjkqy8DqHV9UnknwNOCLJgcB5wOPXVLkkSZKk68U4oeDKqqokBf931n9FVXU2sNsS638M7LOqKiVJkiRNzTh9A45I8lZg6yTPAD4DvH26ZUmSJEmalRWvFFTV65M8GLgEuCPwl1X16alXJkmSJGkmxmk+RB8CDAKSJEnSBmi9oSDJpXSTj/3aJqCqaqupVSVJkiRpZtYbCqpqnBGGJEmSJM25sZoPAfSzEm+2sFxV502lIkmSJEkzNc7kZY9MchbwHeA44Bzgv6ZclyRJkqQZGWdI0r8C7g38v6q6Ld0cA1+calWSJEmSZmacUHBVP+HYRkk2qqrPArtPtyxJkiRJszJOn4KfJbkp8HngfUkuAK6eblmSJEmSZmWcKwWPAn4BvAj4BPC/wMOnWZQkSZKk2RknFDypqq6pqqur6rCq+hfgJdMuTJIkSdJsjNN86HFJfllV7wNI8kZGhiaVJEmSNN/GCQWPAY5J8ivgocBPquq50y1LkiRJ0qysNxQk2XZk8Y+Bj9ANRfqaJNtW1U+mXJskSZKkGVjuSsFJQAEZ+b1v/1PA7aZenSRJkqSpW28o6CcqkyRJkrSBW7FPQZIbAc8G7t+v+hzw1qq6aop1SZIkSZqRcToavxm4EfCmfvkP+nV/PK2iJEmSJM3OOKFgz6rabWT5v5OcOq2CJEmSJM3WOJOXXZPk9gsLSW4HXDO9kiRJkiTN0jhXCv4c+GySs+lGINoJeNpUq5IkSZI0MyuGgqo6NskuwB3pQsG3quqKqVcmSZIkaSaWm7zsMevZdPskVNWHp1STJEmSpBla7krBI5bZVoChQJIkSdoALDd5mf0GJEmSpAaMM3nZ1sAfAjuP3r+qnj+1qiRJkiTNzDijD/0n8GXgdOBX0y1HkiRJ0qyNEwo2q6oXT70SSZIkSYMYZ/Ky9yR5RpIdkmy78DP1yiRJkiTNxDhXCq4E/h54Bd2oQ/S/bzetoiRJkiTNzjih4MXAb1bVRdMuRpIkSdLsjdN86BvA5dMuRJIkSdIwxrlScA1wSpLPAlcsrHRIUkmSJGnDME4o+Ej/I0mSJGkDtGIoqKrDkmwO7FhV355BTZIkSZJmaMU+BUkeAZwCfKJf3j3JMVOuS5IkSdKMjNPR+FXAXsDPAKrqFOC2U6tIkiRJ0kyNEwqurqqLF62rJe8pSZIkae6M09H4jCRPBjZOsgvwfOBL0y1LkiRJ0qyMc6XgecBd6IYjPRy4GHjBNIuSJEmSNDvjXCnYt6peAbxiYUWSxwNHTq0qSZIkSTMzzpWCl425TpIkSdIcWu+VgiQPBR4G3CrJv4xs2gq4etqFSZIkSZqN5ZoP/QA4EXgkcNLI+kuBF02zKEmSJEmzs95QUFWnAqcmObyqrkpyI2BX4PtV9dOZVShJkiRpqtbbpyDJW5LcpQ8ENwNOBf4dODnJ/jOrUJIkSdJULdfR+Ler6hv97acB/6+q7grcE3jJ1CuTJEmSNBPLhYIrR24/GPgIQFX9cJoFSZIkSZqt5ULBz5I8PMndgb2BTwAk2QTYfBbFSZIkSZq+5UYfeibwL8AtgReOXCHYB/j4tAuTJEmSNBvLjT70/4CHLLH+k8Anp1mUJEmSpNkZZ0ZjSZIkSRswQ4EkSZLUOEOBJEmS1Lj19ilI8uLlHlhVb7j+y5EkSZI0a8uNPrRl//uOwJ7AMf3yI4DPT7MoSZIkSbOz3OhDrwZI8ingHlV1ab/8KuDImVQnSZIkaerG6VOwI9ed3fhKYOepVCNJkiRp5pZrPrTgPcBXkxwFFPBo4N+nWpUkSZKkmVkxFFTVa5P8F/Db/aqnVdXJ0y1LkiRJ0qwsN/rQVlV1SZJtgXP6n4Vt21bVT6ZfniRJkqRpW+5KweHAw4GT6JoNZdHv2029OkmSJElTt9zoQw/vf992duVIkiRJmrUVRx9K56lJXtkv75hkr+mXJkmSJGkWxhmS9E3AfYAn98uXAm+cWkWSJEmSZmqcIUnvVVX3SHIyQFX9NMmmU65LkiRJ0oyMc6XgqiQb03UuJsk64FdTrUqSJEnSzIwTCv4FOArYPslrgeOBv5lqVZIkSZJmZpzJy96X5CRgH7rhSPerqjOnXpkkSZKkmRinTwHAWcAlC/dPsmNVnTe1qiRJkiTNzIqhIMnzgEOAHwHXcO3kZXebbmmSJEmSZmGcKwUvAO5YVT+edjGSJEmSZm+cjsbfBS6ediGSJEmShrHeKwVJXtzfPBv4XJKPA1csbK+qN4zzAv1wpicC36+qhyfZFvgPYGfgHOAJVfXTNVUvSZIkaWLLXSnYsv85D/g0sOnIui1X8RovAEZHKzoYOLaqdgGO7ZclSZIkDWS9Vwqq6tWTPnmSWwP7Aq8FFq48PAp4QH/7MOBzwEsnfS1JkiRJa7Nc86GP0s9ivJSqeuQYz/9PwEu47pWFW1TV+f1znJ9k+/W8/kHAQQA77rjjGC8lSZIkaS2WG33o9ZM8cZKHAxdU1UlJHrDax1fV24C3Aeyxxx7rDSeSJEmSJrNc86HjFm4n2RzYsaq+vYrn3ht4ZJKHAZsBWyV5L/CjJDv0Vwl2AC5YY+2SJEmSrgcrDkma5BHAKcAn+uXdkxyz0uOq6mVVdeuq2hl4EvDfVfVU4BjggP5uBwBHr610SZIkSdeHceYpeBWwF/AzgKo6hW440bU6FHhwkrOAB/fLkiRJkgYyzozGV1fVxUnW/CJV9Tm6UYboZ0beZ81PJkmSJOl6NU4oOCPJk4GNk+wCPB/40nTLkiRJkjQr4zQfeh5wF7rZjA8HLgZeOMWaJEmSJM3QilcKqupy4BVJ/qaqLptBTZIkSZJmaJzRh+6b5JvAmf3ybkneNPXKJEmSJM3EOM2H/hH4feDHAFV1KnD/aRYlSZIkaXbGCQVU1XcXrbpmCrVIkiRJGsA4ow99N8l9gUqyKd3oQ2dOtyxJkiRJszLOlYJnAc8FbgV8D9i9X5YkSZK0ARjnSkGq6ilTr0SSJEnSIMa5UvClJJ9KcmCSraddkCRJkqTZWjEUVNUuwF/QTWD29SQfS/LUqVcmSZIkaSbGHX3oq1X1YmAv4CfAYVOtSpIkSdLMjDN52VZJDkjyX8CXgPPpwoEkSZKkDcA4HY1PBT4CvKaqTphuOZIkSZJmbZxQcLuqqiRbTL0aSZIkSTM3Tp+Ceyf5Jv2EZUl2S/Km6ZYlSZIkaVbGCQX/BPw+8GOAqjoVuP8Ua5IkSZI0Q+OOPvTdRauumUItkiRJkgYwTp+C7ya5L1BJNgWeT9+USJIkSdL8G+dKwbOA5wK3Ar4P7N4vS5IkSdoArHiloKouAp4yg1okSZIkDWCcyctuneSoJBck+VGSDyW59SyKkyRJkjR94zQfehdwDPAbdE2IPtqvkyRJkrQBGCcUrKuqd1XV1f3Pu4F1U65LkiRJ0oyMEwouSvLUJBv3P0+ln7NAkiRJ0vwbJxQ8HXgC8EPgfOBx/TpJkiRJG4BxRh86D3jkDGqRJEmSNID1hoIk/wrU+rZX1fOnUpEkSZKkmVruSsGJI7dfDRwy5VokSZIkDWC9oaCqDlu4neSFo8uSJEmSNhzjdDSGZZoRSZIkSZpv44YCSZIkSRuo5ToaX8q1VwhukuSShU1AVdVW0y5OkiRJ0vQt16dgy1kWIkmSJGkYNh+SJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaN7VQkGSzJF9NcmqSbyR5db9+2ySfTnJW/3ubadUgSZIkaWXTvFJwBfDAqtoN2B14SJJ7AwcDx1bVLsCx/bIkSZKkgUwtFFTn5/3ijfqfAh4FHNavPwzYb1o1SJIkSVrZVPsUJNk4ySnABcCnq+orwC2q6nyA/vf263nsQUlOTHLihRdeOM0yJUmSpKZNNRRU1TVVtTtwa2CvJLuu4rFvq6o9qmqPdevWTa1GSZIkqXUzGX2oqn4GfA54CPCjJDsA9L8vmEUNkiRJkpY2zdGH1iXZur+9OfAg4FvAMcAB/d0OAI6eVg2SJEmSVrbJFJ97B+CwJBvThY8jqupjSU4AjkhyIHAe8Pgp1iBJkiRpBVMLBVV1GnD3Jdb/GNhnWq8rSZIkaXWc0ViSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWqcoUCSJElqnKFAkiRJapyhQJIkSWrcJkMXoPm088EfH7qEZZ1z6L5DlyBJkjQ3vFIgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOycukAdzQJ38DJ4CTJKklXimQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaN7VQkOQ2ST6b5Mwk30jygn79tkk+neSs/vc206pBkiRJ0sqmeaXgauBPq+q3gHsDz01yZ+Bg4Niq2gU4tl+WJEmSNJCphYKqOr+qvt7fvhQ4E7gV8CjgsP5uhwH7TasGSZIkSSubSZ+CJDsDdwe+Atyiqs6HLjgA26/nMQclOTHJiRdeeOEsypQkSZKaNPVQkOSmwIeAF1bVJeM+rqreVlV7VNUe69atm16BkiRJUuOmGgqS3IguELyvqj7cr/5Rkh367TsAF0yzBkmSJEnLm+boQwHeCZxZVW8Y2XQMcEB/+wDg6GnVIEmSJGllm0zxufcG/gA4Pckp/bqXA4cCRyQ5EDgPePwUa5AkSZK0gqmFgqo6Hsh6Nu8zrdeVJEmStDrOaCxJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1zlAgSZIkNW6ToQuQpLXY+eCPD13Css45dN+hS5AkaWxeKZAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhq3ydAFSJKGsfPBHx+6hGWdc+i+Q5cgSc3wSoEkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktS4qYWCJP+W5IIkZ4ys2zbJp5Oc1f/eZlqvL0mSJGk807xS8G7gIYvWHQwcW1W7AMf2y5IkSZIGNLVQUFWfB36yaPWjgMP624cB+03r9SVJkiSNZ5MZv94tqup8gKo6P8n267tjkoOAgwB23HHHGZUnSdJ4dj7440OXsKxzDt136BIkzZEbbEfjqnpbVe1RVXusW7du6HIkSZKkDdasQ8GPkuwA0P++YMavL0mSJGmRWYeCY4AD+tsHAEfP+PUlSZIkLTLNIUnfD5wA3DHJ95IcCBwKPDjJWcCD+2VJkiRJA5paR+Oq2n89m/aZ1mtKkiRJWr0bbEdjSZIkSbNhKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGmcokCRJkhpnKJAkSZIaZyiQJEmSGrfJ0AVIkqQ27Xzwx4cuYVnnHLrv0CVIM+OVAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGGAkmSJKlxhgJJkiSpcYYCSZIkqXGbDF2AJEmSVm/ngz8+dAkrOufQfYcuQWPySoEkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktQ4Q4EkSZLUOEOBJEmS1DhDgSRJktS4TYYuQJIkSRrCzgd/fOgSlnXOofvO7LW8UiBJkiQ1zlAgSZIkNc5QIEmSJDXOUCBJkiQ1bpBQkOQhSb6d5H+SHDxEDZIkSZI6Mw8FSTYG3gg8FLgzsH+SO8+6DkmSJEmdIa4U7AX8T1WdXVVXAh8AHjVAHZIkSZKAVNVsXzB5HPCQqvrjfvkPgHtV1Z8sut9BwEH94h2Bb8+00NXZDrho6CLmnPtwMu6/ybkPJ+c+nIz7b3Luw8m4/yZ3Q9+HO1XVuqU2DDF5WZZY92vJpKreBrxt+uVMLsmJVbXH0HXMM/fhZNx/k3MfTs59OBn33+Tch5Nx/01unvfhEM2HvgfcZmT51sAPBqhDkiRJEsOEgq8BuyS5bZJNgScBxwxQhyRJkiQGaD5UVVcn+RPgk8DGwL9V1TdmXcf1bC6aOd3AuQ8n4/6bnPtwcu7Dybj/Juc+nIz7b3Jzuw9n3tFYkiRJ0g2LMxpLkiRJjTMUSJIkSY0zFEiSJEmNMxRIktYkyR2SHJvkjH75bkn+Yui6JEmrZyhYI78Mrx9JdkryoP725km2HLqmeZHkJklemeTt/fIuSR4+dF3zwv13vXg78DLgKoCqOo1umGmtgp+Dk0uyxdA1zCuPZ64fSe6X5Gn97XVJbjt0TatlKFg7vwwnlOQZwAeBt/arbg18ZLCC5s+7gCuA+/TL3wP+erhy5o77b3I3qaqvLlp39SCVzCk/ByeT5L5Jvgmc2S/vluRNA5c1bzyemVCSQ4CX0u1HgBsB7x2uorUxFKydX4aTey6wN3AJQFWdBWw/aEXz5fZV9Tqu/SD/BZBhS5or7r/JXZTk9kABJHkccP6wJc0dPwcn84/A7wM/BqiqU4H7D1rR/PF4ZnKPBh4JXAZQVT8A5u6K38wnL9uA+GU4uSuq6sqkOw5Lsgn9/tRYrkyyOde+B29Pd+Zb43H/Te65dBP13CnJ94HvAE8dtqS54+fghKrquwv7r3fNULXMKY9nJndlVVWShX04l83ZDAVr55fh5I5L8nJg8yQPBp4DfHTgmubJIcAngNskeR/d2cY/GrSi+eL+m1BVnQ08qP8C3KiqLh26pjnk5+BkvpvkvkAl2RR4Pn1TIo3N45nJHZHkrcDWfZPAp9M1y5orzmg8Ib8M1y7JRsCBwO/RNdv4JPCO8k05tiQ3B+5Nt/++XFUXDVzSXHH/rU2Sp1bVe5O8eKntVfWGWdc0r/wcnEyS7YB/Bh5Et/8+Bbygqn48aGFzyOOZyfSh/v/+H1fVpwcuadUMBavkl6GGluROVfWtJPdYantVfX3WNc0T99/kkjyzqt7ad65brKrqNTMvStKqeDyjxWw+tHoL7cSW6kBiwhpDkiOq6glJTmeJfVZVdxugrHnyYuAg4B+W2FbAA2dbztxx/02oqhZGyvlMVX1xdFuSvQcoae74OTiZJC+pqtcl+VeW3n/PH6CseePxzISSHF9V90tyKdfdZ6E7QbLVQKWtiVcK1ijJ3kt9GS5ep1+XZIeqOj/JTkttr6pzZ13TPEqyWVX9cqV1Wpr7b3JJvl5V91hpnX6dn4OTSfKIqvpokgOW2l5Vh826pnnl8YwWOCTp2v3rmOu0SFUtjGrwnKo6d/SHrpOdxvOlMddpae6/NUpynyR/CqxL8uKRn1cBGw9c3lzwc3AyVbXQGfvyqjps9Ae4fMja5pDHMxNK8p5x1t3Q2XxolZLcB7gv/ZfhyKat8MtwtR5MN9nHqIcusU4jktwSuBXdaCV359qx9bcCbjJYYXPC/Xe92BS4Kd13yGjTg0uAxw1S0fzyc3AyLwOOHGOdFvF45np1l9GFfmjhew5Uy5oZClbPL8MJJXk23Zmw2yc5bWTTlnimdhy/Tzd05q3p2sUvHNReArx8oJrmiftvQlV1HN1Qmu+2mcva+Dk4mSQPBR4G3CrJv4xs2gon3hqXxzMTSvIyuu+NzZNcsrAauJJumNe5Yp+CNUqyk1+Ga5PkZsA2wN8CB49surSqfjJMVfMnyWOr6kND1zGv3H+TS/Jp4PFV9bN+eRvgA1X1+4MWNgf8HJxMkt2A3YHXAH85sulS4LNV9dMh6ppHHs9MLsnfVtXLhq5jUvYpWLt3JNl6YSHJNkk+OWA9c6OqLq6qc+jGlv7JSDvaq5Lca9jq5so9l3gP/vWA9cwb99/ktlsIBAD9gdj2w5UzP/wcnExVndr3H7gr8N6R/gRH48zkq+XxzOS+2gd9AJJsnWS/AetZE0PB2vllOLk3Az8fWb6sX6fxPHSJ9+DDhitn7rj/JverJDsuLPQj6Xj5eXX8HJzMp4DNR5Y3Bz4zUC3zyuOZyR1SVRcvLPT7c6l5XG7Q7FOwdr9KsmNVnQd+Ga5RRmftrKpf9Z1zNJ6Nk9y4qq4ASLI5cOOBa5on7r/JvQI4Pslx/fL96eaA0Pj8HJzMZlX1f6Gqqn6exAEDVsfjmcktdZJ97v4fz13BNyB+GU7u7CTP59qzYs8Bzh6wnnnzXuDYJO+i+wB/OuDY3ONz/02oqj7Rzwx9b7rOdS+qqosGLmve+Dk4mcuS3GNhJvIk9wR+MXBN88bjmcmdmOQNwBvpvk+eB5w0bEmrZ0fjCSTZjmu/DE/wy3B1kmwP/AvdDLIFHAu8sKouGLSwOdKPwLEP3XvwU1VlO9BVcP9NLsmtgJ0YOclUVZ8frqL54ufgZJLsCXwA+EG/agfgiVU1dwdkQ/J4ZjJJtgBeCTyI/vsE+OuqumzQwlbJUDABvwwltSzJ3wFPBL4B/KpfXVX1yOGqUmuS3Ai4I93B2Leq6qqBS5o7Hs8IDAVr5pfh5JKsA54B7Mx1P4iePlRN8yTJY4C/o+sQlv6nqmqrQQubE+6/ySX5NnC3hX4ZWj0/ByeX5L78+v7798EKmjMez0wuyR2AP+PX34cPHKqmtbBPwdrtB9zRL8OJHA18gW6kiGsGrmUevQ54RFWdOXQhc8r9N7mzgRvhEJCT8HNwAkneA9weOIVr918BhoLx7YfHM5M6EngL8A7m+P+xoWDt/DKc3E2q6qVDFzHHfuQB7UTcf5O7HDglybGMfBZW1fOHK2nu+Dk4mT2AO5fNHibh8czkrq6quR9K2FCwdn4ZTu5jSR5WVf85dCFz6sQk/wF8hOu+Bz88WEXzxf03uWP6H62dn4OTOQO4JXD+0IXMMY9nJvfRJM8BjuK6+3CuZie3T8EaJTlgqfX9jIoaQ5JLgS3o/gNdhW26V6UfSnOxsi3yeNx/uiHwc3AyST4L7A58lesejNkefkwez0wuyXeWWF1VdbuZFzMBQ4EkaU36L8Jf+xKZty9Cza8kv7PU+qo6bqn1ktbP5kNr5Jfh5JLcf6n1DoM2npFJt67DM93jcf9dL/YYub0Z8Hhg24FqmUt+Dk7Gg//JeTwzuSR/uNT6eRsFy1Cwdn4ZTu7PR25vBuxFNwPgXA3hNaCPjdzeDHg0107go5W5/yZUVT9etOqfkhwP/OUQ9cwpPwcn0De/Wjig3ZSuw+xlNr9aFY9nJrfnyO3N6CbF/DpzNgqWzYeuR0mOr6r7DV3HvEpyG+B1VbX/0LXMoyQbAZ+Zt3GRbyjcf6uX5B4jixvRHVw8u6p2G6ikuefn4GSS7AfsVVUvH7qWeebxzGSS3Ax4z7z1bfFKwRqt58twy4HK2VB8D9h16CLm2C7AjkMXMcfcf6v3DyO3rwa+AzxhoFo2FH4OTqCqPpLk4KHrmCcez0zF5XTfKXPFULB2fhlOKMm/cu1l343oRpA4dbCC5syiy+YAPwQc73xM7r+1S/KCqvpn4JVVdfzQ9cwzPwcn089MvmDhgNYmEKvj8cyEknyU6/4/vjNwxHAVrY3Nh1Zp4cswyf38MpzMomHQrgbOqaovDlXPvEiyd1V9MclmVfXLoeuZN+6/ySU5pap2T/L1qrrHyo/Q+vg5OJlFQwtfDZwDvL2qLhimovnh8czkkty4qq5YNArW1cC5VfW9oepaK0PBKvllOLkkx1bVPkn+zpk8Vy/JSVV1T9+Da+P+m1yS9wP3AdYB/zu6iW5s7rsNUtgc8XNwMgv7LckTqmruzsjeEHg8M7mFfZfkPVX1B0PXMymbD63emUnOAdYlOW1kvV+G49uhT9WPTPIBun33f6rq68OUNTeu6s+O3TrJvyze6CyUK3L/Taiq9k9yS+CTwFx1pLsB8XNwMg9L8hfAwcxhM40bCI9nJrdpf7XvvouasgFQVR8eoKY1MxSskl+G14u/pPsgvzXwhkXbCofiW8nDgQfR7aeTBq5lHrn/rgdV9UPg/0YZSrINcJuqOm39j9IIPwcn8wngImCLJJeMrHdG6DF5PHO9eBbwFGBr4BGLthUwV6HA5kNrNNLRbtl1WlqS0HVSfM3QtcyrpdqBLrSXH6qmeZJkt6qyQ+cEknyO7mBiE+AU4ELguKp68YBlzZUkr6yqvxq6jnmV5OiqetTQdahtSQ6sqncOXcekDAVrtFQbvCQnV9Xdh6pp3iy07R66jnm1nvegbUPHlGQd8AxgZ0aumjqj8fgWPvOS/DHdVYJDkpxms4PxJdkbOKWqLkvyVOAewD9X1bkDl6YNXJLTWXqkJpsPrVKSLYAXATtW1UFJdgHuWFUfW+GhNyg2H1qlJPsDTwZum+SYkU1bAYtn99Tyvpxkz6r62tCFzJMk9wHuS9cOdPSM7FbAxsNUNZeOBr4AfAa4ZuBa5tUmSXagG77wFUMXM6feDOyWZDfgJcA76WZB/Z1lHyVgyaGFAS4GTgT+tKrOnn1Vc+PhQxewAfk3uuao9+2XvwccCRgKNnBfAs4HtuO6Y/teCtiWdnV+F3hmknOBy/DsxLg2BW5K9/93dIKZS4DHDVLRfLqJo75M7DV07ZGPr6qvJbkdcNbANc2bq6uqkjyK7grBOxcNU6rlvQH4AXA43XfIk4BbAt+mO1B7wGCV3cCNXo1KshOwS1V9JsnmeHy4Wrevqif2J46pql/0zaTnis2H1qi/VPSLqvpVkjsAdwL+q6quGri0udF/CP0aL5uvLMnGwH9UlSFgjZL8NfClqvrPoWuZV0m2raqfLFp326r6zlA1zZskx9F1mn0acH+6fhmnVNVdBy1sTiT5SlXda9G6L1fVvZOcWlW7re+x6iR5BnAQsG1V3b5v+vKWqtpn4NLmRpIvAfsAX+yHKL098P6q2mvg0lZlo6ELmGOfBzZLcivgWLoP9HcPWtGc6Q/+t6brsf8IYGsDwXiq6hpg26HrmHMvAD6W5JdJLu1/LlnxURr10ST/N8pLkjsDHx2wnnn0ROAK4MB+RKdbAX8/bElz5VdJnpBko/5ndCZez3qO57nA3nRXm6mqs4DtB61o/hxCF+5vk+R9dMeFLxm2pNXzSsEajUxY8Txg86p6nR2NVyfJC+g6ei4M2fVo4G1V9a/DVTU/kvwDsAtdu8XLFtbP27jIml9J9qX74tsXuCNdW/inVNUpQ9aldvRN1v6ZbjK9Ar5M1+Hz+8A9nal3ZQtXW0YGDtgE+LpNeVcnyc2Be9M1Y/tyVV00cEmrZpuxtUvf4fMpwIH9Ovfn6hwI3KuqLoNuhkrgBMBQMJ5t6Tq3j45nPnfjIg8pySPpmmwAfG7eRooYWlV9PMmNgE/R9W/Zrz/LqBUkOb6q7reejrIF/AT4+6p60+yrmw99M8pnV9Xi8eEXGAjGc1ySlwObJ3kw8By84jeWJHeqqm8lWRj17/z+945Jdpy3SQi9UrBG/UyUf0rXfuzv+rMVL3Q21PH1w6HtWVW/7Jc3A75mW1rNQpJDgT2B9/Wr9gdOqqqDh6tqPiT5V657IPtA4GzgHHBW6OtDf9bxS1V1x6FruSFL8t9V5URvE0iyEd1Jut+jO8v9yap6+7BVzYckb+uHIP3sEptr3t6bhgINph9O8wDgKLoPokcB766qfxqyrnmR5NZ0V1X2pjtAOx54QVV9b9DC5kSS04Ddq+pX/fLGwMleMl/ZSqPjVNVhs6plXiXZqqouSbJk36Cq+kmSHarq/KW2q2MzyskleU1V/eXI8sbAv1fVUwYsa270oeo+G8LEoYaCNUqyB/Byfn3iIw8oVqG/5Ha/fvELVXXykPXMkySfphuG7z39qqfSted+8HBVzY8+FDxgYfSc/uDsc/4f1iwk+VhVPTzJUiM1VVXdbuZFzaEk71pidTkJ4fiSvBv4dlX9bZJN6QLWyVX1qkELmyNJTqiq+wxdx6QMBWuU5NvAnwOnA79aWO/oOavTT9hzf7oz3V+oqlMHLmluJDmlqnZfaZ2W1o8nfSjwWborVfcHXlZVHxi0sDmQ5IiqesL6ZkQ1WEnzox9P/310xzO/Sze8+j8OW9V8SfJqurmqPlxzfGBtKFijhU5iQ9cxz0ZGH/oQ3UGZow+tQpLP0A2D+/5+1f7A0xxbenz9bLx70r3/vtIPCakVLDRrca6RySX5d7qZtb9QVd8aup55YzPKtRvpHAtwI+CtwBfpZtVm3jrJDqkfMGAL4Grgl1w7GetWyz7wBsZQsEZJ9qE7CDuWboxpwHaMq9E337jPyOhDWwAneJZxPEl2BP4/uqH4oPswf4EHZONbNPrQcVXliBuaqSQPpGtC+dvA7YBTgM9X1T8PWde8sBnl2q2nc+yCueskq8kZCtYoyXvpZjH+Btc2H7Id4yo4+pCGtJ7Rh06sqpcNV9V8WTSc5qZ0Zxsvm7ezY0PrO3buSdd041nAL6rqTsNWNR9sRqkbgiTHLr5Kv9S6GzrH1V+73Tx4ndi7gK8kOapf3g/4t+HKmS8jk/bcm+7A7ATgRVV19qCFzY+Hcd3Rhw4DTgYMBWOqqi1Hl5PsB+w1TDXzKcmxdM0OTqBrRrRnVV0wbFVz5aIkT+W6zSh/PGA9cyfJjYHH8usDp7xmqJrmRX8y8ybAdkm2oWs2BLAV8BuDFbZGGw1dwBz7cpI7D13EPKuqNwBPo5uk56d07eHt3DS+w4EjgB3oPnyO5NovRo1n65HbNxuqiA1FVX2E606mp5WdBlwJ7ArcDdg1yebDljRXng48Afgh3cRRj+vXaXxH0w0JfjXdsK4LP1rZM4GT6FqOnDTyczTwxgHrWhObD61RkjOB2wPfoetTsNCpxPbwY0rynqr6g5XWaWkLU9MvWvflqrr3UDXNkyRPoht96HM4+tCaJHnMyOJGwB7A72wIQ/PNWpKb0p0k+TPgllV144FLmgtJblNV31207pYOGjC+JGdU1a5D1zHPkjxvQxgkxeZDa/eQoQvYANxldKFvV3vPgWqZR59NcjDwAbrmQ08EPr4wGdLC+Ptar33pmqv9FDgPeKkHEqv2iJHbV9PNaPyoYUqZT0meR9fR+J7AuXTvyS8MWtR8+U6SI4GnV9Uv+nX/Cdxjmcfour6U5K5VdfrQhcyxHybZsqouTfIXdO+/v563EZy8UjCBfoz93+4XHWN/TEleRjfx2+bA5VzbBu9KuiFJbdM9hkWTHi38R17Yl05+tAJHfZlMH+Kfb5O/yST5M7oQcFJVXT10PfMmycnA24EDgSdU1f8mObmq7j5waXMjyTeB38SWD2uW5LSquluS+wF/C7weePniq/k3dIaCNRoZY39hCFLH2F+lJH9rAFi7JE8APlFVlyR5Jd2Zib+atzMTQ3LUl8kk+WxV/e7QdcyrJBsBp9l0Y+2SfL2q7pFkb7pw8FLg1VXllYIxOd/I5BaCaJK/BU6vqsPnMZwaCtbIMfavH0luBezEdUc8+PxwFc2PRWcm/gb4B+bwzMRQlhj15XhHfVmdJK+l66D9H4x0TDSYji/J++j6spw3dC3zaPTAq5+M8AjgnlV1k2Eru+FLslV/UmnbpbbbBHV8ST4GfB94EF1TwF8AX62q3QYtbJXsU7B2Aa4ZWb6Ga5tuaAz9OPFPAr7JtfuyAEPBeBb22b7AW6rq6CSvGrCeeXMa3Yf3rsDFwM+SnDDSLlkru2//e3TowsIRiFZjB+AbSb7KdYPVI4craa48bOFGP8v273Lt+1LLOxx4ON1oOcV1j2GKrlmlxvMEur6mr6+qn/UB9c8HrmnVvFKwRkleDBwAjI6x/+6q+qehapo3Sb4N3K2qrljxzvo1G8qZiaE56ouGlOR3llpfVcfNupZ51DflfRdwKfAO4O7AwVX1qUELmyNJ3kN3Mu4LVfWtoeuZR0l2XGr9vF0BNBSsUT/Zx13oOiqG7j/UuV5uG1+S/wIeX1U/H7qWeZTkJnRnJk6vqrP6MxN39ctwPEn+hK6T8cKoLwtfiv89aGFzJMnNgUPoPgcLOB54TVU5edQq9G26d6mqz/T/rzeuqkuHrmseJDm1qnZL8vvAc4FXAu+yT8H4lhh04WS6z0IHXRhTktO59mrLZsBtgW9X1V2WfeANjM2H1u7DwH4LbWf7A7JP45Caq3E5cErftvv/rhZU1fOHK2l+VNXlXNvRnao6n27yHo1nc+ANOOrLJD5AF6Ye2y8/ha5/wYMGq2jOJHkGcBCwLd3cN7cC3gLsM2Rdc2ShycvD6MLAqUlsyrsKVfXfSY7juoMu7AoYCsZUVXcdXU5yD7qJzeaKVwrWqP8g3xd4DLAjcAzwZ56lHV+SA5ZaX1WHzboWSauX5KSquueidSdW1R5D1TRvkpwC7AV8ZaTD7OmLDzK0tCTvogtStwV2AzYGPrf4fan1c9CF6VgYGWvoOlbDKwVrVFVvT7Ip3VTWOwPPrKovDVvVfPHgX5p7n+1nhj6iX34c8PEB65lHV1TVlQsnt5NswrXzjmhlBwK7A2dX1eV9k7anDVvS3HHQhQn1/UwXbEQ3RPiFA5WzZl4pWKVFf/gAfwCcTtcGj6p6wxB1zaMku9BN8nFnujZ4ADjplnTDluRSrm0/uwXwq355Y+DnVbXVgOXNlSSvA34G/CHwPOA5wDer6hVD1nVD1zfPWC+HxV09B11YuySHjCwuzO7+oar65TAVrY2hYJUW/eF/TVW9ela1zLskx9N1UvxH4BF0H0apqmX3sSRtKPoJzA4Efo8uZH0SeEf55bysJJ/tb25Gd5b7NLr9dze6plj3G6q2eeOgC1pgKNBgFtojj7afTfKFqvrtoWuTtLK+Q+dTgNtW1V8luQ2wQ1V9deDS1IgkHwBeW1Wn98u70vXv+6NBC5sjSf6cLgg46MIqJfkoyzT3m7f5RuxTsEZJ7kB3iW1nrjsbr5P2jO+X/Vmys/ozFd8Hth+4JknjexNd06EHAn8F/Bx4I90oJlrGyBCGS6qqu82wnHl2p4VAAFBVZyTZfcB65k5V/f3QNcyx1/e/HwPcEnhvv7w/XROiueKVgjVKcirdsHEnMTKzcVWdNFhRcybJnsCZwNZ0BxQ3A06uqr8asi5J41kYXSPJySMj55zqBHor6+cmgG5sfYD39L+fAlxeVa/59UdpsSTvp5sJ+r10IeupwE2rav9BC1NTkny+qu6/0robOkPBGi01FJ9WJ8nXgQNGLvvuD7ywqu41bGWSxpHkK8B9ga/14WAd8KmFgKCVJfliVe290jotLclmwLOBhYOvzwNvnrcOnppvSc4E9q2qs/vl2wL/WVW/NWxlq2PzobX7aJLnAEdx3Ym3nNF4fI8DPpjkKXSzKf4BXWc7SfPhX+g+A7dP8lq6/9N/MWxJc2eLJPerquMBktyXbkQnjaE/+P/H/kcayouAzyU5u1/eGScva0eS7yyxuhxOc3X6vhkfAb5LN0O04yJLcyTJnehm3w1wbFWdOXBJcyXJPYF/o2s+Cd3wpE93SM3lJTmiqp6wvr4Z9snQrCW5MXCnfvFbVXXFcve/ITIUaOaW+BDfnm7ClCvAD3NpXiTZdonVl1bVVTMvZs4l2YruO/nioWuZB0l2qKrzR/pmXEdVnTvrmtS2/irfzlx38Jl/H6ygNTAUrFGSmwAvBnasqoP6ibjuWFUfG7i0G7z1fYgv8MNcmg9JzgFuA/yU7krB1sD5wAXAMxx4YWX92cXH8usHE3Y0HlP/nbJLVX0myebAJlV16dB1qR1J3gPcHjiFawefqap6/mBFrYF9CtbuXXQjD923X/4ecCRgKFiBB/3SBuMTwFFV9UmAJL8HPAQ4gm64UgcNWNnRdFdKT2Kkf5rGk+QZwEHAtnQHZbemGxlwnyHrUnP2AO4875MOGgrW7vZV9cR+xByq6hf9RD6S1Io9qupZCwtV9akkf1NVL+7PgGtlt66qhwxdxBx7LrAX8BWAqjorifPdaNbOoJun4PyhC5mEoWDtruwvUxZAktvjWR5JbflJkpcCH+iXnwj8NMnGdJOaaWVfSnLX0Qm4tCpXVNWVC+fkkmzCMpPCSVOyHfDNJF/luiNSOqNxIw6hu3R+myTvA/YG/mjQiiRptp5M91n4kX75+H7dxsATBqpp3twPeFo/lOEVdH0zygEXxnZckpcDmyd5MPAc4KMD16T2vGroAq4PdjSeQJKbA/em+xD/clVdNHBJkqQ50neS3Qb47X7V54Gf2fdqPEk2Ag6km+MmwCeBd8x7225pCIaCNer7DzwFuF1VvSbJjsAtq+qrA5cmSZoTSV4A/DHwYbqD2v2At1fVvw5Zl6SVJTm+qu6X5FKu22xt4YrfVgOVtiaGgjVK8ma6NrMPrKrfSrIN8Kmq2nPg0iRJcyLJacB9quqyfnkL4ASbD40nyd50TTd2omsSvXAw5kSi0irZp2Dt7lVV90hyMkBV/TTJpkMXJUmaK+Hacc3pbzuS3fjeCbyIbkjXa1a4r6RlGArW7qp+hI2F0YfW4WgbkhqS5A7Am4FbVNWuSe4GPLKq/nrg0ubJu4CvJDmqX96P7kBX47m4qv5r6CKkDYHNh9YoyVPoht+7B3AY8DjgL6rqyEELk6QZSXIc8OfAW6vq7v26M6pq12Ermy9J7kE3ClGAz1fVyQOXdIPX7zPoRrnamK5PxuhQkF8foi5pnhkKJpDkTnSzJgY4tqrOHLgkSZqZJF+rqj2TnDwSCk6pqt0HLk0buCSfXWZzVdUDZ1aMtIGw+dAqJdmqqi5Jsi1wAfD+kW3bAJdUle0aJbXgon7ixoVmlI9jzmf01Hyoqt8dugZpQ+OVglVK8rGqeniS79B9EWbkN8BN6YaTe/lQNUrSLCS5HfA24L7AT4HvAE+tqnOGrEsbviQvXm57Vb1hVrVIGwpDwfWs73x8RlX91tC1SNIs9MNoblRVlw5di9qQ5JD+5h2BPYFj+uVH0PXL+ONBCpPmmKFglZLcqaq+NdLJ6Trs3CSpFes5W3sxcFJVnTLjctSgJJ8CHrsQSJNsCRxZVQ8ZtjJp/tinYPVeDBwE/ANLzF4H2LlJUiv26H8+2i/vC3wNeFaSI6vqdYNVplbsCFw5snwlsPMwpUjzzSsFa5Rkc+A5dMPIFfAF4M1V9ctBC5OkGUnySbqztD/vl28KfBB4NN3VgjsPWZ82fEleQTcs6VF038WPBo6oqr8ZtDBpDhkK1ijJEcAlwPv6VfsDW1fVE4arSpJmJ8mZwG5VdWW/fGPglKr6rdFhSqVpSnJPuhN04DwP0prZfGjt7lhVu40sfzbJqYNVI0mzdzjw5SRH98uPAN7fdzz+5nBlqTGn0A2FuwlAkh2r6rxBK5LmkFcK1ijJu4G3VNWX++V7AQdU1XMGLUySZmjkLG2A46vqxIFLUkOSPA84BPgRcA19/76qutughUlzyFCwSklOp2u3eCO6odDO65d3Ar5ZVbsOWJ4kTd2iSRx/TVX9ZNY1qU1J/ge4V1X9eOhapHln86HVe/jQBUjSwA6n+yw8iaVHYbvdEEWpSd+lGwZX0oS8UiBJWrUkAW5j220NKck76a7afxy4YmG9MxpLq+eVAknSqlVVJTkKuOfQtahp5/U/m/Y/ktbIKwWSpDVJ8kbg3VX1taFrUdv6mYxrYc4MSatnKJAkrUmSb9I13TgHuAxHftGMJdkVeA+w0On9IuAPq+obw1UlzSdDgSRpTZLstNT6qjp31rWoTUm+BLyiqj7bLz8A+Juquu+QdUnzaKOhC5Akzaf+4P82wAP725fj94pma4uFQABQVZ8DthiuHGl+2dFYkrQmSQ4B9qBrQvQuuvlb3gvsPWRdasrZSV5J14QI4KnAdwasR5pbntGRJK3Vo4FH0vUnoKp+AGw5aEVqzdOBdcCH+5/tgKcNWpE0p7xSIElaqyv7oUkLIInNNjRruwIvqqprFlYkuQfw0+FKkuaTVwokSWt1RJK3AlsneQbwGeDtA9ektnwS+O8ktxhZ946hipHmmVcKJElrUlWvT/Jg4BK6fgV/WVWfHrgsteXbwN8Dn0tyYFV9iW5oXEmrZCiQJK1JkhcBRxoENKCqqo8l+TbwH0n+DXCsdWkNbD4kSVqrrYBPJvlCkucuasIhzUIAquos4H7A/QEnz5PWwMnLJEkTSXI34InAY4HvVdWDBi5JDUuyY1WdN3Qd0rzxSoEkaVIXAD8EfgxsP3AtakiSOyQ5NskZ/fLdgD8cuCxpLhkKJElrkuTZST4HHEs3PvwzqsqmG5qltwMvA64CqKrTgCcNWpE0p+xoLElaq52AF1bVKUMXombdpKq+mlxnwKGrhypGmmeGAknSmlTVwUl2S/In/aovVNWpgxal1lyU5Pb0Iw4leRxw/rAlSfPJ5kOSpDVJ8nzgfXT9CLYH3pvkecNWpcY8F3grcKck3wdeCDxr0IqkOeXoQ5KkNUlyGnCfqrqsX94COMF+BZqVJC/ub25Od6LzMuBi4CSbtUmr45UCSdJaBbhmZPkanE1Ws7UH3ZWBbYCtgYOABwBvT/KS4cqS5o99CiRJa/Uu4CtJjuqX9wPeOVw5atDNgXtU1c8BkhwCfJBuErOTgNcNWJs0VwwFkqQ1qao39EOS3o/uCsHTqurkYatSY3YErhxZvgrYqap+keSKgWqS5pKhQJK0ZlX1deDrQ9ehZh0OfDnJ0f3yI4D39/1bvjlcWdL8saOxJEmaW0nuybVXq46vqhMHLkmaS4YCSZIkqXGOPiRJkiQ1zlAgSZIkNc5QIEkbiCS3SHJ4krOTnJTkhCSPXub+D0jysQlf85FJDu5vvzvJ49b4PD+foIY1P1aS1HH0IUnaACQJ8BHgsKp6cr9uJ+CR18Nzb1xV1yy1raqOAY6Z9DUkScPySoEkbRgeCFxZVW9ZWFFV51bVvybZOMnfJ/laktOSPHPkcVslOSrJN5O8JclG0J19T/KaJF8B7pPknCTb9dv26OcnIMkfJfn/FheT5K/6KwcbJTm0f/7Tkry+337b/krG15L81cjj0td6RpLTkzxxZNufj/wbXn397j5JaptXCiRpw3AX1j9fwIHAxVW1Z5IbA19M8ql+217AnYFzgU8Aj6GbEXYL4Iyq+kuA7kLEeJK8DrgZ8DRgG+DRwJ2qqpJs3d/tn4E3V9W/J3nuyMMfA+wO7AZsB3wtyeeBuwK79PUGOCbJ/avq82MXJklaL68USNIGKMkbk5ya5GvA7wF/mOQU4CvAzekOsAG+WlVn982D3k833jvANcCH1vDSrwS2rqpnVjfm9SXAL4F3JHkMcHl/v7371wN4z8jj7we8v6quqaofAccBe/b/ht8DTqYLP3ca+TdIkibklQJJ2jB8A3jswkJVPbdv7nMicB7wvKr65OgDkjwAWDxZzcLyLxf1I7iaa08kbbZMHV8D7plk26r6SVVdnWQvYB/gScCf0DV1Gn2t65S1nucN8LdV9dZlXluStEZeKZCkDcN/A5slefbIupv0vz8JPDvJjQCS3CHJFv22vfr2/RsBTwSOX8/znwPcs7/92PXcB7omSIcCH0+yZZKbAjerqv8EXkjXNAjgi3QhAeApI4//PPDEvh/EOuD+wFf7f8PT++cjya2SbL9MHZKkVfBKgSRtAPr2+vsB/5jkJcCFwGXAS4EjgZ2Br/ejFF0I7Nc/9AS6g/i70h2QH7Wel3g18M4kL6drgrRcLUcm2ZJuVKInA0cn2YzubP+L+ru9ADg8yQu4bjOlo4D7AKfSXUl4SVX9EPhhkt8CTuj7N/wceCpwwbI7RpI0lnRNPiVJkiS1yuZDkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuMMBZIkSVLjDAWSJElS4wwFkiRJUuP+f3u4nURXHhq5AAAAAElFTkSuQmCC",
      "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": 248,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep totaal: 22\n",
      "Open op 15 maart groep totaal: 24\n",
      "Open op 16 maart groep totaal: 6658\n",
      "Open op 14 én 15 maart groep totaal: 12\n",
      "Open op 14 én 16 maart groep totaal: 28\n",
      "Open op 15 én 16 maart groep totaal: 44\n",
      "Open op 14, 15 én 16 maart groep totaal: 1301\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel totaal: 1318\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_opening(gdf_wims_split, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: totaal\n",
      "bijeenkomstfunctie         4466\n",
      "sportfunctie               1335\n",
      "onderwijsfunctie           1188\n",
      "kantoorfunctie              794\n",
      "woonfunctie                 684\n",
      "overige gebruiksfunctie     346\n",
      "gezondheidszorgfunctie      309\n",
      "industriefunctie            204\n",
      "winkelfunctie               149\n",
      "logiesfunctie               104\n",
      "celfunctie                    3\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_use(gdf_wims_dedupe, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.000-30.000      170\n",
      "30.000-60.000       92\n",
      "0-10.000            25\n",
      "60.000-100.000      24\n",
      "100.000-350.000     19\n",
      ">350.000             3\n",
      "Name: binned, dtype: int64\n"
     ]
    }
   ],
   "source": [
    " print(df_stemger_clean['binned'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_graphs_dist(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    plot_dist(filter_binned(df_nearest, df_stemger_label), label)\n",
    "\n",
    "for label in labels:\n",
    "    make_graphs_dist(label)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gemiddelde afstand tot stemlokaal totaal: 434.3908324541042\n",
      "['crs28992res500m', 'aantal_inwoners', 'stedelijkheid', 'geometry', 'savedindex', 'Unnamed: 0', '_id', 'Gemeente', 'gemeentecode', 'Nummer stembureau', 'Naam stembureau', 'Gebruiksdoel van het gebouw', 'Website locatie', 'Wijknaam', 'CBS wijknummer', 'Buurtnaam', 'CBS buurtnummer', 'BAG Nummeraanduiding ID', 'Straatnaam', 'Huisnummer', 'Huisletter', 'Huisnummertoevoeging', 'Postcode', 'Plaats', 'Extra adresaanduiding', 'X', 'Y', 'Latitude', 'Longitude', 'Openingstijden 14-03-2022', 'Openingstijden 15-03-2022', 'Openingstijden 16-03-2022', 'Toegankelijk voor mensen met een lichamelijke beperking', 'Akoestiek', 'Auditieve hulpmiddelen', 'Visuele hulpmiddelen', 'Gehandicaptentoilet', 'Kieskring ID', 'Hoofdstembureau', 'Tellocatie', 'Contactgegevens gemeente', 'Verkiezingswebsite gemeente', 'Verkiezingen', 'ID', 'UUID', 'dist']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "binned\n",
       "0-10.000           582.737580\n",
       "10.000-30.000      539.170370\n",
       "30.000-60.000      472.161641\n",
       "60.000-100.000     451.049861\n",
       "100.000-350.000    357.505034\n",
       ">350.000           231.455703\n",
       "dtype: float64"
      ]
     },
     "execution_count": 252,
     "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": 253,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "324.59925001723775\n",
      "binned\n",
      "0-10.000           420.523944\n",
      "10.000-30.000      387.837924\n",
      "30.000-60.000      357.802769\n",
      "60.000-100.000     338.623546\n",
      "100.000-350.000    298.937122\n",
      ">350.000           213.189891\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "def weighted_median(df, val, weight):\n",
    "    df_sorted = df.sort_values(val)\n",
    "    cumsum = df_sorted[weight].cumsum()\n",
    "    cutoff = df_sorted[weight].sum() / 2.\n",
    "    return df_sorted[cumsum >= cutoff][val].iloc[0]\n",
    "\n",
    "print(weighted_median(df_nearest_merged, 'dist', 'aantal_inwoners'))\n",
    "\n",
    "print(df_nearest_merged.groupby('binned').apply(weighted_median, 'dist', 'aantal_inwoners'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "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": 255,
   "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": 256,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_type(df, label):\n",
    "    print(\"aantal mobiele stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"Mobiel\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal drive through stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"Drive\")][\"Naam stembureau\"].count()))\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    print(\"aantal niet publiek open stemlokalen groep {}: {}\".format(label, df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"Niet open voor algemeen publiek\")][\"Extra adresaanduiding\"].count()))\n",
    "    print(\"aantal tent stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"tent\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal parkeerplaats stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"parkeer\")][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal bus stemlokalen groep {}: {}\".format(label, df[df[\"Naam stembureau\"].str.contains(\"bus\")][\"Naam stembureau\"].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aantal mobiele stemlokalen groep totaal: 98\n",
      "aantal drive through stemlokalen groep totaal: 25\n",
      "aantal niet publiek open stemlokalen groep totaal: 89\n",
      "aantal tent stemlokalen groep totaal: 13\n",
      "aantal parkeerplaats stemlokalen groep totaal: 13\n",
      "aantal bus stemlokalen groep totaal: 23\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 0-10.000: 3\n",
      "aantal drive through stemlokalen groep 0-10.000: 1\n",
      "aantal niet publiek open stemlokalen groep 0-10.000: 3\n",
      "aantal tent stemlokalen groep 0-10.000: 0\n",
      "aantal parkeerplaats stemlokalen groep 0-10.000: 0\n",
      "aantal bus stemlokalen groep 0-10.000: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 10.000-30.000: 30\n",
      "aantal drive through stemlokalen groep 10.000-30.000: 5\n",
      "aantal niet publiek open stemlokalen groep 10.000-30.000: 27\n",
      "aantal tent stemlokalen groep 10.000-30.000: 3\n",
      "aantal parkeerplaats stemlokalen groep 10.000-30.000: 8\n",
      "aantal bus stemlokalen groep 10.000-30.000: 5\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 30.000-60.000: 39\n",
      "aantal drive through stemlokalen groep 30.000-60.000: 7\n",
      "aantal niet publiek open stemlokalen groep 30.000-60.000: 25\n",
      "aantal tent stemlokalen groep 30.000-60.000: 0\n",
      "aantal parkeerplaats stemlokalen groep 30.000-60.000: 1\n",
      "aantal bus stemlokalen groep 30.000-60.000: 9\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 60.000-100.000: 10\n",
      "aantal drive through stemlokalen groep 60.000-100.000: 7\n",
      "aantal niet publiek open stemlokalen groep 60.000-100.000: 11\n",
      "aantal tent stemlokalen groep 60.000-100.000: 5\n",
      "aantal parkeerplaats stemlokalen groep 60.000-100.000: 0\n",
      "aantal bus stemlokalen groep 60.000-100.000: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 100.000-350.000: 16\n",
      "aantal drive through stemlokalen groep 100.000-350.000: 5\n",
      "aantal niet publiek open stemlokalen groep 100.000-350.000: 23\n",
      "aantal tent stemlokalen groep 100.000-350.000: 3\n",
      "aantal parkeerplaats stemlokalen groep 100.000-350.000: 4\n",
      "aantal bus stemlokalen groep 100.000-350.000: 9\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep >350.000: 0\n",
      "aantal drive through stemlokalen groep >350.000: 0\n",
      "aantal niet publiek open stemlokalen groep >350.000: 0\n",
      "aantal tent stemlokalen groep >350.000: 2\n",
      "aantal parkeerplaats stemlokalen groep >350.000: 0\n",
      "aantal bus stemlokalen groep >350.000: 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": 258,
   "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": 259,
   "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": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='dagen'>"
      ]
     },
     "execution_count": 260,
     "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": [
    "open = {\n",
    "        'dagen': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "\n",
    "def graph_open_2(df, 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",
    "    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",
    "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",
    "pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))\n",
    "\n",
    "pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel=' '>"
      ]
     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Vk5PjO6Z169ZJqr9bVFZWVmt+xG0ikClDIyXtsdYetNaelvSapOGSqr3TgOR9P+DtXyGpT4PxMaqfYlTh/fz19vNYa3OstSnW2pSePXu25HgAAACckJubq3HjxkmSTpw4ofT0dA0ZMkSJiYkqKCjw9Rs/fryGDh2qhIQE5eTk+Nq7dOmiJ598UoMGDVJaWpqqq6v1/vvva9WqVXr88ceVnJysjz/+WAsXLlRqaqoGDRqku+66S1999VXANUZFRSk1NVWhoaHntG/evFlxcXG66qqrFBYWpszMzHNqPqugoECTJ0+WMUZpaWk6evSoqqqqmhxfUFCgKVOmSJKmTJmi/Px8v7V169bN9/nLL7/U2XvdFBQUKDMzU506dVLfvn0VFxenzZs3+63N334aG19VVaUvvvhC1113nYwxmjx5sm9MRESEYmNj/e7nYggkEHwmKc0YE+G9K1C6pF2SVkma4u0zRdLZf8VVkjKNMZ2MMX1Vf/HwZu+0ouPGmDTvdiY3GAMAAIAA1dbW6pNPPlFsbKwkqXPnzlq5cqW2bt2qwsJCzZ492zcdZfHixSouLlZRUZGysrJ0+PBhSfVfgtPS0lRaWqoRI0Zo4cKFGj58uDIyMvTss8+qpKREV199tSZMmKAtW7aotLRU8fHxWrRo0QXXX1lZqT59/v7345iYGFVWVgbcr6nx1dXVio6OliRFR0frwIEDasyTTz6pPn36KDc313eGINDaGttPUzXHxMSc135WSkqK3n333UZr/SYFcg3BB5JWSNoqabt3TI6k+ZJGGWM8kkZ5l2Wt3SnpFUllktZJmmWtPXueZaak36v+QuOPJa1ty4MBAABwwaFDh9S9e3ffsrVWTzzxhJKSkjRy5EhVVlaqurpakpSVleU7C7Bv3z55PB5JUlhYmMaOHStJGjp0qD799FO/+9qxY4duuOEGJSYmKjc3Vzt37rzg+s+GlYb83Y2+sX6Bjm/O008/rX379mnSpEnKzs5uUW2NaW3NUVFR51zHcDEF9KRia+1Tkp76WvMp1Z8t8Nf/aUlP+2kvkjSwhTUCAACggfDwcNXU1PiWc3NzdfDgQRUXFys0NFSxsbGqqanR+vXr9dZbb2njxo2KiIjQTTfd5BsXGhrq+0LasWNHnTlzxu++pk6dqvz8fA0aNEhLly7V+vXrL7j+mJgY7dv393vQVFRUqHfv3gH3q62tbXR8r169VFVVpejoaFVVVSkqqv6+N9OmTdO2bdvUu3dvrVmz5pz9/OAHP9Add9yhn//85wHX1th+GhsfExOjioqKRrdbU1Oj8PDwZn5y3wyeVAwAANDOREZGqq6uzvfl/tixY4qKilJoaKgKCwu1d+9eX3tkZKQiIiJUXl6uTZs2Nbvtrl276vjx477l48ePKzo6WqdPn1Zubq7fMdnZ2b6/sAciNTVVHo9He/bsUW1trfLy8pSRkXFev4yMDC1fvlzWWm3atEmXXHKJoqOjmxyfkZGhZcvq74y/bNky33UWS5YsUUlJiS8MnD1TIkmrVq3SNddc4xufl5enU6dOac+ePfJ4PLr22mv91uZvP42Nj46OVteuXbVp0yZZa7V8+XLfGEn66KOPNHBgcP5uHtAZAgAAADRh7rGLvstbb71VGzZs0MiRIzVp0iTdeeedSklJUXJysu/L7ZgxY7RgwQIlJSWpf//+SktLa3a7mZmZuv/++5WVlaUVK1Zo3rx5GjZsmK688kolJiaeExbOKi8v1/XXX39e+1//+lelpKToiy++UIcOHfTb3/5WZWVl6tatm7KzszV69GjV1dVp+vTpSkhIkCQtWLBAkjRjxgzdfvvtWrNmjeLi4hQREeG7NWdISEij4+fMmaOJEydq0aJFuuKKK/Tqq6/6Pc45c+boww8/VIcOHXTllVf69puQkKCJEydqwIABCgkJ0fPPP++7k9N9992nGTNmKCUlpdH9NDX+xRdf1NSpU3Xy5Enddtttuu2223z1vPfee3rqqa9PyLk4jL/5TN8mKSkptqioKNhlAG3m13ePDXYJAIBmzP7D6ibX79q1S/Hx8RepGv+2bdum5557Ti+99FJQ65CksWPH6rXXXlNYWFiwS2mX2vrf0t/vpzGm2Fqb4q8/ZwgAAADaocGDB+vmm29WXV1dmz+LoKVWr246QKFphw4d0rx584K2fwIBAABAOzV9+vRgl4A2MGrUqKDun4uKAQAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAC5Q4rLENn0F4uTJk7rxxhtVV1fXpseSn5+vsrKyZvvNnTtXv/rVr5rsU15eruuuu06dOnU6r++6devUv39/xcXFaf78+b72I0eOaNSoUerXr59GjRqlzz//3O+2WzP+mWeeUVxcnPr376/XX3/d73Y3b96s5ORkJScna9CgQVq5cqVv3U033aT+/fv71h84cECSdOrUKd19992Ki4vTsGHD9Omnn/rddnFxsRITExUXF6eHHnpIZ2//39T4ZcuWqV+/furXr5/vQWhS/fMiGj5c7UIQCAAAANqhxYsXa8KECW1+y9FAA0EgevTooaysLD322GPntNfV1WnWrFlau3atysrK9PLLL/v2OX/+fKWnp8vj8Sg9Pf2cL/sXMr6srEx5eXnauXOn1q1bpwcffNBvmBo4cKCKiopUUlKidevW6Yc//KHOnDnjW5+bm6uSkhKVlJQoKipKkrRo0SJFRkZq9+7devTRR/XjH//Y789j5syZysnJkcfjkcfj0bp165ocf+TIEf385z/XBx98oM2bN+vnP/+5L+DMnDlT//mf/xn4P0YTCAQAAADtUG5ursaNGydJOnHihNLT0zVkyBAlJiaqoKDA12/8+PEaOnSoEhISlJOT42vv0qWLnnzySQ0aNEhpaWmqrq7W+++/r1WrVunxxx9XcnKyPv74Yy1cuFCpqakaNGiQ7rrrLn311VcB1xgVFaXU1FSFhoae075582bFxcXpqquuUlhYmDIzM301FxQUaMqUKZKkKVOmKD8//7zttmZ8QUGBMjMz1alTJ/Xt21dxcXHavHnzeduOiIhQSEj9nflrampkjGn2OBvu83vf+57efvttff3hv1VVVfriiy903XXXyRijyZMnn1Obv/Gvv/66Ro0apR49eigyMlKjRo3yhYgbbrhBb7311jlhpbUIBAAAAO1MbW2tPvnkE8XGxkqSOnfurJUrV2rr1q0qLCzU7NmzfV9IFy9erOLiYhUVFSkrK0uHDx+WJH355ZdKS0tTaWmpRowYoYULF2r48OHKyMjQs88+q5KSEl199dWaMGGCtmzZotLSUsXHx2vRokUXXH9lZaX69OnjW46JiVFlZaUkqbq6WtHR0ZKk6Oho37ScCx3f1Jiv++CDD5SQkKDExEQtWLDAFxAkadq0aUpOTta8efN8P+OG2w4JCdEll1zi+zk3rDkmJsbv/hsb31TNHTp0UFxcnEpLS/0eQ0sQCAAAANqZQ4cOqXv37r5la62eeOIJJSUlaeTIkaqsrFR1dbUkKSsry3cWYN++fb5552FhYRo7dqwkaejQoY3Oe9+xY4duuOEGJSYmKjc3Vzt37rzg+r/+13NJAf0l/kLGt2TMsGHDtHPnTm3ZskXPPPOMampqJNWfldm+fbveffddvfvuu3rppZcC3nZTfRpb19x2o6KitH//fr/H0BIEAgAAgHYmPDzc9yVVqv+ievDgQRUXF6ukpES9evVSTU2N1q9fr7feeksbN25UaWmpBg8e7BsXGhrq+3LZsWPHRqeeTJ06VdnZ2dq+fbueeuqpc/bbWjExMdq3b59vuaKiQr1795Yk9erVS1VVVZLqp9mcnad/oeMbG7Ny5UrfRcJFRUXn7Cc+Pl7f+c53tGPHDknS5ZdfLknq2rWrfvCDH/imHDXc9pkzZ3Ts2DH16NHjvJorKir81tzY+KaOU6qf0hQeHn7+D7iFCAQAAADtTGRkpOrq6nxfzo8dO6aoqCiFhoaqsLBQe/fu9bVHRkYqIiJC5eXl2rRpU7Pb7tq1q44fP+5bPn78uKKjo3X69Gnl5ub6HZOdna3s7OyA609NTZXH49GePXtUW1urvLw8ZWRkSJIyMjJ8d9NZtmyZ7zqJCx2fkZGhvLw8nTp1Snv27JHH49G1116rf/mXf/FdJJySkqI9e/b4wtHevXv14YcfKjY2VmfOnNGhQ4ckSadPn9bq1as1cODA8/a5YsUK3XLLLeedIYiOjlbXrl21adMmWWu1fPnyc2rzN3706NF644039Pnnn+vzzz/XG2+8odGjR/u2+dFHHykhISHgn3tjQprvAgAAgKZsn7L9ou/z1ltv1YYNGzRy5EhNmjRJd955p1JSUpScnKxrrrlGkjRmzBgtWLBASUlJ6t+/v9LS0prdbmZmpu6//35lZWVpxYoVmjdvnoYNG6Yrr7xSiYmJ54SFs8rLy3X99def1/7Xv/5VKSkp+uKLL9ShQwf99re/VVlZmbp166bs7GyNHj1adXV1mj59uu+L7Zw5czRx4kQtWrRIV1xxhV599VVJ0v79+3XfffdpzZo1CgkJafH4hIQETZw4UQMGDFBISIief/55v3do2rBhg+bPn6/Q0FB16NBBL7zwgi677DJ9+eWXGj16tE6fPq26ujqNHDlS999/vyTp3nvv1T333KO4uDj16NFDeXl5vu0lJyerpKREkvTiiy9q6tSpOnnypG677TbddtttTY7v0aOHfvaznyk1NVWS9B//8R++Mw/V1dUKDw/3XS9xIYy/uUnfJikpKfbrp2+A9uzXd48NdgkAgGbM/sPqJtfv2rVL8fHxF6ka/7Zt26bnnnvON489mMaOHavXXntNYWFhwS7FGb/5zW/UrVs33Xvvveet8/f7aYwpttam+NsWZwgAAADaocGDB+vmm29WXV1dmz+LoKVWr246QKHtde/eXffcc0+bbItAAAAA0E5Nnz492CUgSKZNm9Zm2+KiYgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAIALtOua+DZ9BeLkyZO68cYbVVdX16bHkp+fr7Kysmb7zZ07V7/61a+a7FNQUKCkpCQlJycrJSVFGzZs8K1bt26d+vfvr7i4OM2fP9/veGutHnroIcXFxSkpKUlbt25tdvyRI0c0atQo9evXT6NGjdLnn3/eaH2/+93v1L9/fyUkJOjf//3ffe3PPPOM4uLi1L9/f73++ut+xza1n8bGFxcXKzExUXFxcXrooYd09vb/2dnZWrJkSaN1ftMIBAAAAO3Q4sWLNWHChDa/5WiggSAQ6enpKi0tVUlJiRYvXqz77rtPklRXV6dZs2Zp7dq1Kisr08svv+x3n2vXrpXH45HH41FOTo5mzpzZ7Pj58+crPT1dHo9H6enpjYaNwsJCFRQU6C9/+Yt27typxx57TJJUVlamvLw87dy5U+vWrdODDz7oN3Q1tp+mxs+cOVM5OTm+Y1q3bp2k+rtFZWVlXciP+oIQCAAAANqh3NxcjRs3TpJ04sQJpaena8iQIUpMTFRBQYGv3/jx4zV06FAlJCQoJyfH196lSxc9+eSTGjRokNLS0lRdXa33339fq1at0uOPP67k5GR9/PHHWrhwoVJTUzVo0CDddddd+uqrrwKusUuXLjLGSJK+/PJL3+fNmzcrLi5OV111lcLCwpSZmXlOzWcVFBRo8uTJMsYoLS1NR48eVVVVVZPjCwoKNGXKFEnSlClTlJ+f77e2F198UXPmzFGnTp0kSVFRUb7xmZmZ6tSpk/r27au4uDht3rzZb23+9tPY+KqqKn3xxRe67rrrZIzR5MmTfWMiIiIUGxvrdz8XA4EAAACgnamtrdUnn3yi2NhYSVLnzp21cuVKbd26VYWFhZo9e7ZvOsrixYtVXFysoqIiZWVl6fDhw5Lqv6CnpaWptLRUI0aM0MKFCzV8+HBlZGTo2WefVUlJia6++mpNmDBBW7ZsUWlpqeLj47Vo0aIW1bpy5Updc801uuOOO7R48WJJUmVlpfr06ePrExMTo8rKyvPGNtavqfHV1dWKjo6WJEVHR+vAgQN+6/roo4/07rvvatiwYbrxxhu1ZcuWFtXW2H6aqjkmJqbR7aakpOjdd9/1W+s3jUAAAADQzhw6dEjdu3f3LVtr9cQTTygpKUkjR45UZWWlqqurJUlZWVm+swD79u2Tx+ORJIWFhWns2LGSpKFDh+rTTz/1u68dO3bohhtuUGJionJzc7Vz584W1fov//IvKi8vV35+vn72s5/56v26s2cPGmqsX6Djm3LmzBl9/vnn2rRpk5599llNnDhR1toL3nZra46KitL+/fsD3k9b4knFAAAA7Ux4eLhqamp8y7m5uTp48KCKi4sVGhqq2NhY1dTUaP369Xrrrbe0ceNGRURE6KabbvKNCw0N9X0h7dixo86cOeN3X1OnTlV+fr4GDRqkpUuXav369a2qecSIEfr444916NAhxcTEaN++fb51FRUV6t2793ljGutXW1vb6PhevXqpqqpK0dHRqqqq8k0FmjZtmrZt26bevXtrzZo1iomJ0YQJE2SM0bXXXqsOHTq0qLbG9tPY+JiYGFVUVDS63ZqaGoWHhwf+A21DnCEAAABoZyIjI1VXV+f7cn/s2DFFRUUpNDRUhYWF2rt3r689MjJSERERKi8v16ZNm5rddteuXXX8+HHf8vHjxxUdHa3Tp08rNzfX75js7GxlZ2ef1757927fX8a3bt2q2tpaXXrppUpNTZXH49GePXtUW1urvLw8ZWRknDc+IyNDy5cvl7VWmzZt0iWXXKLo6Ogmx2dkZGjZsmWSpGXLlvmus1iyZIlKSkq0Zs0aSfXXVrzzzjuS6qcP1dbW6rLLLlNGRoby8vJ06tQp7dmzRx6PR9dee63f2vztp7Hx0dHR6tq1qzZt2iRrrZYvX+4bc7aGgQMHNvVP843hDAEAAMAFii/fddH3eeutt2rDhg0aOXKkJk2apDvvvFMpKSlKTk7WNddcI0kaM2aMFixYoKSkJPXv319paWnNbjczM1P333+/srKytGLFCs2bN0/Dhg3TlVdeqcTExHPCwlnl5eW6/vrrz2v/4x//qOXLlys0NFTh4eH6wx/+IGOMQkJClJ2drdGjR6uurk7Tp09XQkKCJGnBggWSpBkzZuj222/XmjVrFBcXp4iICN+tOZsaP2fOHE2cOFGLFi3SFVdcoVdffdXvcU6fPl3Tp0/XwIEDFRYWpmXLlskYo4SEBE2cOFEDBgxQSEiInn/+ed+dnO677z7NmDFDKSkpje6nqfEvvviipk6dqpMnT+q2227Tbbfd5qvnvffe01NPPdXsv883wfibz/RtkpKSYouKioJdBtBmfn332GCXAABoxuw/rG5y/a5duxQfH9jzAr4p27Zt03PPPaeXXnopqHVI0tixY/Xaa68pLCws2KW0S239b+nv99MYU2ytTfHXnzMEAAAA7dDgwYN18803q66urs2fRdBSq1c3HaDQtEOHDmnevHlB2z+BAAAAoJ2aPn16sEtAGxg1alRQ989FxQAAAIDDCAQAAACAwwgEAAAAgMMIBAAAAIDDuKgYAADgAj0/45023d6sBbc02+fkyZMaM2aM3nnnnTa9y1B+fr6++93vasCAAU32mzt3rrp06aLHHnusyX7r16/XI488otOnT+uyyy7Tn/70J0nSunXr9PDDD6uurk733Xef5syZc95Ya60efvhhrVmzRhEREVq6dKmGDBnS5PgjR47o7rvv1qeffqrY2Fi98sorioyMPG/br776qubOnatdu3Zp8+bNSkn5+x05n3nmGS1atEgdO3ZUVlaWRo8eLUkqLi72PUfg9ttv13/913/5nvbcUEvHnzp1SpMnT1ZxcbEuvfRS/eEPf1BsbKwOHjyoe+65R+vWrWvyZ3yhOEMAAADQDi1evFgTJkxo81uO5ufnq6ysrE22dfToUT344INatWqVdu7c6Xt4V11dnWbNmqW1a9eqrKxML7/8st99rl27Vh6PRx6PRzk5OZo5c2az4+fPn6/09HR5PB6lp6dr/vz5fmsbOHCgXnvtNY0YMeKc9rKyMuXl5Wnnzp1at26dHnzwQdXV1UmSZs6cqZycHF9N/r6ot2b8okWLFBkZqd27d+vRRx/Vj3/8Y0lSz549FR0drffee6/FP/uWIBAAAAC0Q7m5uRo3bpwk6cSJE0pPT9eQIUOUmJiogoICX7/x48dr6NChSkhIUE5Ojq+9S5cuevLJJzVo0CClpaWpurpa77//vlatWqXHH39cycnJ+vjjj7Vw4UKlpqZq0KBBuuuuu/TVV18FXOP//M//aMKECbriiiskSVFRUZKkzZs3Ky4uTldddZXCwsKUmZl5Ts1nFRQUaPLkyTLGKC0tTUePHlVVVVWT4wsKCjRlyhRJ0pQpU5Sfn++3tvj4ePXv39/vPjMzM9WpUyf17dtXcXFx2rx5s6qqqvTFF1/ouuuukzFGkydP9rvt1oxvWPP3vvc9vf322zr78ODx48crNzc34J95axAIAAAA2pna2lp98sknio2NlSR17txZK1eu1NatW1VYWKjZs2f7vlAuXrxYxcXFKioqUlZWlg4fPixJ+vLLL5WWlqbS0lKNGDFCCxcu1PDhw5WRkaFnn31WJSUluvrqqzVhwgRt2bJFpaWlio+P16JFiwKu86OPPtLnn3+um266SUOHDtXy5cslSZWVlerTp4+vX0xMjCorK88b31i/psZXV1crOjpakhQdHa0DBw4EXG9z+4yJibmgmhsb33BMSEiILrnkEt+/U0pKit59990WHUNLcQ0BAABAO3Po0CF1797dt2yt1RNPPKE///nP6tChgyorK1VdXa1/+qd/UlZWllauXClJ2rdvnzwejy699FKFhYVp7NixkqShQ4fqzTff9LuvHTt26Kc//amOHj2qEydO+ObDB+LMmTMqLi7W22+/rZMnT+q6665TWlqaL6w05G8ufmP9Ah3fGhe6z9aMb2pdVFSU9u/f33zhF4BAAAAA0M6Eh4erpqbGt5ybm6uDBw+quLhYoaGhio2NVU1NjdavX6+33npLGzduVEREhG666SbfuNDQUN+Xzo4dO+rMmTN+9zV16lTl5+dr0KBBWrp0qdavXx9wnTExMbrsssv0ne98R9/5znc0YsQIlZaWKiYmRvv27fP1q6ioUO/evf2O99evtra20fG9evVSVVWVoqOjVVVV5ZumNG3aNG3btk29e/fWmjVrmqzZ37ZjYmJUUVHR6pqbGn92TExMjM6cOaNjx46pR48ekqSamhqFh4c3Wm9bYMoQAABAOxMZGam6ujrfl/tjx44pKipKoaGhKiws1N69e33tkZGRioiIUHl5uTZt2tTstrt27arjx4/7lo8fP67o6GidPn260bns2dnZys7OPq993Lhxevfdd3XmzBl99dVX+uCDDxQfH6/U1FR5PB7t2bNHtbW1ysvLU0ZGxnnjMzIytHz5cllrtWnTJl1yySWKjo5ucnxGRoaWLVsmSVq2bJnvOoslS5aopKSkyTBwdnxeXp5OnTqlPXv2yOPx6Nprr1V0dLS6du2qTZs2yVqr5cuX+7Z9oeMb1rxixQrdcsstvrD20UcfaeDAgU3WfKE4QwAAAHCBArlNaFu79dZbtWHDBo0cOVKTJk3SnXfeqZSUFCUnJ+uaa66RJI0ZM0YLFixQUlKS+vfvr7S0tGa3m5mZqfvvv19ZWVlasWKF5s2bp2HDhunKK69UYmLiOWHhrPLycl1//fXntcfHx2vMmDFKSkpShw4ddN999/m+3GZnZ2v06NGqq6vT9OnTlZCQIElasGCBJGnGjBm6/fbbtWbNGsXFxSkiIkJLliyRVD/PvrHxc+bM0cSJE7Vo0SJdccUVvjsbfd3KlSv1ox/9SAcPHtQdd9yh5ORkvf7660pISNDEiRM1YMAAhYSE6Pnnn/fdyenFF1/03Tb0tttu02233SZJWrVqlYqKivSLX/yiVePvvfde3XPPPYqLi1OPHj2Ul5fnq7OwsFB33HFHs/9uF8L4m7P0bZKSkmKLioqCXQbQZn5999hglwAAaMbsP6xucv2uXbsUHx9/karxb9u2bXruuef00ksvBbUOSRo7dqxee+01hYWFBbuUfzgjRoxQQUGB32cpNMbf76cxptham+KvP2cIAAAA2qHBgwfr5ptvVl1dXZs/i6ClVq9uOkChdQ4ePKh/+7d/a1EYaA0CAQAAQDs1ffr0YJeAb1DPnj01fvz4b3w/XFQMAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIyLigEAAC5QW99SurnbnkrSyZMnNWbMGL3zzjttepeh/Px8ffe739WAAQOa7Dd37lx16dJFjz32WKv3tXfvXk2YMEF1dXU6ffq0fvSjH2nGjBmS6p+Q/Kc//UmXXHKJJGnp0qVKTk6WtVYPP/yw1qxZo4iICC1dulRDhgw5b9t79uxRZmamjhw5oiFDhuill15SWFhYk+PXrVunhx9+WHV1dbrvvvs0Z84cSdJjjz2m22+/XbfccvGfN3ExcIYAAACgHVq8eLEmTJjQ5rcczc/PV1lZWZts69ixY/rb3/7W6Pro6Gi9//77Kikp0QcffKD58+dr//79vvXPPvusSkpKVFJSouTkZEnS2rVr5fF45PF4lJOTo5kzZ/rd9o9//GM9+uij8ng8ioyM1KJFi5ocX1dXp1mzZmnt2rUqKyvTyy+/7Ps5/OhHP9L8+fPb4kfyrUQgAAAAaIdyc3M1btw4SdKJEyeUnp6uIUOGKDExUQUFBb5+48eP19ChQ5WQkKCcnBxfe5cuXfTkk09q0KBBSktLU3V1td5//32tWrVKjz/+uJKTk/Xxxx9r4cKFSk1N1aBBg3TXXXfpq6++CrjGDRs2qH///po7d64+++yz89aHhYWpU6dOkqRTp041GR7OKigo0OTJk2WMUVpamo4ePaqqqqpz+lhr9c477+h73/ueJGnKlCnKz89vcvzmzZsVFxenq666SmFhYcrMzPT9HK+88kodPnxYf/3rXwM+9vaEQAAAANDO1NbW6pNPPlFsbKwkqXPnzlq5cqW2bt2qwsJCzZ49W9ZaSfVnEoqLi1VUVKSsrCwdPnxYkvTll18qLS1NpaWlGjFihBYuXKjhw4crIyPD95f5q6++WhMmTNCWLVtUWlqq+Ph431/aA3HHHXdo48aN6t69u8aNG6fRo0fr1VdfVW1tra/Pvn37lJSUpD59+ujHP/6xevfu7Vv35JNPKikpSY8++qhOnTolSaqsrFSfPn18fWJiYlRZWXnOfg8fPqzu3bsrJCTkvD6NjW9uu0OGDNF7770X8LG3JwQCAACAdubQoUPq3r27b9laqyeeeEJJSUkaOXKkKisrVV1dLUnKysrynQXYt2+fPB6PpPq/zo8dW3/tw9ChQ/Xpp5/63deOHTt0ww03KDExUbm5udq5c2eLar3sssv0yCOPaNu2bZo7d67+4z/+QykpKb71ffr00V/+8hft3r1by5Yt89X9zDPPqLy8XFu2bNGRI0f0y1/+0nesX2eMOWe5qT6NrWtuu1FRUedMZ/pHQiAAAABoZ8LDw1VTU+Nbzs3N1cGDB1VcXKySkhL16tVLNTU1Wr9+vd566y1t3LhRpaWlGjx4sG9caGio7wtvx44ddebMGb/7mjp1qrKzs7V9+3Y99dRT5+w3UGVlZXr88cd1zz33aPjw4Vq4cOF5fXr37q2EhAS9++67kuqvLzDGqFOnTpo2bZo2b94sqf4v9/v27fONq6ioOOesglQfQo4ePeo7poZ9Ghvf3HZramoUHh7e4mNvDwgEAAAA7UxkZKTq6up8X86PHTumqKgohYaGqrCwUHv37vW1R0ZGKiIiQuXl5dq0aVOz2+7atauOHz/uWz5+/Liio6N1+vRp5ebm+h2TnZ2t7Ozs89q3bt2qtLQ03XfffbrmmmtUUlKiRYsWadiwYZLqv3SfPHlSkvT555/rvffeU//+/SXJd12AtVb5+fkaOHCgJCkjI0PLly+XtVabNm3SJZdcoujo6HP2a4zRzTffrBUrVkiSli1b5rveorHxqamp8ng82rNnj2pra5WXl6eMjAzfNj/66CNfDf9ouO0oAADABQrkNqFt7dZbb9WGDRs0cuRITZo0SXfeeadSUlKUnJysa665RpI0ZswYLViwQElJSerfv7/S0tKa3W5mZqbuv/9+ZWVlacWKFZo3b56GDRumK6+8UomJieeEhbPKy8t1/fXXn9ceHh6uJUuWKD4+3u++du3apdmzZ/um7Dz22GNKTEyUJE2aNEkHDx6UtVbJyclasGCBJOn222/XmjVrFBcXp4iICC1ZssS3vdtvv12///3v1bt3b/3yl79UZmamfvrTn2rw4MG69957mxwfEhKi7OxsjR49WnV1dZo+fboSEhIkSadPn9bu3bvPmer0j8T4my/1bZKSkmKLioqCXQbQZtr6XtUAgLbX3Bf8Xbt2Nfol92LZtm2bnnvuOb300ktBrUOSxo4dq9dee01hYWHBLuUbcfaC7Xnz5gW7lID4+/00xhRba/0mGs4QAAAAtEODBw/WzTffrLq6ujZ/FkFLrV598c+QXExnzpzR7Nmzg13GN4ZAAAAA0E5Nnz492CU44fvf/36wS/hGcVExAABAK3zbp13DTa35vSQQAAAAtFDnzp11+PBhQgG+Vay1Onz4sDp37tyicUwZAgAAaKGYmBhVVFTo4MGDwS4FOEfnzp0VExPTojEEAgAAgBYKDQ1V3759g10G0CaYMgQAAAA4jEAAAAAAOIxAAAAAADiMawiAi6xz5L8FuwQAAAAfzhAAAAAADms2EBhj+htjShq8vjDGPGKM6WGMedMY4/G+RzYY8xNjzG5jzIfGmNEN2ocaY7Z712UZY8w3dWAAAAAAmtdsILDWfmitTbbWJksaKukrSSslzZH0trW2n6S3vcsyxgyQlCkpQdIYSS8YYzp6N/eipAck9fO+xrTp0QAAAABokZZOGUqX9LG1dq+kcZKWeduXSRrv/TxOUp619pS1do+k3ZKuNcZES+pmrd1o6x/rt7zBGAAAAABB0NJAkCnpZe/nXtbaKknyvkd52y+XtK/BmApv2+Xez19vBwAAABAkAQcCY0yYpAxJrzbX1U+bbaLd374eMMYUGWOKeCQ4AAAA8M1pyRmC2yRttdZWe5ervdOA5H0/4G2vkNSnwbgYSfu97TF+2s9jrc2x1qZYa1N69uzZghIBAAAAtERLAsH/0t+nC0nSKklTvJ+nSCpo0J5pjOlkjOmr+ouHN3unFR03xqR57y40ucEYAAAAAEEQ0IPJjDERkkZJ+mGD5vmSXjHG3CvpM0nflyRr7U5jzCuSyiSdkTTLWlvnHTNT0lJJ4ZLWel8AAAAAgiSgQGCt/UrSpV9rO6z6uw756/+0pKf9tBdJGtjyMgEAAAB8E3hSMQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOCwkGAXALjmlvWzgl0CAKBZu4JdAHDRcIYAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcFhAgcAY090Ys8IYU26M2WWMuc4Y08MY86YxxuN9j2zQ/yfGmN3GmA+NMaMbtA81xmz3rssyxphv4qAAAAAABCbQMwT/JWmdtfYaSYNUf+n9HElvW2v7SXrbuyxjzABJmZISJI2R9IIxpqN3Oy9KekBSP+9rTBsdBwAAAIBWaDYQGGO6SRohaZEkWWtrrbVHJY2TtMzbbZmk8d7P4yTlWWtPWWv3SNot6VpjTLSkbtbajdZaK2l5gzEAAAAAgiCQMwRXSTooaYkxZpsx5vfGmO9I6mWtrZIk73uUt//lkvY1GF/hbbvc+/nr7ecxxjxgjCkyxhQdPHiwRQcEAAAAIHCBBIIQSUMkvWitHSzpS3mnBzXC33UBton28xutzbHWplhrU3r27BlAiQAAAABaI5BAUCGpwlr7gXd5heoDQrV3GpC87wca9O/TYHyMpP3e9hg/7QAAAACCpNlAYK39q6R9xpj+3qZ0SWWSVkma4m2bIqnA+3mVpExjTCdjTF/VXzy82Tut6LgxJs17d6HJDcYAAAAACIKQAPv9SFKuMSZM0ieSpqk+TLxijLlX0meSvi9J1tqdxphXVB8azkiaZa2t825npqSlksIlrfW+AAAAAARJQIHAWlsiKcXPqvRG+j8t6Wk/7UWSBragPgAAAADfIJ5UDAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4LKBAYIz51Biz3RhTYowp8rb1MMa8aYzxeN8jG/T/iTFmtzHmQ2PM6AbtQ73b2W2MyTLGmLY/JAAAAACBaskZgputtcnW2hTv8hxJb1tr+0l627ssY8wASZmSEiSNkfSCMaajd8yLkh6Q1M/7GnPhhwAAAACgtS5kytA4Scu8n5dJGt+gPc9ae8pau0fSbknXGmOiJXWz1m601lpJyxuMAQAAABAEgQYCK+kNY0yxMeYBb1sva22VJHnfo7ztl0va12Bshbftcu/nr7efxxjzgDGmyBhTdPDgwQBLBAAAANBSIQH2u95au98YEyXpTWNMeRN9/V0XYJtoP7/R2hxJOZKUkpLitw8AAACACxfQGQJr7X7v+wFJKyVdK6naOw1I3vcD3u4Vkvo0GB4jab+3PcZPOwAAAIAgaTYQGGO+Y4zpevazpFsl7ZC0StIUb7cpkgq8n1dJyjTGdDLG9FX9xcObvdOKjhtj0rx3F5rcYAwAAACAIAhkylAvSSu9dwgNkfQ/1tp1xpgtkl4xxtwr6TNJ35cka+1OY8wrksoknZE0y1pb593WTElLJYVLWut9AQAAAAiSZgOBtfYTSYP8tB+WlN7ImKclPe2nvUjSwJaXCQAAAOCbwJOKAQAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHEQgAAAAAhxEIAAAAAIcRCAAAAACHBRwIjDEdjTHbjDGrvcs9jDFvGmM83vfIBn1/YozZbYz50BgzukH7UGPMdu+6LGOMadvDAQAAANASLTlD8LCkXQ2W50h621rbT9Lb3mUZYwZIypSUIGmMpBeMMR29Y16U9ICkft7XmAuqHgAAAMAFCSgQGGNiJN0h6fcNmsdJWub9vEzS+AbtedbaU9baPZJ2S7rWGBMtqZu1dqO11kpa3mAMAAAAgCAI9AzBbyX9u6S/NWjrZa2tkiTve5S3/XJJ+xr0q/C2Xe79/PX28xhjHjDGFBljig4ePBhgiQAAAABaqtlAYIwZK+mAtbY4wG36uy7ANtF+fqO1OdbaFGttSs+ePQPcLQAAAICWCgmgz/WSMowxt0vqLKmbMea/JVUbY6KttVXe6UAHvP0rJPVpMD5G0n5ve4yfdgAAAABB0uwZAmvtT6y1MdbaWNVfLPyOtfZ/S1olaYq32xRJBd7PqyRlGmM6GWP6qv7i4c3eaUXHjTFp3rsLTW4wBgAAAEAQBHKGoDHzJb1ijLlX0meSvi9J1tqdxphXJJVJOiNplrW2zjtmpqSlksIlrfW+AAAAAARJiwKBtXa9pPXez4clpTfS72lJT/tpL5I0sKVFAgAAAPhm8KRiAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEhwS4AcM3En/CfHQB8220PdgHARcQZAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGHNBgJjTGdjzGZjTKkxZqcx5ufe9h7GmDeNMR7ve2SDMT8xxuw2xnxojBndoH2oMWa7d12WMcZ8M4cFAAAAIBCBnCE4JekWa+0gScmSxhhj0iTNkfS2tbafpLe9yzLGDJCUKSlB0hhJLxhjOnq39aKkByT1877GtN2hAAAAAGipZgOBrXfCuxjqfVlJ4yQt87YvkzTe+3mcpDxr7Slr7R5JuyVda4yJltTNWrvRWmslLW8wBgAAAEAQBHQNgTGmozGmRNIBSW9aaz+Q1MtaWyVJ3vcob/fLJe1rMLzC23a59/PX2wEAAAAESUCBwFpbZ61NlhSj+r/2D2yiu7/rAmwT7edvwJgHjDFFxpiigwcPBlIiAAAAgFZo0V2GrLVHJa1X/dz/au80IHnfD3i7VUjq02BYjKT93vYYP+3+9pNjrU2x1qb07NmzJSUCAAAAaIFA7jLU0xjT3fs5XNJISeWSVkma4u02RVKB9/MqSZnGmE7GmL6qv3h4s3da0XFjTJr37kKTG4wBAAAAEAQhAfSJlrTMe6egDpJesdauNsZslPSKMeZeSZ9J+r4kWWt3GmNekVQm6YykWdbaOu+2ZkpaKilc0lrvCwAAAECQNBsIrLV/kTTYT/thSemNjHla0tN+2oskNXX9AQAAAICLiCcVAwAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADgsJdgGAa7bv+SzYJQAAAPhwhgAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwWLOBwBjTxxhTaIzZZYzZaYx52NvewxjzpjHG432PbDDmJ8aY3caYD40xoxu0DzXGbPeuyzLGmG/msAAAAAAEIpAzBGckzbbWxktKkzTLGDNA0hxJb1tr+0l627ss77pMSQmSxkh6wRjT0butFyU9IKmf9zWmDY8FAAAAQAs1GwistVXW2q3ez8cl7ZJ0uaRxkpZ5uy2TNN77eZykPGvtKWvtHkm7JV1rjImW1M1au9FaayUtbzAGAAAAQBC06BoCY0yspMGSPpDUy1pbJdWHBklR3m6XS9rXYFiFt+1y7+evtwMAAAAIkoADgTGmi6Q/SnrEWvtFU139tNkm2v3t6wFjTJExpujgwYOBlggAAACghQIKBMaYUNWHgVxr7Wve5mrvNCB53w942ysk9WkwPEbSfm97jJ/281hrc6y1KdbalJ49ewZ6LAAAAABaKJC7DBlJiyTtstY+12DVKklTvJ+nSCpo0J5pjOlkjOmr+ouHN3unFR03xqR5tzm5wRgAAAAAQRASQJ/rJd0jabsxpsTb9oSk+ZJeMcbcK+kzSd+XJGvtTmPMK5LKVH+HolnW2jrvuJmSlkoKl7TW+wIAAAAQJM0GAmvtBvmf/y9J6Y2MeVrS037aiyQNbEmBAAAAAL45PKkYAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwGIEAAAAAcBiBAAAAAHAYgQAAAABwWLOBwBiz2BhzwBizo0FbD2PMm8YYj/c9ssG6nxhjdhtjPjTGjG7QPtQYs927LssYY9r+cAAAAAC0RCBnCJZKGvO1tjmS3rbW9pP0tndZxpgBkjIlJXjHvGCM6egd86KkByT1876+vk0AAAAAF1mzgcBa+2dJR77WPE7SMu/nZZLGN2jPs9aestbukbRb0rXGmGhJ3ay1G621VtLyBmMAAAAABElrryHoZa2tkiTve5S3/XJJ+xr0q/C2Xe79/PV2v4wxDxhjiowxRQcPHmxliQAAAACa09YXFfu7LsA20e6XtTbHWptirU3p2bNnmxUHAAAA4FytDQTV3mlA8r4f8LZXSOrToF+MpP3e9hg/7QAAAACCqLWBYJWkKd7PUyQVNGjPNMZ0Msb0Vf3Fw5u904qOG2PSvHcXmtxgDAAAAIAgCWmugzHmZUk3SbrMGFMh6SlJ8yW9Yoy5V9Jnkr4vSdbancaYVySVSTojaZa1ts67qZmqv2NRuKS13hcAAACAIGo2EFhr/1cjq9Ib6f+0pKf9tBdJGtii6gAAAAB8o3hSMQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4LCQYBcAuCa25n+CXQIAoBmfBrsA4CLiDAEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgMAIBAAAA4DACAQAAAOAwAgEAAADgsIseCIwxY4wxHxpjdhtj5lzs/QMAAAD4u4saCIwxHSU9L+k2SQMk/S9jzICLWQMAAACAv7vYZwiulbTbWvuJtbZWUp6kcRe5BgAAAABeIRd5f5dL2tdguULSsK93MsY8IOkB7+IJY8yHF6E2AEDrXCbpULCLANqS+WWwKwDa3JWNrbjYgcD4abPnNVibIynnmy8HAHChjDFF1tqUYNcBAGidiz1lqEJSnwbLMZL2X+QaAAAAAHhd7ECwRVI/Y0xfY0yYpExJqy5yDQAAAAC8LuqUIWvtGWPMv0p6XVJHSYuttTsvZg0AgDbHFE8AaMeMtedN4QcAAADgCJ5UDAAAADiMQAAAAAA4jEAAAAAAOIxAAAAAADjsYj+YDADQjhljfic/D5Q8y1r70EUsBwDQBggEAICWKAp2AQCAtsVtRwEAAACHcYYAANBixpiekn4saYCkzmfbrbW3BK0oAECrcFExAKA1ciXtktRX0s8lfSppSzALAgC0DlOGAAAtZowpttYONcb8xVqb5G37k7X2xmDXBgBoGaYMAQBa47T3vcoYc4ek/ZJiglgPAKCVCAQAgNb4P8aYSyTNlvQ7Sd0kPRrckgAArcGUIQAAAMBhnCEAALSYMaazpHslJejcuwxND1pRAIBW4S5DAIDWeEnSP0kaLelPqr9+4HhQKwIAtApThgAALWaM2WatHXz2LkPGmFBJr/McAgBofzhDAABojbN3GTpqjBko6RJJscErBwDQWlxDAABojRxjTKSkn0paJamLpJ8FtyQAQGswZQgA0GLGmB7W2iNfa+trrd0TrJoAAK3DlCEAQGv8X2NMt7MLxph4Sf83iPUAAFqJQAAAaI3/R/WhoIsxZqikFZL+d5BrAgC0AtcQAABazFr7/3nvLPSGpK6SxltrPUEuCwDQClxDAAAImDHmd5Ia/h/HLZI+kfSpJFlrHwpCWQCAC8AZAgBASxR9bbk4KFUAANoMZwgAAK1ijAmT9F3v4ofW2tNN9QcAfDsRCAAALWaMuUnSMtVPFTKS+kiaYq39c/CqAgC0BoEAANBixphiST+w1n7oXf6upJettUODWxkAoKW47SgAoDVCz4YBSbLWfiQpNIj1AABaiYuKAQCtUWSMWSTpJe/yJHGBMQC0S0wZAgC0mDGmk6RZkv5Z9dcQ/FnSC9baU0EtDADQYgQCAAAAwGFMGQIABMwYs13nPpjsHNbapItYDgCgDXCGAAAQMGPMlU2tt9buvVi1AADaBoEAANBqxphuanC22Vp7JIjlAABagSlDAIAWM8b8UNIvJJ3U36cQWUlXBa0oAECrcIYAANBixhiPpOustYeCXQsA4MLwYDIAQGt8LOmrYBcBALhwnCEAALSYMWawpCWSPpDke/aAtfahoBUFAGgVriEAALTG/yvpHUnbJf0tyLUAAC4AgQAA0BpnrLX/FuwiAAAXjmsIAACtUWiMecAYE22M6XH2FeyiAAAtxzUEAIAWM8bs8dNsrbXcdhQA2hkCAQAAAOAwpgwBAFrMGBNhjPmpMSbHu9zPGDM22HUBAFqOQAAAaI0lkmolDfcuV0j6P8ErBwDQWgQCAEBrXG2t/U9JpyXJWntSkgluSQCA1iAQAABao9YYEy7JSpIx5mo1eEAZAKD94DkEAIDWmCtpnaQ+xphcSddLmhbUigAArcJdhgAArWKMuVRSmuqnCm2y1h4KckkAgFYgEAAAWswY87a1Nr25NgDAtx9ThgAAATPGdJYUIekyY0yk/n4hcTdJvYNWGACg1QgEAICW+KGkR1T/5b+4QftxSc8HoyAAwIXhLkMAgJZ4X/XPHnjMWnuVpJ9L2iHpT5L+J5iFAQBah2sIAAABM8ZslTTSWnvEGDNCUp6kH0lKlhRvrf1eMOsDALQcU4YAAC3R0Vp7xPv5bkk51to/SvqjMaYkeGUBAFqLKUMAgJboaIw5+8ekdEnvNFjHH5kAoB3if7wBAC3xsqQ/GWMOSTop6V1JMsbESToWzMIAAK3DNQQAgBYxxqRJipb0hrX2S2/bdyV1sdZuDWpxAIAWIxAAAAAADuMaAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBhBAIAAADAYQQCAAAAwGEEAgAAAMBh/z+z/JQF9dIuOwAAAABJRU5ErkJggg==",
      "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",
    "pd.DataFrame(amount).pivot(index=' ', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='type'>"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "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",
    "pd.DataFrame(counts).pivot(index='type', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De data is heel gecompliceerd, dus we moeten het bruikbaar maken in pandas. Met hoe de data eruit ziet in een CSV in libre office willen we een constructie maken van de verschillende onderdelen. We hebben de data van de stemlokalen apart al, die kunnen we dus negeren. We willen de data van de lijsten apart hebben. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "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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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "3f7157711c67e7ebfc0cc7689d725ee0494e8877e666bd284df94ccbb1347e28"
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 },
 "nbformat": 4,
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}