{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets gemeenteraadsverkiezingen 2022\n",
    "Deze notebook heeft als doel de stemlokalen van de gemeenteraadsverkiezingen van 2022 te analyseren. Er zal hier stap voor stap door de data gelopen worden om het proces reproduceerbaar te maken voor latere verkiezingen. De eerste stap was de data ophalen van de bronnen, zowel van de overheid als van 'Waar is mijn stemlokaal' (voor geografische data van de stemlokalen). Deze bronnen zijn voor de verkiezingen van 2022 gebruikt:\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43)\n",
    "  - [Directe link naar uitslagen per gemeente EML](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_2022-03-29T15.14.zip)\n",
    "  - [Directe link naar kandidatenlijst met uitslagen CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_alle-kandidaten_2022-02-22T08.34.csv)\n",
    "- ['Waar is mijn stemlokaal' stembureau data](https://waarismijnstemlokaal.nl/data)\n",
    "  - [Directe link naar 'Waar is mijn stemlokaal' gemeenteraad 2022 CSV (CKAN)](https://ckan.dataplatform.nl/datastore/dump/d6a1b4c4-73c8-457b-9b75-a38428bded68)\n",
    "  - [Verkiezingsuitslagen gemeenteraadsverkiezingen 2022 geodata vab Open State Foundation en de Volkskrant (OSF/VK)](https://data.openstate.eu/dataset/verkiezingsuitslagen-gemeenteraadsverkiezingen-2022)\n",
    "    - [Directe link naar GeoJSON bestand](https://data.openstate.eu/dataset/a1767f1b-bf0c-409b-b3b1-3af9954b57f4/resource/413be255-5070-48f4-b631-895097976abb/download/2022gr.geo.json)\n",
    "- [CBS Wijk- en buurtkaart 2021](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/wijk-en-buurtkaart-2021)\n",
    "  - [Directe link naar zip bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/wijk-en-buurtstatistieken/wijkbuurtkaart_2021_v1.zip)\n",
    "- [CBS bevolkingsdichtheid kaart 100 bij 100 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/100/nl_vierkant_100meter_bij_100meter.7z)\n",
    "- [CBS bevolkingsdichtheid kaart 500 bij 500 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-500-meter-bij-500-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/500/2022-cbs_vk500_2021_v1.zip)\n",
    "- [CBS schatting van kiesgerechtigden per gemeente](https://www.cbs.nl/nl-nl/maatwerk/2020/52/schatting-van-het-aantal-kiesgerechtigden-in-nederland)\n",
    "\n",
    "# Data inladen en eerste analyse\n",
    "## OSF/VK GeoJSON dataset: verkiezingsuitslagen per stembureau inclusief coördinaten\n",
    "Als eerste importeren we de data voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. We kijken eerst naar het GeoJSON bestand van Open State Foundation en de Volkskrant (OSF/VK). Daarin zijn de coördinaten van alle locaties van bijna alle stembureaus toegevoegd aan de lijst met stembureaus uit de officiële uitslagen zoals gepubliceerd door de Kiesraad. We kunnen een GeoJSON bestand direct inladen met geopandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "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": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021'}>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map = gpd.read_file(r'../data/shape/Netherlands_shapefile/gemeente_2021_v1.shp')\n",
    "plot = nl_map.to_crs(epsg=4326).plot()\n",
    "plot.set_title('Plot van de gemeenten uit de CBS Wijk- en buurtkaart 2021')\n",
    "plot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De CBS Wijk- en buurtkaart 2021 bevat ook naast de gemeentegrenzen ook informatie (bv. aantal inwoners) over de gemeenten. We printen dat hier uit om daar een beeld van te krijgen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "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": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Stembureaus op de gemeentekaart van het CBS')"
      ]
     },
     "execution_count": 166,
     "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": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                     32\n",
      "Adres                                            \n",
      "Locatie                                      SB32\n",
      "description        Stembureau Mobiel Stembureau 1\n",
      "Geldige stemmen                                99\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 2520, Length: 973, dtype: object\n",
      "Stembureau                                     33\n",
      "Adres                                            \n",
      "Locatie                                      SB33\n",
      "description        Stembureau Mobiel Stembureau 2\n",
      "Geldige stemmen                               115\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0109\n",
      "election                         GR2022_Coevorden\n",
      "electionName          Gemeenteraad Coevorden 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 2521, Length: 973, dtype: object\n",
      "Stembureau                                   157\n",
      "Adres                                           \n",
      "Locatie                                    SB157\n",
      "description        Stembureau Stembureau Stembus\n",
      "Geldige stemmen                               72\n",
      "                               ...              \n",
      "één-Ermelo                                   NaN\n",
      "gmcode                                    GM0150\n",
      "election                         GR2022_Deventer\n",
      "electionName          Gemeenteraad Deventer 2022\n",
      "geometry                             POINT (0 0)\n",
      "Name: 2918, Length: 973, dtype: object\n",
      "Stembureau                                                       171\n",
      "Adres                                                               \n",
      "Locatie                                                        SB171\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  174\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3579, Length: 973, dtype: object\n",
      "Stembureau                                                       172\n",
      "Adres                                                               \n",
      "Locatie                                                        SB172\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                   66\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3580, Length: 973, dtype: object\n",
      "Stembureau                                                       173\n",
      "Adres                                                               \n",
      "Locatie                                                        SB173\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  162\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3581, Length: 973, dtype: object\n",
      "Stembureau                                                       174\n",
      "Adres                                                               \n",
      "Locatie                                                        SB174\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                   65\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3582, Length: 973, dtype: object\n",
      "Stembureau                                                       175\n",
      "Adres                                                               \n",
      "Locatie                                                        SB175\n",
      "description        Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                  121\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0772\n",
      "election                                            GR2022_Eindhoven\n",
      "electionName                             Gemeenteraad Eindhoven 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 3583, Length: 973, dtype: object\n",
      "Stembureau                                                        39\n",
      "Adres                                                               \n",
      "Locatie                                                         SB39\n",
      "description        Stembureau Mobiel stembureau met beperkte toeg...\n",
      "Geldige stemmen                                                   56\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1735\n",
      "election                                         GR2022_HofvanTwente\n",
      "electionName                        Gemeenteraad Hof van Twente 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5494, Length: 973, dtype: object\n",
      "Stembureau                                                        34\n",
      "Adres                                                               \n",
      "Locatie                                                         SB34\n",
      "description        Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                  119\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5784, Length: 973, dtype: object\n",
      "Stembureau                                                        35\n",
      "Adres                                                               \n",
      "Locatie                                                         SB35\n",
      "description        Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                  151\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0166\n",
      "election                                               GR2022_Kampen\n",
      "electionName                                Gemeenteraad Kampen 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 5785, Length: 973, dtype: object\n",
      "Stembureau                                            11\n",
      "Adres                                                   \n",
      "Locatie                                             SB11\n",
      "description        Stembureau Mobiel stembureau Ommedijk\n",
      "Geldige stemmen                                       14\n",
      "                                   ...                  \n",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0547\n",
      "election                               GR2022_Leiderdorp\n",
      "electionName                Gemeenteraad Leiderdorp 2022\n",
      "geometry                                     POINT (0 0)\n",
      "Name: 6260, Length: 973, dtype: object\n",
      "Stembureau                                                        12\n",
      "Adres                                                               \n",
      "Locatie                                                         SB12\n",
      "description        Stembureau Mobiel stembureau Van Alphenstaete ...\n",
      "Geldige stemmen                                                   68\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0547\n",
      "election                                           GR2022_Leiderdorp\n",
      "electionName                            Gemeenteraad Leiderdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 6261, Length: 973, dtype: object\n",
      "Stembureau                                   70\n",
      "Adres                                          \n",
      "Locatie                                    SB70\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              34\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 6738, Length: 973, dtype: object\n",
      "Stembureau                                   71\n",
      "Adres                                          \n",
      "Locatie                                    SB71\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              43\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0938\n",
      "election                        GR2022_Meerssen\n",
      "electionName         Gemeenteraad Meerssen 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 6739, Length: 973, dtype: object\n",
      "Stembureau                                             699\n",
      "Adres                                                     \n",
      "Locatie                                              SB699\n",
      "description        Stembureau Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                         59\n",
      "                                    ...                   \n",
      "één-Ermelo                                             NaN\n",
      "gmcode                                              GM0687\n",
      "election                                 GR2022_Middelburg\n",
      "electionName                  Gemeenteraad Middelburg 2022\n",
      "geometry                                       POINT (0 0)\n",
      "Name: 6863, Length: 973, dtype: object\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                   32\n",
      "Adres                                          \n",
      "Locatie                                    SB32\n",
      "description         Stembureau Mobielstembureau\n",
      "Geldige stemmen                              63\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7348, Length: 973, dtype: object\n",
      "Stembureau                                   90\n",
      "Adres                                          \n",
      "Locatie                                    SB90\n",
      "description            Stembureau Roll and Vote\n",
      "Geldige stemmen                             339\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM1930\n",
      "election                      GR2022_Nissewaard\n",
      "electionName       Gemeenteraad Nissewaard 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7364, Length: 973, dtype: object\n",
      "Stembureau                                   19\n",
      "Adres                                          \n",
      "Locatie                                    SB19\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              77\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0086\n",
      "election                      GR2022_Opsterland\n",
      "electionName       Gemeenteraad Opsterland 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7857, Length: 973, dtype: object\n",
      "Stembureau                                                    1428\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1428\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                163\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7912, Length: 973, dtype: object\n",
      "Stembureau                                                    1437\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1437\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                239\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7913, Length: 973, dtype: object\n",
      "Stembureau                                                    1528\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1528\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                323\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7923, Length: 973, dtype: object\n",
      "Stembureau                                                    1537\n",
      "Adres                                                             \n",
      "Locatie                                                     SB1537\n",
      "description        Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                208\n",
      "                                        ...                       \n",
      "één-Ermelo                                                     NaN\n",
      "gmcode                                                      GM0828\n",
      "election                                                GR2022_Oss\n",
      "electionName                                 Gemeenteraad Oss 2022\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7924, Length: 973, dtype: object\n",
      "Stembureau                                 1541\n",
      "Adres                                          \n",
      "Locatie                                  SB1541\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                             125\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0828\n",
      "election                             GR2022_Oss\n",
      "electionName              Gemeenteraad Oss 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 7926, Length: 973, dtype: object\n",
      "Stembureau                                         200\n",
      "Adres                                                 \n",
      "Locatie                                          SB200\n",
      "description            Stembureau Mobiel stembureau Ma\n",
      "Geldige stemmen                                     30\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7958, Length: 973, dtype: object\n",
      "Stembureau                                         201\n",
      "Adres                                                 \n",
      "Locatie                                          SB201\n",
      "description            Stembureau Mobiel stembureau Di\n",
      "Geldige stemmen                                     30\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7959, Length: 973, dtype: object\n",
      "Stembureau                                         202\n",
      "Adres                                                 \n",
      "Locatie                                          SB202\n",
      "description           Stembureau Mobiel stembureau Woe\n",
      "Geldige stemmen                                     44\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1509\n",
      "election                       GR2022_OudeIJsselstreek\n",
      "electionName       Gemeenteraad Oude IJsselstreek 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 7960, Length: 973, dtype: object\n",
      "Stembureau                                                        30\n",
      "Adres                                                               \n",
      "Locatie                                                         SB30\n",
      "description        Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                 2004\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 8108, Length: 973, dtype: object\n",
      "Stembureau                                                        40\n",
      "Adres                                                               \n",
      "Locatie                                                         SB40\n",
      "description        Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                 2953\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM1926\n",
      "election                                    GR2022_PijnackerNootdorp\n",
      "electionName                    Gemeenteraad Pijnacker-Nootdorp 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 8109, Length: 973, dtype: object\n",
      "Stembureau                                                      990\n",
      "Adres                                                              \n",
      "Locatie                                                       SB990\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  47\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8161, Length: 973, dtype: object\n",
      "Stembureau                                                      991\n",
      "Adres                                                              \n",
      "Locatie                                                       SB991\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  70\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8162, Length: 973, dtype: object\n",
      "Stembureau                                                      992\n",
      "Adres                                                              \n",
      "Locatie                                                       SB992\n",
      "description        Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                  39\n",
      "                                         ...                       \n",
      "één-Ermelo                                                      NaN\n",
      "gmcode                                                       GM0177\n",
      "election                                              GR2022_Raalte\n",
      "electionName                               Gemeenteraad Raalte 2022\n",
      "geometry                                                POINT (0 0)\n",
      "Name: 8163, Length: 973, dtype: object\n",
      "Stembureau                                           17\n",
      "Adres                                                  \n",
      "Locatie                                            SB17\n",
      "description        Stembureau Mobiel Stembureau dinsdag\n",
      "Geldige stemmen                                     115\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1742\n",
      "election                           GR2022_RijssenHolten\n",
      "electionName           Gemeenteraad Rijssen-Holten 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 8318, Length: 973, dtype: object\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                    228\n",
      "Adres                                            \n",
      "Locatie                                     SB228\n",
      "description        Stembureau Stembureau Drive-in\n",
      "Geldige stemmen                                80\n",
      "                                ...              \n",
      "één-Ermelo                                    NaN\n",
      "gmcode                                     GM0606\n",
      "election                          GR2022_Schiedam\n",
      "electionName           Gemeenteraad Schiedam 2022\n",
      "geometry                              POINT (0 0)\n",
      "Name: 9093, Length: 973, dtype: object\n",
      "Stembureau                                           30\n",
      "Adres                                                  \n",
      "Locatie                                            SB30\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                      25\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9151, Length: 973, dtype: object\n",
      "Stembureau                                           31\n",
      "Adres                                                  \n",
      "Locatie                                            SB31\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                       8\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9152, Length: 973, dtype: object\n",
      "Stembureau                                           32\n",
      "Adres                                                  \n",
      "Locatie                                            SB32\n",
      "description                Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                      24\n",
      "                                   ...                 \n",
      "één-Ermelo                                          NaN\n",
      "gmcode                                           GM1676\n",
      "election                       GR2022_SchouwenDuiveland\n",
      "electionName       Gemeenteraad Schouwen-Duiveland 2022\n",
      "geometry                                    POINT (0 0)\n",
      "Name: 9153, Length: 973, dtype: object\n",
      "Stembureau                                          76\n",
      "Adres                                                 \n",
      "Locatie                                           SB76\n",
      "description        Stembureau Rondvaartboot Toerist VI\n",
      "Geldige stemmen                                    148\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM1900\n",
      "election                         GR2022_SudwestFryslan\n",
      "electionName         Gemeenteraad Súdwest-Fryslân 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 9661, Length: 973, dtype: object\n",
      "Stembureau                                                        68\n",
      "Adres                                                               \n",
      "Locatie                                                         SB68\n",
      "description        Stembureau Drive Inn (evenemententerrein Het L...\n",
      "Geldige stemmen                                                  285\n",
      "                                         ...                        \n",
      "één-Ermelo                                                       NaN\n",
      "gmcode                                                        GM0855\n",
      "election                                              GR2022_Tilburg\n",
      "electionName                               Gemeenteraad Tilburg 2022\n",
      "geometry                                                 POINT (0 0)\n",
      "Name: 9853, Length: 973, dtype: object\n",
      "Stembureau                                   14\n",
      "Adres                                          \n",
      "Locatie                                    SB14\n",
      "description        Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                              24\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 10427, Length: 973, dtype: object\n",
      "Stembureau                                   18\n",
      "Adres                                          \n",
      "Locatie                                    SB18\n",
      "description        Stembureau Mobiel stembureau\n",
      "Geldige stemmen                              50\n",
      "                               ...             \n",
      "één-Ermelo                                  NaN\n",
      "gmcode                                   GM0047\n",
      "election                         GR2022_Veendam\n",
      "electionName          Gemeenteraad Veendam 2022\n",
      "geometry                            POINT (0 0)\n",
      "Name: 10431, Length: 973, dtype: object\n",
      "Stembureau                                                   23\n",
      "Adres                                                          \n",
      "Locatie                                                    SB23\n",
      "description        Stembureau Stembureau Mobiel: Wkp Zout Veere\n",
      "Geldige stemmen                                              55\n",
      "                                       ...                     \n",
      "één-Ermelo                                                  NaN\n",
      "gmcode                                                   GM0717\n",
      "election                                           GR2022_Veere\n",
      "electionName                            Gemeenteraad Veere 2022\n",
      "geometry                                            POINT (0 0)\n",
      "Name: 10497, Length: 973, dtype: object\n",
      "Stembureau                                            24\n",
      "Adres                                                   \n",
      "Locatie                                             SB24\n",
      "description        Stembureau Stembureau Mobiel: Okp Dom\n",
      "Geldige stemmen                                       35\n",
      "                                   ...                  \n",
      "één-Ermelo                                           NaN\n",
      "gmcode                                            GM0717\n",
      "election                                    GR2022_Veere\n",
      "electionName                     Gemeenteraad Veere 2022\n",
      "geometry                                     POINT (0 0)\n",
      "Name: 10498, Length: 973, dtype: object\n",
      "Stembureau                                     115\n",
      "Adres                                             \n",
      "Locatie                                      SB115\n",
      "description        Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                258\n",
      "                                ...               \n",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\n",
      "geometry                               POINT (0 0)\n",
      "Name: 10525, Length: 973, dtype: object\n",
      "Stembureau                                     116\n",
      "Adres                                             \n",
      "Locatie                                      SB116\n",
      "description        Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                377\n",
      "                                ...               \n",
      "één-Ermelo                                     NaN\n",
      "gmcode                                      GM0861\n",
      "election                          GR2022_Veldhoven\n",
      "electionName           Gemeenteraad Veldhoven 2022\n",
      "geometry                               POINT (0 0)\n",
      "Name: 10526, Length: 973, dtype: object\n",
      "Stembureau                                         117\n",
      "Adres                                                 \n",
      "Locatie                                          SB117\n",
      "description        Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                    285\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 10527, Length: 973, dtype: object\n",
      "Stembureau                                         118\n",
      "Adres                                                 \n",
      "Locatie                                          SB118\n",
      "description        Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                    329\n",
      "                                  ...                 \n",
      "één-Ermelo                                         NaN\n",
      "gmcode                                          GM0861\n",
      "election                              GR2022_Veldhoven\n",
      "electionName               Gemeenteraad Veldhoven 2022\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 10528, Length: 973, dtype: object\n",
      "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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2520\n",
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      "12121\n",
      "12504\n",
      "12505\n",
      "12506\n"
     ]
    }
   ],
   "source": [
    "# De waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is,\n",
    "# de projectie gaat geen effect hebben op die data in Nederland.\n",
    "\n",
    "# Filter de data en print welke waardes 0 hebben op x.\n",
    "mobiel_mask = df_geojson['geometry'].centroid.x == 0\n",
    "i = 0\n",
    "for item in mobiel_mask:\n",
    "    if item:\n",
    "        print(i)\n",
    "    i = i + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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": 170,
   "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": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead 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",
       "    </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>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",
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       "    <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": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims_clean.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "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": 173,
   "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": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
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       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>1</td>\n",
       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>POINT (5.45137 51.34955)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9275 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
       "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
       "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "...                   ...           ...              ...        ...   \n",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[9275 rows x 41 columns]"
      ]
     },
     "execution_count": 174,
     "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": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>Gebruiksdoel van het gebouw</th>\n",
       "      <th>Website locatie</th>\n",
       "      <th>Wijknaam</th>\n",
       "      <th>CBS wijknummer</th>\n",
       "      <th>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
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       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>POINT (5.45515 51.34711)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>3</td>\n",
       "      <td>Speeltuin Geenhoven</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>POINT (5.44827 51.35702)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>POINT (5.44871 51.36022)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>5</td>\n",
       "      <td>Gymnastiekzaal 't Gegraaf</td>\n",
       "      <td>sportfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>POINT (5.45331 51.36514)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>9270</td>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>POINT (5.98266 51.69726)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>9271</td>\n",
       "      <td>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>POINT (5.98127 51.69000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>9272</td>\n",
       "      <td>38747</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>6</td>\n",
       "      <td>'t Trefpunt</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>POINT (5.95118 51.72591)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8582 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
       "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
       "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "...                   ...           ...              ...        ...   \n",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[8582 rows x 41 columns]"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We only want to analyse stemlokalen so deduplicate the stembureaus based on their location's coordinates\n",
    "gdf_wims_dedupe = gdf_wims.drop_duplicates(subset=\"geometry\", keep='first')\n",
    "df_geojson_dedupe = df_geojson_clean.drop_duplicates(subset=\"geometry\", keep='first')\n",
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Voor dit onderzoek zijn we enkel geïnteresseerd in de locaties van stembureaus, oftewel de stemlokalen. Hierboven hebben we de stembureaus uit de wims dataset gededupliceerd op basis van de coördinaten van hun locatie.\n",
    "\n",
    "Het aantal stembureaus: 9275\n",
    "\n",
    "Het aantal stemlokalen: 8582\n",
    "\n",
    "Er zijn dus 693 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": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 176,
     "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": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 177,
     "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": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 178,
     "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": 179,
   "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": 180,
   "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": 180,
     "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": 181,
   "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": 182,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of clean: (333, 38)\n",
      "Shape of election: (330, 38)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GM_CODE</th>\n",
       "      <th>GM_NAAM</th>\n",
       "      <th>H2O</th>\n",
       "      <th>OAD</th>\n",
       "      <th>STED</th>\n",
       "      <th>BEV_DICHTH</th>\n",
       "      <th>AANT_INW</th>\n",
       "      <th>AANT_MAN</th>\n",
       "      <th>AANT_VROUW</th>\n",
       "      <th>P_00_14_JR</th>\n",
       "      <th>...</th>\n",
       "      <th>P_TURKIJE</th>\n",
       "      <th>P_OVER_NW</th>\n",
       "      <th>OPP_TOT</th>\n",
       "      <th>OPP_LAND</th>\n",
       "      <th>OPP_WATER</th>\n",
       "      <th>JRSTATCODE</th>\n",
       "      <th>JAAR</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>GM0164</td>\n",
       "      <td>Hengelo</td>\n",
       "      <td>NEE</td>\n",
       "      <td>1845</td>\n",
       "      <td>2</td>\n",
       "      <td>1332</td>\n",
       "      <td>81049</td>\n",
       "      <td>40776</td>\n",
       "      <td>40273</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6183</td>\n",
       "      <td>6084</td>\n",
       "      <td>99</td>\n",
       "      <td>2021GM0164</td>\n",
       "      <td>2021</td>\n",
       "      <td>47510.255914</td>\n",
       "      <td>6.183056e+07</td>\n",
       "      <td>POLYGON ((251978.591 481220.258, 251979.382 48...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>GM0373</td>\n",
       "      <td>Bergen (NH.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>819</td>\n",
       "      <td>4</td>\n",
       "      <td>300</td>\n",
       "      <td>29715</td>\n",
       "      <td>14317</td>\n",
       "      <td>15398</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12023</td>\n",
       "      <td>9896</td>\n",
       "      <td>2127</td>\n",
       "      <td>2021GM0373</td>\n",
       "      <td>2021</td>\n",
       "      <td>57488.474563</td>\n",
       "      <td>9.987418e+07</td>\n",
       "      <td>POLYGON ((105976.650 529056.951, 106002.347 52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>GM0893</td>\n",
       "      <td>Bergen (L.)</td>\n",
       "      <td>NEE</td>\n",
       "      <td>318</td>\n",
       "      <td>5</td>\n",
       "      <td>127</td>\n",
       "      <td>13108</td>\n",
       "      <td>6568</td>\n",
       "      <td>6540</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10850</td>\n",
       "      <td>10324</td>\n",
       "      <td>525</td>\n",
       "      <td>2021GM0893</td>\n",
       "      <td>2021</td>\n",
       "      <td>61497.563571</td>\n",
       "      <td>1.084951e+08</td>\n",
       "      <td>POLYGON ((199768.270 409749.960, 199758.060 40...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GM_CODE       GM_NAAM  H2O   OAD  STED  BEV_DICHTH  AANT_INW  AANT_MAN  \\\n",
       "113  GM0164       Hengelo  NEE  1845     2        1332     81049     40776   \n",
       "191  GM0373  Bergen (NH.)  NEE   819     4         300     29715     14317   \n",
       "328  GM0893   Bergen (L.)  NEE   318     5         127     13108      6568   \n",
       "\n",
       "     AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW  OPP_TOT  OPP_LAND  \\\n",
       "113       40273          15  ...          6          7     6183      6084   \n",
       "191       15398          12  ...          0          3    12023      9896   \n",
       "328        6540          13  ...          0          3    10850     10324   \n",
       "\n",
       "     OPP_WATER  JRSTATCODE  JAAR    Shape_Leng    Shape_Area  \\\n",
       "113         99  2021GM0164  2021  47510.255914  6.183056e+07   \n",
       "191       2127  2021GM0373  2021  57488.474563  9.987418e+07   \n",
       "328        525  2021GM0893  2021  61497.563571  1.084951e+08   \n",
       "\n",
       "                                              geometry  \n",
       "113  POLYGON ((251978.591 481220.258, 251979.382 48...  \n",
       "191  POLYGON ((105976.650 529056.951, 106002.347 52...  \n",
       "328  POLYGON ((199768.270 409749.960, 199758.060 40...  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 182,
     "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": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 183,
     "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": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 184,
     "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": [
    "# This section filters all 500m2 squares (nl_map_dst) down to only those squares that fall within the land area of\n",
    "# the participating municipalities (nl_map_clean).\n",
    "\n",
    "# Save the index values as a new column\n",
    "nl_map_dst['savedindex'] = nl_map_dst.index\n",
    "\n",
    "# If a 500m2 square from nl_map_dst is sjoined with nl_map_clean, you end up with mutliple matches for some squares\n",
    "# as a square can match with multiple municipalities (i.e. if the border of municipalities runs through a square).\n",
    "# When calculating the nearest polling station we only use the centroids of the 500m2 squares, so we use the\n",
    "# centroids here as well to filter down all 500m2 squares and add which municipality they belong to.\n",
    "nl_map_dst_centroid = nl_map_dst.copy()\n",
    "nl_map_dst_centroid['geometry'] = nl_map_dst_centroid['geometry'].centroid\n",
    "\n",
    "# Find the polygons that intersect. Keep savedindex and GM_CODE (we need this later) as a series.\n",
    "intersecting_centroid = nl_map_dst_centroid.sjoin(nl_map_clean, how='inner')[['savedindex', 'GM_CODE']]\n",
    "nl_map_dst = nl_map_dst_centroid.merge(intersecting_centroid, on='savedindex', how='inner')\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap van stemlokalen en bevolkingsdichtheid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hier exporteren we een HTML bestand met een kaart waar zowel een choropleth van de bevolkingsdichtheid inzit als een heatmap van het aantal stemlokalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "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": 189,
   "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": "markdown",
   "metadata": {},
   "source": [
    "### Afstand bepalen tot stemlokalen per bevolkingsvierkant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hier gaan we eerst de coördinaten van het midden van alle vierkanten nemen en toevoegen aan de dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "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>GM_CODE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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",
       "      <td>GM1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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",
       "      <td>GM1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2275N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 618750.000)</td>\n",
       "      <td>9</td>\n",
       "      <td>GM1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2280N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 618750.000)</td>\n",
       "      <td>10</td>\n",
       "      <td>GM1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2265N6180</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618250.000)</td>\n",
       "      <td>15</td>\n",
       "      <td>GM1966</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135084</th>\n",
       "      <td>E1910N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 307250.000)</td>\n",
       "      <td>151090</td>\n",
       "      <td>GM1729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135085</th>\n",
       "      <td>E1925N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 307250.000)</td>\n",
       "      <td>151093</td>\n",
       "      <td>GM1729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135086</th>\n",
       "      <td>E1970N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (197250.000 307250.000)</td>\n",
       "      <td>151098</td>\n",
       "      <td>GM0981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135087</th>\n",
       "      <td>E1975N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (197750.000 307250.000)</td>\n",
       "      <td>151099</td>\n",
       "      <td>GM0981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135088</th>\n",
       "      <td>E1980N3070</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (198250.000 307250.000)</td>\n",
       "      <td>151100</td>\n",
       "      <td>GM0981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135089 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2275N6190           -99997         -99997   \n",
       "1           E2270N6185           -99997         -99997   \n",
       "2           E2275N6185           -99997         -99997   \n",
       "3           E2280N6185           -99997         -99997   \n",
       "4           E2265N6180           -99997         -99997   \n",
       "...                ...              ...            ...   \n",
       "135084      E1910N3070           -99997         -99997   \n",
       "135085      E1925N3070           -99997              5   \n",
       "135086      E1970N3070           -99997         -99997   \n",
       "135087      E1975N3070           -99997         -99997   \n",
       "135088      E1980N3070               10              5   \n",
       "\n",
       "                             geometry  savedindex GM_CODE  \n",
       "0       POINT (227750.000 619250.000)           3  GM1966  \n",
       "1       POINT (227250.000 618750.000)           8  GM1966  \n",
       "2       POINT (227750.000 618750.000)           9  GM1966  \n",
       "3       POINT (228250.000 618750.000)          10  GM1966  \n",
       "4       POINT (226750.000 618250.000)          15  GM1966  \n",
       "...                               ...         ...     ...  \n",
       "135084  POINT (191250.000 307250.000)      151090  GM1729  \n",
       "135085  POINT (192750.000 307250.000)      151093  GM1729  \n",
       "135086  POINT (197250.000 307250.000)      151098  GM0981  \n",
       "135087  POINT (197750.000 307250.000)      151099  GM0981  \n",
       "135088  POINT (198250.000 307250.000)      151100  GM0981  \n",
       "\n",
       "[135089 rows x 6 columns]"
      ]
     },
     "execution_count": 190,
     "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": "markdown",
   "metadata": {},
   "source": [
    "Nu een methode om de dichtstbijzijnde afstand te pakken naar een stemlokaal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<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>GM_CODE</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</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>E1575N3750</td>\n",
       "      <td>140</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (157750.000 375250.000)</td>\n",
       "      <td>139928</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</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>4e33661ee5464dedb2c3566795e569d2</td>\n",
       "      <td>241.175850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E1580N3750</td>\n",
       "      <td>215</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (158250.000 375250.000)</td>\n",
       "      <td>139929</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</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>4e33661ee5464dedb2c3566795e569d2</td>\n",
       "      <td>685.771413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E1590N3750</td>\n",
       "      <td>195</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (159250.000 375250.000)</td>\n",
       "      <td>139931</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</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>381.668475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E1595N3750</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (159750.000 375250.000)</td>\n",
       "      <td>139932</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</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>204.105919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E1600N3750</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (160250.000 375250.000)</td>\n",
       "      <td>139933</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</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>87090a1ceeb24ac6ac5c8e98e3017795</td>\n",
       "      <td>604.118258</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0      E1575N3750              140              4   \n",
       "1      E1580N3750              215              4   \n",
       "2      E1590N3750              195              4   \n",
       "3      E1595N3750                5              4   \n",
       "4      E1600N3750               15              5   \n",
       "\n",
       "                        geometry  savedindex GM_CODE  Unnamed: 0  _id  \\\n",
       "0  POINT (157750.000 375250.000)      139928  GM0858          14   15   \n",
       "1  POINT (158250.000 375250.000)      139929  GM0858          14   15   \n",
       "2  POINT (159250.000 375250.000)      139931  GM0858           4    5   \n",
       "3  POINT (159750.000 375250.000)      139932  GM0858           4    5   \n",
       "4  POINT (160250.000 375250.000)      139933  GM0858           6    7   \n",
       "\n",
       "       Gemeente CBS gemeentecode  ...  Gehandicaptentoilet  Kieskring ID  \\\n",
       "0  Valkenswaard           GM0858  ...                   ja  Valkenswaard   \n",
       "1  Valkenswaard           GM0858  ...                   ja  Valkenswaard   \n",
       "2  Valkenswaard           GM0858  ...                  NaN  Valkenswaard   \n",
       "3  Valkenswaard           GM0858  ...                  NaN  Valkenswaard   \n",
       "4  Valkenswaard           GM0858  ...                   ja  Valkenswaard   \n",
       "\n",
       "  Hoofdstembureau Tellocatie      Contactgegevens gemeente  \\\n",
       "0    Valkenswaard        NaN  verkiezingen@valkenswaard.nl   \n",
       "1    Valkenswaard        NaN  verkiezingen@valkenswaard.nl   \n",
       "2    Valkenswaard        NaN  verkiezingen@valkenswaard.nl   \n",
       "3    Valkenswaard        NaN  verkiezingen@valkenswaard.nl   \n",
       "4    Valkenswaard        NaN  verkiezingen@valkenswaard.nl   \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",
       "                                  ID                              UUID  \\\n",
       "0  NLODSGM0858stembureaus20220316009  4e33661ee5464dedb2c3566795e569d2   \n",
       "1  NLODSGM0858stembureaus20220316009  4e33661ee5464dedb2c3566795e569d2   \n",
       "2  NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "3  NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "4  NLODSGM0858stembureaus20220316009  87090a1ceeb24ac6ac5c8e98e3017795   \n",
       "\n",
       "         dist  \n",
       "0  241.175850  \n",
       "1  685.771413  \n",
       "2  381.668475  \n",
       "3  204.105919  \n",
       "4  604.118258  \n",
       "\n",
       "[5 rows x 47 columns]"
      ]
     },
     "execution_count": 239,
     "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",
    "\n",
    "# Get the 333 municipalities\n",
    "municipalities = gdf_wims_dedupe['CBS gemeentecode'].drop_duplicates()\n",
    "\n",
    "temp_array = []\n",
    "for municipality in municipalities:\n",
    "    temp_array.append(\n",
    "        ckdnearest(\n",
    "            nl_map_dst[nl_map_dst['GM_CODE'] == municipality].to_crs(epsg=28992),\n",
    "            gdf_wims_dedupe[gdf_wims_dedupe['CBS gemeentecode'] == municipality].to_crs(epsg=28992)\n",
    "        )\n",
    "    )\n",
    "    \n",
    "df_nearest = pd.concat(temp_array)\n",
    "df_nearest.head()"
   ]
  },
  {
   "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": 192,
   "metadata": {},
   "outputs": [
    {
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       "      <th>crs28992res500m</th>\n",
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       "      <th>Tellocatie</th>\n",
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       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</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>1</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>GM1966</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</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>2</th>\n",
       "      <td>E2275N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 618750.000)</td>\n",
       "      <td>9</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</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>16782.624170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2280N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 618750.000)</td>\n",
       "      <td>10</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</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>16841.732794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2265N6180</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618250.000)</td>\n",
       "      <td>15</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>5817</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</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>16209.227421</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>135084</th>\n",
       "      <td>E1910N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 307250.000)</td>\n",
       "      <td>151090</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</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>2408.769205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135085</th>\n",
       "      <td>E1925N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (192750.000 307250.000)</td>\n",
       "      <td>151093</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>5276</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</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>2328.556180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135086</th>\n",
       "      <td>E1970N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (197250.000 307250.000)</td>\n",
       "      <td>151098</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>496</td>\n",
       "      <td>4101</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>ec2f41c816aa4f4f8b18a3565c20dd0b</td>\n",
       "      <td>3001.575545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135087</th>\n",
       "      <td>E1975N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (197750.000 307250.000)</td>\n",
       "      <td>151099</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>496</td>\n",
       "      <td>4101</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>ec2f41c816aa4f4f8b18a3565c20dd0b</td>\n",
       "      <td>2635.758477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135088</th>\n",
       "      <td>E1980N3070</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (198250.000 307250.000)</td>\n",
       "      <td>151100</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>496</td>\n",
       "      <td>4101</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>ja</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>ec2f41c816aa4f4f8b18a3565c20dd0b</td>\n",
       "      <td>2320.558067</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135089 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       crs28992res500m  aantal_inwoners  stedelijkheid  \\\n",
       "0           E2275N6190                0         -99997   \n",
       "1           E2270N6185                0         -99997   \n",
       "2           E2275N6185                0         -99997   \n",
       "3           E2280N6185                0         -99997   \n",
       "4           E2265N6180                0         -99997   \n",
       "...                ...              ...            ...   \n",
       "135084      E1910N3070                0         -99997   \n",
       "135085      E1925N3070                0              5   \n",
       "135086      E1970N3070                0         -99997   \n",
       "135087      E1975N3070                0         -99997   \n",
       "135088      E1980N3070               10              5   \n",
       "\n",
       "                             geometry  savedindex GM_CODE  Unnamed: 0    _id  \\\n",
       "0       POINT (227750.000 619250.000)           3  GM1966        5817  31030   \n",
       "1       POINT (227250.000 618750.000)           8  GM1966        5817  31030   \n",
       "2       POINT (227750.000 618750.000)           9  GM1966        5817  31030   \n",
       "3       POINT (228250.000 618750.000)          10  GM1966        5817  31030   \n",
       "4       POINT (226750.000 618250.000)          15  GM1966        5817  31030   \n",
       "...                               ...         ...     ...         ...    ...   \n",
       "135084  POINT (191250.000 307250.000)      151090  GM1729        5276  29739   \n",
       "135085  POINT (192750.000 307250.000)      151093  GM1729        5276  29739   \n",
       "135086  POINT (197250.000 307250.000)      151098  GM0981         496   4101   \n",
       "135087  POINT (197750.000 307250.000)      151099  GM0981         496   4101   \n",
       "135088  POINT (198250.000 307250.000)      151100  GM0981         496   4101   \n",
       "\n",
       "             Gemeente CBS gemeentecode  ...  Gehandicaptentoilet  \\\n",
       "0        Het Hogeland           GM1966  ...                  NaN   \n",
       "1        Het Hogeland           GM1966  ...                  NaN   \n",
       "2        Het Hogeland           GM1966  ...                  NaN   \n",
       "3        Het Hogeland           GM1966  ...                  NaN   \n",
       "4        Het Hogeland           GM1966  ...                  NaN   \n",
       "...               ...              ...  ...                  ...   \n",
       "135084  Gulpen-Wittem           GM1729  ...                  NaN   \n",
       "135085  Gulpen-Wittem           GM1729  ...                  NaN   \n",
       "135086          Vaals           GM0981  ...                   ja   \n",
       "135087          Vaals           GM0981  ...                   ja   \n",
       "135088          Vaals           GM0981  ...                   ja   \n",
       "\n",
       "         Kieskring ID Hoofdstembureau Tellocatie  \\\n",
       "0        Het Hogeland    Het Hogeland        NaN   \n",
       "1        Het Hogeland    Het Hogeland        NaN   \n",
       "2        Het Hogeland    Het Hogeland        NaN   \n",
       "3        Het Hogeland    Het Hogeland        NaN   \n",
       "4        Het Hogeland    Het Hogeland        NaN   \n",
       "...               ...             ...        ...   \n",
       "135084  Gulpen-Wittem   Gulpen-Wittem        NaN   \n",
       "135085  Gulpen-Wittem   Gulpen-Wittem        NaN   \n",
       "135086          Vaals           Vaals         ja   \n",
       "135087          Vaals           Vaals         ja   \n",
       "135088          Vaals           Vaals         ja   \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",
       "135084                  info@gulpen-wittem.nl 14 043   \n",
       "135085                  info@gulpen-wittem.nl 14 043   \n",
       "135086  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "135087  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "135088  Team verkiezingen, verkiezingen2022@vaals.nl   \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",
       "135084  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "135085  https://www.gulpen-wittem.nl/onderwerpen/verki...           NaN   \n",
       "135086                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "135087                   http://www.vaals.nl/verkiezingen           NaN   \n",
       "135088                   http://www.vaals.nl/verkiezingen           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",
       "135084  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "135085  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "135086  NLODSGM0981stembureaus20220316009  ec2f41c816aa4f4f8b18a3565c20dd0b   \n",
       "135087  NLODSGM0981stembureaus20220316009  ec2f41c816aa4f4f8b18a3565c20dd0b   \n",
       "135088  NLODSGM0981stembureaus20220316009  ec2f41c816aa4f4f8b18a3565c20dd0b   \n",
       "\n",
       "                dist  \n",
       "0       17280.014918  \n",
       "1       16738.249149  \n",
       "2       16782.624170  \n",
       "3       16841.732794  \n",
       "4       16209.227421  \n",
       "...              ...  \n",
       "135084   2408.769205  \n",
       "135085   2328.556180  \n",
       "135086   3001.575545  \n",
       "135087   2635.758477  \n",
       "135088   2320.558067  \n",
       "\n",
       "[135089 rows x 47 columns]"
      ]
     },
     "execution_count": 192,
     "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": 193,
   "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>32</th>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Baarn</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Lingewaard</td>\n",
       "      <td>Ontmoetingscentrum Doornenburg</td>\n",
       "      <td>4.465340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Groningen</td>\n",
       "      <td>Dorpshuis De Hoeksteen</td>\n",
       "      <td>5.577246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Montfoort</td>\n",
       "      <td>Zalencentrum St. Joseph</td>\n",
       "      <td>5.703409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>De Toermalijn</td>\n",
       "      <td>12451.961014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>De Toermalijn</td>\n",
       "      <td>12797.434581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>De Toermalijn</td>\n",
       "      <td>12920.384421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>De Toermalijn</td>\n",
       "      <td>13093.866269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>De Toermalijn</td>\n",
       "      <td>13612.028950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67606 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Gemeente                  Naam stembureau          dist\n",
       "32   Ridderkerk                     Gemeentehuis      3.835321\n",
       "56        Baarn                Dorpshuis de Furs      4.000517\n",
       "120  Lingewaard  Ontmoetingscentrum Doornenburg       4.465340\n",
       "433   Groningen           Dorpshuis De Hoeksteen      5.577246\n",
       "48    Montfoort          Zalencentrum St. Joseph      5.703409\n",
       "..          ...                              ...           ...\n",
       "120    Zeewolde                    De Toermalijn  12451.961014\n",
       "36     Zeewolde                    De Toermalijn  12797.434581\n",
       "119    Zeewolde                    De Toermalijn  12920.384421\n",
       "109    Zeewolde                    De Toermalijn  13093.866269\n",
       "21     Zeewolde                    De Toermalijn  13612.028950\n",
       "\n",
       "[67606 rows x 3 columns]"
      ]
     },
     "execution_count": 193,
     "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": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_dist(df, label):\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df['dist'].plot(kind=\"hist\", weights=df['aantal_inwoners'], figsize=(13,13), fontsize=22, density=False,title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), log=True).set_ylabel('Bevolking (Millioenen)')\n",
    "    plt.figure(figsize=(13,13))\n",
    "    df.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, title=\"Afstand tot Stemlokaal per 500 x 500 m vierkant (minimaal 5 mensen in het vierkant) Staffel {}\".format(label), xlabel=\"Inwoners per 500m² (laagste is 5)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu plotten we een scatterplot met op de x-as het aantal inwoners per vierkant, en op de y as de afstand naar het dichtstbijzijnde stemlokaal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax_nearest_zero = df_nearest_zero.plot.scatter(x = 'aantal_inwoners', y = 'dist', figsize=(13,13), fontsize=22, xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")\n",
    "\n",
    "\n",
    "ax_nearest_zero.set_xscale('log')\n",
    "#ax_nearest_zero.set_yscale('log')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "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": "markdown",
   "metadata": {},
   "source": [
    "### Gebruiksdoelen van het gebouw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu gaan we een barchart maken van de gebruiksdoelen de stemlokalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "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": 198,
   "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": "markdown",
   "metadata": {},
   "source": [
    "Testen of de datasets overeen komen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam           509\n",
       "Rotterdam           452\n",
       "'s-Gravenhage       320\n",
       "Utrecht             201\n",
       "Groningen           121\n",
       "Breda               111\n",
       "Nijmegen            108\n",
       "Eindhoven           102\n",
       "Arnhem               82\n",
       "Zwolle               70\n",
       "Deventer             63\n",
       "'s-Hertogenbosch     61\n",
       "Stichtse Vecht       38\n",
       "Amsterdam           387\n",
       "Rotterdam           375\n",
       "'s-Gravenhage       258\n",
       "Utrecht             200\n",
       "Groningen           123\n",
       "Breda                90\n",
       "Haarlem              78\n",
       "Nijmegen             76\n",
       "Arnhem               72\n",
       "Leeuwarden           69\n",
       "Súdwest-Fryslân      67\n",
       "Emmen                59\n",
       "Dordrecht            54\n",
       "Meierijstad          49\n",
       "Name: Gemeente, dtype: int64"
      ]
     },
     "execution_count": 199,
     "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": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "standard_14 = '2022-03-14T07:30:00 tot 2022-03-14T21:00:00'\n",
    "standard_15 = '2022-03-15T07:30:00 tot 2022-03-15T21:00:00'\n",
    "standard_16 = '2022-03-16T07:30:00 tot 2022-03-16T21:00:00'\n",
    "\n",
    "\n",
    "nan_value = float(\"NaN\")\n",
    "gdf_wims_dedupe.replace(\" \", nan_value, inplace = True)\n",
    "gdf_wims_dedupe.replace(\"  \", nan_value, inplace = True)\n",
    "\n",
    "wims_nonstandaard_14 = gdf_wims_dedupe.dropna(subset=['Openingstijden 14-03-2022']).loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] != standard_14]\n",
    "wims_nonstandaard_15 = gdf_wims_dedupe.dropna(subset=['Openingstijden 15-03-2022']).loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] != standard_15]\n",
    "wims_nonstandaard_16 = gdf_wims_dedupe.dropna(subset=['Openingstijden 16-03-2022']).loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] != standard_16]\n",
    "wims_standaard_14 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 14-03-2022'] == standard_14]\n",
    "wims_standaard_15 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 15-03-2022'] == standard_15]\n",
    "wims_standaard_16 = gdf_wims_dedupe.loc[gdf_wims_dedupe['Openingstijden 16-03-2022'] == standard_16]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De openingstijden in een bruikbare format in de tabellen stoppen zodat we enkele datetime objecten kunnen maken per opening en sluiting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Openingstijden 14-03-2022 van</th>\n",
       "      <th>Openingstijden 14-03-2022 tot</th>\n",
       "      <th>Openingstijden 15-03-2022 van</th>\n",
       "      <th>Openingstijden 15-03-2022 tot</th>\n",
       "      <th>Openingstijden 16-03-2022 van</th>\n",
       "      <th>Openingstijden 16-03-2022 tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00 tot 2022-03-16T13:00:00</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00</td>\n",
       "      <td>2022-03-16T13:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8582 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "9272                           NaN                           NaN   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9272           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16T10:00:00           2022-03-16T13:00:00  \n",
       "1              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "2              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "3              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "4              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9271           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9272           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9273           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9274           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "\n",
       "[8582 rows x 12 columns]"
      ]
     },
     "execution_count": 201,
     "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": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Openingstijden 14-03-2022 van</th>\n",
       "      <th>Openingstijden 14-03-2022 tot</th>\n",
       "      <th>Openingstijden 15-03-2022 van</th>\n",
       "      <th>Openingstijden 15-03-2022 tot</th>\n",
       "      <th>Openingstijden 16-03-2022 van</th>\n",
       "      <th>Openingstijden 16-03-2022 tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00 tot 2022-03-16T13:00:00</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 10:00:00</td>\n",
       "      <td>2022-03-16 13:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2022-03-14 07:30:00</td>\n",
       "      <td>2022-03-14 21:00:00</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>2022-03-14 07:30:00</td>\n",
       "      <td>2022-03-14 21:00:00</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-15 07:30:00</td>\n",
       "      <td>2022-03-15 21:00:00</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2022-03-16 07:30:00</td>\n",
       "      <td>2022-03-16 21:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8582 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "9272                           NaT                           NaT   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9272           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16 10:00:00           2022-03-16 13:00:00  \n",
       "1              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "2              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "3              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "4              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9271           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9272           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9273           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9274           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "\n",
       "[8582 rows x 12 columns]"
      ]
     },
     "execution_count": 202,
     "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": 203,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "import numpy as np\n",
    "\n",
    "def datesplit(df, column):\n",
    "\n",
    "    df = df.dropna(subset = ['{} van'.format(column)])\n",
    "    df1 = df.rename(columns={'{} van'.format(column):'vandate','{} tot'.format(column):'totdate', 'UUID':'UUID'})\n",
    "    return  (pd.concat([pd.Series(r.UUID,pd.date_range(r.vandate, r.totdate, freq='0.5H')) \n",
    "                        for r in df1.itertuples()])\n",
    "               .rename_axis('Openingstijden')\n",
    "               .reset_index(name='UUID'))\n",
    "def plot_opening(df, label):\n",
    "    print(\"Open op 14 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count()))\n",
    "    print(\"Open op 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count()))\n",
    "\n",
    "    print(\"Open op 14 én 15 maart groep {}: {}\".format(label, df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 14 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "    print(\"Open op 15 én 16 maart groep {}: {}\".format(label, df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count()))\n",
    "    print(\"Open op 14, 15 én 16 maart groep {}: {}\".format(label, df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    opening = np.datetime64('2022-03-16 07:30:00')\n",
    "    closing = np.datetime64('2022-03-16 21:00:00')\n",
    "\n",
    "    #print(df[(df['Openingstijden 16-03-2022 van'] == opening)])\n",
    "    df_standard = df[(df['Openingstijden 16-03-2022 van'] == opening) & (df['Openingstijden 16-03-2022 tot'] == closing)]\n",
    "\n",
    "    print(\"Aantal stemlokalen open op standaard tijden 16 Maart in staffel {}: {}\".format(label, df_standard['Openingstijden 14-03-2022 van'].count()))\n",
    "\n",
    "    plt.figure(figsize=(13,13))\n",
    "    wims_datesplit_14 = df.loc[:, ('Openingstijden 14-03-2022 van','Openingstijden 14-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_15 = df.loc[:, ('Openingstijden 15-03-2022 van','Openingstijden 15-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_16 = df.loc[:, ('Openingstijden 16-03-2022 van','Openingstijden 16-03-2022 tot', 'UUID')]\n",
    "    wims_datesplit_14 = datesplit(wims_datesplit_14, 'Openingstijden 14-03-2022')\n",
    "    wims_datesplit_15 = datesplit(wims_datesplit_15, 'Openingstijden 15-03-2022')\n",
    "    wims_datesplit_16 = datesplit(wims_datesplit_16, 'Openingstijden 16-03-2022')\n",
    "\n",
    "    wims_datesplit_14.reset_index()\n",
    "    wims_datesplit_15.reset_index()\n",
    "    wims_datesplit_16.reset_index()\n",
    "\n",
    "    #wims_datesplit_14.info()\n",
    "    #wims_datesplit_15.info()\n",
    "    #wims_datesplit_16.info()\n",
    "\n",
    "    \n",
    "    wims_datestack = pd.concat([wims_datesplit_14, wims_datesplit_15], ignore_index=True)\n",
    "    wims_datestack = pd.concat([wims_datestack, wims_datesplit_16], ignore_index=True)\n",
    "    \n",
    "    wims_datestack.set_index('Openingstijden', drop=False, inplace=True)\n",
    "\n",
    "    #print(wims_datestack['Openingstijden'].unique())\n",
    "\n",
    "    xticks = []\n",
    "    xticklabels = []\n",
    "    datetimecount = 0\n",
    "    for datetime in wims_datestack.groupby(pd.Grouper(freq='30Min'))['Openingstijden'].unique():\n",
    "        if (datetime.size > 0):\n",
    "            xticks.append(datetime.ravel()[0])\n",
    "            if(datetimecount % 6 == 0):\n",
    "                ts = pd.to_datetime(datetime.ravel()[0])\n",
    "                #hardcoded for the data, sloppy code, quick fix, only applies to timestamps with 7 minute changes to reality\n",
    "                if (ts.minute == 7):\n",
    "                    ts = ts - dt.timedelta(minutes=7)\n",
    "                xticklabels.append(ts.strftime(\"%m-%d %H:%M\"))\n",
    "            else:\n",
    "                xticklabels.append(\" \")\n",
    "        else:\n",
    "            xticks.append(\"\")\n",
    "            xticklabels.append(\"\")\n",
    "        datetimecount += 1\n",
    "\n",
    "\n",
    "    wims_datestack.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden',width=1, figsize=(25, 25), title=\"Openingstijden stemlokalen staffel {}\".format(label), log=True).set_xticklabels(xticklabels, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "    \n",
    "\n",
    "    \n",
    "    dfg = wims_datestack.groupby(pd.Grouper(freq='30Min')).count()\n",
    "    dfg['Staffel'] = label\n",
    "\n",
    "    global wims_datestack_grouped\n",
    "    if (label != 'totaal'):\n",
    "        wims_datestack_grouped = pd.concat([wims_datestack_grouped, dfg])\n",
    "    wims_datestack.to_csv(path_or_buf='../data/export/openingstijden_staffel_{}.csv'.format(label), sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')\n",
    "\n",
    "\n",
    "    #wims_datesplit_16.groupby(wims_datesplit_16[\"Openingstijden 16-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_16.groupby(pd.Grouper(freq='30Min')).count().plot(kind='bar', y='Openingstijden 16-03-2022')\n",
    "    #wims_datesplit_15.groupby(wims_datesplit_15[\"Openingstijden 15-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 15-03-2022')\n",
    "    #wims_datesplit_14.groupby(wims_datesplit_14[\"Openingstijden 14-03-2022\"].dt.hour).count().plot(kind=\"bar\", y='Openingstijden 14-03-2022')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het indelen van alle data in staffels gebaseerd op de hoeveelheid stemgerechtigden per gemeente."
   ]
  },
  {
   "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 = ['1; 0-10.000 stemgerechtigden', '2; 10.000-30.000 stemgerechtigden', '3; 30.000-60.000 stemgerechtigden', '4; 60.000-100.000 stemgerechtigden', '5; 100.000-350.000 stemgerechtigden', '6; >350.000 stemgerechtigden']\n",
    "\n",
    "df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 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": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Gemeente    Naam stembureau         dist gemeentecode  \\\n",
      "733  Vlieland  Sporthal Flidunen  8023.806656       GM0096   \n",
      "\n",
      "                          geometry  gemeente Kiesgerechtigde bevolking  \\\n",
      "733  POINT (127250.000 586750.000)  Vlieland                         1   \n",
      "\n",
      "                           binned  \n",
      "733  1; 0-10.000 stemgerechtigden  \n",
      "      Gemeente Naam stembureau         dist gemeentecode  \\\n",
      "4180  Zeewolde   De Toermalijn  13612.02895       GM0050   \n",
      "\n",
      "                           geometry  gemeente Kiesgerechtigde bevolking  \\\n",
      "4180  POINT (151250.000 488250.000)  Zeewolde                      18.3   \n",
      "\n",
      "                                 binned  \n",
      "4180  2; 10.000-30.000 stemgerechtigden  \n",
      "      Gemeente Naam stembureau         dist gemeentecode  \\\n",
      "60001   Altena  MFA Vlechtwerk  9716.479603       GM1959   \n",
      "\n",
      "                            geometry gemeente Kiesgerechtigde bevolking  \\\n",
      "60001  POINT (111750.000 421250.000)   Altena                      44.9   \n",
      "\n",
      "                                  binned  \n",
      "60001  3; 30.000-60.000 stemgerechtigden  \n",
      "       Gemeente             Naam stembureau          dist gemeentecode  \\\n",
      "17493  Lelystad  Gymzaal Lelystad-Haven (1)  12211.053519       GM0995   \n",
      "\n",
      "                            geometry  gemeente Kiesgerechtigde bevolking  \\\n",
      "17493  POINT (149750.000 491750.000)  Lelystad                      62.9   \n",
      "\n",
      "                                   binned  \n",
      "17493  4; 60.000-100.000 stemgerechtigden  \n",
      "      Gemeente Naam stembureau         dist gemeentecode  \\\n",
      "13840   Zwolle   Kerk Hoofdhof  7665.182341       GM0193   \n",
      "\n",
      "                            geometry gemeente Kiesgerechtigde bevolking  \\\n",
      "13840  POINT (210250.000 510750.000)   Zwolle                     102.8   \n",
      "\n",
      "                                    binned  \n",
      "13840  5; 100.000-350.000 stemgerechtigden  \n",
      "        Gemeente                Naam stembureau         dist gemeentecode  \\\n",
      "63804  Amsterdam  Tent Schoolpein ‘t Koggeschip  4539.304592       GM0363   \n",
      "\n",
      "                            geometry   gemeente Kiesgerechtigde bevolking  \\\n",
      "63804  POINT (111250.000 490750.000)  Amsterdam                     689.3   \n",
      "\n",
      "                             binned  \n",
      "63804  6; >350.000 stemgerechtigden  \n"
     ]
    }
   ],
   "source": [
    "df_dist_nonbin = df_nearest[['Gemeente', 'Naam stembureau', 'dist', \"CBS gemeentecode\", \"geometry\"]].rename(columns = {'CBS gemeentecode': 'gemeentecode'})\n",
    "df_dist_bin = pd.merge(df_dist_nonbin, df_stemger_clean, on = 'gemeentecode')\n",
    "\n",
    "df_furthest_binned = pd.DataFrame()\n",
    "\n",
    "for label in labels: \n",
    "    print(df_dist_bin[df_dist_bin['binned'].str.fullmatch(label)].sort_values(by=['dist'])[::-1].head(1))\n",
    "    df_furthest_binned = df_furthest_binned.append(df_dist_bin[df_dist_bin['binned'].str.fullmatch(label)].sort_values(by=['dist'])[::-1].head(1))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indelen van stemlokalen in op standaard tijden open en niet op standaard tijden open."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 28\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 31\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 129\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 0\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 4\n",
      "Staffel: 1; 0-10.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 3\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 446\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 449\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2242\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 16\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 17\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 103\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 392\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 388\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 2328\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 12\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 17\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 68\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 213\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 213\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1051\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 3\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 2\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 29\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 226\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 202\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1456\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 13\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 16\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 39\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 14 maart, open op standaard dagen, stemlokalen: 151\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 15 maart, open op standaard dagen, stemlokalen: 151\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 16 maart, open op standaard dagen, stemlokalen: 1015\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 14 maart, niet open op standaard dagen, stemlokalen: 1\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 15 maart, niet open op standaard dagen, stemlokalen: 1\n",
      "Staffel: 6; >350.000 stemgerechtigden, dag: 16 maart, niet open op standaard dagen, stemlokalen: 5\n"
     ]
    }
   ],
   "source": [
    "open_standaard = {\n",
    "        'dag': [],\n",
    "        'standaard': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "def print_opening_standard(df, label, day, standard):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    print(\"Staffel: {}, dag: {}, {}open op standaard dagen, stemlokalen: {}\".format(label, day, standard, len(filter_binned(df, df_stemger_label).index)))\n",
    "    global open_standaard\n",
    "    open_standaard['dag'].append(day)\n",
    "    open_standaard['aantal'].append(len(filter_binned(df, df_stemger_label).index))\n",
    "    open_standaard['staffel'].append(label)\n",
    "    if (standard == 'niet '):\n",
    "        open_standaard['standaard'].append(False)\n",
    "    else:\n",
    "        open_standaard['standaard'].append(True)\n",
    "for label in labels:\n",
    "    print_opening_standard(wims_standaard_14, label, \"14 maart\", \"\")\n",
    "    print_opening_standard(wims_standaard_15, label, \"15 maart\", \"\")\n",
    "    print_opening_standard(wims_standaard_16, label, \"16 maart\", \"\")\n",
    "    print_opening_standard(wims_nonstandaard_14, label, \"14 maart\", \"niet \")\n",
    "    print_opening_standard(wims_nonstandaard_15, label, \"15 maart\", \"niet \")\n",
    "    print_opening_standard(wims_nonstandaard_16, label, \"16 maart\", \"niet \")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grafieken maken van hoeveel stemlokalen open zijn op de dagen waarop gestemd kan worden (inclusief, totalen zijn meer dan de hoeveelheid stemlokalen). Eerste grafiek is linear, tweede logaritmisch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '14 maart'), Text(1, 0, '15 maart'), Text(2, 0, '16 maart')]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7CzwM/AF0MsbU8eMcRURERETkEstXMmKMaQgMBj621n6eR7kqQH3gNPBZ9uPW2m+BPUBFXCMdmXGFgdvcm/E+4rYDK3BNvWqf7XCnPOL+AD7PVk5ERERERBzkdzJijCmKa3rW78AT5ylez/24wVp7Mpcyq7OVBagJFAd+t9Zu8zfOGHM1rulY3sf9aU9ERERERBwSmI+yr+JKFrpbaw+ep2w19+PPeZT5JVtZ7+e/kDtfcVXdj0fcoyD+xomIiIiIiEP8GhkxxjTGtSZjtrV2uh8hJdyPx/Mok+Z+LOlgnIiIiIiIOOS8yYgxphgwGdcC8P6XukNOM8Y87L4XypoDBw443R0RERERkb8sf0ZG/onrcrz/Z63d52e9maMQV+VRJnM045iDcTlYaz+w1kZZa6PKly+fV1EREREREbkI/qwZ6Yzrcro9jTE9sx2r5X7sZ4zpAGy11vYFdrr335hHvde7H3d67ct8fkM+4zLXppQ2xlydy7oRX3EiIiIiIuIQfxewBwDN8jhe3f1X2r39g/sxxBhTLJcrakVnKwuwGTgJlDXG3JTLFbUaZI+z1h41xmzDdUWtaOBrf+JERERERMQ5552mZa2taq01vv5wXeoXYIh7X4Q7ZhewFtf9QO7KXqcxphlQBdfd2Vd4tXUamO/e7OEjrjrQCNf9S/6b7XDmjQ59xV0N3OHenHW+cxYRERERkUvvQu7A7q/X3I+vG2OCM3caYyoA77o3R1lrz2WLGwVYYKgxpoFXXAkgDlef37XWHskW9zauUZWexpiOXnGBwPvA1biuBrbxIs9LREREREQKwCVLRqy1CcB7uO6yvs4Y87kxZiaQCtQBZgPjfMStBobhuvnhcmPMQmPMp8A2XFPFvgeG+4jbBTyIK5GZbYxZYoyZBmwFursfHyno8xQRERERkQtzKUdGsNb2xzVtai2uRKItrqTgcaCrtTYjl7h/AbcBibjWgNwBHARGAM2stSdyifsEaALMBWrjWnx/FngDiLLW/lZgJyciIiIiIhclP3dgz8Fa2wvodZ4yHwMfX0DdC4AFFxD3PdApv3EiIiIiIvLnuqQjIyIiIiIiIrlRMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo5QMiIiIiIiIo7wOxkxxgwwxnxqjNlkjDlkjDljjDlgjFlkjPmHMcbkEhdgjHnMGLPGGJNmjDlqjPnOGHOvH23e5y571B27xl1Xnv02xrQzxiw0xvxujDlhjFlvjBlujCni7/mKiIiIiMillZ+RkaFAJ+AksByYAWwFWgJTgVnZkwRjTCFgFjAOqAEsBJYC0cDHxph3cmvMGDMeiAeigO+Ar4Cb3XUl5JaQGGOeBua7+7UW+C9QAXgFWGyMKZ6PcxYRERERkUskMB9luwM/WGuPe+80xoQAXwN38v/bu/Mwy4r6/uPvLzOMLAMCASQCIpso4IIMCCKgoiYaJRBQFJO4EFBAZAubiKIBmUGMQljiAuoPxBhQMEYxEZFNBYfggmyCyKrgILLvzPf3R9UdLpfbPT0z3be6e96v55nn9D3n1O26St0+n1OnquA9wJe7Du8HbA9cA7w+M++qZdanBIwPR8QFmfntnvfcCdgLuBPYJjNvqPufB/wI2BHYBzi+p9wMYCbwcP19l9f90ymhZBvgaGD/BfjckiRJksbAiHtGMvPS3iBS918NnFRfvrGzv/aKHFxf7tkJIrXMDZSeFoDD+/y6w+r2kE4QqeXuAvasLw/t0ztyKBDArE4QqeUeBN4HzAX2iogVhvmokiRJkgZgtAawP1m3j3Xt25LyeNTtmXlxnzJnAU8Am0XE6p2dEbEGsCnweD3nGTLzIuAOYDVgi65y04A315df61PuJuCnwDTgLSP9YJIkSZLGxiKHkYhYG/hgfflfXYc2qdvZ/cpl5sPA1fXlK/qUuzozHxni187uORdgA2AZ4J7M/O0ClJMkSZLUwIKMGQEgIt4HbAssCawBvJoSaj6Vmed0nbp23d4yzNvdSgkia3ftG2m57nO7f76VofUrJ0mSJKmBBQ4jwFaUgeodTwJHAP/ac970un3WOJMuD9btcg3LSZIkSWpggR/Tysx/ysygPBK1EfA54Ejgsoh4/qjWroGI2KOuZ3LFnDlzWldHkiRJmrQWesxIZj6Smddk5kGU2a9eTlkDpKPTC7HsMG/T6c14oGG5Z8jML2TmjMycscoqqwzzVpIkSZIWxWjNpvWVun1bRCxZf765btcaptyaPeeORrkXLGA5SZIkSQ2MVhj5M2XsyFRgpbrvyrrdrF+BuhL6xvXlz7sOdX7eKCKWHuL3bdZzLsB1lNXhV4qIdYcot3mfcpIkSZIaGK0wsg0liNwL3F33/RSYA6wREdv0KfN2yoxcszPzjs7OzLyNEmSm1XOeISK2pczidWf9HZ1yjwPn1Zfv7lNuHcraJ49TVmOXJEmS1NCIwkhEvCYi3hoRz5p9KyK2Ak6tL0/NzKcA6vbYuv+UiFi1q8z6wMz68ug+v/KYup0VEet1lVsVOLm+nJmZc3vKzQQSOCQiNu8qNx04jfJ5T87Me+fzkSVJkiSNsZFO7bse8GXg3oi4ktIrsRywLrBhPee7lCl+u32W0mvyNuCGiPghpTfkDcBSwL9l5rd7f1lmnh0RpwB7AldFxPmU1dq3A5YHzuWZg+U75WZHxKHALOAnEXEBpbdmW8pq8JcDh4/wM0uSJEkaQyMNIxcB/wJsDaxPWegwKKHkm8AZmXlub6HMfCoidgD2At4H/BXwFPB/lB6KM4f6hZm5V0RcCuxNCRNTKONCTgNO6dMr0il3bET8CjiQMrZkKeAm4ATguMx8bISfWZIkSdIYGlEYyczfAR9bmF9QQ8OJ9OnJGEHZM4EhA8sw5b4PfH9By0mSJEkanNEawC5JkiRJC8QwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqYmprSsgSZKkp131u1tbV0EaGHtGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1IRhRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1MSIwkhELBkR20XEZyLiioi4PyIej4g7IuLsiHjtfMrvGhGXRMR9EfFgfY+9I2LY3x8Rfx0R/xsR90TEwxHx64g4PCKeM59yr4qIcyLijxHxaETcEBHHRsRzR/J5JUmSJI29kfaMbAucDxwArA5cDJwD3APsBPwoIj7Zr2BEnAR8DZgBXAL8AHgRcCJw9lCBJCIOBs4DXg9cCXwXWBU4CrgwIpYZoty7gB8DOwC/Ab4NTAMOAq6IiFVH+JklSZIkjaGRhpG5wDeBbTLzLzPzrZm5S2a+FHgn8BRwRES8rrtQROwE7AXcCbysltsRWB+4FtgR2Kf3l0XEDGAm8DCwVWa+ITPfDqxDCUJbAEf3KbcGcCoQwA6Z+ZrM3AVYF/gGsB7w+RF+ZkmSJEljaERhJDMvyMydM/OSPse+AXylvvz7nsOH1e0hmXlDV5m7gD3ry0P79I4cSgkUszLz8q5yDwLvo4SjvSJihZ5y+wFLA1/NzG93lXsS2AO4H9ghIjYc9gNLkiRJGnOjNYD953W7RmdH7aXYFHgcOKu3QGZeBNwBrEbp6eiUmwa8ub78Wp9yNwE/pTx69ZaewzsMU+5+4Ds950mSJElqZLTCyPp1+4eufZvU7dWZ+cgQ5Wb3nAuwAbAMcE9m/nak5SJiecrjWN3HR/L7JEmSJDWwyGEkIlYD3ltffrPr0Np1e8swxW/tObf751sZWr9yL6zbe2svyEjLSZIkSWpgkcJIREwFzgCeC/wwM7/TdXh63T40zFs8WLfLNSz3DBGxR516+Io5c+YM81aSJEmSFsWi9oz8O7AdcBvPHrw+IWXmFzJzRmbOWGWVVVpXR5IkSZq0FjqMRMTxwG6UaXu3y8w7e07p9EIsO8zbdHozHmhYTpIkSVIDCxVGIuIzwIeBOZQgckOf026u27WGeas1e87t/vkFC1iuMzZlhTqYfaTlJEmSJDWwwGEkIo6lrMT+J+ANmXnNEKd2pvvdKCKWHuKczXrOBbgOeARYKSLWfXYRADbvLZeZ9wGd2bc2e1aJIcpJkiRJamOBwkhEzAQOAv4MvDEzfzXUuZl5G3AlZT2Qt/d5r20p65LcSVk3pFPuceC8+vLdfcqtA2xJWb/kuz2HOwsd9iu3PPC2+vKcoeotSZIkaTBGHEYi4ijgEOBeShAZSe/CMXU7KyLW63qvVYGT68uZmTm3p9xMIIFDImLzrnLTgdNqvU/OzHt7yn2O0qvynojYvqvcVODzwPLAucP05kiSJEkakKkjOale2B9eX94I7BMR/U69LjNndl5k5tkRcQqwJ3BVRJwPPEGZgWt54FzgxN43yczZEXEoMAv4SURcQAlB2wKrApd31ae73G0RsRtwOnBuRFwK/J6ywvtate4fGMlnliRJkjS2RhRGgJW6fp5R//VzEaVXY57M3KuGgr0pYWIKZVzIacApfXpFOuWOjYhfAQdSxoAsBdwEnAAcl5mPDVHu6xFxE3AYsBXwKsrUw58Gjq5jSyRJkiQ1NqIwkplfAb6ysL8kM88EzlyIct8Hvr8Q5S4HdljQcpIkSZIGZ1EXPZQkSZKkhWIYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1IRhRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1IRhRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1IRhRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhNTW1dA48dndnlr6ypojB34jf9uXQVJkqR57BmRJEmS1IQ9I5I0idjDOfnZwylpMrFnRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE67ArnmWWvGA1lWQJEnSYsSeEUmSJElN2DMiSZOIPZySpInEnhFJkiRJTRhGJEmSJDVhGJEkSZLUhGFEkiRJUhOGEUmSJElNGEYkSZIkNWEYkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1IRhRJIkSVIThhFJkiRJTRhGJEmSJDVhGJEkSZLUxIjDSERsEBH7RsQZEXFdRMyNiIyInUdQdteIuCQi7ouIByPiiojYOyKG/f0R8dcR8b8RcU9EPBwRv46IwyPiOfMp96qIOCci/hgRj0bEDRFxbEQ8d6SfV5IkSdLYmroA5+4J7LugvyAiTgL2Ah4Ffgg8AWwHnAhsFxE7Z+bcPuUOBmYBTwEXAn8GtgWOAt4aEdtl5sN9yr0LOB2YAvwYuAPYAjgI2DEitsrMPy7o51gcvP7CvVtXQWPu2tYV0BizHS8ObMeSJo8FeUzr18CngV2A9YCL5lcgInaiBJE7gZdl5lszc0dgfcq36Y7APn3KzQBmAg8DW2XmGzLz7cA6wMWUcHF0n3JrAKcCAeyQma/JzF2AdYFv1Hp/fgE+syRJkqQxMuIwkplfysyDM/M/M/O3Iyx2WN0ekpk3dL3XXZSeFoBD+zyudSglUMzKzMu7yj0IvA+YC+wVESv0lNsPWBr4amZ+u6vck8AewP3ADhGx4QjrL0mSJGmMjNkA9tpLsSnwOHBW7/HMvIjyCNVqlJ6OTrlpwJvry6/1KXcT8FNgGvCWnsM7DFPufuA7PedJkiRJamQsZ9PapG6vzsxHhjhnds+5ABsAywD3DNMD86xyEbE85XGs7uMj+X2SJEmSGhjLMLJ23d4yzDm39pzb/fOtDK1fuRfW7b21F2Sk5SRJkiQ1MJZhZHrdPjTMOQ/W7XINyz1DROxRpx6+Ys6cOcO8lSRJkqRF4aKHPTLzC5k5IzNnrLLKKq2rI0mSJE1aYxlGOr0Qyw5zTqc344GG5SRJkiQ1MJZh5Oa6XWuYc9bsObf75xcsYLnO2JQV6mD2kZaTJEmS1MBYhpGf1+1GEbH0EOds1nMuwHXAI8BKEbHus4sAsHlvucy8D+jMvrXZs0oMUU6SJElSG2MWRjLzNuBKynogb+89HhHbAmtQVmf/aVe5x4Hz6st39ym3DrAlZf2S7/Yc7ix02K/c8sDb6stzFuCjSJIkSRoDYz2A/Zi6nRUR63V2RsSqwMn15czMnNtTbiaQwCERsXlXuenAaZR6n5yZ9/aU+xylV+U9EbF9V7mpwOeB5YFzM/OaRfxckiRJkhbR1JGeGBGv5OkAAbBh3X4qIv65szMzt+j6+eyIOAXYE7gqIs4HngC2owYD4MTe35WZsyPiUGAW8JOIuAC4F9gWWBW4HDi8T7nbImI34HTg3Ii4FPg9ZYX3tYAbgQ+M9DNLkiRJGjsjDiOU8PCqPvvXH65QZu5VQ8HelDAxhTIu5DTglD69Ip1yx0bEr4ADKWNAlgJuAk4AjsvMx4Yo9/WIuAk4DNiq1vk24NPA0XVsiSRJkqTGRhxGMvNCIBbml2TmmcCZC1Hu+8D3F6Lc5cAOC1pOkiRJ0uC46KEkSZKkJhbkMS1Ncu84zP8cJrurWldAY852PPnZjiVNJvaMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJqa2roDGj6t+d2vrKkhaRLZjSdJEYs+IJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSJEmSmjCMSJIkSWrCMCJJkiSpCcOIJEmSpCYMI5IkSZKaMIxIkiRJasIwIkmSJKmJqa0rIEmSpKe98NEzW1dBY+zm1hUYR+wZkSRJktSEYUSSJElSE5M2jETErhFxSUTcFxEPRsQVEbF3REzazyxJkiRNJJPywjwiTgK+BswALgF+ALwIOBE420AiSZIktTfpLsojYidgL+BO4GWZ+dbM3BFYH7gW2BHYp2EVJUmSJDEJwwhwWN0ekpk3dHZm5l3AnvXlofaOSJIkSW1NqgvyiFgD2BR4HDir93hmXgTcAawGbDHY2kmSJEnqNtnWGdmkbq/OzEeGOGc2sHo99ycDqdUE4bzmk9/NrSugMWc7nvxubl0BSRpFk6pnBFi7bm8Z5pxbe86VJEmS1MBk6xmZXrcPDXPOg3W7XL+DEbEHsEfn3Ii4fpTqpvFnZeDu1pUYpJjVugbSqLMdSxOf7XjyW2uoA5MtjCyyzPwC8IXW9dDYi4grMnNG63pIWni2Y2nisx0v3ibbY1qdXo9lhzmn03vywBjXRZIkSdIwJlsYubluh+wKAtbsOVeSJElSA5MtjPy8bjeKiKWHOGeznnO1+PJxPGnisx1LE5/teDEWmdm6DqMqIv4PeCXwnsz8fz3HtgUupKzOvnpmzh18DSVJkiTB5OsZATimbmdFxHqdnRGxKnByfTnTICJJkiS1Nel6RgAi4mRgT+BR4HzgCWA7YHngXGDnzHyqWQUlSZIkTc4wAhARuwJ7Ay8FpgDXAacBp9grIkmSJLU3acOINJyIiKz/8UfEEgZUaeKxHUsTn+1YhhEt1iJie2AlYHZmXt26PpIWnO1Ymvhsx4uvyTiAXRqRiFgHeBfl8b2TI+JdjaskaQHZjqWJz3a8eJvaugJSK5l5U0ScThlTtDOwdURsmJlHNK6apBGyHUsTn+148eZjWlosdT+jWl8fABxXXx6cmcf1LylpvLAdSxOf7Vg+pqXFUmZmREwFiIiVgY3qoRuBOyNiyWaVkzQitmNp4rMdy8e0tFiqM3Y8Wb/4jqc8q/pb4DDg+5n5RNMKSpov27E08dmOZc+IFjudqQN7vvhupHzxnZeZDzWtoKT5sh1LE5/tWGAY0WJmmC++jwDfy8yHm1ZQ0nzZjqWJz3asDsOIJr2IiLr1i0+aoBa1HUeEf++kxvx7rH78ctakFRFLw7zBcdP84pMmntFox10XPktGxLYDq7wkwL/HGp5hRJNSRKwEfCQiPgmQmY9HxGr4xSdNGKPRjruCyFRgf+DbEeFUodKAjFY7HmJ/jE2tNUjOpqXJagngw8ByEfEg8EVgFgYRaSJZpHbcE0T2BfYBlgcOqMcOGMSHkBZzi/z3uLbjKZT2uyHwGPAA8Afg/rGtvsaaix5q0oqIjYELgJWBXwIvB24APgZ8Z6RBpLMgU+fCZswqLOlZFrYd9wkiBwHTgM8DLwb+Fjg+M/cf+08hLd4W5e9xREwD1gQ+BWwCrFcPzQUuBb6WmV8cu9prrBlGNKlFxIbAJcCKwB+BvTLzW8OcH1Ceax3i2Br1vd4EzMnMr45FvSU9bUHbcVe5zqNZ+wHLAEcBJwOrATOBt2MgkQZiYdpxRDwf2JHShtcF7gD+B7gNWAH4B2Al4NjMPHSs6q6x5WNamtQy85qIeA3l7smqwKbAt6BcqNSFlqITPrpDSES8BHgusDnlLs7LgJcCASxZz3mFFzLS2BpJO+4tU58x/yCwF/CXwL8AX8zMR4DfRcTHgQT2jQhsx9LYWtB2HBFrAHtQ2vGKwHnArpl5X9c5XwU+DhwcEfdn5qcG8mE0qgwjmvQy89qI2JryBXhYRMzNzCM6X3ydABIRmwGvAbYC1gI2AKbXt7kbuAY4GHgRMIMSUraOiJdk5rWD/EzS4mZ+7bjP+XMj4g7gZ5T2vDHl8Y4r6/HraiAJSiD5v8w8YyAfRlpMjbQdR8RfAP8I7E55tOtW4GJg5Rpc/lTf7xcRcQTlhsPBEfGTzLxwgB9Jo8DHtLTYqD0dPwOWBbbJzEu7jv0N8HVK+LiBMiDuZ8Bs4DrgitqLsgFwHPBXwE+AzwD/3e+xLkmjb7h2PMT5y1DurB4HXAgckpmzu45vQHns8t8z84mxqrekpw3VjiNiSmY+FRFvo8y29ULgYeA5wBzKI5ZnAZ/LzJ92vd/fUQbG7wmc7fjOicWeES026h2ZrYDX9bmAeR4liNwNHJWZp/eWj4hXA0fwdBA5FjivDm4PA4k09oZqx71tsPO6Doz914hYEjgGeHdEXAU8kZlPZeb1wPW1zJTMfGqwn0ha/AzVjmsQeS5lfNcLgd9Rxnf9HHgS2IEy6H2FiNg/M6+p5b4VEY8BvzCITDz2jGix1Ts7VkTsC3wW+A3wocw8v+vYZsCRwJuBH1Muagwi0jgQEctRBrdem5mP9RzrzIa3HHA+5fHLV3cuYiS11/33OCI+CnwSuAnYOTN/0XPuYcDRwD6ZeVL3oqb2bk5MLnqoxVbXF98S9fXxwAGUMSEnR8Qb6/HNgE9gEJHGnTrL3bbACcAL6r4pneNdk1M8AFxFWafgNYOvqaSh9PRmbAw8BXyiO4h0LXx4Xt3uHhHLUiaiwCAycRlGtNird1Q6geRzwIGUga4nRMQ+wOHAX2MQkcajAFanBIyDYd6jHvP+vnWt0rxU3a440BpKmq8oVqHMXvkUZT2SZ5xSt38E7qGsM/KEf4cnPsOIxLMCyWcp04FuQAkf2wMX1Z//xyAijR/1juq5lEew3hERe3b218XSqG32+cA6lFWbf9aoupKGUMd4zQFuAR6ijBchIqbUR7E647l2oawtsgSwTPeNB01M/h8oPS27vtT+B7gWWJoyk8cPM/N7nTuuBhFp/MjMuyg3EO4DjoyIg+r+xwEiYnXKo5ZbALdTFkyTNI7UnpEpwBWU3sv9oPR0dj1W/XfAh2qRkzPzXgesT3wOYJd6RMSrKLN1vJkygG4d4EZgt8y8pGXdJA0tIjYCfkCZ/vN/gcsoFzUvo4wrAXhjZv6wTQ0lzU9ErAX8iDK+61+BkylT++4C7AusTZne95DMvLlRNTWKDCNSl4h4JWUg7OaUC5mDgFdT1hPZLzNPaFg9SfMREetR1ifYElih7n6KsmjaBzLzfB+zlMa3iNgQ+B5lUoq7gceB59fDZwMnZubFjaqnUWYYkbpExJqUQXO3A4dl5nfr/i27F1ga4Xt5wSM1EBErUno0t6U8avlryrS/v+kMZrdtSuNb7SH5MPAqShB5BDiRMnbzpnqOf2cnAcOI1KN+Ab4IOL/3S24ki6J1zXneWd/Auc+lCaprReipmflk6/pIi5Ouv6dLU65ZH+46NuIgYjse3xzALvXIzFsy8wedWbN6jo00iGwLXB4RyxtEpIkpIt4LXBYR072AkZrorCHyCPDoMw6MPIi8F9vxuGYYkYaxIN2/XUFkK8qiTDOA3buPj0EVJY2BiNgFOAXYFNipa7/tWBqQ7r/BCzNrlu14YvD/DGkUdAWRV1NmAVkK+AVwYUSsVR/VmhsRU5tWVNJ8RcTbgdMpM/jMBuZExMsjYprtWJoYbMcTh2NGpEXUFUS2pCyOOBW4g9KlvASwLGWRtXdl5kMjGXciqY2IeAdwBqUd30BZZ2g6ZYrgK4CdbMfS+GY7nljsGZEWwRBB5D+AHSkzgGwOfBV4E/D9iFjKLz5pfKqPdHyN0o7/HdiK0o5fAXwe2A74nu1YGr9sxxOPYURaSEMEkS9k5q6ZeUVm3pOZf6Ks/PxNyhfiBxpWWdIQ6gXMGcAU4KjM3Csz7waezMyHgKOB7wBbA+9qV1NJQ7EdT0yGEWkhDBNEPliPT+ls61SE59Wia3W9RyCpuT4XMB+r+6fUdt5pxz+qRVbtKms7lsYB2/HEZRiRFkL9YtsG+AF9gkin67fOa74S8Npa9O6u98jO+YOsu6SnRcQ/AqfR/wKmux2vCby1Fpu31oHtWGrPdjyxOYBdWkD1DspzgFuAVYBTMnPveuwZg+EiYklge2AWZUXoHwMB/Am4DPhcZj7iQkzS4EXEcsBvgZWBT2bmkXV/bzteEXg/cCCwGnAJ8BfAHynt+KjMfNh2LA2e7XjiM4xICykiNgH+ITMPqK97v/imUgbKnQisC/yaMqjuAcoA91cANwGvr7N6LLEw86hLWngRsTGwfWZ+qr7ubccrALsARwLPozyW+SXKYmzvAF5Dacevq+14xKtCSxodtuOJzTAijYLeOyl9gsgZwL6Z+ed6fBngMOBw4Gzg3a7ULrU1nwuYpYCTgGMz8/56fGngCOBQSht/v3dUpbZsxxOPYUQaZX2CyGnAAZl5f30eNeuYk+cCP6/FXpeZt7SpsaRefS5gPgd8uj7GsQTMGzu2BnAlMAd4bWbOaVJhSc9iO54YHMAujaIaRF5P/yCyRL1b07kDsAQwDVgJWLpFfSU9W322/O0McQHT8zjlFEpbfk79WdI4YDueOAwj0ujaBvg6/YPI3M5zqBGxFLAP8HzgGuB37aosqaNOULED5VGOKfS5gOnaTgc+TrmhcD1lIKykxmzHE4thRBpdt1LurJwF7D9EEHkO8G5gN8qX3szMfKzflILOfS4NVh20+mPg98CXGfoCZhngnykLp/0OOLzun9r7nrZjabBsxxOLY0akURYRfwk8mJkPDBFEdqUMlHs+8BngxLpCbKf88pQ7OffWMs8YjCdp7EXEysBDdertfhcwBwH7AY9SJqP4j8x8tKv86sCTwJyuBddsx9IA2Y4nBntGpFGWmX+YTxA5jBJETgK+1BNEVgL2Br4DHBgRS9WFmp51l0bS2MnMu0d4AfMJ4NyeC5g1KDPlnQd8xHYstWE7nhgMI9IY6Qki03g6iPwlJYicmJm39xR7DLiqnvMJ4OyIWDYzn3RlWGnw5nMBcyTlTuq9PcXupTyqOY3S5s+1HUvt2I7HNx/TksZYDSK7AR8CXkAJIidl5m3DlFmaMuDuHykD3LceYgYQSQNQ2+SRwPuAp+rPZ2XmPcOUWQY4jrLq86+BbWo7dkE1qQHb8fhkGJHGWF1P5HxgU+AY4N87QaQ+uvV+yuxbSwKfB/6QmX+OiGWBj1DuyLgQk9RQffb8CsojlnsDZ9d2GsBawN8DL6HcaT0JuCUz/1Rn6vkocDBwKvBBnzmX2rAdj0+GEWkAIuLFlIWXvpyZt9Z9qwKfooSRjt9TpgT+cmb+rgaSi4A1gDdk5q8HW3NJHRHxImAryrPlf677NqU8UvmWrlP/SJnB54uZeVNELEeZ2Wc5ygKnNw+04pLmsR2PP44ZkQYgM68DjuoEkWpfShD5PfBPwIcpj2R9FDgiIl6UmQ8BFwKrAusPtNKSniEzfwN8pXMBU+1OuYC5GNiZcmf1/4BDgI9FxPqZ+QAwm3Lndc3B1lpSN9vx+OOMANKAdLp0I2IJygD1d9VDH8zM/67HTga+BLwXWDIijgJWrOf9aaAVlvQsnWfEazteH/gHYC7w0cy8tJ52ZkScSnkufYnartes590/+FpL6mY7Hl8MI9KA1dk8/gjcDjwX+CmU8SOZ+Rjw/oh4gnKn5oXA5sDlwE1taiypV23HtwHXAX8B/ASebseZuVttx3sALwU2Ar4JXNuqzpKeyXY8PviYltTGEpRHslakhA66V2HPzA8AF1Cea03gjM40wEOs1G5bltq4ljJL3n4wrx132uNelMc6Xg7cRpm153GwHUvjjO24If8HkxqoPSDHUsaL7BMR+9X9T0XEphGxN7B1Pf2zmXkSlC+5rse93hMRW0XE1M7KsIP/JNLiKzMfBj4O3AXsHxEH16m8MyL+CpgJvBK4GzghM88GqFOCdtrxgRHxpohY0nYsDZ7tuD1n05IaioiXAN+gDIi7H7iR8vzq84ApwKcy86P13CldX3xvAP4TeBI4B9i/zns+1el/pcGq7fh0Stt9ErgF2JjShu8HPpaZ/1bPnbdWUET8DfAd4M/At4EP2Y6lNmzH7RhGpMYiYjVgE+DFwPbAtvXQzMz8SD1nXhCpr5ehzLB1IvB64OfAmzLzod5zJY29iFiFMsZrW+DNwOsoPZ+fzszj6znPWCStLsC2AmU9g78GfkmZwtt2LDVgO27Dx7SkxjLzzsw8jzKArhNEPt0JItWSEbFSRLykdgM/XOc4fydwPPAq4HsRsZRffNLgZeaczJwNPEC5gLkT+EznAqZ6bkSsHRFb1rb6SGb+AXgP8FnKZBXfsR1LbdiO2zCMSOPHzZTB6idk5iGdnRGxOmXl9osos2pdHBG7RMTqmfkgcDTwVcoYk30HXmtJ3S6mzJR3fGZ+trMzItahLKB2EXAp8OM67mvNun7BMcDXgddSJ7WQ1IzteIB8TEsaRyJilcyc0/V6ZeDfKKu330W5W7N8/fdlyuD2GyNiXcoCTRdm5g4Dr7ikeSJixe4F1eoNhbOALYDrKe14Vcp6Q1+m3Hm9ISJeBlwGfDMz/2HwNZfUYTseHNcZkcaRThDpes50HUpX8fXAB4DfAMsAnwL2BJaPiEMod3AeAVaPiGmdaQclDV7nAqarHW8ObEq5QNkFuA+YDhxHWb9gekQcSHk2/Ulg5Rb1lvQ02/HgGEakcajrOdNXUu68/Aj4cdf+d0bEA8BulEe7/kCZgWs24DOq0jjQ1V5fBCxJacO31QGw9wO7RsRDlHY8t/6bTplVT9I4YDsee4YRaXz7FfAQsHTXtL7TMvPxzNw9IuZSnktNSpfxMXWtku5pByMz02kGpWZ+RblJ8HyA2h47Kzx3t2OAeyiTUvROH2o7ltqyHY8RB7BL49tvgauB7SPiAwA9j2D9jNId/CBl0aYrer74Xg7Miohl/eKTmvkl8Gtg54jYA+YtfNrx+7q9F9ijjgOb2tWOtwZOj4jptmOpGdvxGHEAuzTORcQGlJk7ngT+GziDMqf5rsDfUe7UzAJOzcw7usptDHyEMv3vacDu9Y7MM+ZIlzT2IuLFwAWUXswLgf8AXgC8DXgTZVG1/YBvZOYjXeW2BD5DGTQ7KzMPq/ttx9KA2Y7HhmFEmgAi4kXAUZTVYJ8PPKf+e4DyBfelzPx91/kbAUdQFmC6DfgicCrwSGbOdSEmafAiYj3gMEo7Xh1YjfKEwj3AgcB/9lzAbAF8Dng5ZR2i44D/Be6pj2PajqUBsx2PPsOINEFExDRKL8hxlJXaVwY+DXwlM2/vOm9DyiNbbwWWpnxBLgXcQJn+d9+6Muwznln1Do009joXHhHxVeBvKBcx+wFnZ+bDXee9CjgB2KzumkNpz3dS1hv6oO1YasN2PLoMI9IEERFBmaHjp0AncHy5TxA5EtiZMg3wBcDplMkqdqeEmDnAyztfmBHxQuDJzLy9e7yJpNFX2/GKlJsDKwLvA87qcwHzb8AMysJq3wPOAaYBe1Me0fwTsGHnDmxEzAD+nJm/XdwuZKRBsx2PLmfTkiaI+qX0QETsDPwtcOYwQeQnwLHA/3QG2EXEFcDdwJbADhFxFmXNksMpUwVvkZlXD/AjSYud2o7viYhXU9YsOLfnAmZznr6AORf4F+Cqzl3TiNifMnXoWsBWEfEj4IWUtYdeHRGbZOYNg/tE0uLHdjy67BmRJqDeZ0x7gsil9eeLajdyUNr63IhYBngj5XnXFYEfAO+nLN704cw8a6AfRNI8PXdSvwUcmpk31mO97XgTymQWywOXUMaH/RI4ODMvalF/SbbjhWEYkSa4iHgpJVy8kz5BpNPN2/WM6xKUuy8H1be4Adg/M88bfO0lAUTEVpQxYFtQLmAO63dntPvZ8og4Ffh7ylMOFwIHZuYvBlVnSc9kO144rjMiTWB1UPsBlCByIV1BBOZ1JVN/7vSkrEp5PAvK9ITLAD+s7/ecQdRb0tMiYingk5QLmP+k3EntdwETXRcwGwMrUS5gElibMlOP7VhqwHa88OwZkSa4+ojWpykzdvxguAHoEbE2sC9l8NyNlO7gHYDrgW0y8z4HsUuDVy9KDgKOyczr+hzv7uXcHDiE0nZ/BNxMubPa3Y4Xm8Gv0nhhO144hhFpEqjPnj46giCyT/13I2VBxG9T5kWfBVwJvCYzHx37GkvqFRFLZuYTffb3XsAcDOxImS3vCGA2pR3PBC4DXpuZjw+s4pLmsR0vOGfTkiaB7lk8+omIdYAPUYLIDcAnM/OceuzketoMShfxtWNYVUlD6HcBU/f3u4D5IeXu62X12EnAk5QF2J5HWexU0oDZjhecPSPSJBcRq1PGlXyYEkT+JTO/Xo8tmZlPRMSSwEqZeVfDqkoaQkS8gtKbuRNPX8D8qB6bmplPRsRUYHpm3tusopKGZDvuz54RaZLq6hJ+B6VH5HrgqMz8j3p8iRpEot7JMYhI41CdDvQ9lDup5wMzuy5g5g2Grdt7W9VT0tBsx0OzZ0SaxCLiBZTekCWA92bm1+p+B6lLE0REbARcRRnguntmdma/WywGt0qTge14aPaMSJNbAPcAt3UFkb6D6ySNW1OBh4Gbuy5g5q1TIGlCsB0PwXVGpMntPsrMWZtGxPuhDK6r3cWSJobbgWuALSPiPTDvUQ5JE4fteAg+piVNchGxAXAJMJey0vrXG1dJ0gKKiBdT2nEAe2fmNxpXSdICsh33Z8+INMll5vXAdpTVXV8bESs2rpKkBVQXUNsOeBDYICKmN66SpAVkO+7PnhFpMVEHs6+Qmb9qXRdJCyciVgOWysybW9dF0sKxHT+TYUSSJElSEz6mJUmSJKkJw4gkSZKkJgwjkiRJkpowjEiSJElqwjAiSZIkqQnDiCRJkqQmDCOSpAkhIo6MiH9uXQ9J0ugxjEiSJElqwjAiSRq3IuLwiPhNRFwKbFD37R4RsyPilxHxzYhYpu5fNyIui4irIuKoiHiwaeUlSfNlGJEkjUsRsSnwTuAVwFuAzeqhb2XmZpn5cuBaYLe6/3jg+Mx8KXD7gKsrSVoIhhFJ0ni1NXBOZj6cmfcD/1X3bxwRl0TEVcC7gY3q/i2Bs+rPZw62qpKkhWEYkSRNNF8BPlR7QD4BLNW2OpKkhWUYkSSNVxcDO0TE0hGxHPC2un854A8RsSSlZ6TjMmCn+vM7B1dNSdLCMoxIksalzLwS+AbwS+A8YHY9dARwOfBj4LquIvsBB0TEr4D1gPsGVllJ0kKJzGxdB0mSFlmdVeuRzMyIeCfwrsz829b1kiQNbWrrCkiSNEo2BU6MiADuBd7ftjqSpPmxZ0SSJElSE44ZkSRJktSEYUSSJElSE4YRSZIkSU0YRiRJkiQ1YRiRJEmS1MT/B+HDCBl2TgyEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_open_standaard_full = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_standaard_plot = df_open_standaard_full[df_open_standaard_full['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "df_open_nonstandaard = pd.DataFrame(open_standaard)\n",
    "\n",
    "df_open_nonstandaard_plot = df_open_nonstandaard[~df_open_nonstandaard['standaard']].pivot(index='dag', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "dagen_standaard = sorted(list(dict.fromkeys(open_standaard['dag'])))\n",
    "\n",
    "ax_open_standaard = df_open_standaard_plot.plot(title='Stemlokalen open op standaard tijden',kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
    "\n",
    "ax_open_nonstandaard = df_open_nonstandaard_plot.plot(title='Stemlokalen open op niet standaard tijden', kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13))\n",
    "\n",
    "ax_open_standaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "ax_open_nonstandaard.set_xticklabels(dagen_standaard, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"12\" halign=\"left\">aantal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>staffel</th>\n",
       "      <th colspan=\"2\" halign=\"left\">1; 0-10.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">2; 10.000-30.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">3; 30.000-60.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">4; 60.000-100.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">5; 100.000-350.000 stemgerechtigden</th>\n",
       "      <th colspan=\"2\" halign=\"left\">6; &gt;350.000 stemgerechtigden</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>standaard</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "      <th>False</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dag</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14 maart</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>446</td>\n",
       "      <td>16</td>\n",
       "      <td>392</td>\n",
       "      <td>12</td>\n",
       "      <td>213</td>\n",
       "      <td>3</td>\n",
       "      <td>226</td>\n",
       "      <td>13</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15 maart</th>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>449</td>\n",
       "      <td>17</td>\n",
       "      <td>388</td>\n",
       "      <td>17</td>\n",
       "      <td>213</td>\n",
       "      <td>2</td>\n",
       "      <td>202</td>\n",
       "      <td>16</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16 maart</th>\n",
       "      <td>129</td>\n",
       "      <td>3</td>\n",
       "      <td>2242</td>\n",
       "      <td>103</td>\n",
       "      <td>2328</td>\n",
       "      <td>68</td>\n",
       "      <td>1051</td>\n",
       "      <td>29</td>\n",
       "      <td>1456</td>\n",
       "      <td>39</td>\n",
       "      <td>1015</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                aantal        \\\n",
       "staffel   1; 0-10.000 stemgerechtigden         \n",
       "standaard                         True False   \n",
       "dag                                            \n",
       "14 maart                            28     0   \n",
       "15 maart                            31     4   \n",
       "16 maart                           129     3   \n",
       "\n",
       "                                                   \\\n",
       "staffel   2; 10.000-30.000 stemgerechtigden         \n",
       "standaard                              True False   \n",
       "dag                                                 \n",
       "14 maart                                446    16   \n",
       "15 maart                                449    17   \n",
       "16 maart                               2242   103   \n",
       "\n",
       "                                                   \\\n",
       "staffel   3; 30.000-60.000 stemgerechtigden         \n",
       "standaard                              True False   \n",
       "dag                                                 \n",
       "14 maart                                392    12   \n",
       "15 maart                                388    17   \n",
       "16 maart                               2328    68   \n",
       "\n",
       "                                                    \\\n",
       "staffel   4; 60.000-100.000 stemgerechtigden         \n",
       "standaard                               True False   \n",
       "dag                                                  \n",
       "14 maart                                 213     3   \n",
       "15 maart                                 213     2   \n",
       "16 maart                                1051    29   \n",
       "\n",
       "                                                     \\\n",
       "staffel   5; 100.000-350.000 stemgerechtigden         \n",
       "standaard                                True False   \n",
       "dag                                                   \n",
       "14 maart                                  226    13   \n",
       "15 maart                                  202    16   \n",
       "16 maart                                 1456    39   \n",
       "\n",
       "                                              \n",
       "staffel   6; >350.000 stemgerechtigden        \n",
       "standaard                         True False  \n",
       "dag                                           \n",
       "14 maart                           151     1  \n",
       "15 maart                           151     1  \n",
       "16 maart                          1015     5  "
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_open_standaard_full.pivot(index='dag', columns=['staffel', 'standaard'], values=['aantal'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even snel met een spreadsheet berekende percentages:\n",
    "\n",
    "Staffel     1\t\t2\t\t3\t\t4\t\t5\t\t6\t\t\tNL\n",
    "\n",
    "14 maart\t0.0\t\t3.5\t\t3.0\t\t1.4\t\t5.4\t\t0.7\t\t\t3.0\n",
    "\n",
    "15 maart\t11.4\t\t3.6\t\t4.2\t\t0.9\t\t7.3\t\t0.7\t\t\t3.8\n",
    "\n",
    "16 maart\t2.3\t\t4.4\t\t2.8\t\t2.7\t\t2.6\t\t0.5\t\t\t2.9"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Openingstijden in een lopende barchart grafiek, elke nieuwe grafiek is een andere staffel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep 1; 0-10.000 stemgerechtigden: 0\n",
      "Open op 15 maart groep 1; 0-10.000 stemgerechtigden: 5\n",
      "Open op 16 maart groep 1; 0-10.000 stemgerechtigden: 98\n",
      "Open op 14 én 15 maart groep 1; 0-10.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 1; 0-10.000 stemgerechtigden: 4\n",
      "Open op 15 én 16 maart groep 1; 0-10.000 stemgerechtigden: 6\n",
      "Open op 14, 15 én 16 maart groep 1; 0-10.000 stemgerechtigden: 24\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 1; 0-10.000 stemgerechtigden: 28\n",
      "Open op 14 maart groep 2; 10.000-30.000 stemgerechtigden: 10\n",
      "Open op 15 maart groep 2; 10.000-30.000 stemgerechtigden: 6\n",
      "Open op 16 maart groep 2; 10.000-30.000 stemgerechtigden: 1877\n",
      "Open op 14 én 15 maart groep 2; 10.000-30.000 stemgerechtigden: 5\n",
      "Open op 14 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 13\n",
      "Open op 15 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 21\n",
      "Open op 14, 15 én 16 maart groep 2; 10.000-30.000 stemgerechtigden: 434\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 2; 10.000-30.000 stemgerechtigden: 442\n",
      "Open op 14 maart groep 3; 30.000-60.000 stemgerechtigden: 16\n",
      "Open op 15 maart groep 3; 30.000-60.000 stemgerechtigden: 16\n",
      "Open op 16 maart groep 3; 30.000-60.000 stemgerechtigden: 2002\n",
      "Open op 14 én 15 maart groep 3; 30.000-60.000 stemgerechtigden: 6\n",
      "Open op 14 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 11\n",
      "Open op 15 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 12\n",
      "Open op 14, 15 én 16 maart groep 3; 30.000-60.000 stemgerechtigden: 371\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 3; 30.000-60.000 stemgerechtigden: 378\n",
      "Open op 14 maart groep 4; 60.000-100.000 stemgerechtigden: 9\n",
      "Open op 15 maart groep 4; 60.000-100.000 stemgerechtigden: 3\n",
      "Open op 16 maart groep 4; 60.000-100.000 stemgerechtigden: 869\n",
      "Open op 14 én 15 maart groep 4; 60.000-100.000 stemgerechtigden: 1\n",
      "Open op 14 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 5\n",
      "Open op 14, 15 én 16 maart groep 4; 60.000-100.000 stemgerechtigden: 206\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 4; 60.000-100.000 stemgerechtigden: 205\n",
      "Open op 14 maart groep 5; 100.000-350.000 stemgerechtigden: 29\n",
      "Open op 15 maart groep 5; 100.000-350.000 stemgerechtigden: 8\n",
      "Open op 16 maart groep 5; 100.000-350.000 stemgerechtigden: 1285\n",
      "Open op 14 én 15 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 0\n",
      "Open op 14, 15 én 16 maart groep 5; 100.000-350.000 stemgerechtigden: 210\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 5; 100.000-350.000 stemgerechtigden: 208\n",
      "Open op 14 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 15 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 16 maart groep 6; >350.000 stemgerechtigden: 868\n",
      "Open op 14 én 15 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 14 én 16 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 15 én 16 maart groep 6; >350.000 stemgerechtigden: 0\n",
      "Open op 14, 15 én 16 maart groep 6; >350.000 stemgerechtigden: 152\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel 6; >350.000 stemgerechtigden: 151\n",
      "                     Openingstijden  UUID                       Staffel\n",
      "Openingstijden                                                         \n",
      "2022-03-14 07:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 08:00:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 08:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 09:00:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "2022-03-14 09:30:00              28    28  1; 0-10.000 stemgerechtigden\n",
      "...                             ...   ...                           ...\n",
      "2022-03-16 19:00:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 19:30:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:00:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 20:30:00            1019  1019  6; >350.000 stemgerechtigden\n",
      "2022-03-16 21:00:00            1017  1017  6; >350.000 stemgerechtigden\n",
      "\n",
      "[762 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZOGjZBWyFGz759csuAWDLnHPCccsuAQAAAGBLOMMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZ0LAGAAAAAGAWNKwBAAAAAJgFDWsAAAAAAGZBwxoAAAAAgFnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAAAACAWdCwBgAAAABgFjSsAQAAAACYBQ1rAAAAAABmQcMaAAAAAIBZqO5edg37RVV9LsnHr2CXayb5/AYfbjP7buVjz2HfudSx6jU7vvnV4fj2bd+51OH49m3fudTh+OZXh+Pbt33nUofj27d951KH49u3fedSh+Pbt33nUseq1+z45leH49u3fedSh+Pb3L436O5r7fae7t4RX0netxX7buVjz2HfudSx6jU7vvnV4fgc35zrcHw75/jmUofjc3xzrsPxOb451+H4ds7xzaUOx+f45lyH43N8G/2yJAgAAAAAALOgYQ0AAAAAwCzspIb1C7do36187DnsO5c6Vr1mxze/Ohzfvu07lzoc377tO5c6HN/86nB8+7bvXOpwfPu271zqcHz7tu9c6nB8+7bvXOpY9Zod3/zqcHz7tu9c6nB8+7bvN1mZiy4CAAAAAHDltpPOsAYAAAAAYMY0rAEAAAAAmIUd1bCuqoOr6uBl1zEHspjIYiKLRfIANsp4sUgeE1lMZDGRBbAZxoxF8pjIYiKLySpksSMa1lV1laq6e5LXJXlpVd1/2TUtiywmspjIYpE8gI0yXiySx0QWE1lMZAFshjFjkTwmspjIYrJKWRy07AK2WlV9W5KHJfnRJC9P8u9JXlxVZ3X3h5da3DaTxUQWE1kskgewUcaLRfKYyGIii4ksgM0wZiySx0QWE1lMVi2LlW5YV9UhSX4qyS2T/H53v33cfm6SayW50v2D7StZTGQxkcUieQAbZbxYJI+JLCaymMgC2AxjxiJ5TGQxkcVkFbNY9SVB7pTkx5K8tLvfXlUHVNVPJjk3ybuTpKquv8wCt5EsJrKYyGKRPICNMl4sksdEFhNZTGQBbIYxY5E8JrKYyGKyclmsbMO6qg5M8v8keU13v228fZckd0hy+rjPf0tyYlXdY3mVbj1ZTGQxkcUieQAbZbxYJI+JLCaymMgC2AxjxiJ5TGQxkcVkVbNY5SVBOsmFSS4abz84ybFJLk7yZ919WZKPVdUJSZ5VVZd191uWUunWk8VEFhNZLJIHsFHGi0XymMhiIouJLIDNMGYsksdEFhNZTFYyi+ruZdewZarq1klemuS8DKfBvyPJy7r7K1V14yRf7e7PVtVjktw2yfFJulcwFFlMZDGRxSJ5ABtlvFgkj4ksJrKYyALYDGPGInlMZDGRxWQVs1jlM6zT3e+vqrsmObq7T6+qWvePccsk/7OqfjvJMUn+pbsvX1atW00WE1lMZLFIHsBGGS8WyWMii4ksJrIANsOYsUgeE1lMZDFZxSxW+gzrXVXVj3b3m9fdfkmSI5N8IMk7uvsfl1XbdpPFRBYTWSySB7BRxotF8pjIYiKLiSyAzTBmLJLHRBYTWUxWIYuVPsN6vaq6dpI/qqrf6+6/qKrDknwqyVu7+x+WW932ksVEFhNZLJIHsFHGi0XymMhiIouJLIDNMGYsksdEFhNZTFYlix3TsO7u86rqwUleWlU3SfL1JLdOcnKSVNUB2WX9lqo6qrvPX0a9W0kWE1lMZLFIHsBGGS8WyWMii4ksJrIANsOYsUgeE1lMZDFZlSwOWHYB26m7z0rykCSHJbkgyfOSfLKqbte7rN9SVTdL8vtVda/tr3TryWIii4ksFskD2CjjxSJ5TGQxkcVEFsBmGDMWyWMii4ksJiuRRXfv6K8kd0/y6SS3XbetkhyS5D5JLk9yq2XXKQtZyGIeX/Lw5cvXRr+MF/KQhSxk4cuXr636MmbIQxayWOUsdtQZ1muqqtb+292nJHl4krtV1cFVdXAPLk7ywCT/3N0fXGa9W0kWE1lMZLFIHsBGGS8WyWMii4ksJrIANsOYsUgeE1lMZDG5MmdR3b33vVZYVR3Q3ZdX1VW6+8J121+V5Oju/v7x9kHdfenSCt0GspjIYiKLRfIANmqj48VOIY+JLCaymMgC2IxN/F1ycHdfsrRCt4k8JrKYyGJyZctiR55hvV5Pa7dcc21bVb063/yPtfKNJ1lMZDGRxSJ5ABu1kfFi3HZIVd2zqm633TVuJ3lMZDGRxUQWwGZsdMyYQ+NpO8hjIouJLCZXtix2/BnWSVJVhyd5dpI3Jbl3kmO6+/bjfQd292Xr9j0kycHd/bWlFLvFZDGRxUQWi+QBbNQVjRfj/YckuVuGj+fdM8lDuvtNy6h1O8hjIouJLCayADZjA2PG1ZLcPMPatZcmeW93v3kZtW4HeUxkMZHF5MqUhYb1qKpumeR/Jzmwu79t3fYjkxyY5MFJvpLkQUnukORB3f2OZdS61WQxkcVEFovkAWzU7saLqjpwvPteSe6XYdL4pSTPSPKY7n779le6PeQxkcVEFhNZAJtxBX+XfFuSpyf5YpKLk5yR5IQMY8ZKNuMSeawni4ksJleWLHb8kiBruvuMJD+U5EtVdeckqarvTvKuJI9OcsskH09yrSTvTPLZJZW65WQxkcVEFovkAWzULuPFD47bLsvw5tbVkzwgyend/ZYkP5/keuuaUytHHhNZTGQxkQWwGbuMGXdJkqo6KsnvJrlFkq8neUF3vzLJ45L8ZFVdZVn1bjV5TGQxkcXkypKFM6x3UVU3yrB+y9vGf7i3Jrl1d59VVU9LcnSSp3X3h5Za6DaQxUQWE1kskgewUeN4cY0k788wB7t03P64JD+a5OHdfX6NF0RZYqnbQh4TWUxkMZEFsBnjmHGD7j61qu6foSF1ToYzJR+Z5B7d/fmqOmInLFcoj4ksJrKYzD2Lg7b7F85dd380yUfH799eVT+e5HVV9cEMH7s7IcmHl1jitpHFRBYTWSySB7BRa+NFVT06yYVJThrvelmS7xu3Zac0nuQxkcVEFhNZAJux/u+SJDdLclaSE7u7q+o2GT75+flVb8KtkcdEFhNZTOaehSVB9qCqDkiS7n5jkn/JsFbcW7v77F53WvrafqtsE1nUcircPrKYyGKRPIBN+N9JfqWqfmq8/eAkt0ly+PqddtBH/Deax04YP2UxkcVEFsCG1OAqSW6U5JKx8XSfJD+S5KJd9l35ecYm81jpMVQWE1lM5pyFJUH2oqp+L8l3JvnHJF/o7ldWVe3SgDoiw6Tx89199pJK3XK7y2I3+1SSpyV5e3e/YZtL3DaymMhikTyAjaiqmyV5SZKzk/xgkgd29+m7mWNUku9NcnF3/8dyqt16m8zjl5Kc0d1vXUqxW0wWE1lMZAFsxjhm/G2SU5LcPcmvd/df1y5LCO2wecbu8thxY6gsJrKYzDELDeu9qKrrJTmyu7/pI/1V9Z1J7pbkZ5Kcl+SOSX6hu1+7vVVujyvKYt0+V0/y2CRPTHKv7n7PNpW3rWQxkcUieQAbVVXXStJJDuju86rqwB4urLZ24ZPbJHlqkk8nuX2Sx63qHCO54jzW7XPNJPdN8odJfqK7T11CqVtOFhNZTGQBbMbYr7hRkvN2PbFuh84z9pjHun12xBgqi4ksJnPLwhrWe9Hd5+5ue1VdP8lPJfn2JM/p7ldU1Q8leXhVvbG7L9rdz12Z7SmLXVyS5H1Jzkxy1a2taHlkMZHFInkAG9Xdn1v7fjx7YX2z+t4ZLqr21939zKq6Y5InVNWp3f2V5VS8tfaUxy77fL6qTktyfoZ19VaSLCaymMgC2Izu/kSSTyTfGDN6/H6nzjN2m8cu++yIMVQWE1lM5pbFyq+/vL/VtGb1/53kmkne2N2vGLfdLckRq9is3pPx4wBr3181yY8l+X+TPLO7T1laYUsgi4ksFskD2Jvu7prWkrxVknskeUt3P3PcdmyGT8at5B+Ru9rdBDlJquouSf4sydPW5l/rx9hVtJksVp0sJrIANsM8Y5F5xsTryUQWkzlkoWG9Sd19eVUdmuQxSd6/tmZLVd0rQwP76ePth1TVccurdHuse5f2qkmOS/LwJCd199+s36+qVv5s/o1kUVW3q6o7LKnEbbPR58VOscHnxlVrWA8f2KHWnS359CRndvdfJklV3SrJ9TJMDlNV96qqeyynyuUZP8n2zCQv6O4XrG3f04R6le0pi6r63qo6dmmFLcGestiJruB5cXBVHbK8yoA5MM+4YuYZE/OMiXnGZLvnGSvfRNwiN8+wpsvaAH/vJD+c5D+SfGrc5zNJnltVl3T3m5dT5tarqj9O8rEMSxv8dJI/36UJ97Akt05yo6p6SXf/7XIq3XpXlMW6j1NcJckzquo3e4UvtreB58UdMnx85PoZ3vh591IK3SYbyOMJGdaBuqCqntPdr1tOpcCyVdUNk3y6u/9gvH1sknsluVqSfxl3+2qS540vLSs7x0iSqvrVJB9P8s9J/jjJibtMkO+d5KZJbpHkFd39xqUUug2uKIuaLqJ11STPrqrfWfF5xt6eFzdJco0MF0H+WHefvpRCt8EGsnhMkh9KcmhVnbjKzwtg78wzFplnTMwzJuYZk2XOM1x0cR9U1XWTvCfJbyc5JsnVM1yx+1Xd/Ym1/5mr6nuSvCbJL3b3W5ZV71aqqlsm+bsklyV5RHe/fd19j0/yhAxnox+Y4YIOD+vuf15GrVttT1nUeEGcdc+L2yd5YZLju/u9Syx5y+zlefGoJL+Y5FVJDs5w0dLHdvfrl1HrdthLHo/NsDzIg5IcmuQFSR7V3e9fRq3ActVwUbX3JvmNDG/sXSfDm50ndveZ615TbpnkL5M8fpWXFqrhiuVvzPCH9CO7+1Xr7ntchvHzj5JcmuRXk/xMd79rGbVutT1lse45UeNHvu+Y5HkZLgT+ziWWvGX28rx4YIa5xaeSXJDk/hnmGSv5h/VesnhYkmck+Ykkhyf5/SSPXvUTBYA9M89YZJ4xMc+YmGdMljnPsCTIPuju/0zy4xnWfjoqwwD25z0sUL62bMhBSS7OkPFvVtX1llXvVuruM5LcM8O7S99YzmBsVj88yY9092u7+9UZ3rG9ylIK3Qa7y2Ic1C+rqoOT/GpVXaO7T8swSThyedVurSt4Xvx8kuckOTnJH3X3byX52ST3q+FqsytpT8+N8e6bJnlSd58xvoFxWoZGPrAD9XBRtftmWFvy+5K8Nckfd/eZ4/1rH+f9dJL/TPKsqrrRMmrdDt19VoYsLs/wR0GSpKp+IclvJXlAdz+/u1+U5JQMJxGspN1lsW6ecVCSR47zjHcneUOS71hetVtrlyy+tra9qn4iye8mOT3D2oqPzzDPOH6F5+LflMW6Ocb1kjy5u98xniX5uqzw/BPYO/OMReYZE/OMiXnGZJnzDEuC7KPu/mBV/Urv5urcVfXIJN+d5IEZmtnv6O5zt7vG7dLdZ1fV9ye5QZJU1YMznFl91+7+0LjtuzM8uc9bWqHbYNcsMpxZfml3X1JVX0zygap6fYb/ib+6rDq3w26eF/dI8vgkf5jk3CRvr6rjuvvUqjqnuz+/xHK33G6eG5WkM5x1/cNV9YYkt0lyUZKVzgK4YuMc4/juvnDX+2q4ZsYxSX4tw1kMH+ruj253jdtpHD/vlOQONVz8+m5JfiHJ3cY3BFPDunnXTLLSF4tal8Udx00HJbmkuy+tqouSnFFVJya5WZKVPot2l+fFwRlOJHlMkrdlmGO9uqru293/UFWf2QFz8TsluWMNF1WrDGcDHpHku5K8uKquneFMyq/t+ZGAncA8Y5F5xsQ8Y2KeMVnWPMOSIPtJVR2V5M4ZmtS3zrC2y9nj2bRr+xy4uwb3qlj3EZHfSvLh7n75+M7LUUlenOQT3f3Ly61y+1TVXZPctrvXLsRZGd6JfHaSr3T3O5ZZ33ZZ97z4mQzN+7W135+T5LW9bl20tX2XVet2qaqbJrlFd//N+Lx4YYZPZNwtyeu6+4lLLRCYlRouyHqDJL+c4Q+ENyd51y7j50rPMZKFj6Qen+TI7v7jdff9fZKvdfcDllfh9qqq2yS5Y3f/ybptf5fkZRleb3fEVezXPS/umeSWSV7c3V+oqqcm+UB3v3LdvmtrcK6kcU5x7SS37u43jn9gPzfJ55I8IsNJNA9ZZo3A/JhnDMwzFplnDMwzJts9z3CG9bdo/AerDGtVfybJOUke191fXXf/od194doAX1UHdfelSyp5y4xNyQMynF2+dvbwzTN8lOaru2tWr2oWo/9M8tNV9eHufm2Gs2c/kuFjVxfv2pxd8SyS5Ngkn113+5gkb0p2xgRoFxckeVJVHdrdf1lVJ2X4/+SU9c3qndLAB/ZsfF19boY17i9Pcr8kX1x7vVj32rGyk+N11o7x2AwT47U/sl+e5KD1f0TukPHz/CSPqqpPd/erq+oaGT6hc2oPy9cl2RFZrD0vbpfksO7+wnj7Tkk+uZySlmOci1eSp1TVNbv7pVX1lAwf0T1t/R+Rq/5HNbAx5hkLzDMWmWcMzDNG2z3PcIb1flJV10nyxQzvNF2+7l2Yo5M8OMNFDL5SVYcleWiSc7v7TcuseavUcIGGlyb5RIYG5Re7+4lVdbUMH6F43g7K4uZJXpLkYxneIDq7u3+jhvWNHpKd9bz43gwv9q/N+BGj7r5bVR2a5LFJ/qy7vzgOgPdJcmGv8FWpa7gi97MyNK//NcmXuvv/HyeNv5LhndsdkwewZ+Mc48gkH+9hiam1i/geleTnMlxHY8eMFzVc/OWVST6Q8XosaxPkqnpidtD4Oc4zTkry/iTXT/LZ7v6ZqjoyyfHZQa+tNSw/d3KSEzNcN+LS7j5uvO9/JPmr7j5vvP0DSQ7v1b0o+rFJnp9hKb7zMvyNefx4368k+YudkgWwd+YZi8wzJuYZE/OMyXbNM5xhvZ9092d2uX3Z+N9PVdV7MqxTm+7+elV9LMmfVNUTewWvJNrdZ1TVcRkW4T937d23sTH7juysLM6sqvsnuW6Si7r7g+P2c3fg8+Jfa7ii7m2TfKS7Txq3X1RVH8qURVfV15I8e8zi9Usregt19weq6j4ZLkT6ubV3H8fJ4ZnZYXkAe7abOcbaeHF+VX04O2y86O6zqurHktwwyRfWXltHO2r8HOcZD0xykwwnorx53P7Vnfba2t3/VlUPSPLDSf6xu5+27u7PZFhrcc0RGbJ4/IrOudbmGEcm+a9evE7Ip7KDsgD2zjxjkXnGxDxjYp4x2a55hjOst0hVfUd3f3aXbYckOXBsTv5Akj9I8uO9whebG99pu2YPVyNev32nZnGNnj5CsrZ9x2WR7HkJlKo6eHxn//ZJnpfkft298h+1qaojuvubLlCwU/MA9sx4saiG5ZUu2s32HZdHVR3S3RfvZvuOy2JPqr5xbY3bZjhL6iHd/eFl17UMsgB2xzxjkXnGxDxj77y2Tr7VLA7YutJ2rqo6PMnPVdWtdrnr2kmeV1XXT3JWks6wVtQqOyzDukeyGLI4XhbDC1qSx1fVnXfZfrUkz6yq6/RwwdKvJTl8GTVupzGPx8oD2JuqOijGi28Yx8//IY9vZPFLshhU1RNquEDS+m2V5A/GE0vel+GMqKsupcBtVFWPlwWwEeYZi8wzJuYZi8wzJls1z7AkyBbo7guq6k+TnD82IT/T3Zf0sDzIp5P8Y4YF7N/d3ecutdgtJouJLCbju68vS/Llqvq2DFdcvriHZWM+l+S0qvrPJB/eCe9Gjnn8VeQB7EV3X2q8mHg9mcjim7w6QxYHJ0M+41k+X07y3qr61yRfznCywKo7ObIANsA8Y5HX1oksvol5xuTkbEEWlgTZQuO7k0/JuvV6q+qGSX41yW909xdqWKz+d5L8V5L3ruJaP4ks1pPFohouUPBf3f2n4+1rJPmTJL/d3f82bntSkgszvPit5EUp18gD2CjjxSJ5TGQxqaqfznCxnxeOtw/NcBHopyd5X3dfXFUPSnJIhmuvnLq8areWLIDN8FqySB4TWUy8tk72dxaWBNlCPazP+9cZPjbx0Kq6bpI/zHD13S9U1b2TvDDJ0RkW7z+xqm63vIq3jiwmsvgmp2T4mNUDq+qIJL+e5GM9XNTge6rqdUl+MMOL3Ytql48grSB5ABtlvFgkj4ksJqcn+cWqun9VVZJHJTmnu9+V4ROrb0rycxkuKPWSqvqRJda61WQBbIbXkkXymMhi4rV1sl+zcIb1Nqiqmyd5RoY3CD6U5KlJbp7kJ5Oc2d3PGvd7TpJ/6u4/X1KpW04WE1lMxiyel+FqsuckeWaSCzKcif7p7n7iuN/vJvlSdz99SaVuC3kAG2W8WCSPiSwmYxYvSvKVJJ9L8hdJTk3yygwfaX7ouN+Tkly7u59QNVwoaFk1bxVZAJvhtWSRPCaymHhtnezPLKxhvQ26+8yqum+SQ7v7i1V1lSQPz3BK/FpT8nZJbpzk2UssdcvJYiKLyZjFfZIc2d2fSpKqelWGs87XXuhumOQ6Sd64tEK3iTyAjTJeLJLHRBaTdVl8e5JPdvfXqurkJBeu+8PpiCRXS3La+DMr90dkIgtgc7yWLJLHRBYTr62T/ZmFhvU26e6vZbhaapI8KckR3f2MJKmq70pylyTvz3DlzJUmi4ksJt395QwL8aeqjk9yWHc/frx9VJIfyDBmfWpJJW4reQAbZbxYJI+JLCbd/bkMZ/qkhivZH9Ld91u3yx0y5PG67a9ue8kC2AyvJYvkMZHFxGvrZH9loWG9HF9P8rYkqao7Jrljku9J8qfj//A7iSwmsphcnuS9SVJVN0ny/UkeluTZ3f2RZRa2JPIANsp4sUgeE1lMDk/ysSSpqqtlyOKPkpzQ3acts7AlkAWwGV5LFsljIouJ19bJPmdhDeslqKpbJPn7DOu4HJ2hSfmG7v6npRa2BLKYyGJSVcdkyOKNSY7KsBbWK7v775da2JLIA9go48UieUxkMamqmyZ5fZLXjptukeSk7n7Z8qpaDlkAm+G1ZJE8JrKYeG2dfCtZaFgvSVXdIMltknwgyWe6+4LlVrQ8spjIYlJVN07yo0nelyGLTy65pKWSB7BRxotF8pjIYjL+AfXQDGeDfbq737/kkpZGFsBmeC1ZJI+JLCZeWyf7moWGNQAAAAAAs3DAsgsAAAAAAIBEwxoAAAAAgJnQsAYAAAAAYBY0rAEAAAAAmAUNawAAAAAAZkHDGgAARlV1dFW9tqr+vao+UlXPrKpD9vPveHRVPWI/P+bPVtX/te72i6rqmPH7N1TV1XfzM79dVU/Yn3UAAMC3SsMaAACSVFUleXWSk7v7u5J8d5Ijkzx1f/6e7n5+d//5/nzMJD+b5BsN6+7++e4+e/z+3t395f38+wAAYEtoWAMAwOCuSS7s7pckSXdfluSXkzyyqh47nnn9D+PZ109Z+6Gq+umqOq2qPlBVL6iqA8ftX62qp1bVB6vqPVX1HeP2b5zZPD7e740//29VdZdx++FV9YqqOruqXlNV/1RVt62qA6vqpKo6s6r+pap+uaoekOS2Sf5yrOGw8XFvOz7WOVV1zfH7/2/8Pe9IctN1x3DjqnpjVZ1eVW+vqu8Zt59UVc+qqndV1UfH3wUAAFtGwxoAAAY3S3L6+g3d/ZUkn0hyUJLbJ/nJJLdM8sCxgfy9SR6c5E7dfWySy5I8bPzxI5K8p7tvleRtSY7fw+89qLtvn+SXkqw1wh+b5EvdfUyS30xym3H7sUmu19037+5bJHlJd/9NkvcleVh3H9vdX9/dL6mq2yR5yPgY905yu3V3vzDJL3b3bZI8Iclz19133SR3TvJjSU7YwzEAAMB+cdCyCwAAgCuJU7r7C0lSVa/O0MS9NEMz+b3DiiI5LMl54/4XJ/m78fvTk9x9D4/76nX73HD8/s5Jnpkk3X1mVZ0xbv9okhtV1bOTvD7JmzdR/12SvKa7LxiP4XXjf49M8gNJXjkeQ5Icuu7nTu7uy5OcvXaWOAAAbBUNawAAGJydZGHJi6q6WpLvzNCY7l327ySV5M+6+9d283iXdPfaz1yWPc+9L9rAPsMv7P5SVd0qyT2SPDrJg5I88op+ZgMOSPLl8QzxK6ovGY4XAAC2jCVBAABg8NYkh1fVI5JkXIv6D5OclOSCJHevqmtU1WFJ7pfknePPPKCqrj3+zDWq6gb7oZZ3ZmhGp6qOSXKL8ftrJjmgu1+V5DeSfN+4/38luepeHvNtSe43rnF91ST3Sb6x7MnHquqB4++osSkOAADbTsMaAACSjGdD/0SG9an/Pcm/Jbkwya+Pu5yW5FVJzkjyqu5+X3efnaFx/OZx2Y5TMqz5/K16bpJrVdXZSf5XkrOSnJ/kekn+oao+kOSlSdbO7D4pyfPXLrq4h8P75yQvT/LBJH+f5L3r7n9YkkdV1QfH33Xf/XAMAACwaTV9ShEAANidqvrZJLft7sdt0+87MMnB3X1hVd04yVuS3LS7L96HxzkvyXW6+5ItKBUAAPYra1gDAMD8HJ7k1Ko6OMO60Y/dbLN6dFaSF2lWAwBwZeEMawAAAAAAZsEa1gAAAAAAzIKGNQAAAAAAs6BhDQAAAADALGhYAwAAAAAwCxrWAAAAAADMgoY1AAAAAACz8H8AKaGI7x1UPcsAAAAASUVORK5CYII=",
      "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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3Jjm8qh40O8P9uZl+O+KsFRxrWzu6j/+Y6fX97JrWJN66lvCHd/bx2cn3jbfOHo9fnn1v1tT0YZnLfjDmDnwgyd2r6lGz99TfyLTu8VY7+9x7Y5Jjq+o+s+fcjavqYTV9mOMnMoXfV8wuXzN7/Fdi2ffO2bIb70ryopp+0+Fnk/xf29zHg5f8u/Hs5n0EAHZzYjMAkDF9YN7zM/3K+7eT/EumM84eOKY1fLd6b5LHZ4pev5bkqDGtcXpFpg9xOjTJf2SKS3+eaa3Z1Zzz+5nOwH5qpsj4pEwferV1xoOS/H2muPjxJK8fY/zDbNvLk7ywpl/X/h9Xc6g3Jvlgpg8V+1S2+fDETDHl+kk+l+mxODlX/TX6lbpBkldkery+nulM3d+ZbTtp9t8Lq+pTq3zcqxhj/H2S/5XknZmC1J1y1bWgt+731UzB+biqelqm9VdvOJv/n5P87Q6O8e5MZyG/vablLD6b6cz5a+LIJGfW9MF7f5rkV8cYl81+/f+lST42+z4fnukHKffMFBE/kB//Xu5Qc+5HZ/pAtIszRcrXzP5s/bDL/TI9bttzs0w/BFic3cadkhw5xvjubPufZfpQzs/MZvrA7LLMbv+SqvqF2X04M9PauCck+WamAP/MJcd6Zqbv4zdnx3zG7Dorue5VjDHOzvS6fEOm5+gjkzxi9trd4bFmQfuSJTe37H2c3d6jMr0mvpXkvyd51JLj7PDx2caK3zfGGOfM7tPzM/1w45xMP8DY6f9fNca4INNvDPxBpmVr1mZa//l7s+079dwbY2zO9OGmr8302H8hyTGzbVckWZ9pzfavZvpB4uNXOOqfJnlMVf1nVb16O9uflem9/uuZfnDwtiX3Yet9fMXsPh6U5GNLZl7N9wUAYDdQ21+2DADgqqrqRUkOHGM8ad6zLFVV/5LkDWOMv2jezkeS/PkY4y2rMxksr6run+Q3ZsuBwNalibYkeeKS2L3HqarfT/IzY4wnz3sWAODa58xmAGCPUlX/tap+pqZlNJ6caZ3WZc+oXeFt3ijTr4n/x2rMCFdnjHGq0MxsOY6bzZaveX6m9cSXO9t9t1RVP1tVhyxZLuapSd4977kAgPm4Jh8QAQAwT3fJtKbyjZN8KcljZusZXyNVdatMv26+KcmpqzIhwMr8fJK/zo+Wx3nUGOOy+Y600/bNtHTGrTOt7/xHmZZcAgB+AllGAwAAAACANstoAAAAAADQJjYDAAAAANC2W6zZfItb3GIccMAB8x4DAAAAAIAdOO200y4YY9xye9t2i9h8wAEHZPPmzfMeAwAAAACAHaiqryy3zTIaAAAAAAC0ic0AAAAAALSJzQAAAAAAtO0WazYDAAAAANc9l19+ebZs2ZLvfve78x6FnbRmzZrsv//+2WeffVZ8HbEZAAAAANgltmzZkn333TcHHHBAqmre47BCY4xceOGF2bJlS+5whzus+HqW0QAAAAAAdonvfve72W+//YTmPUxVZb/99tvpM9LFZgAAAABglxGa90zX5PsmNgMAAAAA12lbtmzJIx/5yBx00EG5053ulOc85zn5/ve/v6rHeMMb3pC3vOUtq3qbxx9/fL72ta9d+fXTnva0fO5zn0uS/Mqv/Eq+9a1v/dh1XvSiF+WVr3zlqs6xUtZsBgAAAACuFQcc94FVvb0vv+JhV7vPGCNHHXVUnvGMZ+S9731vrrjiimzYsCEveMEL8od/+IerNsuxxx67are11fHHH5+73e1uufWtb50k+fM///Mrt51yyimrfrwuZzYDAAAAANdZH/7wh7NmzZo85SlPSZLstddeedWrXpU3v/nNef3rX59HPvKROeKII3LQQQflxS9+8ZXXe+tb35rDDjsshx56aJ7+9KfniiuuSJLc5CY3yQte8ILc4x73yOGHH55vfOMbSa56RvERRxyR3/7t385hhx2WO9/5zvnoRz+aJLn00kvzuMc9LmvXrs2jH/3o3Oc+98nmzZtzxRVX5Jhjjsnd7na33P3ud8+rXvWqnHzyydm8eXOe+MQn5tBDD81ll12WI444Ips3b06SHHDAAbnggguSJC996Utz5zvfOfe///1z9tlnX3kfvvjFL+bII4/Mve51r/zCL/xCPv/5zydJjjnmmDz72c/Ofe9739zxjnfMySefvCqPtdgMAAAAAFxnnXnmmbnXve51lctuetOb5na3u11+8IMf5BOf+ETe+c535tOf/nROOumkbN68OWeddVbe8Y535GMf+1hOP/307LXXXjnhhBOSJN/5zndy+OGH54wzzsgDHvCAvPGNb9zucbfe9p/8yZ9cGbFf//rX5+Y3v3k+97nP5fd+7/dy2mmnJUlOP/30nHvuufnsZz+bz3zmM3nKU56SxzzmMVm3bl1OOOGEnH766bnhDW+43eOcdtppefvb357TTz89p5xySj75yU9euW3Dhg15zWtek9NOOy2vfOUr88xnPvPKbeedd15OPfXUvP/9789xxx13zR/gJSyjAQAAAAD8xHrwgx+c/fbbL0ly1FFH5dRTT83ee++d0047Lfe+972TJJdddlludatbJUmuf/3r5+EPf3iS5F73ulc+9KEPbfd2jzrqqCv3+fKXv5wkOfXUU/Oc5zwnSXK3u90thxxySJLkjne8Y770pS/lN3/zN/Owhz0sD3nIQ1Y8/0c/+tE8+tGPzo1udKMkySMe8YgkySWXXJJ/+qd/ymMf+9gr9/3e97535d8f9ahH5XrXu17Wrl175dnZXWIzAAAAAHCdtXbt2h9bJuLb3/52vvrVr2bvvfdOVV1lW1VljJEnP/nJefnLX/5jt7fPPvtceZ299torP/jBD7Z73Bvc4AZXu89WN7/5zXPGGWfkgx/8YN7whjfkxBNPzJvf/OYV38ft+eEPf5ib3exmOf3003c4XzKta70aLKMBAAAAAFxnPfCBD8yll16at7zlLUmSK664Is973vNyzDHH5EY3ulE+9KEP5aKLLspll12W97znPbnf/e6XBz7wgTn55JPzzW9+M0ly0UUX5Stf+Up7lvvd73458cQTkySf+9zn8pnPfCZJcsEFF+SHP/xhjj766LzkJS/Jpz71qSTJvvvum4svvniHt/mABzwg73nPe3LZZZfl4osvzqZNm5JMS4Xc4Q53yEknnZRkCspnnHFG+z7siNgMAAAAAFxnVVXe/e5356STTspBBx2UO9/5zlmzZk1e9rKXJUkOO+ywHH300TnkkENy9NFHZ926dVm7dm1e8pKX5CEPeUgOOeSQPPjBD855553XnuWZz3xmzj///KxduzYvfOELc/DBB2dhYSHnnntujjjiiBx66KF50pOedOUZ1cccc0yOPfbYKz8gcHv37Z73vGce//jH5x73uEce+tCHXrn0R5KccMIJedOb3pR73OMeOfjgg/Pe9763fR92pFbrFOmOdevWja2foggAAAAAXDecddZZuetd7zrvMZZ1/PHHZ/PmzXnta197rRzviiuuyOWXX541a9bki1/8Yh70oAfl7LPPzvWvf/2dvp1b3epW+frXv5599tlnF027/e9fVZ02xli3vf2t2QwAAAAAcC249NJL84u/+Iu5/PLLM8bI61//+p0OzUly8MEH52lPe9ouDc3XhNgMAAAAAPxEOuaYY3LMMcdca8fbd999sxorPHz+859fhWlWnzWbAQAAAABoE5sBAAAAgF1md/jMOHbeNfm+ic0AAAAAwC6xZs2aXHjhhYLzHmaMkQsvvDBr1qzZqetZsxkAAAAA2CX233//bNmyJeeff/68R2EnrVmzJvvvv/9OXWeusbmq1idZf+CBB85zDAAAAABgF9hnn31yhzvcYd5jcC2Z6zIaY4xNY4wNCwsL8xwDAAAAAIAmazYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQJjYDAAAAANAmNgMAAAAA0CY2AwAAAADQtve8BwAAAABgz3DAcR+Y9wg75cuveNguud097XG4rttV32d2Xo0x5j1D1q1bNzZv3jzvMQAAAABaREjgumhp0K+q08YY67a3n2U0AAAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaBObAQAAAABoE5sBAAAAAGgTmwEAAAAAaJtrbK6q9VW1cXFxcZ5jAAAAAADQNNfYPMbYNMbYsLCwMM8xAAAAAABosowGAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjMAAAAAAG1iMwAAAAAAbWIzAAAAAABtYjM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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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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wims_datestack_grouped = pd.DataFrame()\n",
    "def make_graphs_opening(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    #df_stemger_label.head()\n",
    "    graph_wims = filter_binned(gdf_wims_dedupe, df_stemger_label)\n",
    "    graph_wims_split = filter_binned(gdf_wims_split, df_stemger_label)\n",
    "    plot_opening(graph_wims_split, label)\n",
    "    \n",
    "    \n",
    "for label in labels:\n",
    "    make_graphs_opening(label)\n",
    "\n",
    "print(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "wims_datestack_grouped.drop('Openingstijden', axis=1, inplace=True)\n",
    "wims_datestack_grouped.reset_index(inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "def graph_open_stacked(df):\n",
    "    wims_pivot = df.pivot_table(index='Openingstijden', columns='Staffel', values='UUID', aggfunc='sum')\n",
    "\n",
    "    ax_open_opening = wims_pivot.plot(kind=\"bar\", width=1, stacked=True, fontsize=22, figsize=(40,40), log=True)\n",
    "\n",
    "\n",
    "    xticks = pd.date_range(start=df.Openingstijden.min(), end=df.Openingstijden.max(), freq=\"30min\")\n",
    "    xticklabels = []\n",
    "    tickcount = 0\n",
    "    for tick in xticks:\n",
    "        if (tickcount % 6 == 0):\n",
    "            xticklabels.append(tick.strftime(\"%d-%m %H:%M\"))\n",
    "        else:\n",
    "            xticklabels.append(\" \")\n",
    "        tickcount += 1\n",
    "\n",
    "\n",
    "    ax_open_opening.set_xticklabels(xticklabels, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alles stacked in plaats van met aparte grafieken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
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/WS7mb/6zXMzf/Ge5mL/5z3Ix/wXOt3oFlnoZVNArAXv2n3cHnkbr0Xc+8N/AXn3acKi0GwMX90q6NXM8OsVi/pNczN/8Z7mYv/nPcjF/85/lwpo7ePYAdu0/XxV4S8/+98B/Dv42ywfL3pJ2cnoYsMz8zX+pFfM3/1ku5m/+s1zM3/xnuZi/+c9yMX/zn+Vi/uY/y8X8zX9ay+jZ5doCEbEsM1f3n7cFHgS8BNgVeAdwSGaeOpovIiJ78BFxHLANcJPMPLVoE5Y0869l/rXMv5b51zL/WuZfy/xrjeW/K/B44Km0oY5fC/xPZp49yn3wuhXtmfEnA7fJzHOLNmFJM/9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcx/YSyrXoFp0L9wGmV5BdpzHvcC3sOaL6ZiVIGBAIiIKwLb04Y9u2Bx13p6mH8t869l/rXMv5b51zL/WuZfq+e/vP96Q+BhwKW0u3fWOjHt80R/PYDWge1C4JJFXOWpYv61zL+W+dcy/1rmX8v8a5l/LfOvZf61zL+W+dcy/1rmX8v8a5n/wrBz1DwZfPH0MloF/RrwosEXU6M79YdfUt0PuArwWyAHX3BpE5l/LfOvZf61zL+W+dcy/1rmXyszV/UfnwlcA/h/wDvHT0zH8r8HsBL4XmZeFBEx/rnaOOZfy/xrmX8t869l/rXMv5b51zL/WuZfy/xrmX8t869l/rXMv5b5L4CcgGf7TUsBrg+cApwK7NPfW7aOee8InER75uNDB+8vG9Xj6u1ZasX8zX+Wi/mb/ywX8zf/WS7mX57/XXuevwOuOp7j2M/37/OuBu41eH/5+v5uFvOf1GL+5j/LxfzNf5aL+Zv/LBfzN/9ZLuZv/rNczN/8Z7mYv/lPU/FO8fl1LWAP4LOZeXxELM81z4K8rFdeRBwEPAG4EvBe4GOjebINkbYz8KiIuPlib8ASZ/61zL+W+dcy/1rmX8v8a5l/rav01/dk5h96/u2sdO27d+4IPLfP+4rM/PRgnlURsTvwnIi43WJvwBJn/rXMv5b51zL/WuZfy/xrmX8t869l/rXMv5b51zL/WuZfy/xrmf88snPU/Nqtvx7bX+eqmAcCTwLuCfyIVpEvAMjMjIgA7gu8GXhfRPz7oq390mf+tcy/lvnXMv9a5l/L/GuZf609++sf+uso82WD/G8PPB84CPg08J7RwoP8Hwq8EDgsIp6wOKs+Fcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZfy3zn085AcNXTUsBbgacD7x/8N6Kwc+3Aj4IXAwcBzxsHZ8TwIOAXwEXAYdUb9tSKOZv/rNczN/8Z7mYv/nPcjH/8vzv0rN9xzDLwc/3BL5LG8r4q8Bd1/NZ9wF+AVwCvLR625ZCMX/zn+Vi/uY/y8X8zX+Wi/mb/ywX8zf/WS7mb/6zXMzf/Ge5mP8851m9AtNUaHfufx04C/jXsWkPBY7uFfMnwCMG02Idn3cw8Nm+jF9Qmf9EF/M3/1ku5m/+s1zM3/xnudDu3PkecDrwyMH7OwGPB87oWX4euNtG5H8T2t09q4EXV2/fpBfzN/9ZLuZv/rNczN/8Z7mYv/nPcjF/85/lYv7mP8vF/M1/lov5z3Oe1SswbQW4HvBn2h33n6ENW/a5XsFWA58A7jOYf9kcn7Fs8PP+wFf6sg+q3r5JL+Zv/rNczN/8Z7mYv/nPcjH/8vz3A06m3XHz1f43+PEg/0OBmw7mv9yJ6Rz5f5N2R9B9FnLdp6GYv/nPcjF/85/lYv7mP8vF/M1/lov5m/8sF/M3/1ku5m/+s1zMfx6zrF6BaSzAvrQvpP7UK+SZwInAk4CrDeZbNrbctsDW/eflg/dv3z/nXf33OXv6Wcx/Eor5m/8sF/M3/1ku5m/+s1yA6wKHA7/ruf2ZdqL6j8PsxnMEdgS2G+U/mg7crX/OG8zf/Ce9mL/5z3Ixf/Of5WL+5j/LxfzNf5aL+Zv/LBfzN/9ZLuZv/tNQRhuveRYROwNXoPW8+xVwbmb+bjA9chB+ROwIPBpYCbw9M0+LiJWZeUlE7Ar8ktZ77waZedpibstSZP61zL+W+dcy/1rmX8v8a5l/rYjYAdgZuAatY9o5mXnmeubfHXgh8BfgzT3/rTLz4ojYGzie9ne8Be1v6Ynbeph/LfOvZf61zL+W+dcy/1rmX8v8a5l/LfOvZf61zL+W+dcy/1rmv+VWVK/AtMrMs4CzaF8qERExes1ubP5zIuIg4CHAnhHxisz8c0SsBG4KbE3rCXjWIm7GkmX+tcy/lvnXMv9a5l/L/GuZf63MPBc4F/gjQEQs28D8p0XElYHHArtGxMt6/tsBd6V1WvtTZp6zwKs+Fcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZfy3z33J2jlokgy+jtunfT104mjb4wuofegV9EnCTiHgDsA9tWLPtgZ8AKyNidWauXuRNWNLMv5b51zL/WuZfy/xrmX8t8681yivaHToXZOb5o2kRsSwzV2fm30bEl4EnADePiLcDNwbuAKwCvjY6yTX/TWP+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZ/6bzsXqLKCJWAH8DLM/Mj0TEisy8dDQtMy+NiD2Br9AehzKyGvg28G+Z+fNFX/EpYf61zL+W+dcy/1rmX8v8a5l/rYjYBXgY8MvM/Mw68r8yLf99BoueBXwaeF5mnrC4az09zL+W+dcy/1rmX8v8a5l/LfOvZf61zL+W+dcy/1rmX8v8a5l/LfPfNHaOWkQRcSXgM8B2mblff2/ZoFffssxcHRGvA64JvA+4DvAb4LuZeWJEu8u/aBOWNPOvZf61zL+W+dcy/1rmX8v8a0XEtWj5n5+ZN+nvzZX/YUAAhwGj570fn5mnmv/mM/9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcx/06z3OYSad2cDXwP2jYgXQhueLNY8D3J5fz2Zdof/UZn58sz8sF9MzQvzr2X+tcy/lvnXMv9a5l/L/Gv9GfgycKOIeB5cLv/R67nAQ4DjMvOwzPx2Zp7a5zf/zWf+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZ/yawc9Qiyvacx9cCRwOPjohH9fdXR8TKzLykz3rD/rrN2PIzUzEXgvnXMv9a5l/L/GuZfy3zr2X+tTLzPODlwE+Ax47lvyz7EMe0IY3PpD3OUPPE/GuZfy3zr2X+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9NY+eoRZaZf6D1ygvgFRHx/IgIYPTsxxcCDwZOp/Xg0zwy/1rmX8v8a5l/LfOvZf61zL9WZv4e+HvaKF2vjohDImJrYNuI2DoiDgXuDJzKjJ+cLgTzr2X+tcy/lvnXMv9a5l/L/GuZfy3zr2X+tcy/lvnXMv9a5l/L/DdeeDN4jYjYH/gEcB3g58Dvga2BO9C+qHpYZn4gYtMfZbI5y8wa869l/rXMv9ZC5q8NM/9a5l9rofKPwTPMtW4RsR9wOHA94De0zmgrgINo+d8lM7+2mZ/t/5kNMP9a5l/L/GuZfy3zr2X+tRYq/4jYNjMvmMdVnUrW/1rmX8v8a5l/LfOvZf61zL+W7f8Ns3NUoYjYG3g6cHtgf+BC4ALgicDh01LJJpX51zL/WuZfayHyj4hrAdcCfpWZJ8zf2k4f869l/rXmO//+eQ8Dzge+mJnHzOsKT5mIuDrwOOBOwI2AvwBnAP+emV/yJH9hmX8t869l/rUWIv+IOBDYFzg6M3853+s8Tcy/lvnXmu/8I+LWwD8CfwI+m5k/WIDVnhoef2uZfy3zr2X+tWz/1DL/WuZfy/b/+tk5qlhEbAtsC9wGOAX4S2b+ejM/ay/girTefycAf8rMX8zPmk4n869l/rXMv9Y8578z8CzgEcD3gXdk5ifmaVWnkvnXMv9a85z/nYF3A1cGfgH8V2a+eb7WdRpFxFbASuCmwEnAuZl50sacmI7PExH70joG3hj4GfCHzDxq4dZ+6TP/WuZfy/xrbUn+c3zWHsBrgfsD36K1fz463+s8Tcy/lvnXmuf87wO8nPbl1G+At2Tm6+Z7naeJx99a5l/L/GuZfy3bP7XMv5b517L9v252jppAm9owiYjtgHsDLwKuAmzfZzsReGtmvnwh13famH8t869l/rU2p2EyWPbewBNovcEvBl6cmYfM5/pNO/OvZf61tjD//YCbAS8DrgS8JjOfNp/rJ4jB4wsj4jrAvYCXANsNZjsFeHNmvqRgFaea+dcy/1rmP5ki4p7Ao2l/D4AXZOaLCldppph/LfOvFRFXBW4LvBTYG9v/C8Ljby3zr2X+tcx/Mtn+qWX+tcy/1jS1/+0ctQSNdUy4CfDPtOHRAI4AfkvrBfhg2jMlX56Zz65Y12lk/rXMv5b5T56xv8kVaL3nD+2TX5WZzyhbuRlg/rXMv9bwYln//UbA84D7As+2g+z8GbsweU/aSGn37ZM/APwSOJP2iMMbAi/NzOcu+opOKfOvZf61zH/yjLV/dqH9Pf6nT7b9s8DMv5b515qj/X8Q8J+0v8PTM/PVRas2dTz+1jL/WuZfy/wnj+2fWuZfy/xrTWP7f0X1CmjTDXYCtweeDPwNcDrwysx85aiiRsThwKuBZ0TE9zLzk3VrPT3Mv5b51zL/yZOZGRErMvPSzDwlIs6nnaDuAuwYEbtk5pmV6zjNzL+W+dcaXCyLbH4cEc8DDgCeFBFHpkOsb7Ge7yjrBwFPpz0v/sfAoZn534N5jwTeCDw1Ir6WmUdUrPM0Mf9a5l/L/CdTb/+szMxLMvPMaI8YGDlz1DYqW8EpZ/61zL/WHO3/oyPiP4GDgcdFxOcz86e1a7n0efytZf61zL+W+U8m2z+1zL+W+deaxvb/suoV0OaJiFsCT6F1TDgaeExmvnIwfVlm/gx4JRC0R51onph/LfOvZf6Tped9af/50cBraB1DXkXrtHZm3dpNP/OvZf6TYdBxdrT/fxtwBeD6pSs2JQb53hd4Fu3C5KeAp44uTEbE8kH+rwO2ot3BqS1k/rXMv5b5T6aIWJ6Zl/Sfn0s77wJ4IvB6LwwvLPOvZf6TYaz9/1PgfcDVgeuWrtiU8Phby/xrmX8t859Mtn9qmX8t858M09T+d+SoJSgirgw8kvZczR/Rnqv56T5treHNgNP66y0iYjlAZq5azPWdNuZfy/xrmf9kibWHOX4U7dnvu9M6iLwlM0+sXL9pZ/61zH8ijZ7XfWF/vSnw7tGdJUXrNBWiPbLwscCBwCdow0Z/t0+LsePref31wD59/PisTWT+tcy/lvlPln5heFX/+bnAi/qkJwHvyMwL17Wstpz51zL/iTRq41/UX69XtSLTxuNvLfOvZf61zH+y2P6pZf61zH8iLfn2vyNHLU33oT3P90TgkEHHhOGQl8v7vFfpr7/IzFV2TJgX5l/L/GuZ/4SYo2PIIazpGPImO4YsLPOvZf6La3RX4ODn5f3niIiVERFw2TDHVwFu0xf9/ej9ivWeMn8L3Bn4Ju2uqOGFydGdO6MbX/btr7+GNcMfa4uYfy3zr2X+E2IDF4bf7oXhhWX+tcx/cUXEirH2/4r+87KIWDmar7f/9wPu3t86ZfHXdmp5/K1l/rXMv5b5TwjbP7XMv5b5L65Zav87ctQSExEHAK/uv74qMz/e3x82TCIzV0XE9sDz+rwnjM+nTWf+tcy/lvlPDjuG1Nrc/P0/MD+s/4tv2Ll17OcELhn9HhE3Bu4L/DXwR+C7i7eW0ysibgE8u/96aGZ+o78/PP4uy8xLI2IX2rDSAD8bn0+bbj7yBzsJbi7rfy3znxybc2HY/OfP5l6YD0dPmBd+MbLwxvcXOXg8yVj7fzUwOhdbBtweeATtcUo/BL66SKs81Tz+1rL9X8v6X8v8J4ft/1q2/2vZ/l94s9z+t3PUEjGopDcCtgPenZlv6dOGXxJG77W3De2ZwLekNUzeCms3yj1Qbrz5yn/sM3fIzHMXbSOWsIWo/9p481j/gz7kovufTTOW81aZeXH/eZM7hkTEyuzPaNbGmY/8xy4iXDszf704a7/0zXf+2njROsXeFtiLNuLsatr5w3JgFbAS2BnYEdgFuEN/7zzgA8C3+ueY/2YY1P279rdek5kf6tPGL0yujogdgDfS7tz8HvApuFz734s0G2m+8oc1f4OI2CUzz1zEzViyFqL+a+PNY/2/rP2vTRMR24wu+EbE1pl5Uf95oy8M93OzoB2nz0tH8t1o85F//78yasMekJk/Xfg1nw7zmL/7n4002K/fHbgZcC1a238VsA3tXOAiYGtgV2ArYDfalyLQRgx5D/Db/jmXO1Ys2sYsYbb/a9n+r2X7v5bt/3q2/2vZ/q9l+3/xzXL7385RS8TgP/Qt+uvoy6Zh78lRx4StaY+9+ifgdOCVmXnu8AvFsc/UBsxT/sN5HwjcPiI+mZlHLOa2LEXzlP/KzLwkWs/W7PNe9vOibtASM0/5X9Yw7JbRDrLagGjDV94pIvbJzDfllnWMOhB4YkT8Efh0Zn5/gVd/yZuP/McahncEXhkRR2Tms+eaX2vMU/5rdeIEtsnMCxZnC5auiNiKdhfIEzc0b3cpbd/+MeBLwDuz3Uk4zP/mtEeu/jQzf7kAqz1tRsffA/vrEXC54+/owuR2tI7JD6I9+vYpmXnRHO3/iT0xnUDzkf9w3n+j7c/elZmfXdQtWZrmI//L2v9jxwHPhTdsi/OHNfucaI9jXbmui5haW7S78B8cEdtm5us258Jwnz+Ae9OO58f36w/fXNCVnwLzkf9Y+/9vgbdFxDsz85kLvgFL3HzV/0H+OwDLMvPsBV3xKdD35/8E/N3g7VW0GyPmchbwF1r7/zPA5/pxYVj/7w5cOSK+m5k/X7i1nxq2/2vZ/q9l+7+W7f9Ctv9r2f6vZfu/zqy2/+0ctfSc319/1F8D1mqYbE2ryE8CrgC8HTgSYPCF4pVpX0ztB/wJ+H1mHr9YG7DEbU7+R8CaYej6zuaawGOBv42I12Tmq9HG2JL6f0l/XR0RW0fEJcB26ehdm2Jz8v/yaOGIuDrtpOmWtIPjF4AfZeZld1ZpTlsDLwYOjoidM/MlEfEwNu9RYtei3QG0F/DQiHhzZr5ugdZ7WmxR/mMNw9vRhqa+CXCTaHdBPGUxNmIJ29L8hxfEHgPcDbhuRHwO+HZmHr4YG7EUZebFEfF24F+BbYEvAG+mnRxtB5xJ6wy1FXAO7eTo0sz8yegzxvK/EvAvtOPEtyLibZn50cXboqVncPF2dDL/q+H00UXKaI+yfQbwGNqoXW8Efto/Y9T+PwC4Gm0UyGOBEzLzR2idtjD/n/TPGLX/t6cde/8WuF1v/79y4bdi6Zqn+j8aKTMjYifaBf+VmXn6Qq//UreF+Y8eqbGcdnPFvWkjC+4QEV+kHX/d/2/YY4EDImL73v55Opv4KIHMy0b1vSbt7/DgiHhjZr5qIVd8Smx2/mPt//sAL6PdYfv03mnhPxZ+9Ze8Lc6/75+eBDwQ2LXvf76cmf+78Ku/NGXm+RHxIuAetLvFPwa8ltbe3w44g3YusDXt+HAOsCozTxh9xlj7f2/g0cDdge9ExFsz84OLt0VLj+3/Wrb/a9n+r2X7fyLY/q9l+7+W7f8CM9v+z0zLEihA9Nd/pA1r9vLBtBX9dXtaj+1f04Y6ey9wvbHPeQxwNK3n3+g5kScCz6rexkkuW5D/Puv5zHvQOpmspo2uU76dk1rmsf7fB3gd8Avgd73uvwW4b/U2TnLZgvz37dOW0y4GfGGw31lNG2XkIuDF1ds46QW4Aa1H9mrgk4OfXwNcfRM/6yq0nuC/7Z/xqurtm/SyufmP/u/0n28HfKUv97nB/4fXVW/fpJf5qP+0Czejfc+FwMW9uP/ZcHb70zpC/RF48BZ+1r1oQ62P/hbPr96+SS6D4+8Tel4vmGOenYBDaSenp9M6E151tDywJ/DcPm14DD4FeF71Nk5y2YL8r7yez7wz8H1s/y9k/lcdm+dhwMeBPwPn0i7svHdL92fTXrYg/736tBV92aMH+51z+rH3UuCl1ds46QU4YNDmOWKQ45Noo2BuymftAtyf9uW47f8FzJ+12//3AX7TlzuM1o61/b+A+Y99xqsGy51MOwdY5f5no7Ibtf9Pmut4OVbPY/y9sXnvBnxk8Ld4YfX2TXLZ0vYPtv+r8rf9X5u/7f/a/G3/z9/fwPb/Eswf2/+l+Y99hu3/zc9/ptr/5Stg2cQ/GFyZ1hP7ZOBx/b3dgH2AT/fGxlm0EVv269MDuH5vuIwq4+eB19NGsPhpf88dxPzmv+9GfN6NgE/0/D1Bnd/8h/X/2sArBvX/T8A3ac/DvgS4AHhJ9fZNetnc+g/cBfhOz/44WierW9LuXvhWf/8/q7dv0ktvoJzW87qo1+k9N2H5ZWO/H0TrCb4aeGr19k162ZL8aXdLfakv+xFg3/7/5n/xBGkx8r/tYP//2H7s/et+HLD9s3EZ3oB2gnQy8C+D95dv5PLDE6jtgH8f/E1eUL19k15odxwf39svT6aN2HWdvm85quf4R1q7/mqjv02v5x8bZP0/wHP6/4PRcrZ/5jf/vTbi8w5iTfv/2dXbN+llC+r/HYB3D+r/D2gXJj9NGw31YuCQ6u2b9LI59b/P8y+0jvgX0C5s3ovW9rkLazqLP6d6+ya9cPn2z+gcbNlGLh9jvx9I+7JwNfCk6u2b9LIl+dO+jPpVX/YNwA60c4APYvt/MfL/m8H+/0G0axl3pI1sbftn4/I/gNb+/xPwsMH7m7z/6ceFRw7+Jl7/2XB+tv+XTv62/2vzt/1fm7/t//nP3/b/Es0f2//V+dv+3/L8Z6b9X74Cls34o7UdxB97hTqeNgLOGf33XwJPBPbu8watE8LoAHgR8HBgx8HnXZ82gsWlOILOfOV/9bFlxhslywY/H0DrUX8OcOfq7Zv0son1f1mv/x8d7IQfDxww+Lxb0EZxWY0jiMxX/uP1/3/69C8BtxybdiBtBLWzgNtWb9+kF9rjUEcNxNcN3l+5CZ8xbKQc0P+GvwWuX719k142J39ax5wj+zL/D7jBYNr1gA+Nf55ly/Kf45h7z77M24bT+/5ndIL0j9XbN+mFNSdIJwH/PHh/Y0+QVg5+fh6tTXombdTB7aq3b9JLP/6eyJpO3ufQ7oBaDRxDuwiwR593OW0I6VHH5F8A95vj877cP+Ou1ds36WUj899tbJnxTsnLBz/fAPh536fdunr7Jr1sRv1/EPD1Pv20/vvOg8+7KWtGsXtB9fZNetnU+k+7o/zTtDs038lYG7PX/5/SRrC4SfX2TXoZa/+8ZPD+ik34jGH7/wa0zs4/B65ZvX2TXjYnf9pNQMf3Zd4x9v9j2P5/Q/X2TXrZ3PpP+4L2sruUWdP+v0E/PqwCHlS9fZNeWHf7f867xOdYfuVofuBt/W9yKvDgjf2MWS6b0f6x/b/4+dv+r83f9n9t/rb/Fy5/2/9LLH9s/5fm36fb/p+f/Gei/V++ApbN/MPBtXrF+i6tY8JXe8Njb2CrwXw3Zs3Qfb8A7jb2Ocv76x2xc8i85z/HctcAth9lTz9pop3ArgaeUb1tS6FsYv0f3TF1AfAC1u6YNqr/1we+SGvke4Ccp/z7vHfo+a8C7jTMflD//6HP8+jqbVsKhbV70G/2iHOD+v/i/ln3rd62pVA2NX/gvqy5Q/DjjF0EoN1BMjpBem719k16WV/+4w1s2ghFWwM37/Mf0t/fijUnSLfp+/73VW/bUii0E6QzaBfH/mUTlhteFH4p7Y7NM2lDru9RvV1LpQDXpA0RfSTtbrQPA//J2hd9l9EuVH6v1/vPA7caTI/B/v9efZ6nVG/bUigbk/86lrsB/caU3v4Z5T+6cPNv1du2FMom1P/7sOaLkZN7O2c71jwKetT+vD6t4/75toHmJ//BvPdjzQWwmw7eH7b/RyMI+niTjct/2P55wRZ8zuj/wVv7Z91pPtZv2sum5g88hDWPEfjf4f+DPn3fwfTHVm/fpJf15c/lOyLsCexIe4zVauCJ/f2tWdP+vxPt5tBDq7dtKRRa+//0fkx9+CYsN2rvBO2xMqtpj7i6Dxs5+qzF9n912ZT2z9hytv8XKX9s/5fmP5jX9v/852/7fwnlj+3/Rcsf2/+Lkf/Ut//LV8CyBX+89p97Oa2jworBf/TRAW/7QQX8GfBXg2UveyZkLzfu832jNyonqqJOYllP/ut6zuYNaB11XgXs3t8b7SzuO8j/skajZbPyH9X/7WgddlYPym/6Tv31wM3GPu8O/QD5FmCn6u2b9LKx9b83PC4EPjJ4L8ZeH9z/Pu/sv1v/N5z//rS7bVYDj9rCz3oZg6Et17UPs2x+/rQhqZ/JmhHUbjU2fV/gjcAdq7dtKZS58h/sT5YBt6c9Svi3tAs4r6N1xPkhsGufb2Xfh12d9jzzM7CTzsbmfwBwNu0xqTffiPmHHaMOYU3HqCeO2kOWTcp/Ba3tfsWx90d35uxL+0JkNfAZBh0y5zj+3q3P9+Hxv5Vlk/OfMzvgdrQvqobt/1H+/9rz/2j/3fbP5uc/qv/7sKZD8qicDJxHuxh887HlRhfPng9sW719k17Wk//4xckHs4ELj8DjGHR0xvbnxuS/P+0Lp836UmmYMe0x6KvZhAuds142NX9gd+AZrGn/j+9/9qGNpHlw9bYthTJX/oPj6QraDVeH09r0p9BGr14FfIs17f/RtaKbAJcAf2Awqr5lvfkf0I+l32EwEvt65h+2/w9jzRcj97W9s1n52/6fzPxt/9fmb/u/Nn/b/4uTv+3/JZQ/tv8XPH9s/y9m/lPd/l+BlrKLMzMj4oTMXA0QEcsy89I+/XHAP9F2Dk/KzC/3eSJ7DQXon3Gl/uuPR5+lDVor/4gIaHnONXNm/l9E7AQ8Bdg6Ig7JzD9HxBVoO2eA72fmqsVZ/SVvY+r/w/vPn6E9uvAPwK1pI1UcGBFPz8yjADLzqxHxb8B5mXn2Ym7IErWu/Mf3HzvQRmnZPSK2AS4a/B9ZRmuw7N1//ymA+6ANy8yfR8SdaR393jucFhHLaA3FVf3ny/5fRMRKYNXgb7Y/cLO+6K/6Z8+5D9Ma68t/aHS8zcw/Ai+PiIuBVwOPiojjgdP69OP6/ujCRdmAJW6u/Af19p7As2mjRZ1FGzZ9b1pHqRsBL4iIF2XmaQARsQ+tM/mvaI950wZk5k8j4hbAw2iPRV2niFg+atdExCHA02h3aT6fNlrXaQu8utNoVT/+njJ6ox9/L+m//itwV1pnwBdl5g9H8w3+nwSQwFX77z/u022Dbtha+Y/aPuvKLjO/HhHn0Nr/20fEizPzT/34e7s+2/f6vLZ/Nmyu+h+D+v8I2sgJAP9N20edQvsS5NHAdSPiaZn5I4DMPDIi/gE4KTMvWLStWLrWlf943V1Ja+dfOSKWw5r9Sz9n3pp2oRPg13267c8N6O2f29MeR/sJWNPWHObcf77suBARKzPzklHG/TP+qn/sHxZ7O5aqufKfy6D9fxrwioi4lPYF+SMi4ljgnH7cOD4iXpmZtj83wlz597ofwKNobcyr0Nr8nwN2ph0Dbklr/784M0/t89+QdrH+J5l5zqJvzBLU2/83Au4OHLu+ecfa/4fRrkv/hXYc/n+2dzaL7f9atv9r2f6vZfu/kO3/Wrb/a9n+rzX17f+cgB5alvkvwMG0ZwGv1auVOXpkA1djzdC7T65e96VeaDvk7cbeGz7K7cie9XHAm2l391zQyz9Wr/80FNoX4Kf3nF8BXGNs+hP7tFfRRg4Z9SDecTCPdy9sfv7DuxK2ow1tfCKw1+D90ZC6N6N9Ub4auH/1us9SoXUieQdtFJefADeoXqelWgb1+RrMcefZ6P8E7YLkh4FzgdsNp1m2KP+Vg58/2PcnRwK37e9tBVwR+HKf9k1aJ9kX97/FahxWd0vyX9cds44Ytfh/i79mzd2yd1/HPKP90bVpF8VWA39fve5LufR9+/XnaP8Ph5P+EmtGMX1/P+5eBByPw9rP19/hToP6/x9c/lHP/9GnvWjs77N99bov1TLW5h/+vCvt8du/Zo5RGWlDql/QzwE2OAKhZX7+VrSbVv6Z9jj5S4HPAleoXrelXGhfAt4Q2GauzPvrNsCne5vzZou5ftNcWDNiyK69jX8J7dz2hv395cAug/b/D4EXAO+h3QG9Gnh+9XYs1TLe/h/U9yV1x/g0FNv/Zbnb/p+AYvu/JHPb/0uk2P5fsFxt/9dlb/u/Nv+pav87ctT0ug5tJIS3Z+YH4fIjRvX3dqGNrnMQbXi0Qxd3NadLH4Hr2bSGxmdHPSazjSy1ItvoLY+jHRx3pfWcTNqIFYdl5jpHINEmuSbtQPhJ4G2ZeQKs1YP1HbTsHwa8KTNPBMhBr+Hx/yvaOP1OqIuAX0fECtoj9d5Pe6zVxyLin4HfATtExMG0jgzb0HoQf6xotZe83gP+tsBdaJ1AltMaIstoHUMu7e/tDOxG67R2o774n2j/T/5vkVd7avR9/HWBp9JGMvrmsMd8Zrurob/+GHgA8I/A193XbLlcc2fULYEH0er7CzPzG32WS7ON1PhA4AvArWjtpG1p/xcOy8zH9s+YawQ8rUeuuTNk1M4hIrbOfieUI0YtvEEb/4b9redn5ufGpgFrjRj7HFqH/s9k5v8u+kpPlwOBp9POo741aP+vGv0cEU8G/l+f/760C5VfBT6QmV+qWOlpMajjB/S3DqV1eL24Tx8djw8DngQ8PCL+KzP/BJCZ5y3+Wk+H0b6lH39PB47r7f9zaO3/VwGfiTY6769pN2XdEngT7e7x92bm9yrWfRpEGyH2n2ijZV6d1u6/mNb235p2Hrac1vbfntbmuXpf/PvA/2TmKWhL3BZ4LK0T+E/W0f6/MCL+D7gHcH/g+3Ndm9OmyTUjhtwauAPtEUpvzsxjBvOcGREPod2QeCDtUSe70PZXH8jMF8Lc10q1foP2/06ZeXav78P2/2EshTvGlzDb/+Vs/xey/V/H9n8t2/8TwfZ/Edv/taat/W/nqOl12/562eNO5ugYtT2tcf4vtAbMe4BL3TFskb1pQ/pdF/hsPxkaDbc7etzb72l36hxFew7qTsCZmXks+MXsPLlNf/1WZv5m9OagoXJ+RJxE+ztdlTaqkbZQROwMPIaW690GX5K/H7gCbbSQHwK/oDXa96UNu/sT2ihqaw3BqE2yDS37v9vI+c8ETgM+AHwlMz8B7n+20LWBR9Lq+jeH+39Y6xg86hSyY8E6Trtt+uv3MvMbfVjp1bnm0bdn0I69F9Mu2Pwe2DozvwXW/y0REdsBfx8RV8jMl2XmRf0C2QuxY9Si6HX8Vv3Xo0fvDS5ejjpo7gH8G+0Cza9pFyk9/m6Z3WjH3x2Bvxlr/48y/S1tH3Q48K4+76mZeSq4/9lSvf7fsv/63Rw8pnbwNzgHOJV2vN6N1jlcW6h/2foM2rWlew3a/++inec+ntb+/xWt3u/e5/0m7Rhh/d98OwAPoT02ZuR82pcgsGYkhRW0ts9JtPOw9wBfy8zvgheGN1f/cmpP4IGsGYVlXe3/s/rrjmPva8uN6vv3MvOYYQeF/v6ptHr/F9qd46cCZOZxYPtnS0TEXrTHxV+cmYcM2v/vZAl9MbKU2f4vZfu/mO3/Orb/S9n+L2T7f2LY/i8yTe3/ZdUroAUz6gE/OuCt6K/RX3einRQ9i9Z7+HDgI30n4o568x1L62xwx4h4Glw2oshyuGxUhfNoB8eHAidm5ncHHaOWT/pOY4kYPTP8B9CeszycGBHXpI2as5zWOUfz4yJgFXDXiHj66M3MPBd4DXBv4CW0uxj2oWV/Iu0xY9/t89ow2QyZeQHtEWFn0f4O/0t7vOpNacNMH0yr87ekjRR4AG3I0ScOOka5/9kyP6CNVnf3iHgiXLb/32o0Q//5oP7rTxd9Daff8bQOT7vBZfuT6NOi1+9TgFsAJ2XmUYOOUSus/1tkJfA84JCIeFZ/77nYMWpRZEc/4Qd+3F9H7c/RFyNXoHWkfQztQs67gG/3z/D4u/l+DHyE1v55Mly2/x+dfy2ntX0uobX/T8vMY/1iZH4M6v/p/a2j4fLnv8D1elmO10Hm09m0IdPvERFPGb3Z2/+vpY1q+kjgl7SRk1cAPwPeSjtmY/3fPJl5Nm00hLNo13/eTmvjX4fW9r9uL9en1f0b0h45/IrBFyPLvf6zeXq9/SrwOeBvIuLxo/fH2v970e5uBjhm/HO0xX5Cuwh/FWjtmf7F1ah+X0rbT92JdlPicX4xMm8uoj2J4MUR8cz+3ltZYl+MLFW2/8vZ/i9k+7+c7f8itv9r2f6fGLb/60xN+99GwZQZNP5GO92/B8jMSyNiZT8xuhKtgfIC2sHyI7THz5w+2okMPs86sgky8yxarr8B/iPaEKKX7aD73+EGwB1pjZjRaFKjE9e1dszmv2kG9f+H/fWB0IZcHDVQ+oWBf6c1zr9Cu2thuOzw88x/E/S7dF5H66Dw1Ih49GDa+Zn5HeDdtA5RF9Pu2PkI7fGf545/nvlvmsz8OW3UtItoQ4teLzN/mJlfycwfZeYxmfm9zPxJZp7E4I6pvn9y/7MFeqePp9BGBnzm4ARpNKz3VsB9aKM1rqLdwUCf5v5nfpwJfA/Yb9RAH52g9tdrAffr8142clc//l46/CDz3zS9/XNv2sX5QyLiq7THDJ8HvIhN7Bhl/ptmjvb/I+Cy9v/y3v6/Bq3D2pNow62/k/ZIVY+/Wygzz6TV9xOBp0fEY/v7l/bXVazpnPyHHNzV3Pc/a100MP9NM6j/oxGTHwaX1f+tev3fm3aX8jbAEdkfJezxd8tl5vnAy2jnv0+PiMcMpl3Qs/4m7Y7xrYDjaBfPPpVrhsW/jPlvmkH7fzWtnXnrzPxNb/v/NjN/BxyXmSdke4T8maNlbf9vuf4l9xNone+fM7hBYtT+vwrwYOCutEfL/3y07FxZm/9mOYl2o9VNI+I/YK32/6qI2A/4mz7vZfl6/W3L9fp/d9rIyC+NiKNoX5acQuuIs84vRjz+bjnb/7Vs/9ey/V/L9n8t2/+1bP9PBNv/Raap/R92Ep1OfSd8BK0RckhmvikidqB1hnohcHtar/mPAs/JzD8O71qIiAMz8yf9Z4dZ3EQRsT+tF/F2tB7cL6N9GX5NWueQ/YF3Zuaj5lj2QODKmfmFRVvhKdM7AH4BuAatfo8e2XZVWueFh/ZZn017tCHDuo/5b5Fe/78E7Ewble7dtI4IV6ONVndF2gnUu4H/6gfV0bJ7AtfNzG/3393/bKKIOIB2EnoB8OzMfFd/f4M9463/W26w/9+DNoLXx2nHghvQhpbeCnhLZj6+zz8c9v6vgZ0y8yMFqz4VegeorwHbAi/PzFf3969GOxY/BPgOcNdsIzkOl7X+b6Fe/79B64B8LvAcWnvngvUuiPnPh97O+TJtqPVXZebroo2WeW3aHZwH0Dpwvgt4k8ff+TXY/+9Ia1++hvZF1NVo51w7AC/LzOfMsaz7/y00OP+9CvCCzHxDf39f4OXAPWmPknl8Zh45bBeZ/5br9f8IWvvnU7T2z/a0x2g/mtYWOor2KO2P9wv1o2Xd/2+hsfb/szLzsP7+BkemsP5vuYi4Pu34uyfwCeBI2pext6J1Hl8J/GdmvqTPP2z/PwxYnpn/vfhrPh0i4tq09udK4DWZ+fJ+8f16wDtof4fPZua95ljW+r+Fxtr/ZwH/lJmfcv+zOGz/17L9X8v2fy3b/7Vs/9ey/V/L9n+tqWj/Z6ZlSgutA84fab2If0XrjLCq/34M8HRgzz7vssFy/9rneXn1NizlQtsR/7hneQZt2NBL++9fAK40R/b70TpTraZ16infjqVaepZ/7ll+C/gYrbf26LFKrwR2m2MZ85+f/PehDTF6Jmuedz0qh9NGNtqhzzvqqLs77bFMq4FXVG/DUi60C2Bn0nrS//Pg/VjPMtb/+ct/H1oD8eI56v+bBvMN9/936P9nVtMu3JRvx1IttOGjT+pZ/gD49KA99EvgH8b/L1j/5zX//Wh3kKwGXjl4f8UGljH/+cl/f9odzKuBk2lDSY/2P18B/o52Eurxd2Hy35c2gt1q2qM0zmHN+dcHB/PF4Gf3//OX//60kTFH57vfHrRFj6WNHrvD2DLmP3/5X4d2zjU6BxuV0/s+/lrAyj7vaP/j/n/+8t+c9r/1f/7yvy7tS5Fzxur/H4DnDuYbtv//jvao7dW0C8rl27FUC639//ue5c+A79NGMF3dj8u3mSN/6//85T9s/79o8P7y9Sxj/vOXv+3/2vxt/9fmb/u/Nn/b/7X52/6vzd/2f23+tv9r81/S7f8VaGpl5s8j4rbAM2jPl92XNlrCD4A3AH/OzAuGw7lGxC2Bt/WPuHpErMg+JOyod+vYCFPeVbIOmXlsRNwT+Gfa800PBn5LOzF9fmae3Ocb9qQ8iPbIJcD/n1siM38REbcGXg3cmDacMcDXgQ8CH872KMlhHT4I858XmXl8RDwE2Av4K9pIdafQhpP+2mi+sfxvSnssJbS7qy5nrJe9+591yMyfRsRtaB10XtGzOmwDeR2E9X9e9Pr/ANrzxe9CGy3tWOCYzPwQzDmS1360Y8VfuPwjV63nmyAzf9bbP6+m7Vdu0id9Hfhv4JNzZHoQ1v950Y+/t6Xtf54aEedn5gty7NGFYw7C/OdFb//fjnYR+Ia0i5GfA46mtf8vzDbctMffBZCZx0XEfYH704ZRvyHtcc/fzsxng/v/hdTr/22AF9Pa/zegfUn1CdqjHL6dl3+UjPnPk8z8Vb8Ldg/aSNWX0nL9fWb+bGxez7/m2aD9/3XgVRvZ/rf+z5PM/GVE/D1tv39XYCfaYzSOGZ3/zrH/vzbtS8WjaBfy6fNt8I5bra23/28PvITWrtmvT/p/tHOC7/f5hrla/+fJWPv/uRGxurf/1zdytfnPE9v/tWz/17L9X8v2fy3b/7Vs/9ey/V9rqbf/fazeDIj2rM2L+1Cjp2Z//ul65v8Qrcff0zLzvPEdcx92dzXtkTVnztHA1MAov2iP9Dk/M0/bwPxvBY7PzNf23y/roNZ/vz5tiF6AkzPzpIVa92kQ7XGS29J6cl+cmUcN/iaX2+ma/+JYV4MvIj4M/GpwAWE8/71pzwpeSdufnb5Y67wUDYbYPQF46PiJ6RzzW/8XQESszMxLBr/P+YjDiHgpcGxmvmd8uYhYSetkuxNtyOQ/ZuavF2UDlqiI2BHYjXYn1cW0zsmr3f8vjlh7iN0HZObHNjC/+c+jUX4RsWtmnjF4f84TTo+/CyMi9gDOzcwL++/rav+4/59HEbEdELRHml+wobzMf3Gsp/67/59HEXEDWvv/u8BjMvM3G5jf+r8Axo+366n/TwN+lpmf7b8Pb1C8Iq2T/xVpF5BPyMyfLsoGLFERsT3tkSbXo11/+/EG5rf+z6Ox9v/dMvOLG5jf/OeR7f/JYPu/hu3/yWT7f3HY/p8Mtv9rH3oKqQAAHIhJREFU2P6vtVTb/3aOmgGjnXKsPeLT5XbMsfZzl1dm5iVj710TuAfwGGAX2p0lPwAOz8y3LuImLSmD/Id33KzV4OvvXe7L8ojYOjMv6j8/iDYCySMGs/wMOCwzX7OwWzFd1pG1+RfaiPxvDfw18FjaydG2tB72H8jMNy72+i4lEXE94C6Z+ab1zGP9XwDr6ICz3uPv4L2tsndmjogn0e5AudtglhOAt2XmKxZi3aeV+//FFRE3pF2Y+bf1zGP+C2Bz2v+D9zz+bqF15L+x+x/3//No8LfY2PMv818k7v8XTkRcG7hJZn64/z5Xm9T6v0g24fg7vGb0Klr9P3Awy5+BN2fmIQu9ztMkxm5U6e9Z/xdI/4LkwZn5n/139z+LxPZ/Ldv/k8P2/+Sy/b9wbP9PFtv/tWz/L66l2P63c5SANTvrsZ3xsGPUPwD/BNy5L/IT4BJab8ztgVdl5jMKVn1JGzX+1pH/cMfwetrj+XYGzqUNDbiaNlzp1YBXZuYzSzZiiRnL2PwLDXLfUP5Pp+U/GhrzSGAVrRf9Hrj/2Wix9p0I1v9FNpbx9jnH6Ix92uhvsg1wGPAg4CLgN8DnafX/b4B9gFdk5rMWczuWKvf/tcZyNf9CHn8Xn/v/WuZfy+NvrbH2v/V/kY19Sb5zZp41V/6D+fcF3kS79nYO7S7cb9DyfyjtsR0vzcznLsoGLHHu/2uN7dfNv5Dt/8Xn/qeW+dey/V/L9n8t2/+13P/XWjLt/8y0zHAB7gvccI73lw1+fiZwEq0z1DeBhwymHQh8jNZQeWT19iylAuwPPA84cI5pywc/f6Tneybt+dk3G0zbD/hMn/6QhV7naSrmX57/7sAj17H/Geb/xp7v+cB7aUMzDv+Gn+zTH1a9TUupWP/L878j8OZ15D/quH4l4Is937/0/y/XHfsbfpH2fOa/rd6mpVSs/+Y/y8Xjb3n+7v/Nf2aL+//y/K3/tfk/uNfty+U/+hsANwe+0/M/iXbn+B5j+X8FuBC4V/U2LaVi/Tf/WS7Y/q/O3/pv/jNbsP1fnb/1vzZ/2/+1+Vv/zX/d61cdkKWu0IbHXQ2cCuw1eD8GPz8bOJt2YvR64Ebj8wE3pfVo/RSwbfV2LYVCG3HrvT3/n40d8IYNw1HHs78A9wd2Gp+P1nv+AuAt1du1VIr5l+e/G3BIz/Z04EqDacOOmW9mzYnRk4G958j/ln3/9P7q7Voqxfpfnv9tga/Ter8fCew6R647DRqGJwMHj33GaL4703rUv7R6u5ZKsf6b/ywXj7/l+bv/N/+ZLe7/y/O3/tfm/7fA72gXdd8H7DiYtqy/HgR8t+d/NHDN/v7outso/3vRblx8RvV2LZVi/Tf/WS7Y/q/O3/pv/jNbsP1fnb/1vzZ/2/+1+Vv/zX+9ZRmaSRGxM/Dy/utHgdNG07LXuIh4NPAfwHLgNcDrMvPHfVoM5v8BrYFzY2DHxVj/KXAmcO/+87sy81S4bMi/0aMM30Eb2es04O8z82OZefbgM7K//pzWge02EbH1Iqz7NDgT868UwOP6z2/PzJNHE3LNkKMvpHXgPBt4KvDfmfm7wWeM8v8e8HvgFhGx00Kv+JQ4E+t/pROAA4CLgfdl5hmwdv60iwd3pj1X/PaZedTwuDvwR9rf4rYRYZtu45yJ9b/SmZh/JY+/tU7A/X+lEzD/Smfi/r/SCVj/K/0I2B74JfDBzDwHLvcogdcBNwN+DNwnM38bEctH1+cGzqFdo7tN/4y5/kZa2wlY/yudgPlXsv1f6wSs/5VOwPwrnYnt/0onYP2vZPu/1glY/yudwITnv2K+PkhLS7bnnN4G+BfguZl5Iax5HmdE3Bx4OK2z0xuAd2TmiYPlL9tB92eiXot2wrXVIm7GkpWZJ0fErYA7Zeab4HLPon0s8AhaI/JfMvPIOT5j9IzOmwB70g60q8bn0+WZf63MPC0ibgfcLzNfAJfL/360/c/5wHNoDchzxz5jlP/NgL2BE2n7IG2A9b9WZv6+H2NvmpkfgMvl/xLaxYNTgbtm5nH9xGjV4DNGP9+Idtz9Yz+xiuHxWZdn/a9l/rU8/tZy/1/L/Gu5/69l/a/Vv+g4GNg3M78Al117G9XpN9NGRPgd7XEBv1tP/gf011/0981+A6z/tcy/lu3/Wtb/WuZfy/Z/Let/Ldv/taz/tZZC/naOmmGZ+RPaULnD90aV6l60x+V9BjgsBx2jRgaVdX9gB+BTmfmHhV3r6ZGZP6f1eh9mSUTsQtsxXEwb+viIdX1GtDt17tl//UJmXrqQ6zxNzL9WZh4DHANr59/dE7gKcChw+PiFmb7M6GB6a9qx7POZedbCr/l0sP7Xysxf0k7oxxuG+9DyPw94bGb+X59+uRP/iNgbeEj/9av9c22YbwTrfy3zr+Xxt5b7/1rmX8v9fy3rf63MPIF2B+14/rcF7kf7YvBBmXnCHMdn+rwHAY/uv/5g4dd6elj/a5l/Ldv/taz/tcy/lu3/Wtb/Wrb/a1n/a016/g4BpsuJiBsCz+i/vr03YsbnWZaZqyLiqrTh/7YBfriIqzlVxv7j3wb4a9qO43OZedH4/LFm+LhbAg+lPZPzW32ad+9sIvOvNcw/2h1tD6cNlfuhHAz5PZhnee8lvD9tX7UM+P5ire+0sf7XyjV3jADcArgB8BXgm3NMBy77G/w17Q6TH/X5zX8zWP9rmX8tj7+13P/XMv9a7v9rWf9rjeV7MLAr8B7gmPVcGN4DeCCwL/Bp4LOLsa7TyPpfy/xr2f6vZf2vZf61bP/Xsv7Xsv1fy/pfaxLzt3OU5rIzbXjK92fmp2DtCjfq5RcRVwLeBVwd+HJmvrJPXzHHMu4wNt61+uv/rqNj2ujEdD9a/rvQ7u758miWOZYx/41n/rWu0F/flZnfHJ846kUfEVcDPg7sAXw0M983mt5f3f9sHut/rf3666fnujA5cBfanVXb0/I/bsHXbDZY/2uZfy2Pv7Xc/9cy/1ru/2tZ/4v0Y+eN+q9fz8yL13FheAfg/sDjgHOBj2XmedbzeWH9r2X+tWz/17L+1zL/Wrb/a1n/i9j+nwjW/1oTkb+P1dNcrgNsTXveIxGxMjMv6T+PToyuSHsu6p2AnwJPG0wfDW25a9+JJ3AObZhAbdju/fX3ABGxVWZePJrY898HOBK4EvDFzHz8YPpoeLob00b0uoj2t/zd4qz+kmf+ta7eX0+BtfMfuzBzOHBd4NvAI0cLD3rZXyMitgMupe17/rw4q7/kWf9rbd1ffwVrH39HIuLOwLtpf6sPZObL1p4cAH8FbEs7eTopM49f6BWfEtb/WuZfy+NvLff/tcy/lvv/Wtb/Ir1uj0ZKGD1yZgWwKrM9LiDaY2f+Fng5sCPw6sw8rC+fEbEVsB3t4vEOwGnA77I9RksbZv2vZf61bP/Xsv7XMv9atv9rWf+L2P6fCNb/WpORf2ZaLGsV4Ia0xsRHBu8tA6L/fBXgU8Bq4DjgAcC2fdpy2p0n/0l7BupfevkS8G/V27YUCm2ouAuBNw/eG2W/nPaM9z/2/L8E7D6YbzvgPsB7aaN/re7lZ8BTqrdtKRTzL8//1rQhvd81nn//+VrA//VcfwAcPJi2Fa3n/euBP9GeW3se8D3gCdXbthSK9b88/wf2zF41R/570J6xfEqf55Njy+4IPAH43CD71cBvgGdWb9tSKNZ/85/l4vG3PH/3/+Y/s8X9f3n+1v/a/P+1Z/aiOabtAzyL1tlgNfBfY9N3AV4NHDWW/8nAc6u3bSkU67/5z3LB9n91/tZ/85/Zgu3/6vyt/7X52/6vzd/6b/52jrJcvgC70Z7feD7wr4P3dwFuBRw7aHD8HbBTn74t8GDgi4NK+X+050ae3X9/RfX2TXqh9Yb/IXAGgw5lwI2Bp9M6m60GjgCuOPb3eRNwUp9+Lu25te8GTuzvvbx6+ya9mH95/nvS7kY7B3jU4P1r9f3Nn3qW3wZuDqzs03ekjWB39GD/cwTtecynuv/Z6Pyt/7X5X4U2GuOpwL8P3v8r4C3AWT3LD48ttzvwCeAS2sWFXwOvBF4DHN+XeWn19k16sf6b/ywXj7/l+bv/N/+ZLe7/y/O3/tfmf1XaNbY/A0+ijfC/A+1u8c8AF/R8Xz+23DX7/5vV/f/Il4EnA88cHJNfUr19k16s/+Y/ywXb/9X5W//Nf2YLtv+r87f+1+Zv+782f+u/+ds5yjJ3Aa7Xd87n0p4r/kraMJan90r2DeB2wPZ9/u37Tvg3ffrRwN2AHfr0g2jD8K5m0OHKss7892PNSeh3aSeYp9OGKL6U1uBbPph/N9aM5nUS8CrggMH0/ftnrAIeXL19k17Mvzz/0f7nItpJ0P/Qhhk9t2f8WeBqwLI+/87AoX362X1fc8vB5x3QD5yrgX+q3r5JL9b/8vz3Z81J/s+B77PmguPvgJeNzb8ncEyffjzwWOAaY3/PL9Iajver3r5JL9Z/85/l4vG3PH/3/+Y/s8X9f3n+1v/6/P/Q8/w9cMIg/+8Ajx+b/yDaYwhWAz8C7gnsOfZ5X6V9sXKP6u2b9GL9N/9ZLtj+r87f+m/+M1uw/V+dv/W/Pn/b/7X5W/9nOP/yECyTW4B9aSdGZw8q5g9pvbO3Gcy3HfAc2snU2cBbgev3acPheA/uO+dP9mViMbdnqRXgOsCHBgfGi4B3Av84Nt+utJPV0Y7hwfShRmmPQxydwN6R1jh8U/W2LYVi/uX570M74RkNobiadoLzrLH5dur7nNGJ0TOBvQf5j4ZkvBVwMe1ukuWLtR1LtVj/y/O/NvAuWi/6s2gnSS8B7jg23x6sGeb+R7S7ObeeI/970C4svLh625ZCsf6b/ywXj7/l+bv/N/+ZLe7/y/O3/tfmf03atbZv9f8D3wQeD1xnbL59WfPFyLdYezSFYf737/n7eJmNy9/6b/4zW7D9X52/9d/8Z7Zg+786f+t/bf62/2vzt/7PcP7lAVgmu9BOfPalPQf41sAuY9NXAo/sFfcs2ghTew+mB2t3kDoa+C2DXq2W9ea/DW1IxWsAe80xfQfgsL5jOA64+2jHMJhntHPYlTZU3bfH57GY/yQW2oh0V6YNqbv/Ov4+L6KdOP2R1mN497F5Rhdnou97/o/+KFDLBvO3/tfmv7I38HYfP/b26TsDX2JNx+X95phneX/dhzbc6OdGfxPLBvO3/pv/zBaPv+X5u/83/5kt7v/L87f+1+Y/ym7bueosbcSEn/X8vwls199fNphnRX+9XZ/vf6u3a6kU67/5z3LB9n91/tZ/85/Zgu3/6vyt/7X52/6vzd/6P6P5r0Baj8w8mzYa1HHD9yNiZWZeQus49XDgCrS7R96cmScOls+IiL7MtWgnWhfSKrw2IDMv7D+eO3w/IpYBCfwDrUfw72l37HwpMy8e+4zV/cfb0w6mlyzkOk8T86+VmecB59GG2L1MRKzIzEtpz6F9CO3v82rgg5l5+thnZP/xFrShwI+lXajRBlj/y13a6+9pPXMiIvpxdSvg6bQ7on5Be1ztL8Y/IDNX9R/vCGxF+1vm+Hy6POt/LfOv5fG3nPv/WuZfyP1/Oet/rdUAmXnBHPlvB7yB9siAo4B7Z+b5EbF8kDn9OA2t/kMb4V0bx/pfy/wL2f4vZ/2vZf6FbP+Xs/7Xsv1fy/pfqyx/O6hos/SOUQCPog1j9g3gLcOOUYN5RxXxJrRnQ36fVtk9QdpMvcG3Erhff30bczQMx9yOtlP4ZGZetPBrOb3Mv9agwfdQ4FrAx4APjV+YgXYw7T/enHbM+3xmnrUoKzqlrP+LY3DsvOwkf/DeFYG7AacDh9CeuTyniLgicBfaydYnhp+rTWf9r2X+tTz+Lg73/7XMfzK5/18c1v9ac+U/cADtC48TgSdl5hnjX4yMRMQNgHvT8v/sAq7yVLH+1zL/yWT7f3FY/2uZ/2Sy/b84rP+1bP/Xsv7XqszfzlHabBFxI9oj9VYDL8jM49cz742Bt/Rfv5GZl7qD2GIPoP2H/x3w0WyjfK1lMGrXvYAnARfQhjXWljP/QhFxV+DvgTOBQzPzpDnmGfUyvg3tzjZoz6XVlrP+17ofcCPao2q/OsfJ0/DC5H1od1gdR3uGs7ac9b+W+Rfy+FvO/X8t86/l/r+W9b/A4LrZPYGrAkfQM13HFyPbAg8CDu7zWv/nh/W/lvkXsv1fzvpfy/xr2f6vZf0vYPt/Ylj/ay1o/naO0pbYDVgBvDczv7mukaAiYl/gJcAetEbMGxdxHafZnv31LXN1TBucmN4W+HB/+/WZecSireF0M/9au9HuBPmvzPzx+MRB/jcG3k473r0tMz+wyOs5raz/tfbqr/+zgQuT96Q98hbgnZm5zh722iTW/1rmX8vjby33/7XMv5b7/1rW/1rX7K+Hz/XF4MA/As8BLgXen5l/Ws+82njW/1rmX8v2fy3rfy3zr2X7v5b1v5bt/1rW/1oLmr+do7Ql9gaWAyf33y9XnyJiH+AFtOHPfgjYMWr+XLm/ngntOfCjCWN37HwI2AZ4X2Y+dzR9kdd1Gpl/rb2BAE6DdeZ/I9qIddcDvgC8dDR98Vd36lj/a+3UX0+FtfOHdodJRNwd+FR/602Z+bo+r/lvOet/LfOv5fG3lvv/WuZfy/1/Let/rdH1tj9By3+Ya//9Eay5MPySzHzfIq/jNLP+1zL/Wrb/a1n/a5l/Ldv/taz/tWz/17L+11rQ/O0cpS1xDHA2vQdrZq6KiGWjihcRBwKvAB4IHAu8Afh+0bpOo28DlwA3g7WeAz/aMdwZ+DRwJeDjwPOH0xd3VaeS+df6Hm2Y3OvDnPnfAvgf4ObAN4CXAX8YTV/0tZ0+1v9a36A90vZOsHb+EbFtRDwU+Ex/6x20YaUvu3CwuKs6laz/tcy/lsffWu7/a5l/Lff/taz/tb7ZX+8PLf9RrhFxDeAptNwBXpWZL+rTvDA/P6z/tcy/lu3/Wtb/WuZfy/Z/Let/Ldv/taz/tRY2/8y0WDar0IbV/QpwLvCvg/dX0J4F/IteeY8G/hnYpnqdp6nQGn0/As4AHjN4/2DgaT371cD/AteuXt9pK+Zfnv+ewHeBs4BHDt6/KvAQ4Lye/5HAHYEV1es8TcX6X57/VWjPTz4VeBywFW0kx3vSOiKP8n8LsLJ6faetWP/Nf5aLx9/y/N3/m//MFvf/5flb/2vzvxpwPHAK7cLv9sAOwL8AHxvk/+LBMlG93tNSrP/mP8vF9n95/tZ/85/ZYvu/PH/rf23+tv9r87f+T3H+0f8RabNExPWAr9F2ykcCfwSuBdy1z/I54M3AlzPzopKVnGIRsR/wZdqJ6lG0kbxuCOxOGxnuDcBzMvP8spWcYuZfq+f/FWBXWk/6vwD7Awf0Wd5LG73u2MxcXbKSU8z6Xysi9geOoA0xfSyto/LBQNKGm35dZr6kbAWnnPW/lvnX8vhby/1/LfOv5f6/lvW/Vs//C8BetGtvF9Guv0Eb2f2tmfm2Pq93LM8z638t869l+7+W9b+W+dey/V/L+l/L9n8t63+thczfzlHaYhGxL/BGWqXcldZb73jgcOCVwLnulBdORFwHeDFwC9pB8kLgg8DXMvP9les2C8y/VkTsQ9vP3By4IrCKdsD8Yma+vnDVZoL1v1ZEXBt4FnBLWv0/H3gn8J3MPKLP44nRArH+1zL/Wh5/a7n/r2X+tdz/17L+14qIa9LuHL85bTT3s4G3At/PzJ/0ecx/gVj/a5l/Ldv/taz/tcy/lu3/Wtb/Wrb/a1n/ay1U/naO0ryIiJ1pw5xdB/gT8KfM/GPtWs2OiNga2JZ2cDw/M08eTHPHvMDMv1ZEbA/sQjs5OgM4cTRSnfkvPOt/rYhYAQRtBMdLM/OcwTTzX2DW/1rmX8vjby33/7XMv5b7/1rW/1qjjPvfYVlmXly9TrPE+l/L/GvZ/q9l/a9l/rVs/9ey/tey/V/L+l9rIfK3c5QWlDsGSZIWjsdZSZpN7v9rmb9mmfW/1jD/iFiWPsJqUVn/a5m/Zpn1v5b5a5ZZ/2vZ/q9l/a+1EPnbOUqSJEmSJEmSJEmSJEnSVFpWvQKSJEmSJEmSJEmSJEmStBDsHCVJkiRJkiRJkiRJkiRpKtk5SpIkSZIkSZIkSZIkSdJUsnOUJEmSJEmSJEmSJEmSpKlk5yhJkiRJkiRJkiRJkiRJU8nOUZIkSZIkSZIkSZIkSZKmkp2jJEmSJEmSJEmSJEmSJE0lO0dJkiRJkiRNoIi4akR8MiJ+GRG/jog3RMRW8/xv/FtE/NM8f+bDIuIqg9/fGRH7958/GxG7zLHMCyLiqfO5HpIkSZIkSRLYOUqSJEmSJGniREQAHwM+kZnXBfYBdgAOmc9/JzPfmpnvmc/PBB4GXNY5KjP/NTN/3n++R2aeOc//niRJkiRJkrROdo6SJEmSJEmaPH8FXJiZ7wLIzFXAk4GHR8Rj+4hSX+2jSj1/tFBE/ENEfD8ijo6It0XE8v7+uRFxSEQcExHfjYgr9vcvG7Gpf94r+vLHR8Rt+/vbRcSHI+LnEfHxiPheRBwcEcsj4rCI+GlE/F9EPDkiHgAcDLy/r8O2/XMP7p91QkTs0X9+Tv93vgnsO9iGa0fE5yPihxHxjYi4Xn//sIh4Y0R8OyJ+0/8tSZIkSZIkab3sHCVJkiRJkjR5rg/8cPhGZp4NnAisAG4G/C1wIPDA3llpP+DvgFtn5kHAKuChffHtge9m5g2BrwOPXMe/uyIzbwY8CRh1unoscEZm7g88D7hJf/8gYK/MPCAzbwC8KzM/ChwFPDQzD8rMC+b6RyLiJsCD+2fcA7jpYPLbgcdn5k2ApwKHDqZdGbgNcC/g5evYBkmSJEmSJOkyK6pXQJIkSZIkSZvsiMw8DSAiPkbrMHQprePSD9pT+dgWOKXPfzHw6f7zD4G7rONzPzaY5xr959sAbwDIzJ9GxE/6+78BrhURbwI+A3xxE9b/tsDHM/P8vg3/r7/uANwK+EjfBoCtB8t9IjNXAz8fjX4lSZIkSZIkrY+doyRJkiRJkibPz4G1HhsXETsBV6d1gsqx+RMI4N2Z+aw5Pu+SzBwts4p1XxO6aCPmaf9g5hkRcUPgr4F/Ax4EPHx9y2yEZcCZfeSr9a0ftO2VJEmSJEmS1svH6kmSJEmSJE2eLwHbRcQ/AUTEcuA1wGHA+cBdImK3iNgWuC/wrb7MAyLiCn2Z3SJi73lYl2/ROj4REfsDN+g/7wEsy8zDgecCN+7znwPsuIHP/Dpw34jYNiJ2BO4Nlz068LcR8cD+b0TvgCVJkiRJkiRtFjtHSZIkSZIkTZg+ytP9gAdGxC+B44ELgWf3Wb4PHA78BDg8M4/KzJ/TOil9sT/67gjgyvOwOocCe0bEz4GXAD8DzgL2Ar4aEUcD7wNGI1YdBrw1Io7unbfm2rwfAR8CjgE+B/xgMP2hwCMi4pj+b91nHrZBkiRJkiRJMyrWjKguSZIkSZKkSRcRDwMOzszHLdK/txxYmZkXRsS1gSOBfTPz4s34nFOAK2XmJQuwqpIkSZIkSdLlrKheAUmSJEmSJE207YCvRMRKIIDHbmrHqO5nwDvtGCVJkiRJkqTF5MhRkiRJkiRJkiRJkiRJkqbSsuoVkCRJkiRJkiRJkiRJkqSFYOcoSZIkSZIkSZIkSZIkSVPJzlGSJEmSJEmSJEmSJEmSppKdoyRJkiRJkiRJkiRJkiRNJTtHSZIkSZIkSZIkSZIkSZpKdo6SJEmSJEmSJEmSJEmSNJX+PzBy8q5LgR8ZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph_open_stacked(wims_datestack_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Invalid comparison between dtype=datetime64[ns] and Timestamp",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    535\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 536\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_compatible_with\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    537\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIncompatibleFrequency\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36m_check_compatible_with\u001b[0;34m(self, other, setitem)\u001b[0m\n\u001b[1;32m    507\u001b[0m             \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 508\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_assert_tzawareness_compat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    509\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0msetitem\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimes.py\u001b[0m in \u001b[0;36m_assert_tzawareness_compat\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    710\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mother_tz\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 711\u001b[0;31m                 raise TypeError(\n\u001b[0m\u001b[1;32m    712\u001b[0m                     \u001b[0;34m\"Cannot compare tz-naive and tz-aware datetime-like objects.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Cannot compare tz-naive and tz-aware datetime-like objects.",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mInvalidComparison\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   1007\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1008\u001b[0;31m             \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_comparison_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1009\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_validate_comparison_value\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    538\u001b[0m                 \u001b[0;31m# e.g. tzawareness mismatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 539\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    540\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mInvalidComparison\u001b[0m: 2022-03-14 07:30:00+00:00",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_91749/3510751849.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m filtered_datestack_1 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-14T07:30:00.000Z'))\n\u001b[0m\u001b[1;32m      2\u001b[0m                      & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-14T21:00:00.000Z'))]\n\u001b[1;32m      3\u001b[0m \u001b[0mgraph_open_stacked\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_datestack_1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \"\"\"\n\u001b[1;32m      5\u001b[0m filtered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/common.py\u001b[0m in \u001b[0;36mnew_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arraylike.py\u001b[0m in \u001b[0;36m__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"__ge__\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__ge__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cmp_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moperator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mge\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0;31m# -------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   5621\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5622\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5623\u001b[0;31m             \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomparison_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5624\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5625\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_construct_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres_values\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m    267\u001b[0m     ):\n\u001b[1;32m    268\u001b[0m         \u001b[0;31m# Call the method on lvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m         \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    271\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# TODO: but not pd.NA?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/common.py\u001b[0m in \u001b[0;36mnew_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arraylike.py\u001b[0m in \u001b[0;36m__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"__ge__\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__ge__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cmp_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moperator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mge\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[0;31m# -------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/arrays/datetimelike.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m   1008\u001b[0m             \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_comparison_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1009\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mInvalidComparison\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1010\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0minvalid_comparison\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1011\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1012\u001b[0m         \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"dtype\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/pandas/core/ops/invalid.py\u001b[0m in \u001b[0;36minvalid_comparison\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m     32\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m         \u001b[0mtyp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Invalid comparison between dtype={left.dtype} and {typ}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     35\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mres_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Invalid comparison between dtype=datetime64[ns] and Timestamp"
     ]
    }
   ],
   "source": [
    "#TODO: fix this\n",
    "filtered_datestack_1 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-14T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-14T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_1)\n",
    "\"\"\"\n",
    "filtered_datestack_2 = wims_datestack_grouped.loc[(pd.to_datetime(((wims_datestack_grouped['Openingstijden'])) >= pd.to_datetime('2022-03-15T07:30:00.000Z')))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-15T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_2)\n",
    "filtered_datestack_3 = wims_datestack_grouped.loc[(pd.to_datetime(wims_datestack_grouped['Openingstijden']) >= pd.to_datetime('2022-03-16T07:30:00.000Z'))\n",
    "                     & (pd.to_datetime(wims_datestack_grouped['Openingstijden']) <= pd.to_datetime('2022-03-16T21:00:00.000Z'))]\n",
    "graph_open_stacked(filtered_datestack_3)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "404 | 36.996336996337\n",
      "229 | 20.97069597069597\n",
      "115 | 10.531135531135531\n",
      "91 | 8.333333333333332\n",
      "80 | 7.326007326007327\n",
      "53 | 4.853479853479854\n",
      "39 | 3.571428571428571\n",
      "28 | 2.564102564102564\n",
      "27 | 2.4725274725274726\n",
      "26 | 2.380952380952381\n"
     ]
    }
   ],
   "source": [
    "list_temp = [404, 229, 115, 91, 80, 53, 39, 28, 27, 26]\n",
    "\n",
    "for num in list_temp:\n",
    "    \n",
    "    print(\"{} | {}\".format(num,(num / sum(list_temp) * 100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: 1; 0-10.000 stemgerechtigden\n",
      "bijeenkomstfunctie         83\n",
      "kantoorfunctie             26\n",
      "sportfunctie               23\n",
      "woonfunctie                15\n",
      "overige gebruiksfunctie    12\n",
      "onderwijsfunctie           10\n",
      "gezondheidszorgfunctie      6\n",
      "winkelfunctie               3\n",
      "industriefunctie            1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 2; 10.000-30.000 stemgerechtigden\n",
      "bijeenkomstfunctie         1420\n",
      "sportfunctie                456\n",
      "kantoorfunctie              270\n",
      "onderwijsfunctie            249\n",
      "woonfunctie                 213\n",
      "overige gebruiksfunctie      98\n",
      "gezondheidszorgfunctie       80\n",
      "industriefunctie             40\n",
      "winkelfunctie                37\n",
      "logiesfunctie                33\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 3; 30.000-60.000 stemgerechtigden\n",
      "bijeenkomstfunctie         1507\n",
      "sportfunctie                436\n",
      "onderwijsfunctie            284\n",
      "kantoorfunctie              224\n",
      "woonfunctie                 185\n",
      "overige gebruiksfunctie     114\n",
      "gezondheidszorgfunctie      103\n",
      "industriefunctie             54\n",
      "winkelfunctie                34\n",
      "logiesfunctie                27\n",
      "celfunctie                    1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 4; 60.000-100.000 stemgerechtigden\n",
      "bijeenkomstfunctie         595\n",
      "sportfunctie               188\n",
      "onderwijsfunctie           152\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 88\n",
      "gezondheidszorgfunctie      47\n",
      "overige gebruiksfunctie     44\n",
      "industriefunctie            22\n",
      "winkelfunctie               20\n",
      "logiesfunctie                7\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 5; 100.000-350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         727\n",
      "onderwijsfunctie           318\n",
      "sportfunctie               273\n",
      "kantoorfunctie             150\n",
      "woonfunctie                120\n",
      "overige gebruiksfunctie     66\n",
      "gezondheidszorgfunctie      55\n",
      "industriefunctie            49\n",
      "winkelfunctie               32\n",
      "logiesfunctie               12\n",
      "celfunctie                   1\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n",
      "Staffel: 6; >350.000 stemgerechtigden\n",
      "bijeenkomstfunctie         404\n",
      "onderwijsfunctie           229\n",
      "sportfunctie               115\n",
      "kantoorfunctie              91\n",
      "woonfunctie                 80\n",
      "industriefunctie            53\n",
      "overige gebruiksfunctie     39\n",
      "winkelfunctie               28\n",
      "gezondheidszorgfunctie      27\n",
      "logiesfunctie               26\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ao2mOeL4XeObsz80cf/ezafqAfJfm83Mvmo7Tc73HVTQdP59M89m8sP1dbjXX4xfxW5qd47NodiI/Cbxt4Gj5R2jaqF+e5AtV9eNh65yn9htpwvUONCOwXAp8mKbz9jB+SnMUeTOaEaN+z01nx7ZYpJYDaZqdnEvTp+NtVfXVBR7/j+3rH0AzDOrv23lU1SU0TXX+iWYd3o+B9uNJ3p9ksHnYk4Gd2sceBOzdvgZtDW+l6bj6y7a+A4d57hzm23b8hKbPztnt3/KONJ2ljwS+3v4Pfq/9PZbjQzQ7xafTjCj2ZZrOwze2y59J07H8x+3v8VmaNvXzmXcbVFUn0HSyfydN/4rjuPkZ0jnNtR2YtfxSmn45b6VpZnp3mqFmrx34Hb9G07fpZJohaQct9XeUJi7Nd48kSauuNFemfUlVndl1LX2X5NHA+6tq0Z31W6o0TQB/RTMU9bFd1yOtDJ4pkCSt8qrqEQaCbrRNwR7TNrnajOZMx+Fd17VUSR6ZZMM0V5R+DU1fme8t8jRpahgKJEnSOIWmH9dvaZoPnUnTJHDa7ErTxOxSmmaAe1UztKm0SrD5kCRJktRznimQJEmSem6NxR/SvU022aS23nrrrsuQJEmSptZJJ510aVWtmGvZVISCrbfemhNPPLHrMiRJkqSpleTc+ZbZfEiSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPXcGl0X0IWtDziq6xIWdM5Be3RdgiRJknrEMwWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSem6soSDJy5KckeRHST6VZO0kd0ry/SQ/S/LfSdYaZw2SJEmSFja2UJBkM+DFwE5VdU9gdeDJwL8C76yquwC/BfYbVw2SJEmSFjfu5kNrAOskWQNYF7gAeCjw2Xb5wcBeY65BkiRJ0gLGFgqq6nzg7cAvacLAFcBJwOVVdUP7sF8Bm831/CT7JzkxyYmXXHLJuMqUJEmSem+czYc2AvYE7gTcEVgPeNSwz6+qD1bVTlW104oVK8ZUpSRJkqRxNh96GPCLqrqkqq4HPg/sBmzYNicC2Bw4f4w1SJIkSVrEOEPBL4H7J1k3SYDdgR8DxwJ7t4/ZFzhijDVIkiRJWsQ4+xR8n6ZD8cnAD9v3+iDwKuDlSX4G3Bb4yLhqkCRJkrS4NRZ/yPJV1YHAgbNmnw3sMs73lSRJkjQ8r2gsSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6bmyhIMndkpw6cLsyyUuTbJzk6CRntT83GlcNkiRJkhY3tlBQVT+tqh2qagfgvsA1wOHAAcAxVbUtcEw7LUmSJKkjk2o+tDvw86o6F9gTOLidfzCw14RqkCRJkjSHSYWCJwOfau9vWlUXtPcvBDadUA2SJEmS5jD2UJBkLeDxwGdmL6uqAmqe5+2f5MQkJ15yySVjrlKSJEnqr0mcKXg0cHJVXdROX5TkDgDtz4vnelJVfbCqdqqqnVasWDGBMiVJkqR+mkQoeAo3NR0COBLYt72/L3DEBGqQJEmSNI+xhoIk6wEPBz4/MPsg4OFJzgIe1k5LkiRJ6sga43zxqroauO2seZfRjEYkSZIk6RbAKxpLkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeG2soSLJhks8m+UmSM5PsmmTjJEcnOav9udE4a5AkSZK0sHGfKXgX8NWq2g7YHjgTOAA4pqq2BY5ppyVJkiR1ZGyhIMltgAcBHwGoquuq6nJgT+Dg9mEHA3uNqwZJkiRJixvnmYI7AZcAH0tySpIPJ1kP2LSqLmgfcyGw6RhrkCRJkrSIcYaCNYAdgfdV1X2Aq5nVVKiqCqi5npxk/yQnJjnxkksuGWOZkiRJUr+NMxT8CvhVVX2/nf4sTUi4KMkdANqfF8/15Kr6YFXtVFU7rVixYoxlSpIkSf02tlBQVRcC5yW5Wztrd+DHwJHAvu28fYEjxlWDJEmSpMWtMebXfxFwSJK1gLOBZ9MEkcOS7AecC+wz5hokSZIkLWCsoaCqTgV2mmPR7uN8X0mSJEnD84rGkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeW2OxByS5FfBEYOvBx1fVm8ZXliRJkqRJWTQUAEcAVwAnAdeOtxxJkiRJkzZMKNi8qh419kokSZIkdWKYPgXHJ7nX2CuRJEmS1IlhzhQ8EHhWkl/QNB8KUFV177FWJkmSJGkihgkFjx57FZIkSZI6s2jzoao6F9gCeGh7/5phngeQ5JwkP0xyapIT23kbJzk6yVntz41G+QUkSZIkjWbRnfskBwKvAl7dzloT+OQS3uP/VdUOVbVTO30AcExVbQsc005LkiRJ6sgwR/yfADweuBqgqn4NrD/Ce+4JHNzePxjYa4TXkiRJkjSiYULBdVVVQAEkWW8Jr1/A15OclGT/dt6mVXVBe/9CYNMlvJ4kSZKklWyYjsaHJfkAsGGS5wLPAT405Os/sKrOT3I74OgkPxlcWFWVpOZ6Yhsi9gfYcssth3w7SZIkSUu1aCioqrcneThwJXA34PVVdfQwL15V57c/L05yOLALcFGSO1TVBUnuAFw8z3M/CHwQYKeddpozOEiSJEka3TBnCmhDwFBBYEbbzGi1qrqqvf8I4E3AkcC+wEHtzyOWVLEkSZKklWreUJDkKtp+BLMX0bT82WCR194UODzJzPscWlVfTfIDmiZJ+wHnAvssq3JJkiRJK8W8oaCqRhlhiKo6G9h+jvmXAbuP8tqSJEmSVp6hmg8BtJ2F156ZrqpfjqUiSZIkSRM1zMXLHp/kLOAXwHHAOcBXxlyXJEmSpAkZ5joFbwbuD/xfVd2JpunP98ZalSRJkqSJGSYUXN/2A1gtyWpVdSyw05jrkiRJkjQhw/QpuDzJrYFvAockuRi4erxlSZIkSZqUYc4U7An8HngZ8FXg58Bjx1mUJEmSpMkZJhQ8uapurKobqurgqno38MpxFyZJkiRpMoZpPvTEJH+oqkMAkvwHsM54y5IkSZI0KUOFAuDIJH8EHgVcXlX7jbcsSZIkSZMybyhIsvHA5N8AXwC+A7wxycZV9Zsx1yZJkiRpAhY6U3ASUEAGfu7R3gq489irkyRJkjR284aC9kJlkiRJklZxi/YpSLIm8HfAg9pZ3wA+UFXXj7EuSZIkSRMyTEfj9wFrAu9tp5/RzvubcRUlSZIkaXKGCQU7V9X2A9P/m+S0cRUkSZIkabKGuXjZjUm2mZlIcmfgxvGVJEmSJGmShjlT8A/AsUnOphmBaCvg2WOtSpIkSdLELBoKquqYJNsCd2tn/bSqrh1vWZIkSZImZaGLl/3VPIvukoSq+vyYapIkSZI0QQudKXjcAssKMBRIkiRJq4CFLl5mvwFJkiSpB4a5eNmGwDOBrQcfX1UvHltVkiRJkiZmmNGHvgx8D/gh8MfxliNJkiRp0oYJBWtX1cvHXokkSZKkTgxz8bJPJHlukjsk2XjmNvbKJEmSJE3EMGcKrgPeBryWZtQh2p93HldRkiRJkiZnmFDwCuAuVXXpuIuRJEmSNHnDNB/6GXDNuAuRJEmS1I1hzhRcDZya5Fjg2pmZDkkqSZIkrRqGCQVfaG+SJEmSVkGLhoKqOjjJOsCWVfXTCdQkSZIkaYIW7VOQ5HHAqcBX2+kdkhw55rokSZIkTcgwHY3fAOwCXA5QVaficKSSJEnSKmOYUHB9VV0xa94fx1GMJEmSpMkbpqPxGUmeCqyeZFvgxcDx4y1LkiRJ0qQMc6bgRcA9aIYjPRS4AnjJOIuSJEmSNDnDnCnYo6peC7x2ZkaSvwY+M7aqJEmSJE3MMGcKXj3kPEmSJElTaN4zBUkeDTwG2CzJuwcWbQDcMO7CJEmSJE3GQs2Hfg2cCDweOGlg/lXAy8ZZlCRJkqTJmTcUVNVpwGlJDq2q65OsCdwTOL+qfjuxCiVJkiSN1bx9CpK8P8k92kBwG+A04L+AU5I8ZWIVSpIkSRqrhToa/2VVndHefzbwf1V1L+C+wCvHXpkkSZKkiVgoFFw3cP/hwBcAqurCcRYkSZIkabIWCgWXJ3lskvsAuwFfBUiyBrDOJIqTJEmSNH4LjT70t8C7gdsDLx04Q7A7cNS4C5MkSZI0GQuNPvR/wKPmmP814GvjLEqSJEnS5AxzRWNJkiRJqzBDgSRJktRzhgJJkiSp5+btU5Dk5Qs9saresfLLkSRJkjRpC40+tH77827AzsCR7fTjgBPGWZQkSZKkyVlo9KE3AiT5JrBjVV3VTr8BhySVJEmSVhnD9CnYlJtf3fi6dp4kSZKkVcBCzYdm/BdwQpLD2+m9gI+PqyBJkiRJk7VoKKiqf0ryFeAv21nPrqpTxluWJEmSpElZaPShDarqyiQbA+e0t5llG1fVb8ZfniRJkqRxW+hMwaHAY4GTgAIy6+edx16dJEmSpLFbaPShx7Y/7zS5ciRJkiRN2qKjD6Xx9CSva6e3TLLL+EuTJEmSNAnDDEn6XmBX4Knt9FXAf46tIkmSJEkTNcyQpPerqh2TnAJQVb9NstaY65IkSZI0IcOcKbg+yeo0nYtJsgL441irkiRJkjQxw4SCdwOHA7dL8k/At4F/HmtVkiRJkiZmmIuXHZLkJGB3muFI96qqM8demSRJkqSJGKZPAcBZwJUzj0+yZVX9cmxVSZIkSZqYRUNBkhcBBwIXATdy08XL7j3e0iRJkiRNwjBnCl4C3K2qLht3MZIkSZImb5iOxucBV4y7EEmSJEndmPdMQZKXt3fPBr6R5Cjg2pnlVfWOMdcmSZIkaQIWaj60fvvzl+1trfYmSZIkaRUybyioqjdOshBJkiRJ3Vio+dAXaa9iPJeqevxYKpIkSZI0UQs1H3r7yniDJKsDJwLnV9Vjk9wJ+DRwW+Ak4BlVdd3KeC9JkiRJS7dQ86HjZu4nWQfYsqp+uoz3eAlwJrBBO/2vwDur6tNJ3g/sB7xvGa8rSZIkaSVYdEjSJI8DTgW+2k7vkOTIYV48yebAHsCH2+kADwU+2z7kYGCvpRYtSZIkaeUZ5joFbwB2AS4HqKpTgTsN+fr/DrwS+GM7fVvg8qq6oZ3+FbDZXE9Msn+SE5OceMkllwz5dpIkSZKWaphQcH1Vzb542bwdkGckeSxwcVWdtJzCquqDVbVTVe20YsWK5byEJEmSpCEs1NF4xhlJngqsnmRb4MXA8UM8bzfg8UkeA6xN06fgXcCGSdZozxZsDpy/vNIlSZIkrQzDnCl4EXAPmqsZHwpcAbx0sSdV1auravOq2hp4MvC/VfU04Fhg7/Zh+wJHLL1sSZIkSSvLomcKquoa4LVJ/qm9P6pXAZ9O8hbgFOAjK+E1JUmSJC3TMKMPPSDJj4GftNPbJ3nvUt6kqr5RVY9t759dVbtU1V2q6q+r6tplVS5JkiRppRim+dA7gUcClwFU1WnAg8ZZlCRJkqTJGSYUUFXnzZp14xhqkSRJktSBYUYfOi/JA4BKsiY3XaFYkiRJ0ipgmDMFzwNeQHORsfOBHdppSZIkSauAYc4UpB1KVJIkSdIqaJgzBd9J8vUk+yXZcNwFSZIkSZqsRUNBVd0V+EeaC5idnORLSZ4+9sokSZIkTcSwow+dUFUvB3YBfgMcPNaqJEmSJE3MMBcv2yDJvkm+AhwPXEATDiRJkiStAobpaHwa8AXgTVX13fGWI0mSJGnShgkFd66qSrLu2KuRJEmSNHHD9Cm4f5IfAz8BSLJ9kveOtyxJkiRJkzJMKPh34JHAZQBVdRrwoDHWJEmSJGmChh196LxZs24cQy2SJEmSOjBMn4LzkjwAqCRrAi8BzhxvWZIkSZImZZgzBc8DXgBsBvwa2KGdliRJkrQKWPRMQVVdCjxtArVIkiRJ6sAwFy/bPMnhSS5ub59LsvkkipMkSZI0fsM0H/oYcCRwx/b2xXaeJEmSpFXAMKFgRVV9rKpuaG8fB1aMuS5JkiRJEzJMKLgsydOTrN7enk57zQJJkiRJ02+YUPAcYB/gQuACYG/g2eMsSpIkSdLkDDP60LnA4ydQiyRJkqQOzBsKkrwHqPmWV9WLx1KRJEmSpIla6EzBiQP33wgcOOZaJEmSJHVg3lBQVQfP3E/y0sFpSZIkSauOYToawwLNiCRJkiRNt2FDgSRJkqRV1EIdja/ipjME6ya5cmYRUFW1wbiLkyRJkjR+C/UpWH+ShUiSJEnqhs2HJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9N7ZQkGTtJCckOS3JGUne2M6/U5LvJ/lZkv9Osta4apAkSZK0uHGeKbgWeGhVbQ/sADwqyf2BfwXeWVV3AX4L7DfGGiRJkiQtYmyhoBq/ayfXbG8FPBT4bDv/YGCvcdUgSZIkaXFj7VOQZPUkpwIXA0cDPwcur6ob2of8Cthsnufun+TEJCdecskl4yxTkiRJ6rWxhoKqurGqdgA2B3YBtlvCcz9YVTtV1U4rVqwYV4mSJElS701k9KGquhw4FtgV2DDJGu2izYHzJ1GDJEmSpLmNc/ShFUk2bO+vAzwcOJMmHOzdPmxf4Ihx1SBJkiRpcWss/pBluwNwcJLVacLHYVX1pSQ/Bj6d5C3AKcBHxliDJEmSpEWMLRRU1enAfeaYfzZN/wJJkiRJtwBe0ViSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HNrdF2AptPWBxzVdQkLOuegPbouQZIkaWp4pkCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPXcGl0XIPXR1gcc1XUJCzrnoD26LkGSJE2QZwokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9dzYQkGSLZIcm+THSc5I8pJ2/sZJjk5yVvtzo3HVIEmSJGlx4zxTcAPwiqq6O3B/4AVJ7g4cABxTVdsCx7TTkiRJkjoytlBQVRdU1cnt/auAM4HNgD2Bg9uHHQzsNa4aJEmSJC1uIn0KkmwN3Af4PrBpVV3QLroQ2HSe5+yf5MQkJ15yySWTKFOSJEnqpbGHgiS3Bj4HvLSqrhxcVlUF1FzPq6oPVtVOVbXTihUrxl2mJEmS1FtjDQVJ1qQJBIdU1efb2RcluUO7/A7AxeOsQZIkSdLCxjn6UICPAGdW1TsGFh0J7Nve3xc4Ylw1SJIkSVrcGmN87d2AZwA/THJqO+81wEHAYUn2A84F9hljDZIkSZIWMbZQUFXfBjLP4t3H9b6SJEmSlsYrGkuSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPXcGl0XIEnLsfUBR3VdwoLOOWiPrkuQJGlonimQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ5bo+sCJEmTt/UBR3VdwqLOOWiPrkuQpN7wTIEkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknhtbKEjy0SQXJ/nRwLyNkxyd5Kz250bjen9JkiRJwxnnmYKPA4+aNe8A4Jiq2hY4pp2WJEmS1KGxhYKq+ibwm1mz9wQObu8fDOw1rveXJEmSNJw1Jvx+m1bVBe39C4FN53tgkv2B/QG23HLLCZQmSdLwtj7gqK5LWNA5B+3RdQmSpkhnHY2rqoBaYPkHq2qnqtppxYoVE6xMkiRJ6pdJh4KLktwBoP158YTfX5IkSdIskw4FRwL7tvf3BY6Y8PtLkiRJmmWcQ5J+CvgucLckv0qyH3AQ8PAkZwEPa6clSZIkdWhsHY2r6inzLNp9XO8pSZIkaem8orEkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPGQokSZKknjMUSJIkST1nKJAkSZJ6zlAgSZIk9ZyhQJIkSeo5Q4EkSZLUc4YCSZIkqecMBZIkSVLPrdF1AZIkqZ+2PuCorktY0DkH7dF1CdLEeKZAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknrOUCBJkiT1nKFAkiRJ6jlDgSRJktRzhgJJkiSp5wwFkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCRJknpuja4LkCRJ0tJtfcBRXZewoHMO2qPrErQEnimQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk9ZyiQJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ5bo+sCJEmSpC5sfcBRXZewoHMO2mNi7+WZAkmSJKnnDAWSJElSzxkKJEmSpJ4zFEiSJEk910koSPKoJD9N8rMkB3RRgyRJkqTGxENBktWB/wQeDdwdeEqSu0+6DkmSJEmNLs4U7AL8rKrOrqrrgE8De3ZQhyRJkiQgVTXZN0z2Bh5VVX/TTj8DuF9VvXDW4/YH9m8n7wb8dKKFLs0mwKVdFzHlXIejcf2NznU4OtfhaFx/o3Mdjsb1N7pb+jrcqqpWzLXgFnvxsqr6IPDBrusYRpITq2qnruuYZq7D0bj+Ruc6HJ3rcDSuv9G5Dkfj+hvdNK/DLpoPnQ9sMTC9eTtPkiRJUge6CAU/ALZNcqckawFPBo7soA5JkiRJdNB8qKpuSPJC4GvA6sBHq+qMSdexkk1FM6dbONfhaFx/o3Mdjs51OBrX3+hch6Nx/Y1uatfhxDsaS5IkSbpl8YrGkiRJUs8ZCiRJkqSeMxRIkiRJPWcokCQtS5K7JjkmyY/a6Xsn+ceu65IkLZ2hYJn8Mlw5kmyV5GHt/XWSrN91TdMiybpJXpfkQ+30tkke23Vd08L1t1J8CHg1cD1AVZ1OM8y0lsDt4OiSrNt1DdPK/ZmVI8kDkzy7vb8iyZ26rmmpDAXL55fhiJI8F/gs8IF21ubAFzoraPp8DLgW2LWdPh94S3flTB3X3+jWraoTZs27oZNKppTbwdEkeUCSHwM/aae3T/LejsuaNu7PjCjJgcCraNYjwJrAJ7uraHkMBcvnl+HoXgDsBlwJUFVnAbfrtKLpsk1VvZWbNuTXAOm2pKni+hvdpUm2AQogyd7ABd2WNHXcDo7mncAjgcsAquo04EGdVjR93J8Z3ROAxwNXA1TVr4GpO+M38YuXrUL8MhzdtVV1XdLshyVZg3Z9aijXJVmHmz6D29Ac+dZwXH+jewHNhXq2S3I+8Avg6d2WNHXcDo6oqs6bWX+tG7uqZUq5PzO666qqksysw/W6Lmg5DAXL55fh6I5L8hpgnSQPB54PfLHjmqbJgcBXgS2SHEJztPFZnVY0XVx/I6qqs4GHtV+Aq1XVVV3XNIXcDo7mvCQPACrJmsBLgDM7rmnauD8zusOSfADYsG0S+ByaZllTxSsaj8gvw+VLshqwH/AImmYbXwM+XH4oh5bktsD9adbf96rq0o5Lmiquv+VJ8vSq+mSSl8+1vKreMemappXbwdEk2QR4F/AwmvX3deAlVXVZp4VNIfdnRtOG+j/9H1fV0R2XtGSGgiXyy1BdS7JdVf0kyY5zLa+qkydd0zRx/Y0uyd9W1QfaznWzVVW9aeJFSVoS92c0m82Hlm6mndhcHUhMWENIclhV7ZPkh8yxzqrq3h2UNU1eDuwP/Nscywp46GTLmTquvxFV1cxIOf9TVd8ZXJZktw5KmjpuB0eT5JVV9dYk72Hu9ffiDsqaNu7PjCjJt6vqgUmu4ubrLDQHSDboqLRl8UzBMiXZba4vw9nz9OeS3KGqLkiy1VzLq+rcSdc0jZKsXVV/WGye5ub6G12Sk6tqx8Xm6c+5HRxNksdV1ReT7DvX8qo6eNI1TSv3ZzTDIUmX7z1DztMsVTUzqsHzq+rcwRtNJzsN5/gh52lurr9lSrJrklcAK5K8fOD2BmD1jsubCm4HR1NVM52xr6mqgwdvwDVd1jaF3J8ZUZJPDDPvls7mQ0uUZFfgAbRfhgOLNsAvw6V6OM3FPgY9eo55GpDk9sBmNKOV3IebxtbfAPCqnotw/a0UawG3pvkOGWx6cCWwdycVTS+3g6N5NfCZIeZpFvdnVqp7DE60Qwvft6Nals1QsHR+GY4oyd/RHAnbJsnpA4vWxyO1w3gkzdCZm9O0i5/Zqb0SeE1HNU0T19+Iquo4mqE0P24zl+VxOziaJI8GHgNsluTdA4s2wAtvDcv9mREleTXN98Y6Sa6cmQ1cRzPM61SxT8EyJdnKL8PlSXIbYCPgX4ADBhZdVVW/6aaq6ZPkiVX1ua7rmFauv9ElORr466q6vJ3eCPh0VT2y08KmgNvB0STZHtgBeBPw+oFFVwHHVtVvu6hrGrk/M7ok/1JVr+66jlHZp2D5Ppxkw5mJJBsl+VqH9UyNqrqiqs6hGVv6NwPtaG9Icr9uq5sq953jM/iWDuuZNq6/0W0yEwgA2h2x23VXzvRwOziaqjqt7T9wL+CTA/0JjsArky+V+zOjO6EN+gAk2TDJXh3WsyyGguXzy3B07wN+NzD9u3aehvPoOT6Dj+munKnj+hvdH5NsOTPRjqTj6eelcTs4mq8D6wxMrwP8T0e1TCv3Z0Z3YFVdMTPRrs+5ruNyi2afguX7Y5Itq+qX4JfhMmXwqp1V9ce2c46Gs3qSW1XVtQBJ1gFu1XFN08T1N7rXAt9OchxNO9q/pLkGhIbndnA0a1fVn0JVVf0uiQMGLI37M6Ob6yD71P0fT13BtyB+GY7u7CQv5qajYs8Hzu6wnmlzCHBMko+1088GHJt7eK6/EVXVV9srQ9+/nfXSqrq0y5qmkNvB0VydZMeZK5EnuS/w+45rmjbuz4zuxCTvAP6znX4BcFKH9SyLHY1HkGQTbvoy/J5fhkuT5HbAu2muIFvAMTQ7FRd3WtgUaUfg2L2dPLqqbAe6BK6/0SXZDNiKgYNMVfXN7iqaLm4HR5NkZ+DTwK9pdmhvDzypqqZuh6xL7s+MJsl6wOuAh7WzjgbeUlVXd1fV0hkKRuCXoaQ+S/KvwJOAM4A/trOrqh7fXVXqmyRrAndrJ39aVdd3Wc80cn9GYChYNr8MR5dkBfBcYGtuviF6Tlc1TZMkfwX8K02HsLS3qqoNOi1sSrj+Rpfkp8C9Z/plaOncDo4uyQP48/X3X50VNGXcnxldkrsCf8+ffw4f2lVNy2GfguXbC7ibX4YjOQL4Fs1IETd2XMs0eivwuKo6s+tCppTrb3RnA2viEJCjcDs4giSfALYBTuWm9VeAoWB4e+H+zKg+A7wf+DBT/H9sKFg+vwxHt25VvarrIqbYRe7QjsT1N7prgFOTHMPAtrCqXtxdSVPH7eBodgLuXjZ7GIX7M6O7oaqmfihhQ8Hy+WU4ui8leUxVfbnrQqbUiUn+G/gCN/8Mfr6ziqaL6290R7Y3LZ/bwdH8iKZz8QVdFzLF3J8Z3ReTPB84nJuvw6m6Orl9CpYpyb5zzW+vqKghJLkKWI/mH+h6bNO9JANDaQ4q2yIPx/WnWwK3g6NJciywA3ACN98Zsz38kNyfGV2SX8wxu6rqzhMvZgSGAknSsrRfhH/2JTJtX4SaXkkePNf8qjpu0rVI087mQ8vkl+HokjxorvkOgzac9kj3XJ9Bj3QPwfW3Uuw0cH9t4K+BjTuqZSq5HRyNO/+jc39mdEmeOdf8aRsFy1CwfH4Zju4fBu6vDexCcwXAqRrCq0NfGri/NvAEmgv4aDiuvxFV1WWzZv17kpOA13dRz5RyOziCtvnVzA7tWjQdZq+2+dWSuD8zup0H7q9Nc1HMk5myUbBsPrQSJTmpqu7bdR3TKskWwL9X1RO7rmUaJVkN+HZVPaDrWqaR62/pkuw4MLkazc7F31XV9h2VNPXcDi5fkgB7AvevqgO6rmeauT8zmiQbAp+uqkd1XctSeKZgmeb5MnR9juZXwF90XcQU25bmQlxaHtff0v3bwP0bgF8A+3RUy6rC7eAytcOSfiHJgYChYEjuz4zF1cCdui5iqfyjL59fhiNK8h5uOu27Gs0IEid3VtCUmXXaHOBCwPHOh+T6W74kL6mqdwGvq6pvd13PNHM7OJr2yuQzZnZo/9BROdPK/ZkRJfkiN/8/vjtwWHcVLY/Nh5Zo5sswyQP9MhzNrGHQbgDOqarvdFXPtEiyW1V9J8naVeWX3xK5/kaX5NSq2iHJyVW14+LP0HzcDo5m1tDCNwDnAB+qqou7qWh6uD8zuiS3qqprZ42CdQNwblX9qqu6lstQsER+GY4uyTFVtXuSf/VKnks309bTz+DyuP5Gl+RTNEdk7wj8fHARTSuOe3dS2BRxOziamfWWZJ+qmrojsrcE7s+MbmbdJflEVT2j63pGZfOhpTszyVnAZklOH5jvl+Hw7pDkAcDjk3yaZt39SVV56nxh1yf5ILB5knfPXuhVKBfl+htRVT0lye2BrwFeJGp53A6O5jFJDqDpO2AoWJ6Z/Zk7uj+zbGsleSrwgFlN2QCoqs93UNOyGQqWyC/DleL1wOuAzYF3zFpWOBTfYh4LPAx4JM3QhVoa199KUFUXAn8aZSjJRsAWVXX6/M/SALeDo/kq8Fvg1kmuHJjvFaGH5P7MSvE84GnAhsDjZi0rYKpCgc2Hlmmgo92C8zS3dui411XVm7quZVrN1Q50pr18VzVNkyTbV9VpXdcxzZJ8g2ZnYg2agHUx8J2qenmXdU2TJK+rqjd3Xce0SnJEVe3ZdR3qtyT7VdVHuq5jVIaCZZqrDV6SU6rqPl3VNG2S/LCq7tV1HdNqns+gbUOHlGQF8FxgawbOmnpF4+HNbPOS/A3NWYIDk5xus4PhJdkNOLWqrk7ydGBH4F1VdW7HpWkVl+SHzHElY2w+tGRJ1gNeBmxZVfsn2Ra4W1V9aZGn3qLYfGiJkjwFeCpwpyRHDizaAPhNN1VNrZOT7FxVP+i6kGmSZFfgAcCKJINHZDcAVu+mqql0BPAt4H+AGzuuZVqtkeQONMMXvrbrYqbU+4Dtk2wPvAL4MM1VUB+84LMEzDm0MMAVwInAK6rq7MlXNTUe23UBq5CP0pwtnbn45fnAZwBDwSrueOACYBNuPrbvVYBtaZfmfsDTkpxLc6EPj04MZy3g1jT/v+sPzL8S2LuTiqbTuo76MrI30bRH/nZV/SDJnYGzOq5p2txQVZVkT+A/quojSfbruqgp8u80F3w7lOY75MnANjTXevgo8JCuCrulGzwblWQrYNuq+p8k6+D+4VJtU1VPag8cU1XXtM2kp4rNh5apPVX0+6r6Y5K7AtsBX6mq6zsubWq0G6E/42nzxSVZHTisqp7YdS3TKslbgOOr6std1zKtkmxcVb+ZNe9OVfWLrmqaNkmOo+k0+2zgQTT9Mk6zaeVwkpxWVdvPmjcz1OafLdOfS/JcYH9g46rapm368v6q2r3j0qZGkuOB3Wn6VO2YZBvgU1W1S8elLclqXRcwxb4JrJ1kM+DrwDOAj3da0ZRpd/43pOmx/zhgQwPBcKrqRpox4rV8LwG+lOQPSa5qb1cu+iwN+mKSP43ykuTuwBc7rGcaPQm4FtivHdFpc+Bt3ZY0Va5Jsk+S1drbPtx0RWOPeg7nBcBuNGebqaqzgNt1WtH0OZAm3G+R5BDgGOCV3Za0dJ4pWKaBC1a8CFinqt46c3Si69qmRZKX0HT0nBmy6wnAB6vqPd1VNT2SvA/YjKbd4tUz86dtXGRNryR70Hzx7QHcjaYt/NOq6tQu61J/tE3W3gXsShMCvkfT4fN84L5eqXdxSb5fVfcbGDhgDeBkm/IuTZLbAvenacb2vaq6tOOSlsw2Y8uXtsPn04CZ9p928lya/YD7VdXV0FyhEvguYCgYztrAZdx8PPOpGxe5S0keT9NkA+Ab0zZSRNeq6qgka9KcLV0feEJV/V/HZU2FJN+uqgfO01G2aAaueFtVvXfy1U2Hthnl86tq9vjwMwwEwzkuyWuAdZI8HHg+nvEbSpLtquonSWZG/bug/bllki2n7SKEnilYpiQPphkp4jtV9a/t0YqXejXU4bXDoe1cVX9op9cGfmBbWk1CkoOAnYFD2llPAU6sqld3V9V0SPIebr4juzvwc+Ac8KrQK0N71PH4qrpb17XckiX5XlXdv+s6plmS1WgO0j2C5ij316rqQ91WNR2SfLAdgvTYORZXVU3VRQgNBepMO5zmvsDhNBuiPYGPV9W/d1nXtEiyOc1Zld3aWd8CXlJVv+ququmR5HRgh6r6Yzu9OnCKp8wXl2TfhZZX1cGTqmVaJdmgqq5MsvFcy6vqN0nuUFUXzLVcDZtRji7Jm6rq9QPTqwP/VVVP67CsqdGGql1XhQuHGgqWKclOwGv48wsfuUOxBO0ptwfSHHX8dlWd0nFJUyPJ0TTD8H2infV0mvbcD++uqunRhoKHzIye0+6cfcP/YU1Cki9V1WOTzDVSU1XVnSde1BRK8rE5ZpcXIRxeuw7/r6r+JclawGE0F9R7Q7eVTY9V5eK1hoJlSvJT4B+AHwJ/nJnv6DlL016w50E0oeBbVXVaxyVNjbk6ttvZfXjteNIHAcfSnKl6EHBAVf13p4VNgSSHVdU+810R1WAlTY92PP1DaPZn/h/N8Orv7Laq6ZLk7TR9Ij9fU7xjbShYpplOYl3XMc0GRh/6HM1OmaMPLUGSY4CPAZ9qZz0FeLZjSw+vvRrvzu3kCe2QkFrETLMWrzUyuiSfoBni+ltV9ZOu65k2NqNcvoHOsQBrAh8AvgN8BGDaOsl2qR0wYD3gBpohcWcuxrrBgk+8hTEULFOS3Wl2wo6hGWMasB3jUrTNN3YdGH1oPeC7HmUcTrtD9h6aofig2Zi/uKp+2V1V02XW6EPHVZUjbmiikvw/4C/b2zbAKcA3q+pdnRY2JWxGuXzzdI6dMXWdZDU6Q8EyJfkkzVWMz+Cm5kO2Y1wCRx9Sl+YZfegHVfWa7qqaLrOG01yL5mjj1dN2dKxrbcfOnWmabjwP+H1VbddtVdPBZpS6JUhyzOyz9HPNu6XzOgXLt7NDxY3sY8D3kxzeTu8FfLS7cqbLwEV77k+zY/Zd4GVVdXanhU2Px3Dz0YcOpjlKaygYUlWtP3O/bZe8J83nUUNqmwGuR/P/+y2a75aLu61qqlyW5OncvBnlZR3WM3WS3Ap4In8+cMqbuqppWrQHM9cFNkmyEU2zIYANaEbFmiqrdV3AFDs+yd27LmKaVdU7gGfTXKTnNzTt4e3cNLxDaUaJuANwR5oh+T614DM024YD92/TVRGrgmp8AXhk17VMmdOB64B7AvcG7plknW5LmirPAfYBLqS5cNTeNN8rGt4RNIH+BpphXWduWtzfAifRtBw5aeB2BPAfHda1LDYfWqYkZ9K0//wFTZ+CmU4ltocfUpJPVNUzFpunuSU5ffbnLclpVbV9VzVNkyRPphl96Bs4+tCyJPmrgcnVgJ2AB1fVrvM8RfNIsj7wLODvgdtX1a26rWg6JNmiqs6bNe/2DhowvCQ/qqp7dl3HNEvyolVhkBSbDy3fo7ouYBVwj8GJtl3tfTuqZRp9JckBwKdpmg89CfjyzMWQZsbf17weS9Nc7bc0V+J9lTsSS/a4gfs30KzHPbspZToleRHNtVruS7P+PkrTjEjD+UWSzwDPqarft/O+DOy4wHN0c8cnuVdV/bDrQqbYhUnWr6qrkvwjzefvLdM2gpNnCkbQjrH/l+2kY+wPKcmradptrwNcw01t8K6jGZL01V3VNk1mXfRo5h95Zl168aNFOOrLaNoQ/2Kb/I0mySuAbwMnVdUNXdczbZKcAnwI+Bvgr6vq56vKhaQmJcmPgbtgy4dlmzlzn+SBwFuAtwGvr6r7dVzakhgKlmlgjP2ZIUgdY3+JkvyLAWD5kuwDfLWqrkzyOpojE2+etiMTXXLUl9EkOaGqdum6jmnVfv7O8DO3fElOrqodk+xGEw5eBbyxqjxTMCSvNzK6mSCa5F+AH1bVodMYTg0Fy+QY+ytHks2Arbj5iAff7K6i6THryMSbgbczhUcmujLHqC/fdtSXpUnyTpphSP+bgY6JBtPhJTkCeJHXF1mewR2v9mKEnwF2rKp1u63sli/JBu1BpY3nWm4T1OEl+RJwPvBwmgN0v6e5IOZU9fGzT8HyBbhxYPpGbmq6oSG048Q/GfgxN63Lorm6pxY3s872AD5UVUcleUuXBU2Z02nacd8TuAK4PMl3B9ola3E7tD8Hhy4swIseDW8j4IwkJ3DzYPX47kqaKo+ZudNeZfshwAM6q2a6HErTt+okmv/bwX2YAmyCOrx9aPqavr2qLm8D6j90XNOSeaZgmZK8HNgXGBxj/+NV9e9d1TRtkvwUuHdVXbvog/VnVpUjE11z1Bd1KcmD55pfVcdNupZp1Dbl/RhwFfBh4D40o4h9vdPCpkh7MdbjaPpG/qTreqZRki3nmj9tZwANBcvUXuzjHjSjRkDT/OBcT7cNL8lXaDqG/a7rWqZRknVpjkz8sKrOao9M3Msvw+EkeSFNJ+OZUV++RfOl+L9d1jVNktwWOJBmO1g0HWbfVFVePGoJ2jbd21bV/7T/16tX1VVd1zUNZoZhTvJImjHjXwd8wj4Fw5tj0IWTabaFDrowpCQ/5KazLWsDdwJ+WlX3WPCJtzA2H1q+zwN7zbSdbXfIjsYhNZfiGuDUtm33n84WVNWLuytpelTVNdzU0Z2quoDm4j0aztrAO3DUl1F8mqa53xPb6afR9C94WGcVTZkkzwX2Bzam2SHbDHg/sHuXdU2RmSYvj6EJA2e0V9fWkKrq2CTf5OaDLtwTMBQMqaruNTidZEfg+R2Vs2yeKVimdkP+GJovwy2BI4G/9yjt8JLsO9f8qjp40rVIWrq5LnqU5IezvyA1vySnArsA3x/oMOs6HFKSj9EEqTsB2wOrA9+oKg/QDclBF8ZjGv+PPVOwTFX1oSRr0VzKemvgb6vq+G6rmi7u/EtT7+vtlaEPa6f3Br7WYT3T6Nqqum7m4HaSNbjpuiNa3H40Hd7Prqpr2iZtz+62pKnjoAsjavuZzliNpp/frzsqZ9k8U7BEs/7wAZ5J8w91CkBVvaOLuqZRkm2BfwHuTtOUAwAvuiXdsiW5ipvaz64H/LGdXh34XVVt0GF5UyXJW4HLab5LXkTT5ODHVfXaLuu6pWubZ8zLYXGXzkEXli/JgQOTM1d3/1xV/aGbipbHULBEs/7wf6aq3jipWqZdkm/TdFJ8J/A4mqM7q1XV6zstTJImJMlqNEe7H0ETsr4GfLj8cl5QkmPbu2vTHOU+nWb93Rs4sap27aq2aeOgC5phKFBnkpxUVfcdbHc3M6/r2iQtru3Q+TTgTlX15iRbAHeoqhM6Lk09keTzwIFV9cN2+p7AG6pq724rmx5J/p4mCDjowhIl+SILNPebtuuN2KdgmZLcleYU29bc/Gq8XrRneNe2R8nOao9UnA/cuuOaJA3vvTRNhx5Kc1Xt3wH/STOKiRYwMIThnKrq3hMsZ5rdbSYQAFTVj5L8RZcFTZuqenvXNUyxmXX3V8DtgU+2008BLuqkohF4pmCZkpxGM2zcSQxc2biqTuqsqCmTZGfgTGBDmh2K2wCnVNWbu6xL0nCSnFxVOyY5ZWDknNO8gN7i2msTALyg/fmJ9ufTgaqqAyZf1fRJ8imaK0HP7Iw9Dbh1VT2lu6rUN0lOrKqdFpt3S2coWCabuYwuycnAM6vqR+30U4CXVtX9uq1M0jCSfB94APCDNhysAL4+ExC0uMFANTDvZC++NZwkawN/BzyonfVN4H3T1sFT0y3JmcAeVXV2O30n4MtVNVVnrWw+tHxfTPJ84HBufuEtr2g8vL2BzyZ5Kk0np2fQdLaTNB3eTbMNvF2Sf6L5n/7HbkuaOkmyW1V9p514AM2QhhpCu/P/zvYmdeVlwDeSnE3T4X0rmitsTxXPFCxTkl/MMbscTnNp2r4ZXwB+CTzBcZGl6ZJkO5qr7wY4pqrO7LikqZLkvsBHaZpPBvgt8ByH1FxYksOqap/5+mbYJ0OTluRWwHbt5E+q6tqFHn9LZCjQxM2xEb8dzQVTrgU35tK0SLLxHLOvqqrrJ17MlEtyG4CquqLrWqZBkjtU1QUDfTNupqrOnXRN6rf2LN/W3Hzwmf/qrKBlMBQsU5J1gZcDW1bV/u2FuO5WVV/quLRbvPk24jPcmEvTIck5wBY0R7dDM2jAhTSjbjzXgRcW1x5dfCJ/vjPxpq5qmjbtd8q2VfU/SdYB1qiqq7quS/2R5BPANsCp3DT4TFXVizsrahnsU7B8H6MZeegB7fT5wGcAQ8Ei3OmXVhlHA5+tqq8BJHkEzQ7ux2iGK3XQgMUdQXOm9CQG+qdpOEmeC+wPbEyzU7Y5zciAu3dZl3pnJ+Du037RQUPB8m1TVU9qR8yhqq5pL+QjSX1x/6p67sxEVX09ydur6m/bI+Ba3OZV9aiui5hiLwB2Ab4PUFVnJbldtyWph35Ec52CC7ouZBSGguW7rj1NWQBJtsGjPJL65YIkrwI+3U4/Cbgoyeo0FzXT4o5Pcq/BC3BpSa6tqutmjsklWYMFLgonjckmwI+TnMDNR6T0isY9cSDwVWCLJIcAuwHP6rQiSZqsp9JsC79AsyP2nXbe6sA+3ZU1VR4IPLsdyvBamr4Z5YALQzsuyWuAdZI8HHg+8MWOa1L/vKHrAlYGOxqPIMltgfvTbMS/V1WXdlySJGmKtJ1kN6K5Vgs0F9+63L5Xw0myGrAfzTVuAnwN+PC0t+2WumAoWKa2/8DTgDtX1ZuSbAncvqpO6Lg0SdKUSPIS4G+Az9Ps1O4FfKiq3tNlXZIWl+TbVfXAJFdx82ZrM2f8NuiotGUxFCxTkvfRtJl9aFX9RZKNgK9X1c4dlyZJmhJJTgd2raqr2+n1gO/afGg4SXajabqxFU2T6JmdMS8kKi2RfQqW735VtWOSUwCq6rdJ1uq6KEnSVAk3jWtOe9+R7Ib3EeBlNEO63rjIYyUtwFCwfNe3I2zMjD60AkfbkNQjSe4KvA/YtKrumeTewOOr6i0dlzZNPgZ8P8nh7fReNDu6Gs4VVfWVrouQVgU2H1qmJE+jGX5vR+BgYG/gH6vqM50WJkkTkuQ44B+AD1TVfdp5P6qqe3Zb2XRJsiPNKEQA36qqU7qsZxq06wyaUa5Wp+mTMTgU5Mld1CVNM0PBCJJsR3PVxADHVNWZHZckSROT5AdVtXOSUwZCwalVtUPHpWkVl+TYBRZXVT10YsVIqwibDy1Rkg2q6sokGwMXA58aWLYRcGVV2a5RUh9c2l64caYZ5d5M+RU9NR2q6v91XYO0qvFMwRIl+VJVPTbJL2i+CDPwE+DWNMPJvaarGiVpEpLcGfgg8ADgt8AvgKdX1Tld1qVVX5KXL7S8qt4xqVqkVYWhYCVrOx//qKr+outaJGkS2mE0V6uqq7quRf2Q5MD27t2AnYEj2+nHASdU1dM7KUyaYoaCJUqyXVX9ZKCT083YuUlSX8xztPYK4KSqOnXC5aiHknwT2GMmkCZZHziqqh7UbWXS9LFPwdK9HNgf+DfmuHodYOcmSX2xU3v7Yjv9WOB04HlJPlNVb+2sMvXFpsB1A9PXtfMkLZFnCpYpyTrA82mGkSvgW8D7quoPnRYmSRPSHqV9TFX9rp2+NXAU8CiaswV377I+rfqSvJZmWNLB6zwcVlX/3FlR0pQyFCxTksOAK4FD2llPBW5TVft0V5UkTU6SnwD3qqrr2+lbAadV1XaDw5RK45Tkvtx0nYdvep0HaXlsPrR895x1FOzYJD/urBpJmrxDaK7Ge0Q7/Tjg0LbjsdtDTcqpNEPhrgGQZMuq+mWnFUlTyDMFy5Tkk8B/VNX32un7AS+oqmd2W5kkTU6SnYDd2snvVNWJXdajfknyIuBA4CLgRtr+fVV1704Lk6aQoWCJkvyQpg/BmjRDof2ynd4K+IltaCWt6mZdxPHPVNVvJl2T+inJz4D7VdVlXdciTTubDy3dY7suQJI6dijNtvAk5h6F7c5dFKVeOo9mGFxJI/JMgSRpyZIE2MK22+pSko/QnLU/Crh2Zr5XNJaWzjMFkqQlq6pKchRwr65rUa/9sr2t1d4kLZNnCiRJy5LkYJoBF37QdS3qt/YaGcxcM0PS0hkKJEnL0l6n4C7AucDVOPKLJizJPYFPADOd3i8FnllVZ3RXlTSdDAWSpGVJstVc86vq3EnXon5Kcjzw2qo6tp1+CPDPVfWALuuSptFqXRcgSZpO7c7/FsBD2/vX4PeKJmu9mUAAUFXfANbrrhxpetnRWJK0LEkOBHaiGf3lYzTXb/kkN13MTBq3s5O8jqYJEcDTgbM7rEeaWh7RkSQt1xOAx9P0J6Cqfg2s32lF6pvnACuAzwOfAzZp50laIs8USJKW67p2aNICSGKzDU3aPYGXVdWNMzOS7Aj8truSpOnkmQJJ0nIdluQDwIZJngv8D/ChjmtSv3wN+N8ktxuY9+GuipGmmWcKJEnLUlVvT/Jw4EqafgWvr6qjOy5L/fJT4G3AcUn2q6rjaYbGlbREhgJJ0rIkeTnw3wYBdaiq6ktJfgr8d5KPAo61Li2DzYckScu1PvD1JN9K8sIkm3ZdkHonAFV1FvCXwIMAL54nLYMXL5MkjSTJvYEnAU8EflVVD+u4JPVYki2r6pdd1yFNG88USJJGdTFwIXAZcLtFHiutNEnumuSYJD9qp+8NPLPjsqSpZCiQJC1Lkucn+QZwDHBb4LlVZdMNTdKHgFcD1wNU1enAkzutSJpSdjSWJC3XFsBLq+rUrgtRb61bVSckNxtw6IauipGmmaFAkrQsVfXqJNsneWE761tVdVqnRalvLk2yDe2IQ0n2Bi7otiRpOtl8SJK0LEleDBxC04/gdsAnk7yo26rUMy8APgBsl+R84KXA8zqtSJpSjj4kSVqWJKcDu1bV1e30esB37VegSWmvlQGwDs2BzquBK4CTbNYmLY1nCiRJyxXgxoHpG/FqspqsnWjODGwEbAj8LfAo4ENJXtlhXdLUsU+BJGm5PgZ8P8nh7fRewEe6K0c9tDmwY1X9DiDJgcBRNBcxOwl4a4e1SVPFUCBJWpaqekc7JOkD21nPrqpTOixJ/XM74NqB6euBTavq90munec5kuZgKJAkLVtVnQyc3HUd6q1DaM5WHdFOPw44tO3f8uPuypKmjx2NJUnS1EqyE7BbO/mdqjqxy3qkaWUokCRJknrO0YckSZKknjMUSJIkST1nKJCkVUSSTZMcmuTsJCcl+W6SJyzw+Ick+dKI7/n4JAe09z+eZO9lvs7vRqhh2c+VJDUcfUiSVgFJAnwBOLiqntrO2wp4/Ep47dWr6sa5llXVkcCRo76HJKlbnimQpFXDQ4Hrqur9MzOq6tyqek+S1ZO8LckPkpye5G8HnrdBkqOS/DTJ+5OsBs3R9yT/luQ0YNck5yTZpF22U3t9ApI8K8l/zC4myZvbMwerJzkoyY/b9357u/xO7ZmMHyZ5y8Dz0tb6o3bZkwaW/cPA7/DGlbv6JKnfPFMgSauGezD/9QL2A66oqp2T3Ar4TpKvt8t2Ae4OnAt8Ffgr4LPAesD3q+oVAM2JiOEkeRuwPvBsYGPgCcB2VVVJNmwf9i7gfVX1X0leMPD0vwJ2ALYHNgF+kOSbwL2Abdt6AxyZ5EFV9c2hC5MkzcszBZK0Ckryn0lOS/ID4BHAM5OcCnwfuC3NDjbACVV1dts86FPcdHXiG4HPLeOtXwfcpqqeV82Y11cAfwA+kuSvgGvax+3Wvh/AJwae/0DgU1V1Y1VdBBwH7Nz+Do8ATqEJP9sN/A6SpBF5pkCSVg1nAE+cmaiqF7TNfU4Efgm8qKq+NviEJA8BZl+sZmb6D7P6EdzATQeS1l6gjh8A902ycVX9pqpuSLILsDuwN/BCmqZOg+81jAD/UlUfWMJzJElD8kyBJK0a/hdYO8nfDcxbt/35NeDvkqwJkOSuSdZrl+3Stu9fDXgS8O15Xv8c4L7t/SfO8xhomiAdBByVZP0kt6Y5c/Bl4GU0zYIAvgM8ub3/tIHnfwt4UtsXYQXwIOCE9nd4Tvt6JNksye0WqEOStASeKZCkVUDbXn8v4J1JXglcAlwNvAr4DLA1cHI7StElwF7tU38A/AdwF+BY4PB53uKNNE2A3gx8Y5FaPpNkfZpRiZ4KHJFkbZqj/S9vH/YS4NAkrwKOGHj64cCuwGk0ZxJeWVUXAhcm+Qvgu23/ht8BTwcuXqgWSdJw0jT5lCRJktRXNh+SJEmSes5QIEmSJPWcoUCSJEnqOUOBJEmS1HOGAkmSJKnnDAWSJElSzxkKJEmSpJ77/w2Ng7qsYQ2EAAAAAElFTkSuQmCC",
      "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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l+Zdp/9N7d+vpTSwf1Edf4+bAS67ra5SuC4OEJkJVvYu2I/1q2ob7r7TD0q+hjU5Cd/1E4FdJLqJ12B1t6/8X2o7Kn2lf2M+vqt+v4GnfR/v18K+0kUP2m0OdRdsxOJ3Wn2BtWr+GU7qank9rtkJVfQf4T9qX94lc+0v8JbSjIicBP6f94v+p7r5fA/4d+GL3uL8FHj5LWStbL33tTxvR54BpTaJeSNuhupjWDvhLM915jtaldYy8gPb6twJ2gWt2xt4OHJp2uP+ePdfHnHVtmh/dPdY5tKE4nz79fTPD//0kWp+WX9LeP3emdR6f6TkuprWZfxLtvfmX7rXc4DqUfD6tA+sfaaH188C7q2rqvftJWn+dC5J8vap+N9c6Z6n9alogvyut4/A5tB2y2XaqRm1I60dzIa1JyTa0UYOm+idtsZJaHsOy0aY+D3ywu0z933ajjZZzAW1Er926+VMnDPvOyGO9kNY87ayuphdU1w+g+/t82uf/LFpgfuFc7juLF9N2xv9MW++jn+sVPleS76Q7X8bKXiNt+/gN2mhWv6X1mfnoHO87ajXatvfPtCaD/0QL9tC2WccDf0lyTjdvPrc3b6F9pk7uHufLtDBzXd97T6d1Wv4d7bPyZdpRFqrqANp2ZX/ae+rrtB9LVqjbFnwBOKn7XN1i2vLjadvyL9KOPlxC+99e3t3kzbTmTCfTgs7nRu57fT5f0pykfX9JkrTqSPJ94GVVdcLQtWhxSPIC2ihx0wdxWDKS3JAW3ratqpMHLkfyiIQkadVTVQ8xREy2JDdPsnPXDOm2tOZZXxu6rr6SPDqtiex6tP5ex9GGlJUGZ5CQJEmrorVozbEupjWjOpBZzvS9yO1Kaxr2Z2Bb2lEVm5NoUbBpkyRJkqTePCIhSZIkqbdV8qQjm2yySW299dZDlyFJkiQtaUccccQ5VbXpTMtWySCx9dZbc/jhhw9dhiRJkrSkJTl1tmU2bZIkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1tsbQBSxWW+/9raFL4JR3PnLoEiRJkqQZeURCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1NuCBYkkn0pyVpLfzrDsVUkqySbddJJ8IMmJSY5Nsv3IbZ+R5I/d5RkLVa8kSZKkuVvIIxKfAR42fWaSLYCHAH8amf1wYNvushfw4e62GwP7APcAdgL2SbLRAtYsSZIkaQ4WLEhU1U+B82ZY9D7g1UCNzNsV+Gw1vwI2THJz4KHAwVV1XlWdDxzMDOFEkiRJ0niNtY9Ekl2BM6rqmGmLNgNOG5k+vZs32/yZHnuvJIcnOfzss8+ex6olSZIkTTe2IJFkXeB1wBsX4vGr6mNVtUNV7bDpppsuxFNIkiRJ6ozziMQ2wC2BY5KcAmwOHJnkZsAZwBYjt928mzfbfEmSJEkDGluQqKrjquomVbV1VW1Na6a0fVX9BTgIeHo3etM9gQur6kzge8BDkmzUdbJ+SDdPkiRJ0oAWcvjXLwC/BG6b5PQke67g5t8GTgJOBD4OvBCgqs4D3gr8pru8pZsnSZIkaUBrLNQDV9WTV7J865HrBbxoltt9CvjUvBYnSZIk6XrxzNaSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3hYsSCT5VJKzkvx2ZN67k/w+ybFJvpZkw5Flr01yYpI/JHnoyPyHdfNOTLL3QtUrSZIkae4W8ojEZ4CHTZt3MHCnqtoO+F/gtQBJ7gA8Cbhjd58PJVk9yerAfwMPB+4APLm7rSRJkqQBLViQqKqfAudNm/f9qrqqm/wVsHl3fVfgi1V1eVWdDJwI7NRdTqyqk6rqCuCL3W0lSZIkDWjIPhLPBr7TXd8MOG1k2endvNnmX0uSvZIcnuTws88+ewHKlSRJkjRlkCCR5PXAVcB+8/WYVfWxqtqhqnbYdNNN5+thJUmSJM1gjXE/YZJnAo8CHlhV1c0+A9hi5Gabd/NYwXxJkiRJAxnrEYkkDwNeDexSVZeNLDoIeFKSGyS5JbAtcBjwG2DbJLdMshatQ/ZB46xZkiRJ0rUt2BGJJF8A7g9skuR0YB/aKE03AA5OAvCrqnp+VR2f5EvA72hNnl5UVVd3j/Ni4HvA6sCnqur4hapZkiRJ0twsWJCoqifPMPuTK7j924G3zzD/28C357E0SZIkSdeTZ7aWJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9bZgQSLJp5KcleS3I/M2TnJwkj92fzfq5ifJB5KcmOTYJNuP3OcZ3e3/mOQZC1WvJEmSpLlbyCMSnwEeNm3e3sAhVbUtcEg3DfBwYNvushfwYWjBA9gHuAewE7DPVPiQJEmSNJwFCxJV9VPgvGmzdwX27a7vC+w2Mv+z1fwK2DDJzYGHAgdX1XlVdT5wMNcOJ5IkSZLGbNx9JG5aVWd21/8C3LS7vhlw2sjtTu/mzTZfkiRJ0oAG62xdVQXUfD1ekr2SHJ7k8LPPPnu+HlaSJEnSDMYdJP7aNVmi+3tWN/8MYIuR223ezZtt/rVU1ceqaoeq2mHTTTed98IlSZIkLTPuIHEQMDXy0jOAA0fmP70bvemewIVdE6jvAQ9JslHXyfoh3TxJkiRJA1pjoR44yReA+wObJDmdNvrSO4EvJdkTOBXYvbv5t4FHACcClwHPAqiq85K8FfhNd7u3VNX0DtySJEmSxmzBgkRVPXmWRQ+c4bYFvGiWx/kU8Kl5LE2SJEnS9eSZrSVJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1NsaK7tBkhsAjwO2Hr19Vb1l4cqSJEmStJitNEgABwIXAkcAly9sOZIkSZKWgrkEic2r6mELXokkSZKkJWMufSR+keTOC16JJEmSpCVjLkck7gM8M8nJtKZNAaqqtlvQyiRJkiQtWnMJEg9f8CokSZIkLSkrbdpUVacCWwAP6K5fNpf7SZIkSVp1rTQQJNkHeA3w2m7WmsDnF7IoSZIkSYvbXI4sPAbYBbgUoKr+DKy/kEVJkiRJWtzmEiSuqKoCCiDJegtbkiRJkqTFbi5B4ktJPgpsmOS5wA+Ajy9sWZIkSZIWs5WO2lRV70nyYOAi4LbAG6vq4AWvTJIkSdKiNZfhX+mCg+FBkiRJErCCIJHkYrp+EdMX0U5It8GCVSVJkiRpUZs1SFSVIzNJkiRJmtGcmjYBJLkJsPbUdFX9aUEqkiRJkrTozeWEdLsk+SNwMvAT4BTgOwtclyRJkqRFbC7Dv74VuCfwv1V1S+CBwK8WtCpJkiRJi9pcgsSVVXUusFqS1arqR8AOC1yXJEmSpEVsLn0kLkhyQ+CnwH5JzgIuXdiyJEmSJC1mczkisSvwN+AVwHeB/wMetZBFSZIkSVrc5hIknlRVV1fVVVW1b1V9AHj1QhcmSZIkafGaS9OmxyX5e1XtB5Dkv4B1FrYsSZIkSYvZnIIEcFCSfwAPAy6oqj0XtixJkiRJi9msQSLJxiOTzwG+DhwKvDnJxlV13gLXJkmSJGmRWtERiSOAAjLy95HdpYBbLXh1kiRJkhalWYNEd/I5SZIkSbqWlfaRSLIm8ALgft2sHwMfraorF7AuSZIkSYvYXDpbfxhYE/hQN/20bt5zFqooSZIkSYvbXILEjlV1l5HpHyY5ZqEKkiRJkrT4zeWEdFcn2WZqIsmtgKsXriRJkiRJi91cjkj8C/CjJCfRRm7aCnjWglYlSZIkaVFbaZCoqkOSbAvctpv1h6q6fGHLkiRJkrSYreiEdI+dZdGtk1BVX12gmiRJkiQtcis6IvHoFSwrwCAhSZIkTagVnZDOfhCSJEmSZjSXE9JtCDwd2Hr09lX10gWrSpIkSdKiNpdRm74N/Ao4DvjHwpYjSZIkaSmYS5BYu6peueCVSJIkSVoy5nJCus8leW6SmyfZeOqy4JVJkiRJWrTmckTiCuDdwOtpozXR/b3VQhUlSZIkaXGbS5B4FXDrqjpnoYuRJEmStDTMpWnTicBlC12IJEmSpKVjLkckLgWOTvIj4PKpmQ7/KkmSJE2uuQSJr3cXSZIkSQLmECSqat8k6wBbVtUfxlCTJEmSpEVupX0kkjwaOBr4bjd91yQHLXBdkiRJkhaxuXS2fhOwE3ABQFUdjUO/SpIkSRNtLkHiyqq6cNq8fyxEMZIkSZKWhrl0tj4+yVOA1ZNsC7wU+MXCliVJkiRpMZvLEYmXAHekDf26P3Ah8LKFLEqSJEnS4jaXIxKPrKrXA6+fmpHkCcABC1aVJEmSpEVtLkckXjvHeZIkSZImxKxHJJI8HHgEsFmSD4ws2gC4aqELkyRJkrR4rahp05+Bw4FdgCNG5l8MvGIhi5IkSZK0uM0aJKrqGOCYJPtX1ZVJ1gTuBJxRVedfnydN8grgOUABxwHPAm4OfBG4MS24PK2qrkhyA+CzwN2Bc4EnVtUp1+f5JUmSJF0/s/aRSPKRJHfsQsSNgGNoO/RHJXnydX3CJJvRhpDdoaruBKwOPAn4d+B9VXVr4Hxgz+4uewLnd/Pf191OkiRJ0oBW1Nn6vlV1fHf9WcD/VtWdaUcGXn09n3cNYJ0kawDrAmcCDwC+3C3fF9itu75rN023/IFJcj2fX5IkSdL1sKIgccXI9QcDXweoqr9cnyesqjOA9wB/ogWIC2lNmS6oqqlO3KcDm3XXNwNO6+57VXf7G09/3CR7JTk8yeFnn3329SlRkiRJ0kqsKEhckORRSe4G7Ax8F6A7irDOdX3CJBvRjjLcErgFsB7wsOv6eFOq6mNVtUNV7bDpppte34eTJEmStAIrGrXpecAHgJsBLx85EvFA4FvX4zkfBJxcVWcDJPkqLahsmGSN7qjD5sAZ3e3PALYATu9CzI1ona4lSZIkDWRFozb9LzMcKaiq7wHfux7P+SfgnknWBf5GCyaHAz8CHk8buekZwIHd7Q/qpn/ZLf9hVdX1eH5JkiRJ19Nczmw9r6rq17RO00fShn5dDfgY8BrglUlOpPWB+GR3l08CN+7mvxLYe9w1S5IkSVreipo2LZiq2gfYZ9rsk4CdZrjt34EnjKMuSZIkSXMz9iMSkiRJkpa+WY9IJHnliu5YVe+d/3IkSZIkLQUratq0fvf3tsCOtE7PAI8GDlvIoiRJkiQtbisatenNAEl+CmxfVRd302/i+g3/KkmSJGmJm0sfiZuy/Fmur+jmSZIkSZpQcxm16bPAYUm+1k3vBnxmoQqSJEmStPitNEhU1duTfAe4bzfrWVV11MKWJUmSJGkxW9GoTRtU1UVJNgZO6S5TyzauqvMWvjxJkiRJi9GKjkjsDzwKOAIoINP+3mrBq5MkSZK0KK1o1KZHdX9vOb5yJEmSJC0FKx21Kc1Tk7yhm94yyU4LX5okSZKkxWouw79+CLgX8JRu+mLgvxesIkmSJEmL3lyGf71HVW2f5CiAqjo/yVoLXJckSZKkRWwuRySuTLI6rYM1STYF/rGgVUmSJEla1OYSJD4AfA24SZK3Az8H/m1Bq5IkSZK0qM3lhHT7JTkCeCBt6NfdquqEBa9MkiRJ0qI1lz4SAH8ELpq6fZItq+pPC1aVJEmSpEVtpUEiyUuAfYC/Alez7IR02y1saZIkSZIWq7kckXgZcNuqOnehi5EkSZK0NMyls/VpwIULXYgkSZKkpWPWIxJJXtldPQn4cZJvAZdPLa+q9y5wbZIkSZIWqRU1bVq/+/un7rJWd5EkSZI04WYNElX15nEWIkmSJGnpWFHTpm/Qnc16JlW1y4JUJEmSJGnRW1HTpveMrQpJkiRJS8qKmjb9ZOp6knWALavqD2OpSpIkSdKittLhX5M8Gjga+G43fdckBy1wXZIkSZIWsbmcR+JNwE7ABQBVdTRwywWrSJIkSdKiN5cgcWVVTT8h3aydsCVJkiSt+lbU2XrK8UmeAqyeZFvgpcAvFrYsSZIkSYvZXI5IvAS4I+2s1vsDFwIvX8CaJEmSJC1yKz0iUVWXAa9P8vbuuiRJkqQJN5dRm+6d5HfA77vpuyT50IJXJkmSJGnRmkvTpvcBDwXOBaiqY4D7LWRRkiRJkha3uQQJquq0abOuXoBaJEmSJC0Rcxm16bQk9wYqyZrAy4ATFrYsSZIkSYvZXI5IPB94EbAZcAZw125akiRJ0oSayxGJVNUeC16JJEmSpCVjLkckDk3y/SR7JtlwoQuSJEmStPitNEhU1W2Af6WdlO7IJN9M8tQFr0ySJEnSojXXUZsOq6pXAjsB5wH7LmhVkiRJkha1uZyQboMkz0jyHeAXwJm0QCFJkiRpQs2ls/UxwNeBt1TVLxe2HEmSJElLwVyCxK2qqpKsu+DVSJIkSVoS5tJH4p5Jfgf8HiDJXZJ8aGHLkiRJkrSYzSVI/CfwUOBcgKo6BrjfAtYkSZIkaZGb66hNp02bdfUC1CJJkiRpiZhLH4nTktwbqCRrAi8DTljYsiRJkiQtZnM5IvF84EXAZsCfgbt205IkSZIm1EqPSFTVOcAeY6hFkiRJ0hIxlxPSbZ7ka0nO6i5fSbL5OIqTJEmStDjNpWnTp4GDgFt0l2908yRJkiRNqLkEiU2r6tNVdVV3+Qyw6QLXJUmSJGkRm0uQODfJU5Os3l2eSndOCUmSJEmTaS5B4tnA7sBfgDOBxwPPWsiiJEmSJC1ucxm16VRglzHUIkmSJGmJmDVIJPkgULMtr6qXLkhFkiRJkha9FR2ROHzk+puBfRa4FkmSJElLxKxBoqr2nbqe5OWj05IkSZIm21w6W8MKmjhJkiRJmjxzDRKSJEmSdI0Vdba+mGVHItZNctHUIqCqaoOFLk6SJEnS4rSiPhLrj7MQSZIkSUuHTZskSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1NkiQSLJhki8n+X2SE5LcK8nGSQ5O8sfu70bdbZPkA0lOTHJsku2HqFmSJEnSMkMdkXg/8N2quh1wF+AEYG/gkKraFjikmwZ4OLBtd9kL+PD4y5UkSZI0auxBIsmNgPsBnwSoqiuq6gJgV2Df7mb7Art113cFPlvNr4ANk9x8rEVLkiRJWs4QRyRuCZwNfDrJUUk+kWQ94KZVdWZ3m78AN+2ubwacNnL/07t5y0myV5LDkxx+9tlnL2D5kiRJkoYIEmsA2wMfrqq7AZeyrBkTAFVVQPV50Kr6WFXtUFU7bLrppvNWrCRJkqRrGyJInA6cXlW/7qa/TAsWf51qstT9Patbfgawxcj9N+/mSZIkSRrI2INEVf0FOC3JbbtZDwR+BxwEPKOb9wzgwO76QcDTu9Gb7glcONIESpIkSdIA1hjoeV8C7JdkLeAk4Fm0UPOlJHsCpwK7d7f9NvAI4ETgsu62kiRJkgY0SJCoqqOBHWZY9MAZblvAixa6JkmSJElz55mtJUmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSb2sMXYAWt633/tbQJXDKOx85dAmSJEmaxiMSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gYLEklWT3JUkm9207dM8uskJyb5nyRrdfNv0E2f2C3feqiaJUmSJDVDHpF4GXDCyPS/A++rqlsD5wN7dvP3BM7v5r+vu50kSZKkAQ0SJJJsDjwS+EQ3HeABwJe7m+wL7NZd37Wbplv+wO72kiRJkgYy1BGJ/wReDfyjm74xcEFVXdVNnw5s1l3fDDgNoFt+YXd7SZIkSQMZe5BI8ijgrKo6Yp4fd68khyc5/Oyzz57Ph5YkSZI0zRBHJHYGdklyCvBFWpOm9wMbJlmju83mwBnd9TOALQC65TcCzp3+oFX1saraoap22HTTTRf2FUiSJEkTbuxBoqpeW1WbV9XWwJOAH1bVHsCPgMd3N3sGcGB3/aBumm75D6uqxliyJEmSpGkW03kkXgO8MsmJtD4Qn+zmfxK4cTf/lcDeA9UnSZIkqbPGym+ycKrqx8CPu+snATvNcJu/A08Ya2GSJEmSVmgxHZGQJEmStEQYJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9bbG0AVIS8HWe39r6BI45Z2PHLoESZKka3hEQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJva0xdAGSlo6t9/7W0CVwyjsfOXQJkiQJj0hIkiRJug4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqbexBIskWSX6U5HdJjk/ysm7+xkkOTvLH7u9G3fwk+UCSE5Mcm2T7cdcsSZIkaXlDHJG4CnhVVd0BuCfwoiR3APYGDqmqbYFDummAhwPbdpe9gA+Pv2RJkiRJo8YeJKrqzKo6srt+MXACsBmwK7Bvd7N9gd2667sCn63mV8CGSW4+3qolSZIkjRq0j0SSrYG7Ab8GblpVZ3aL/gLctLu+GXDayN1O7+ZNf6y9khye5PCzzz574YqWJEmSNFyQSHJD4CvAy6vqotFlVVVA9Xm8qvpYVe1QVTtsuumm81ipJEmSpOkGCRJJ1qSFiP2q6qvd7L9ONVnq/p7VzT8D2GLk7pt38yRJkiQNZIhRmwJ8Ejihqt47sugg4Bnd9WcAB47Mf3o3etM9gQtHmkBJkiRJGsAaAzznzsDTgOOSHN3Nex3wTuBLSfYETgV275Z9G3gEcCJwGfCssVYrSZIk6VrGHiSq6udAZln8wBluX8CLFrQoSZIkSb14ZmtJkiRJvQ3RtEmSlrSt9/7W0CVwyjsfOXQJkqQJ5xEJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktSbQUKSJElSbwYJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPW2xtAFSJKWpq33/tbQJXDKOx85dAmSNLE8IiFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s3O1pIkXQ92Opc0qTwiIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3gwSkiRJknozSEiSJEnqzSAhSZIkqTeDhCRJkqTeDBKSJEmSejNISJIkSerNICFJkiSptzWGLkCSJC19W+/9raFL4JR3PnLoEqSJ4hEJSZIkSb0ZJCRJkiT1ZpCQJEmS1JtBQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm+ekE6SJGkeeFI+TRqPSEiSJEnqzSAhSZIkqTebNkmSJGne2MRrcnhEQpIkSVJvBglJkiRJvRkkJEmSJPVmkJAkSZLUm0FCkiRJUm8GCUmSJEm9GSQkSZIk9WaQkCRJktTbkgkSSR6W5A9JTkyy99D1SJIkSZNsSQSJJKsD/w08HLgD8OQkdxi2KkmSJGlyLYkgAewEnFhVJ1XVFcAXgV0HrkmSJEmaWKmqoWtYqSSPBx5WVc/ppp8G3KOqXjxym72AvbrJ2wJ/GHuhy9sEOGfgGhYD10PjemhcD43roXE9NK6HxvXQuB4a10OzGNbDVlW16UwL1hh3JQulqj4GfGzoOqYkObyqdhi6jqG5HhrXQ+N6aFwPjeuhcT00rofG9dC4HprFvh6WStOmM4AtRqY37+ZJkiRJGsBSCRK/AbZNcsskawFPAg4auCZJkiRpYi2Jpk1VdVWSFwPfA1YHPlVVxw9c1sosmmZWA3M9NK6HxvXQuB4a10PjemhcD43roXE9NIt6PSyJztaSJEmSFpel0rRJkiRJ0iJikJAkSZLUm0FCkiRJUm8GCUnSWCS5TZJDkvy2m94uyb8OXZck6boxSMwjvySbJOsmeUOSj3fT2yZ51NB1DSHJVkke1F1fJ8n6Q9c0BNeDn4vOx4HXAlcCVNWxtOG8J1aSdYeuYWhJ7pPkWd31TZPccuiaxsl9h2XcTi69dWCQmF9+STafBi4H7tVNnwG8bbhyhpHkucCXgY92szYHvj5YQQNxPVzDzwWsW1WHTZt31SCVDCzJvZP8Dvh9N32XJB8auKyxS7IP8BradyfAmsDnh6toEO47LON2comtA4PE/PJLstmmqt7Fso3iZUCGLWkQLwJ2Bi4CqKo/AjcZtKJhuB4aPxdwTpJtgAJI8njgzGFLGsz7gIcC5wJU1THA/QataBiPAXYBLgWoqj8Dk3bE0n2HZdxOLrF1sCROSLeE+CXZXJFkHZath21o6XrSXF5VVyTt859kDbp1MmFcD42fixYqPwbcLskZwMnAU4ctaThVddrU56Jz9VC1DOiKqqokU5+L9YYuaADuOyzjdnKJrQODxPzyS7LZB/gusEWS/Wi/Rj9z0IqG8ZMkrwPWSfJg4IXANwauaQiuh2biPxdVdRLwoG5ncbWqunjomgZ0WpJ7A5VkTeBlwAkD1zSELyX5KLBh1wzy2bSmPpPEfYdlJn47yRJbB57ZegH4JQlJbgzck3Y47ldVdc7AJY1dktWAPYGH0NbD94BP1IR96FwPy0zq5yLJU6vq80leOdPyqnrvuGsaWpJNgPcDD6K9H74PvKyqzh20sAF0PzBcs32oqoMHLmkQ7js0k7qdHLWU1oFBYh74JdkkuV1V/T7J9jMtr6ojx12TNDQ/F5DkeVX10a5j7XRVVW8Ze1HSwNx3WMbt5NJdBzZtmh9TbTpn6iA2SUntlcBewH/MsKyAB4y3nGEk+VJV7Z7kOGb4/1fVdgOUNXauh2tM/OeiqqZG7PpBVR06uizJzgOUNJgkr66qdyX5IDN/Ll46QFljl+TnVXWfJBez/HoILVxuMFBp4+S+wzITv51kia4Dj0jMoyQ7z/QlOX3eqi7J2lX195XNW1UluXlVnZlkq5mWV9Wp465pCK6H5U365wIgyZFVtf3K5q3Kkjy6qr6R5BkzLa+qfcddk4blvsMybieX3jpw+Nf59cE5zlvV/WKO81ZJVTU12sYLq+rU0Quto/FEcD1cy8R+LpLcK8mrgE2TvHLk8iZg9YHLG6uqmhpo4LKq2nf0Alw2ZG1DSPK5ucxbxbnvsMzEbidHLKl1YNOmeZDkXsC96b4kRxZtwAR9SSa5GbAZbXSeu7Fs3OMNgEk8e+uDaSdaGvXwGeat6iZ6Pfi5AGAt4Ia075zRZhwXAY8fpKLhvRY4YA7zVnV3HJ3ohoe++0C1jJX7Dsu4nVy668AgMT/8kmweShuibHNaG7+pD8FFwOsGqmnskryA9ov7NkmOHVm0Pov4V4X55nq4xsR/LqrqJ7RhgD8zaU3apkvycOARwGZJPjCyaAMm6CRkSV5Le/+vk+SiqdnAFbShUCeB+w7LTPx2kiW6DuwjMY+SbDXpX5IASR5XVV8Zuo6hJLkRsBHwDmDvkUUXV9V5w1Q1fq6H5U365wIgycHAE6rqgm56I+CLVfXQQQsboyR3Ae4KvAV448iii4EfVdX5Q9Q1lCTvqKrXDl3HkNx3WMbt5NJbB/aRmF+fSLLh1ESSjZJ8b8B6hnL3GdbD2wasZ6yq6sKqOoU2Rvx5I/0Crkpyj2GrGx/Xw7VM9Oeis8lUiADodppvMlw541dVx3T9Ie4MfH6kf8SBLOKz1y6gw7ofHQBIsmGS3QasZwjuOyzjdnKJrQODxPya+C/JzsNnWA+PGK6cwXwYuGRk+pJu3qRxPTR+LuAfSbacmuhG9JrUw+LfB9YZmV4H+MFAtQxpn6q6cGqi+4zMdL6RVZn7Dsu4nVxi68A+EvPrH0m2rKo/wUR/Sa6e5AZVdTlAknWAGwxc0xAyevbmqvpH15Fw0rgeGj8X8Hrg50l+Qmv/e1/auOmTaO2quiZgV9UlSRZth8oFNNMPmpO2fXDfYRm3k0tsHUzah3Wh+SXZ7AcckuTT3fSzgEkcG/2kJC9l2a/vLwROGrCeobgemon/XFTVd7uztt6zm/XyqjpnyJoGdGmS7afOVpvk7sDfBq5pCIcneS/w3930i4AjBqxnCO47LDPx20mW2Dqws/U8S7IJy74kfzWpX5LdyCQP7CYPrqqJa++Z5CbAB2hnoyzgENqO01mDFjZmrodl/FxAks2ArRj5IauqfjpcRcNIsiPwReDPtJ3HmwFPrKqJ2olOsh7wBuBB3ayDgbdV1aXDVTV+7jss43Zyaa0Dg8Q880tSkmaW5N+BJwLHA//oZldV7TJcVcNJsiZw227yD1V15ZD1aDjuO2ipMkjMI78kmySPBf6d1lks3aWqaoNBCxuzJJsCzwW2Zvkvh2cPVdMQXA+NnwtI8gdgu6m2v5Muyb259ufis4MVNIAktwH+mWuvhwcMVdO4ue+wjNvJpbcODBLzyC/JJsmJwKOr6oShaxlSkl8AP6O19716av5SGh96PrgeGj8XkOQ7tPNIXLLSG6/iknwO2AY4mmWfi6qqlw5W1ACSHAN8hGtvHyamiZf7Dsu4nVx668DO1vPrJGBNJnMs8FF/XSofgAW2blW9ZugiFgHXQ+PnAi4Djk5yCCPbyUnbee7sANyh/DXvqqqaxOGgR7nvsIzbySW2DgwS88svyebwJP8DfJ3l18NXB6toGN9M8oiq+vbQhQzM9dD4uYCDuovgt7QO1mcOXcjAvpHkhcDXWP5zcd5wJY2d+w7LuJ1cYuvApk3zKMkzZprfnbV0YowMWTaqJrBN/MXAerQNwZUs8naOC8X10Pi50KgkPwLuChzG8jsLE9UuPsnJM8yuqrrV2IsZiPsOy7idXHrrwCAhSRqLbqfxWl86k7TTOCXJP800v6p+Mu5aJOm6smnTPPJLsunS9EzrYVGm6YWS5H4zzZ+0If1cD42fC6D1C5iyNvAEYOOBahmUgaFJ8vSZ5k/S6FXuOyzjdnLprQODxPzyS7L55sj1tYHH0E66NGn+ZeT62sBOtJFJJmZYw47roZn4z0VVnTtt1n8mOQJ44xD1DKlr8je1s7AWrbPtpZPW5A/YceT62rSTcB0JTEyQwH2HURO/nWSJrQObNi2wJEdU1d2HrmNISVYDfl5V9x66liEl2QL4z6p63NC1DMn10Ezi5yLJ9iOTq9F2oF5QVXcZqKRFIUmAXYF7VtXeQ9czpCQbAl+sqocNXcuQ3HdoJnE7Od1iXwcekZhHs3xJuo5hW9qJVSbd6cDthy5iEXA9NJP4ufiPketXAScDuw9Uy6LRDQH79ST7ABMdJIBLgVsOXcQ4ue+wQpO4nZxuUa8D36jzyy9JrnXIHuAvwMSdRyDJB1m2HlajjdBy5GAFDcT10Ezy5yLJy6rq/cAbqurnQ9ezGHRnr50ytfP494HKGUySb7D89uEOwJeGq2gQ7jt0Jnk7OWWprQObNs2DqS/JJPeZ5C/JJDtX1aFJ1q6qiftCnG7akH5XAadU1aFD1TOUSV8Pfi4gydFVddckR1bV9iu/x6pv2hCPVwGnAB+vqrOGqWi8ktygqi6fNnrVVcCpVXX6UHWNk/sOy7idXLrrwCAxD/ySbKbadLoeckhVPTDJv0/yGZ1dD42fC0jyBdov7rcA/m90Ea1lz3aDFDaAqc9Dkt2ratJ+eb/G1Ochyeeq6mlD1zME9x2WcTu5dNeBTZvmxwlJ/ghsluTYkfmT9iV5ZZKPAZsn+cD0hRN0ls6bJ7k3sEuSL9LeB9eoqklp1uN6aCb+c1FVT05yM+B7wESdcG0Gj0iyN60vxMQGCWCtJE8B7j2tmReweM/iO8+m9h1uMeH7DuB2EpboOjBIzAO/JK/xKOBBwENpw3tOqjcCbwA2B947bVkxOcOeuh4aPxdAVf0FuGZ0piQbAVtU1bGz32uV9F3gfOCGSS4amT9pZ3x/PrAHsCHw6GnLCljlg4T7DstxO7lE14FNm+bRSIfCFc5b1c3U3nOq7d9QNQ0hyRuq6q1D1zGkbljLN1TVW4auZWhJ7lJVxwxdx5CS/Ji2w7QG7YvyLODQqnrlkHUNIcmBVbXr0HUMLcmeVfXJoevQ4uB2cumtA4PEPJqpXVuSo6rqbkPVNIRZ1sOSavM3H5LsDBxdVZcmeSqwPfD+qjp14NLGKslxVXXnoesYWpJNgecCWzNyNHixnq10IUxtD5M8h3Y0Yp8kx05YEw6NSLIe8Apgy6raK8m2wG2r6psrueuSl+Q4ZjiDMZPZtAmAJO8C3gb8jXb0bjvgFVX1+UELG4NpIxxei02bVmFJngw8BbhlkoNGFm0AnDdMVeOX5F7AvYFNk4z+wrgBsPowVQ3qw8BdktwFeBXwCdrZWv9phfda9RyZZMeq+s3QhQzsQOBnwA+AqweuZShrJLk5bWjL1w9dzJBmGOIR4ELgcOBVVXXS+KsaxKdoR6emTrZ1BnAAy5/dd1X1qKELWIQeUlWvTvIY2khmjwV+CqzyQYL22V9yDBLz4xfAmcAmLD8e9MXAJLX/XQu4Ie19tf7I/IuAxw9S0bCuqqpKsivwX1X1ySR7Dl3UAO4B7JHkVNrJpib117Z1J3n0qs5baO3Bf15Vv0lyK+CPA9c0lP+knZxxf9pn4knANrRzrHwKuP9QhY3ZNlX1xO4HOarqsq5J5Cpv9Oh0kq2AbavqB0nWYXL3z9bs/j4SOKCqLpyQtwNVte/odJJ1q+qyoeqZq0l9o86rbmNwapIHAX+rqn8kuQ1wO+C4Yasbn6r6SZKfA9tV1ZuHrmcRuDjJa4GnAvdLO839miu5z6rooUMXsEh8M8kjqurbQxcyoEOq6oCpiao6Kck/D1nQgHapqruMTH+sGw70NUleN1hV43dFt+NcAEm2AS4ftqTxSvJcYC9gY1qY3Bz4CPDAIesayDeS/J7WtOkFXZPQJXNOhfnQte74JO2H2S27Vg3Pq6oXDlvZzFYbuoBVzE+BtZNsBnwfeBrwmUErGrOqupo2VrzgibQvxD27EWs2B949bEnj1wXtDWkjszwa2HDS+ol0XkYLE39PcnF3uWil91q1fCPJNaMSJbkD8I0B6xnSZUl2T7Jad9mdZTtMk9R5cR9aW/gtkuwHHAK8etiSxu5FwM60o/dU1R+Bmwxa0UCqam9aM7cdqupK4DJg0gYl+E/aD3DnAnQdr+83ZEEr4hGJ+ZXusOyewIeq6l1Jjh66qAEc3fUVOYDWlAWYmHHBr9GFh/eOTP+J1kdioiR5Ga2T8dT///NJPlZVHxywrLGrqvVXfqtV3r/RwsQjgdvSPg97DFvSYPYA3g98iBYcfgU8tft1/sVDFjZOVXVwkiOBe9KaeL2sqs4ZuKxxu7yqrphqwpNkDSYrTF4jybrAC4EtaUdpbkHbVkxCn5lrVNVp05p0Ldp+dQaJ+ZXukNQewFRb+EnsZLw2LUmPnidgIsYFB0jy86q6zyydKYvWAf/dVfWh8Vc3iD2Be1TVpdDO7Av8EpioIAGQZBeW/bL040kYmWZUVX0ryZq0I7brA4+pqv8duKyxS7I68MKqmn7+hCk/n2X+KiPJ7arq90mmRvM7s/u7ZZItJ+iElQA/6ZqzrZPkwbQd6Uk9UvdpJrfz/ZTTupO5Vre9fBlwwsA1zcrhX+dRkn+ijc5zaFX9e9eR8OWLdcguDSPJjYFfVNVth65lHLohDnesqr9302sDv5m0IWGTvBPYEdivm/Vk4PCqeu1wVY3HDMMaPhD4P9qoLIt2WMOFlORXVXXPoesYSndUcq8kP5phcVXVpJywkq7/3J7AQ2hHZb5XVR8ftqphJDm8qnYYHTo/yTHT+hOt0pJsQjta+SDa++H7wEuralGOAmqQ0LxLsjnt1+adu1k/ox2uPn24qsYnyQZVdVGSjWdaXlXnJbl5VZ050/JVTTcU8DOAr9E2irsCn6mq/xyyrnFLcixw16r6Rze9OnDUJIxeleQZK1o+fbSSSZDkw8BmTHAT0G4H+l6TdrLS6ZK8pareODK9OvDZqpq4Zn9JfkH7oeHQqtq+63z/haraaeDSxibJvrQfoc/vpjcC/mOxnnPIpk3zKMkOwOu49gmnVvkdhWk+TRvS8And9FO7eQ8erKLx2p82PvhMp7gv4FaTEiIAquq9aWc0vg/t9T+rqo4atqrBbMiyc8vcaMA6xmoSg8IcTHQTUIBuhMP/AibqpK0z2CLJa6vqHUnWAr4EHD1wTUOZ3vl+Z+CZg1Y0fttNhQiAqjo/yaL9jHhEYh4l+QPwL7QhX/8xNX/SRqjphjC868rmaXJ0w9fdj7aj9LNuFIqJ0o2T/07gR7QjM/cD9q6q/xm0sDFI8qWq2n22M/lO4I8t6iR5D63P1FdrQndIuvNm7Efbd/h/wHeq6n3DVjWcrvnvVOf7X01a5/skxwD3HzkisTHwk8XaHNggMY+mOtkOXcfQkhxCOwLxhW7Wk2m/Qk/UmNhJPkcbEvhnVfX7oesZysioTV+hfTE8Bpi4UZsAurM679hNHtaN7LXKm2rK151061om7ccWsAnolG5QivWAq2jD306dsHKDFd5xFTDS0RzaOYY+ChxKO4cAk9ThfIbO98uZsHXxdFrrlqlz7jwBeHtVfW64qmZnkJhHSR5I22k+hJET6kxSm1e45gydHwTu1c06lNZR6E/DVTV+Sf4fcN/usg1wFPDTqnr/oIWNWdc34F4jozatB/xyEn+FnjZq00+qalJHZpl4SQ6mNYOc2jl4KrBHVU1KE9CJN0tH8ymT1uHczvcjunPsTL3mH1bV74asZ0UMEvMoyedpZ7M+nmVNm2qxdpDRwus6ze1IO1z9fNqZz283bFXj5ahNzSyjNv2mqibmLMbThkRei/Yr7KWT8OvzdDYBbZIcMv1o9UzzJC1OdraeXztOypCeK9INe/t+WhvHorV/fUVVnTRoYWPWNfFaj/b6f0Z7f5w1bFWD+DTw6yRf66Z3Az41XDmDeQTLj9q0L+0o1cQEidGT8nXtwnelbScm0blJnsryTUDPHbCesep+UFgX2KQblWbq7Fsb0EazmhhJbgA8jmsP1PKWoWoaSpLHzjD7QuC4Cf3+XPRWG7qAVcwvusNRk25/2qgTN6edlfIAln1ZTpJjgSuAOwHbAXfqzlo7UarqvcCzaKMVnUfrLzOpHQk3HLk+MaM2zaSarwMPHbqWgTwb2B34C+1kbI+nfU4mxfNoI9vdrvs7dTkQ+K8B6xrCgbRQfRVtKOCpyyTaE/gE7cS+ewAfB14DHJrkaUMWppnZtGkeJTmB1hb+ZFofialOYxPVFjzJsdNf86SdUGZUkvVpw9f9M3CzqrrBsBWNV5LPVdXTVjZvVZfkSbRRm37MhI3aNGXar42rATsA/1RV95rlLqusJFtU1WnT5t1sUjrgT0nykkkceGFUkt9W1Z2GrmMxSPI94OlV9ddu+qbAZ2lH7H7qelp8bNo0vx42dAGLxHeS7A18kda06YnAt6dO0LZYz84435K8hHbuhLvTzuD7KVoTp0lzx9GJrt/I3QeqZUiPor0Hzqe9H14zaTuNwKNHrl9FWw+7DlPK4E5OcgDw7Kr6Wzfv28CMo9aswv6SZP2qujjJv9Je/9smaZQeWmuGO1fVcUMXsghsMRUiOmd1885LcuVQRWl2Bol5VFWnduPl37ebNZHj5dMO10M7dD11yCvAk7rpWw1R1ADWAt4LHFFVVw1dzLgleS2t/f86SS5iWRvoK4CPDVbYcD5J2zbsQjeKV5KJGcWrC5DHTnCztumOo/2wcGiSJ1TV/7HsMzJJ3lBVByS5D/Ag4N3Ah4F7DFvWWN0HeGaSiW7N0Plxkm+ybOjTx3fz1gMuGKwqzcqmTfNoZLz8qeFeJ3K8/CS7A9+tqouSvIH2C9NbJ+kXpm6n6fhJG6FpJkneUVWvHbqOxWDSR/FKclhV7TR0HYtBkiOravskO7OsHfibq2qijkgkOaqq7pbkHbQOtftPzRu6tnHx/CrLdIMwPJYWrqANH/+VST1Z4VJgkJhHjpffTPWR6H5heivwHuCNVTVJvzCR5EDgJZN2/oyZJNkM2IrlRyT56XAVjd8Mo3j9fNJGIUnyPtqQr//DSGfSSfqRYcroznJ3osIDgO2rat1hKxuv7tfnM4AH0350+hvtZI2rfJ+6JBt0P7htPNPySWkGPF3XL2InWguGwyZtO7nU2LRpfgW4emT6aibzUPXUOngk8PGq+laStw1Z0EA2Ao5PchjL7zTtMlxJ49edP+FJwO9Y9t4o2lm/J8mxtL4hd6INZ3hBkl+OtI+fBHft/o4Oa1ksO/HSJHnE1JXurN/3B+49WDXD2Z3Wv/A9VXVBF6r+ZeCaxmV/Wt+pI2ifg9H9hUlqBnyNrkXDu1k2KMUHk/xLVX150MI0K49IzKMkrwSeAYyOl/+ZqvrPoWoawiT/wjQqyT/NNL+qfjLuWoaU5A/AdlV1+UpvPAEmfRQvNV1T2E8DF9OGu7wbbRSv7w9a2Jgl2XKm+ZN0JLc7me1PaP0qfz90PUNKcgzw4KmjEEk2BX4wafsPS4lBYh51J5W5I8va9v0MOHXSDk8mWZf2C9NxVfXH7hemO0/aFyRc0/Z126r6QbdeVq+qi4eua5ySfAd4QlVdMnQtQ0ryYlpn66lRvH5G23H44ZB1jVOSGwP70LaRBfwceEtVTcyJ2KZMDYmd5KG0gSneAHxuAvtIHMeyX+PXBm4J/KGq7rjCO65Ckvw/2rbhvrSBGI6kbRsmYiCGUUmOq6o7j0yvBhwzOk+Li02b5tdXgd2m2vt2O9AHM2FDXVbVZSzrcE5VnUk74dJESfJcYC9gY9qXw2bAR4AHDlnXAC4Dju76CFxzVKKqXjpcSYNYmwkexavzRVqTtsd103vQ+ks8aLCKhjPVjOURtABxfNfRdKJM30FMsj3wwoHKGURV/SjJT1l+IIY7ARMXJIDvdueSmDqJ7RNpwyJrkfKIxDzqdhwfQfuS3BI4CPjnSfwlXpDkaFqHsV+PdKo8btJ+WUnyjJnmV9W+465Fw5rpxFuT+JkASPJp2o8LtwTuAqwO/LiqJuqHp5lM2nvCgRiWl+RxwM7d5M+q6msrur2G5RGJeVRVH0+yFu1091sDz6uqXwxblQZ0eVVdMfUjY5I1WHZejYlhYNCI73dn+P5SN/144HsD1jOkPWmdz0+qqsu6Zl/PGrak8ev6Fk5Zjdav7s8DlTMUB2IYUVVfAb4ydB2aG49IzINpG8IAT6dtGI4CqKr3DlGXhpXkXbQT6DwdeAntcP3vqur1Q9Y1bkm2Bd4B3IHWvAeAqpq4EUkmVZKLWdYOfj3gH9306sAlVbXBgOWNVdd0Z1aTNhRukn1GJqfOdv6Vqvr7MBUNZ5IHYhjZRlxrEe3kfBOzjVhqDBLzYNqG8Fqq6s3jqkWLR9dJbE/gIbSN4feAT0zaiXWS/JzWwfZ9wKNpv7quVlVvHLQwaQBJftRdXZv2K/SxtO3DdsDhVXWvoWrTMByIQUuZQULSgkpyRFXdfbTd89S8oWvTeHWdifcAbllVb02yBXDzqjps4NLGLslXgX2q6rhu+k7Am6rq8cNWNh5JvsEKmnpO0vl2kvwzLTxM8kAMWqLsIzGPktyGdkhya5Y/g+8knmxpYo0MZzijSTvTOXB5d3Tmj90vb2cANxy4Jg3jQ7RmTQ+gnfX+EuC/aaPVTJrbToUIgKr6bZLbD1nQmL2n+/tY4GbA57vpJwN/HaSigVTVe1Z+K2lx8ojEPOpOpPIR2lkqrznDdVUdMVhRGrvu3BEAL+r+fq77+1RaW8+9x1/VcJLsCJwAbEjbebwRcFRVvXXIujR+SY6squ2THDUyktkxk3iyqSRfoJ3xfmoHeg/ghlX15OGqGr8kh1fVDiubJ2lxMkjMI5traNToztLIvCMn8IRTRwJPr6rfdtNPBl5eVfcYtjKNW5JfA/cGftMFik2B70//nEyCJGsDLwDu1836KfDhSetknOQE4JFVdVI3fUvg21U1SUdnpCXLpk3z6xtJXgh8jeVPvDVRZ7bWNZJk56o6tJu4N214w0nzeODLSZ5C61D4NFoHdE2eD9C2jzdJ8nbae+Nfhy1pGF1geF93mWSvAH6c5CRap/OtaGf6lrQEeERiHiU5eYbZ5TCXkynJ3YFP0ZryBDgfePakDe8I1/Qf+jrwJ+Axkzo+uiDJ7Whndw9wSFWdMHBJY5XkS1W1+2x9qSawDxVJbgDcrpv8fVVdvqLbS1o8DBLSAktyI4CqunDoWsZphh2lm9BOtnQ5TOYO06RLsvEMsy+uqivHXsxAkty8qs4c6Uu1nKo6ddw1Da07Wrs1yw9S8tnBCpI0ZwaJeZRkXeCVwJZVtVd3Iq7bVtU3By5NA+h+ZXsc1/6CfMtQNY3TbDtKUyZxh2nSJTkF2IJ2dC60Dvh/oY3S89xJG5ii+4xsW1U/SLIOsEZVXTx0XeOU5HPANsDRLBukpKrqpYMVJWnO7CMxvz5NG7Hp3t30GcABgEFiMh1I+wX+CEb6zEwKg4JmcDDw5ar6HkCSh9DC9qdpQ8NOTAf8JM8F9gI2pu1Ib04b9e+BQ9Y1gB2AO0zaiTqlVYVBYn5tU1VP7Ealoaou607ApMm0eVU9bOgipEXknlX13KmJqvp+kvdU1fO6I3iT5EXATsCvAarqj0luMmxJg/gt7TwSZw5diKT+DBLz64ru8HQBJNmGCfwlWtf4RZI7j550SppwZyZ5DfDFbvqJwF+TrE47Ud0kubyqrpj6rSnJGqzgRJarsE2A3yU5jOVHO5yYM1tLS5lBYn7tA3wX2CLJfsDOwDMHrUhDug/wrG5Yw8tpbcLLTsaaYE+hbSe/TttpPrSbtzqw+3BlDeInSV4HrJPkwcALgW8MXNMQ3jR0AZKuOztbz7MkNwbuSdtp/FVVnTNwSRpI15FyI9q5E6CdcOoC+w5ISrIasCftnCoBvgd8wr4CkpYSg8Q86vpD7AHcqqrekmRL4GZVddjApWkASV4GPAf4Km1HYTfg41X1wSHrkqShJfl5Vd0nycUs36Rr6sjtBgOVJqkHg8Q8SvJhWjvfB1TV7ZNsBHy/qnYcuDQNIMmxwL2q6tJuej3glzZtkpRkZ1qznq1ozYyndqA9gamkJcM+EvPrHlW1fZKjAKrq/CRrDV2UBhOWjYtOd91RvCQBfBJ4BW146KtXcltJWpQMEvPrym70kalRmzZl8kYi0TKfBn6d5Gvd9G60nQdpIiW5DfBh4KZVdack2wG7VNXbBi5tCBdW1XeGLkKSrg+bNs2jJHvQhjPcHtgXeDzwr1V1wKCFaTBJtqeN3gTws6o6ash6pCEl+QnwL8BHq+pu3bzfVtWdhq1sfLptArRRqlan9aEaHfb0yCHqkqTrwiAxz5LcjnZm0gCHVNUJA5ckSYtCkt9U1Y5JjhoJEkdX1V0HLm1skvxoBYurqh4wtmIk6XqyadM8SLJBVV2UZGPgLOALI8s2Ai6qKtvASpp053Qn6pxq/vl4JuyMxlX1/4auQZLmi0ck5kGSb1bVo5KcTPuCzMhfgBvShv183VA1StLQktwK+Bhwb+B84GTgqVV1ypB1jVOSV65oeVW9d1y1SNL1ZZAYg64D9m+r6vZD1yJJQ+uGQl6tqi4eupZxS7JPd/W2wI7AQd30o4HDquqpgxQmSdeBQWIeJLldVf1+pBPdcuw8J0mz/hp/IXBEVR095nIGleSnwCOnwlSS9YFvVdX9hq1MkubOPhLz45XAXsB/MMMZOgE7z0kS7NBdvtFNPwo4Fnh+kgOq6l2DVTZ+NwWuGJm+opsnSUuGRyTmUZJ1gBfShvss4GfAh6vq74MWJkmLQPcr/COq6pJu+obAt4CH0Y5K3GHI+sYpyetpQ8COnmfmS1X1b4MVJUk9GSTmUZIvARcB+3WzngLcqKp2H64qSVockvweuHNVXdlN3wA4pqpuNzok7KRIcneWnWfmp55nRtJSY9Om+XWnab+o/SjJ7warRpIWl/1oZ3s/sJt+NLB/1/l6EreVR9OGv10DIMmWVfWnQSuSpB48IjGPknwe+K+q+lU3fQ/gRVX19GErk6TFIckOwM7d5KFVdfiQ9QwlyUuAfYC/AlfT9amrqu0GLUySejBIzIMkx9H6RKxJG9LvT930VsDvJ6ndryRNN+2knddSVeeNu6ahJTkRuEdVnTt0LZJ0Xdm0aX48augCJGkR25+2nTyCmUe2u9UQRQ3sNNrQt5K0ZHlEQpK04JIE2MI+AE2ST9KOYH8LuHxqvme2lrSUeERCkrTgqqqSfAu489C1LBJ/6i5rdRdJWnI8IiFJGosk+9IGpPjN0LUsFt25NJg6t4YkLSUGCUnSWHTnkbg1cCpwKRM8UlGSOwGfA6Y6oJ8DPL2qjh+uKknqxyAhSRqLJFvNNL+qTh13LUNL8gvg9VX1o276/sC/VdW9h6xLkvpYbegCJEmToQsMWwAP6K5fxuR+D603FSIAqurHwHrDlSNJ/dnZWpI0Fkn2AXagjVb0adq5dz7PshPUTZKTkryB1rwJ4KnASQPWI0m9TeovQZKk8XsMsAutfwRV9Wdg/UErGs6zgU2BrwJfATbp5knSkuERCUnSuFzRDQNbAEkmuSnPnYBXVNXVUzOSbA+cP1xJktSPRyQkSePypSQfBTZM8lzgB8DHB65pKN8DfpjkJiPzPjFUMZJ0XXhEQpI0FlX1niQPBi6i9ZN4Y1UdPHBZQ/kD8G7gJ0n2rKpf0IbDlaQlwyAhSRqLJK8E/meCw8OoqqpvJvkD8D9JPgU4HrukJcWmTZKkcVkf+H6SnyV5cZKbDl3QgAJQVX8E7gvcD5i4E/NJWto8IZ0kaaySbAc8EXgccHpVPWjgkhaFJFtW1Z+GrkOS5sojEpKkcTsL+AtwLnCTldx2lZTkNkkOSfLbbno74OkDlyVJvRgkJEljkeSFSX4MHALcGHhuVU1qc56PA68FrgSoqmOBJw1akST1ZGdrSdK4bAG8vKqOHrqQRWDdqjosWW6gpquGKkaSrguDhCRpLKrqtUnukuTF3ayfVdUxgxY1nHOSbEM3UlOSxwNnDluSJPVj0yZJ0lgkeSmwH61fxE2Azyd5ybBVDeZFwEeB2yU5A3g58PxBK5Kknhy1SZI0FkmOBe5VVZd20+sBv5zEfhLdOTUA1qH9qHcpcCFwhE2/JC0VHpGQJI1LgKtHpq9mcs/mvAPtCMRGwIbA84CHAR9P8uoB65KkObOPhCRpXD4N/DrJ17rp3YBPDlfOoDYHtq+qSwCS7AN8i3ZiuiOAdw1YmyTNiUFCkjQWVfXebvjX+3SznlVVRw1Y0pBuAlw+Mn0lcNOq+luSy2e5jyQtKgYJSdLYVNWRwJFD17EI7Ec7OnNgN/1oYP+u38jvhitLkubOztaSJA0gyQ7Azt3koVV1+JD1SFJfBglJkiRJvTlqkyRJkqTeDBKSJEmSejNISNIES3LTJPsnOSnJEUl+meQxK7j9/ZN883o+5y5J9u6ufybJ46/j41xyPWq4zveVJDWO2iRJEypJgK8D+1bVU7p5WwG7zMNjr15VV8+0rKoOAg66vs8hSRqWRyQkaXI9ALiiqj4yNaOqTq2qDyZZPcm7k/wmybFJnjdyvw2SfCvJH5J8JMlq0H7lT/IfSY4B7pXklCSbdMt26M4hQZJnJvmv6cUkeWt3hGL1JO9M8rvuud/TLb9ld8TkuCRvG7lfulp/2y174siyfxl5DW+e39UnSZPNIxKSNLnuyOzndNgTuLCqdkxyA+DQJN/vlu0E3AE4Ffgu8Fjgy8B6wK+r6lUA7YDH3CR5N7A+8CxgY+AxwO2qqpJs2N3s/cCHq+qzSV40cvfHAncF7gJsAvwmyU+BOwPbdvUGOCjJ/arqp3MuTJI0K49ISJIASPLfSY5J8hvgIcDTkxwN/Bq4MW2nHOCwqjqpa7r0BZadqfpq4CvX4anfANyoqp5fbUzyC4G/A59M8ljgsu52O3fPB/C5kfvfB/hCVV1dVX8FfgLs2L2GhwBH0QLT7UZegyTpevKIhCRNruOBx01NVNWLuqZIhwN/Al5SVd8bvUOS+wPTT0A0Nf33af0irmLZD1Zrr6CO3wB3T7JxVZ1XVVcl2Ql4IPB44MW0ZlijzzUXAd5RVR/tcR9J0hx5REKSJtcPgbWTvGBk3rrd3+8BL0iyJkCS2yRZr1u2U9dfYTXgicDPZ3n8U4C7d9cfN8ttoDWPeifwrSTrJ7kh7QjFt4FX0JosARwKPKm7vsfI/X8GPLHrW7EpcD/gsO41PLt7PJJsluQmK6hDktSDRyQkaUJ1/Q92A96X5NXA2cClwGuAA4CtgSO70Z3OBnbr7vob4L+AWwM/Ar42y1O8mdY86a3Aj1dSywFJ1qeN5vQU4MAka9OOKryyu9nLgP2TvAY4cOTuXwPuBRxDO2Lx6qr6C/CXJLcHftn117gEeCpw1opqkSTNTVpzVEmSJEmaO5s2SZIkSerNICFJkiSpN4OEJEmSpN4MEpIkSZJ6M0hIkiRJ6s0gIUmSJKk3g4QkSZKk3v4/eNzOFkg+kmsAAAAASUVORK5CYII=",
      "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": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open op 14 maart groep totaal: 64\n",
      "Open op 15 maart groep totaal: 38\n",
      "Open op 16 maart groep totaal: 6999\n",
      "Open op 14 én 15 maart groep totaal: 12\n",
      "Open op 14 én 16 maart groep totaal: 28\n",
      "Open op 15 én 16 maart groep totaal: 44\n",
      "Open op 14, 15 én 16 maart groep totaal: 1397\n",
      "Aantal stemlokalen open op standaard tijden 16 Maart in staffel totaal: 1412\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 936x936 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_opening(gdf_wims_split, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staffel: totaal\n",
      "bijeenkomstfunctie         4736\n",
      "sportfunctie               1491\n",
      "onderwijsfunctie           1242\n",
      "kantoorfunctie              852\n",
      "woonfunctie                 701\n",
      "overige gebruiksfunctie     373\n",
      "gezondheidszorgfunctie      318\n",
      "industriefunctie            219\n",
      "winkelfunctie               154\n",
      "logiesfunctie               105\n",
      "celfunctie                    3\n",
      "Name: Gebruiksdoel van het gebouw, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_use(gdf_wims_dedupe, \"totaal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2; 10.000-30.000 stemgerechtigden      170\n",
      "3; 30.000-60.000 stemgerechtigden       92\n",
      "1; 0-10.000 stemgerechtigden            25\n",
      "4; 60.000-100.000 stemgerechtigden      24\n",
      "5; 100.000-350.000 stemgerechtigden     19\n",
      "6; >350.000 stemgerechtigden             3\n",
      "Name: binned, dtype: int64\n"
     ]
    }
   ],
   "source": [
    " print(df_stemger_clean['binned'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "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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L+8+n9+2+R2vt0nRHcH4vyZeq6jVV9YMrjbiq7trf8PaVqlrsh7vhWG/nj7z/ZnatIDdLd0RxyXnTTtDI8N8dprV2SbojejefZuB+BXp6a+3u6X4Q/ibJ86rqh1YY5NAk96uqry+90qXtm470c8HI+8uW+bx/vtcN022MR6f/vLHpODzd0YW/6FfWJJPnf1XtU1Wn9DdzfiPdUYSl75vGF1proxuE89LN80P78n5pZD48K12QWTJar9+j36n8bP+j+ZF0R3iP7ztfku4I/KgDs2vHeLz70vvldpzTWvt6ujBxu3ShclK53t5vSL6e7of1lumO5qz0vZf082i1Mi9nT5aV9DtVr8munYQHpDu7Ne5G6c5OnDVST6/r2y/5Sv/DMOr66X5ontTv+CdJquoHqurVSzfUptvAT7uuT+OiLP8juUfzaQ/KM9X3VNV1q+pZVXVePx/enuT6SzuJVfXzVfWeqvpaP89/IVOuc621/+5/bL7ZWntSujMMk4LTtPPm0CQ3G9t2/XG6HcEl4/PqOlW1b2vtU0keke7H8ctV9e9VdbOR8b5iZJwfTxeWJo132mXiq/2OxLTDrvQ902y3V7TF1rcD0i1Ty2qt/VdrbVu6g2z3SXcGacWHQVTVb1TVh0am93bLlHEl0yyTK3lCkn/tQ+HuWgqdT2vdwd0L0x0VXwrDu7Mt35vfqonD1tUfBnTIqlO1F9+1zHhGhx/vd9K4Vht23B+lO0P+vqo6u6p+a4X+km55edTY8nKLdPskS6bdHl5t37N1B5O/OvZdq23XPj/W/z+N9P+1frpu3pfx01nZstvdCf0vuVmSr/VlX65M49N4aXZ/Gndr+7Khwk9V7ZfuDMsx/Ub0/HSX6NyhqpZNca2117fWfibdj8M56Y7GJFdPxktOT5c2b9FaW0h3iUot099yvpRuwVgyzQo+6ovpKjBJUlXXS3eKd7dvmO53OJ6ebgfstkutx3r7fLoN7vVHXtdrrZ2yu9835sLsOgKy5JBcfTo+nu5egv+qqtGjn5Pm/wPT/YD9dLpLdw7r209bPzfvj2aOlumL6ebDFemuqV+aDwe21o4c6Xe5ZWWSNlKus5Pcqj+6t+QO2XWj7Nm5+hGIOyS5oLU2umJ/V3VPXfutdGfFdvfs4ni5xr93tEy3H5tft8/sHiTyoiQPqKofSXcq/a3L9HNhug3+kSP1tNBaG92ALVdPF6U7WvXPVXX3kfanpdseHNFaOzDdjsq0y9I0y8OH0122tNE9Kt0ZiLv28+En+vZV3dOV/iPdpQg3bq1dP8lrM/18Gje6/O2Nzyf57Ni264DW2lRnP1prp7fWlq4gaOnOmC+N9+fHxnudtrEeWrHadnuaZXOrrG8/lO4I7uSBu4NSb053qdDtlhtnf1T72Ul+P90lx9dPd8Z02jLuzTJ5bJI/GNmnuUWSl1TVY6eYtovSXeo2Oj2j76+2ne/3K26d5bfle/NbNXHYdvWHAX1utenam+8a1c+fLy0zrmWnaXT+TDHs+Hed31r7ndbazdI9POgZtfIT3j6f7kqh0eXluq21F63Q/yRfSne519I07Jdu33H0u1bbrrWx/n93rP/9Wmvv6rvt0aPwM3nb9KUkN6iq6460u8VY9+9+7vvb3WncLRsq/KR7OtV30u3Q37F//VC6U4K/Md5zVd24qu7TL9BXpEvyS6fKLkhycF39CVYHpEufl1fVD2fy5XTjXpLkcVX1fVV1cLp7RCa5IFdfiF6U5CHVPWL42umOjL135GjQeP9XU1WPqKp7VNV+VbVvdZe8HZDuAQLLDf/CJNuq6uf6syrX6Yc/eHzcu6N1pztfkuRvquqA/kflkf33jfb3onQ/gG+q7ik3yeT5f0C6OvxquiOST9zNoh2U7gfmmlV1v3TLzWtb99SgNyT5+6o6sKquUVW3ru5pQVPpj47fuH//g+lOyb6qn85PpLup8fH9PD4uXZD4j37wFyR5aFXdtrpLgv403fXoy33PddLNxz9OFx5vXlUnrtDvkf2ytE9V7Z/uLNEX0gXPpe99ZFXdvD/y/aiR7z0j3Xr2B9U96vP3+/ZvmXae7KbXptsR/ct0N4leNd5D3+7ZSf6xqg5Kkr7sP7fayFv35L0HJXl5v1wl3fL0jSSX9HW2O/8Zsty2Y9xr872X9WxEB6Tbyf16Vd0gyeNHul0r3SViX0ny7ar6+XSXM62quv9wuHt1j+C/TlU9Jt1R9P9egzK/L8nFVfXYfnu3T1XdrqqOnqJct6mqn+q3sZdn143sSXew5W/6bVaq6kZVdZ81KO9aWm27PfF3ordV1rdj0l3C+T363/1f7X+Pqy/HMenuC1ga5+h8ul66nbOv9MM/JLuC0jT2eJlMF35ul137NF9Mt/P89L4sT6iqMyYM/89JHlZVB1XV96U7ILx0OfQr0l32f9/+9+PPk3y4tXbO+Ej25rdqimG/x9K2IV3AvGY/3NI+51p+1wuS/Gm/LPxgugdLPX/K+TNp2PHpud/IenhRuuVpdH9zdHl7dpLfq+5ql6qq61XVverqgW5aL0u3TfjRfh15Qq4e2nd3u/bMdPuyR/b9L/T7TEm3XN20uv3Na/f7eHedspwrbptaa+elu3z3Cf1y8SPpnkA7Oo33rqof66fxL3P1fLLm2+6NFn5+M9210J/rU/b5rbXz093s9qD63tNr10i34/3FdKfujsmuje5b0iX486tq6RK6E5P8ZVVdnG4leMlulO0v0l1K9dl0O9P/ukr/T0jyL9WdpvuV1tqb0u00/0e6lHvrXP164av1v8z4vpluB/f8dEftTkp3U+PSfzY8Kd1K/PWqenTr7ku6T7od6a+kS86PydrU+cPS3c/wmXQ3M56e7ulXV9O661z/Mslbqru3adL8f0G6+fuFdDdsvye7573pHll5YbpLAo8fObvyG+l29D6WbqP1skx5GUnv2CQfrqpL0+1YvDxXD2e/mu6BAhelezDG8W3XtfCvS/K36Y6+fq6fxtEd0FFPSvL51tpprbuu9deS/HVVHbFMvzdOd5/EN9LVw2HpHo5wZd/9WeluYP5IuiOcr+nbpXWXIv5Suvny9XRnmn6pjVyiuJb6aXl5urN6p0/o9bHpbsR8T3WXzrwpk++bGP2ON6abjp1Vded0T4N6YLpLGJ6d3XsM7nLbjnE7k/xg7bqkaqN6arqbQC9Mt069bqlD6y6R+oN06+FF6ebXf37vKJZ1QLqj/RelW2fvme7I3LJnNHdHf4Dl3ul2FD/bl/056c4Ir+ba6dbBC9NtKw9Kd39l0t38/J9J3tBvg96T7obkDWOK7fY/pbvW/aKqWvbM8FZY36rqpukOgr5yhWEuSrej+sn0N04neUprbekSv+emu+/r61X1ytbax9L9fr473U7a/8luBPW9WSZbd9/d6P7Md5Jc1LpL35PuiPeksvxVugesfCLdwa0PpvuNS/87c9/+80Xplufv7ldU92e8zxwZ1978Vq047ArekO7gw48m2dG//4m9/a7q/vR59OzM49NdqnVeuqexPaUf/6rzZ9Kwyzg6yXur6pJ025GHj+x/PSFX3987M93yeWr/vZ9Kd1nmbmvdfZ0PS/Lv6fYdL0l3j/PSfXy7tV1rrb0i3dnwf+/X+4+me7Ls0m/Cz6QLJuenW79+csqiXm0fdJnuD0ryI+mfqptuG3HFyDSelG579aV08+x/R4Zd82330qNUYdOq7g/Ufru/1AXWRVVtT/eniI+Yd1lgK6mqv0/3UJVnzLsss1ZVH0r3OPa9PnDA1lfdlR5fT3eJ6WfnXJw9VlUvTvdfeSsdDJ6paW5UAmBMa23HvMsAW1Fr7VHzLsN6aa3dcd5lYGOrqm3p/s6g0t2j+ZHseijUptBfIvq1dGdOfzbdGe69vQd9j220y94AAIDOfdLd3vHFdJf3/2rbfJdt3STd/caXpHuY0wmttQ9OHGKGXPYGAAAMgjM/AADAIAg/AADAIHjgwYgb3vCG7bDDDpt3MQAAYFM766yzLmyt3Wje5Rgn/Iw47LDDcuaZZ867GAAAsKlV1XnzLsNyXPaW7jGCVbVjcXFx3kUBAABmRPhJ0lrb2VrbvrAwzR+IAwAAm5HwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwk6SqtlXVjsXFxXkXBQAAmBHhJ0lrbWdrbfvCwsK8iwIAAMyI8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAzCvvMuAFd32MmvmXcRNoRzT7nXvIsAAMAW48wPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMJPkqraVlU7FhcX510UAABgRoSfJK21na217QsLC/MuCgAAMCPCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAhbMvxU1a9X1VlVdVlVfbWq3lhVN5x3uQAAgPnZcuGnqv4kyWlJXp7k55M8NMnZSa49z3IBAADzte+8C7CWquo2SZ6Q5LjW2qtHOr1yLgUCAAA2jK125uchSc4bCz4AAACzDz9VdZuqenhVvbCqzqmqq6qqVdXxUwz7wKp6R1UtVtUlVXVmVZ1UVSuV+25JPlxVf1pV51fVlVX1vqo6Zm2nCgAA2GzW47K3E5I8fHcHqqqnJzkxyeVJ3pzkyiTHJjk1ybFVdXxr7aqxwW6S5C5J7pDkD5J8I8mjk7yuqn6otXbunk4EAACwua3HZW8fTfKUJPdPcniSt602QFXdN13wOT/J7Vtr926tHZfkiCQfT3JckoctM+g1kuyf5L6ttZe01l6X5BfThaDHrMG0AAAAm9TMz/y01p4z+rmqphnscX3zsa21T46M64KqOiHJGUlOrqqnjZ39uSjJV1trHxoZ5ptV9Z4kt9uzKQAAALaCDffAg6o6ON2la99K8tLx7q21tyX5QrpL3O421vnsCaO+zlqVEQAA2Hw2XPhJcqe+eXZr7bIV+nn/WL9LXp3k+6vqzkstqup6SX4kyVlrWkoAAGBT2Yjh55Z987wJ/XxurN8lr0zyviQvq6oHVNW90wWi6yb5h+VGVFXb+6fInfmVr3xlz0sNAABsaBsx/OzfNy+d0M8lffOA0Zb9/T/3SvL2JM/Irsvm7tFa+9RyI2qt7WitHdVaO+pGN7rRnpcaAADY0NbjUdfrqrV2YZIHz7scAADAxrIRz/wsndW53oR+ls4OXTzjsgAAAFvERgw/5/bNQyf0c4uxfgEAACbaiOHng33zyKrab4V+jh7rFwAAYKINF35aa59P8oEk10pyv/HuVXVMkoOTnJ/k3WvxnVW1rap2LC4ursXoAACADWjDhZ/ek/rmk6vq8KWWVXVQuqe4Jckp/dPd9lprbWdrbfvCwsJajA4AANiAZv60t/4PR58x0uq2ffOJVfXopZattbuNvH9ZVZ2W5IQkH6mqNyW5MsmxSQ5M938+p8646AAAwBayHo+6PjDJXZdpf8SkgVprJ1bVO5OclOSYJPskOSfJ85KctlZnfQAAgGGYefhprZ2RpPZw2NOTnL6mBQIAAAZpo97zAwAAsKaEn3jaGwAADIHwE097AwCAIRB+AACAQRB+AACAQRB+AACAQRB+AACAQRB+AACAQRB+4lHXAAAwBMJPPOoaAACGQPgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfiJ//kBAIAhEH7if34AAGAIhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhJ8kVbWtqnYsLi7OuygAAMCMCD9JWms7W2vbFxYW5l0UAABgRoQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEISfJFW1rap2LC4uzrsoAADAjAg/SVprO1tr2xcWFuZdFAAAYEaEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEHwAAYBCEnyRVta2qdiwuLs67KAAAwIwIP0laaztba9sXFhbmXRQAAGBGhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhB8AAGAQhJ8kVbWtqnYsLi7OuygAAMCMCD9JWms7W2vbFxYW5l0UAABgRoQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgELZc+KmqB1dVW+Z16rzLBgAAzM++8y7ADN0zyeLI5/PnVRAAAGD+tnL4Oau1duG8CwEAAGwMW+6yNwAAgOWsS/ipqttU1cOr6oVVdU5VXdXfh3P8FMM+sKreUVWLVXVJVZ1ZVSdV1Wpl/2hVfaeqPltVj6+qrXyWCwAAWMV6BYITkjx8dweqqqcnOTHJ5UnenOTKJMcmOTXJsVV1fGvtqrHBvpTk8Unel+Q7SX4+yZ8luWWSB+9h+QEAgE1uvcLPR5M8JcmZSc5K8twkx0waoKrumy74nJ/kJ1prn+zb3zjJW5Mcl+RhSf5pdLjW2uuTvH6k1RurajHJE6rqr1prn16TKQIAADaVdbnsrbX2nNbaH7XWXrIb4eNxffOxS8GnH9cF6c4kJcnJU1z+liQv6Zt3nvK7AQCALWZDPvCgqg5Ocpck30ry0vHurbW3JflCkpskudv6lg4AANiMNmT4SXKnvnl2a+2yFfp5/1i/k/xqkpbukjsAAGCANuoT0G7ZN8+b0M/nxvpNklTV65O8Jd19Rlele+DBiUme21r7zPhIqmp7ku1Jcsghh+xdqQEAgA1ro4af/fvmpRP6uaRvHjDW/uNJfivJwemm75NJHpvkqcuNpLW2I8mOJDnqqKPanhUXAADY6DZq+NljrbVHJHnEnIsBAABsMBv1np+lszrXm9DP0tmhi2dcFgAAYAvYqOHn3L556IR+bjHWLwAAwIo2avj5YN88sqr2W6Gfo8f6BQAAWNGGDD+ttc8n+UCSayW533j3qjom3QMNzk/y7r39vqraVlU7FhcX93ZUAADABrUhw0/vSX3zyVV1+FLLqjooyTP6j6e01q7a2y9qre1srW1fWFjY21EBAAAb1Lo87a2q7pxdgSVJbts3n1hVj15q2Vq728j7l1XVaUlOSPKRqnpTkiuTHJvkwCSvTHLqjIsOAABsEev1qOsDk9x1mfZHTBqotXZiVb0zyUlJjkmyT5JzkjwvyWlrcdYHAAAYhnUJP621M5LUHg57epLT17RAAADA4Gzke34AAADWjPATT3sDAIAhEH7iaW8AADAEwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwk886hoAAIZA+IlHXQMAwBAIPwAAwCAIPwAAwCAIPwAAwCAIPwAAwCAIPwAAwCAIPwAAwCAIP/E/PwAAMATCT/zPDwAADIHwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADMK+8y4ALOewk18z7yJsCOeecq95FwEAYMtw5idJVW2rqh2Li4vzLgoAADAjwk+S1trO1tr2hYWFeRcFAACYEeEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEnSVVtq6odi4uL8y4KAAAwI8JPktbaztba9oWFhXkXBQAAmBHhBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThJ0lVbauqHYuLi/MuCgAAMCPCT5LW2s7W2vaFhYV5FwUAAJgR4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4QcAABgE4SdJVW2rqh2Li4vzLgoAADAjwk+S1trO1tr2hYWFeRcFAACYEeEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYBOEHAAAYhH3nXQBgZYed/Jp5F2FDOPeUe827CADAFuDMDwAAMAjCDwAAMAjCDwAAMAir3vNTVddIcockN0tyWZKPtta+POuCAQAArKUVw09V3TrJY5P8dJJPJvlKkusk+YGq+maSZyX5l9baVetRUAAAgL0x6czPXyc5LcnvttbaaIeqOijJA5P8epJ/mV3xAAAA1saK4ae19oAJ3b6c5KmzKBAAAMAsTPU/P1X1o0kOG+2/tfaCGZUJAABgzU3zwIN/TXLrJB9K8p2+dUuyocNPVe2f5JwkN09ydGvtzDkXCQAAmKNpzvwcleS24/f9bAJPyJRntgAAgK1vmv/5+WiSm8y6IGupqm6X5PeS/Pm8ywIAAGwM05wZuWGSj1XV+5JcsdSytfaLMyvV3nt6klOTfGLeBQEAADaGacLPE/bmC6rqNknumeTodJfQ/UCSSnK/1trLVhn2gUlOSHL7JPuku4fnn5OcttL/C1XVryc5PMm9+u8DAABYPfy01t5WVYcmOaK19qaqum66IDKtE5I8fHcLVlVPT3JiksuTvDnJlUmOTXdG59iqOn48AFXVQpKnJHlUa+2SqtrdrwUAALaoVe/5qarfSfKyJM/qW908ySt34zs+mi6Q3D/dGZm3TfGd900XfM5PcvvW2r1ba8clOSLJx5Mcl+Rhywz610k+2Vr7t90oHwAAMADTXPZ2UpIfTvLeJGmtfbKqDpr2C1przxn9POXZmMf1zce21j45Mq4LquqEJGckObmqnrZ09qeqjkz3kIOfqarr94Psv9SsqgNaaxdPW24AAGBrmSb8XNFa+9ZSaKmqfdP9z89MVNXBSe6S5FtJXjrevb8M7wvpzkDdLcm7+k5HpJuety4z2rcm+Z8kd5xBkQEAgE1gmvDztqr64yT7VdXPpLscbecMy3Snvnl2a+2yFfp5f7rwc6fsCj/vTPKTY/3dMck/pjsjdNbaFhMAANhMpgk/Jyd5aJKPJPndJK9N8pyJQ+ydW/bN8yb087mxftNauzDd5XDfNXKJ3VmttTPXqHwAAMAmNM3T3q5K8uz+tR6W7tO5dEI/l/TNA/b2y6pqe5LtSXLIIYfs7egAAIANapqnvd29qt5YVZ+oqs9U1Wer6jPrUbi91Vo7o7VWk876tNZ2tNaOaq0ddaMb3Wg9iwcAAKyjaS57e26SP0x3z8x3ZlucJLvO6lxvQj9LZ4c8vQ0AAJjKNOFnsbX2XzMvyS7n9s1DJ/Rzi7F+AQAAJpom/Ly1qp6S5OVJrlhq2Vr7wIzK9MG+eWRV7bfCE9+OHusXAABgomnCz1375lEj7VqSn1r74iSttc9X1QeS3DnJ/ZK8YLR7VR2T5OAk5yd591p8Z1VtS7Lt8MMPX4vRAQAAG9A0T3sb/++c9fCkdH9w+uSqeldr7VNJUlUHJXlG388p/ZPo9lprbWeSnUcdddTvrMX4AACAjWeap73duKqeW1X/1X++bVU9dNovqKo7V9V7ll7pzugkyRPH2n9Xa+1lSU5LcpMkH6mqnVX18iSfTHLbJK9Mcuq0ZQAAAJjmsrfnJ/nnJH/Sf/5EkhenewrcNA7MrkvnRh0xaaDW2olV9c4kJyU5Jsk+Sc5J8rwkp63VWR8AAGAYpgk/N2ytvaSqHpckrbVvV9XUj7xurZ2RpPakcK2105OcvifDAgAAjFr1srckl1bV96d7yEGq6m5JFmdaKgAAgDU2zZmfRyb5zyS3rqr/TnKjJMfPtFTrzNPeAABg61v1zE//fz7HJPnRJL+b5MjW2odnXbD11Frb2VrbvrCwMO+iAAAAM7LqmZ+qumaSE5L8RN/qjKp6VmvtypmWDAAAYA1Nc9nbaUmumV3/r/PrfbvfnlWhAAAA1to04efo1todRj6/par+Z1YFAgAAmIVpnvb2naq69dKHqrpVkqkfdQ0AALARTHPm5zFJ3lpVn0n3fz2HJnnITEsFAACwxlYNP621N1fVEUlu07f6f621K2ZbrPXlUdcAALD1rXjZW1X9VN/85ST3SnJ4/7pX327L8KhrAADY+iad+TkmyVuSbFumW0vy8pmUCAAAYAZWDD+ttcf3Tff3AAAAm96K4aeqHjlpwNbaP6x9cQAAAGZj0mVvB6xbKQAAAGZs0mVvf7GeBQEAAJilSZe9/d9JA7bW/mDtiwMAADAbky57O2vdSjFn/ucHAAC2vkmXvf3LehZknlprO5PsPOqoo35n3mUBAABmY9Jlb09trT2iqnam+1+fq2mt/eJMSwYAALCGJl329q998+/WoyAAAACzNOmyt7P65tvWrzgAAACzMemytw9PGrC1dvu1Lw4AAMBsTLrs7ap09/qcnmRnksvWpUQAAAAzcI2VOrTW7pjkAUn2TxeA/ibJkUm+0Fo7b11KBwAAsEZWDD9J0lo7p7X2+NbandOd/XlBkj9cl5IBAACsoUmXvaWqbp7kV5Mcl+SidMHnFetQLgAAgDU16YEHb0tyQJKXJHlIkq/2na5VVTdorX1tHcq3LqpqW5Jthx9++LyLAgAAzMiky94OTfJ9SX43yeuTnNm/zuqbW0ZrbWdrbfvCwsK8iwIAAMzIpP/5OWwdywEAADBTK575qarDJg1YnYPXvEQAAAAzMOmBB0+pqmskeVW6S92+kuQ6SQ5P8pNJjk3y+CT/O+tCAgAA7K1Jl73dr6pum+RBSX4ryU2TfDPJx5O8NsnftNYuX5dSAgAA7KWJj7purX0syZ+sU1kAAABmZuKfnAIAAGwVwg8AADAIwg8AADAIE+/5SZKquvMyrReTnNda+/baFwkAAGDtrRp+kjwjyZ2TfDhJJbldkrOTLFTVCa21N8ywfOuiqrYl2Xb44YfPuygAAMCMTHPZ2xeT3Km1dlRr7S5J7pTkM0l+JsnfzrJw66W1trO1tn1hYWHeRQEAAGZkmvDzA621s5c+9I+//sHW2mdmVywAAIC1Nc1lb2dX1WlJ/r3/fP8kH6uqaye5cmYlAwAAWEPTnPl5cJJPJXlE//pM3+7KJD85m2IBAACsrVXP/LTWLkvy9/1r3CVrXiIAAIAZmOZR13dP8oQkh47231q71eyKBQAAsLamuefnuUn+MMlZSb4z2+IAAADMxjThZ7G19l8zLwkAAMAMTRN+3lpVT0ny8iRXLLVsrX1gZqUCAABYY9OEn7v2zaNG2rUkP7X2xQEAAJiNaZ725nHWAADAprdi+KmqX2utvbCqHrlc99baP8yuWAAAAGtr0pmf6/XNA9ajIAAAALO0YvhprT2rf/u01trXRrtV1S1nWioAAIA1do0p+tlZVQcufaiqH0qyc3ZFWn9Vta2qdiwuLs67KAAAwIxME36emC4A7V9Vd0nysiS/Nttira/W2s7W2vaFhYV5FwUAAJiRaZ729pqqumaSN6S7/+e41tonZl4yAACANTTpaW9PS/d/PksWknw6ye9XVVprfzDrwgEAAKyVSWd+zhz7fNYsCwIAADBLk5729i/rWRAAAIBZmnTZ20dy9cverqa1dvuZlAgAAGAGJl32du91KwUAAMCMTbrs7byl91V14yRH9x/f11r78qwLBgAAsJZW/Z+fqvqVJO9Lcr8kv5LkvVV1/KwLBgAAsJZW/Z+fJH+S5Oilsz1VdaMkb0r3Z6cAAACbwqpnfpJcY+wyt69OORwAAMCGMc2Zn9dV1euTvKj/fP8kr51dkQAAANbequGntfaYqvrlJD/Wt9rRWnvFbIsFAACwtlYNP1X1yCQvbq29fB3KAwAAMBPT3LtzQJI3VNU7qur3+8deAwAAbCqrhp/W2l+01o5MclKSmyZ5W1W9aeYlAwAAWEO789S2Lyc5P93T3g6aTXEAAABmY5o/OT2xqs5I8uYk35/kd1prt591wQAAANbSNI+6vkWSR7TWPjTjsgAAAMzMNPf8PC7J/lX1kCSpqhtV1S1nXjIAAIA1NM1lb49P8tgkj+tbXTPJC2dZqPVWVduqasfi4uK8iwIAAMzINA88OC7JLya5NElaa19M9/jrLaO1trO1tn1hYWHeRQEAAGZkmvDzrdZaS9KSpKquN9siAQAArL1pws9LqupZSa5fVb+T5E1Jnj3bYgEAAKytVZ/21lr7u6r6mSTfSHKbJH/eWnvjzEsGAACwhqZ51HX6sPPGqrphuj85BQAA2FRWvOytqu5WVWdU1cur6k5V9dEkH01yQVXdc/2KCAAAsPcmnfk5NckfJ1lI8pYkP99ae09V/WCSFyV53TqUDwAAYE1MeuDBvq21N7TWXprk/Nbae5KktXbO+hQNAABg7UwKP1eNvL9srFubQVkAAABmZtJlb3eoqm8kqST79e/Tf77OzEsGAACwhlYMP621fdazIAAAALM0zZ+cAgAAbHrCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAj7zrsAAKs57OTXzLsIG8K5p9xr3kUAgE1ty535qapfrqp3VtWFVXV5VX26qv6uqhbmXTYAAGB+tuKZnxskeXuSf0jytSS3T/KEvvmz8ysWAAAwT1su/LTWnjPW6oyqujzJs6rqZq21L86jXAAAwHxtucveVnBh37zWXEsBAADMzbqEn6q6TVU9vKpeWFXnVNVVVdWq6vgphn1gVb2jqhar6pKqOrOqTqqqiWWvqn2q6jpVdZckf57kP1tr567RJAEAAJvMel32dkKSh+/uQFX19CQnJrk8yZuTXJnk2CSnJjm2qo5vrV21wuBfTbL0kIPXJXng7n4/AACwdazXZW8fTfKUJPdPcniSt602QFXdN13wOT/J7Vtr926tHZfkiCQfT3JckodNGMU9ktw9ye8mOTLJzqraZy+mAQAA2MTW5czP+EMIqmqawR7XNx/bWvvkyLguqKoTkpyR5OSqetpyZ39aax/q376rqs5Kcma6wPSy3Z4AAABg09uQDzyoqoOT3CXJt5K8dLx7a+1tSb6Q5CZJ7jbFKD+U5Kp0Z50AAIAB2pDhJ8md+ubZrbXLVujn/WP9TvIj6ab1M3tbMAAAYHPaqP/zc8u+ed6Efj431m+SpKpen+7hCGene1DCHZM8JsmHk7xyLQsJAABsHhs1/OzfNy+d0M8lffOAsfbvS/Jr2RWKzk3yzCT/0Fr71vhIqmp7ku1Jcsghh+xhcQEAgI1uo4afPdZa+7Mkf7Yb/e9IsiNJjjrqqDarcgEAAPO1Ue/5WTqrc70J/SydHbp4xmUBAAC2gI0afs7tm4dO6OcWY/0CAACsaKOGnw/2zSOrar8V+jl6rF8AAIAVbcjw01r7fJIPJLlWkvuNd6+qY5IcnOT8JO/e2++rqm1VtWNxcXFvRwUAAGxQGzL89J7UN59cVd/9c9KqOijJM/qPp7TWrtrbL2qt7WytbV9YWNjbUQEAABvUujztrarunF2BJUlu2zefWFWPXmrZWrvbyPuXVdVpSU5I8pGqelOSK5Mcm+TAdP/Zc+qMiw4AAGwR6/Wo6wOT3HWZ9kdMGqi1dmJVvTPJSUmOSbJPknOSPC/JaWtx1gcAABiGdQk/rbUzktQeDnt6ktPXtEAAAMDgbOR7fgAAANaM8BNPewMAgCEQfuJpbwAAMATCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCDwAAMAjCTzzqGgAAhkD4iUddAwDAEAg/AADAIAg/AADAIAg/AADAIAg/AADAIAg/AADAIAg/AADAIAg/8T8/AAAwBMJP/M8PAAAMgfADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvCTpKq2VdWOxcXFeRcFAACYEeEnSWttZ2tt+8LCwryLAgAAzIjwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwk6SqtlXVjsXFxXkXBQAAmBHhJ0lrbWdrbfvCwsK8iwIAAMyI8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8AMAAAyC8JOkqrZV1Y7FxcV5FwUAAJgR4SdJa21na237wsLCvIsCAADMiPADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMgvADAAAMwr7zLgAA7I7DTn7NvIuwIZx7yr3mXQSATUf4Adgk7PQDwN5x2RsAADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwg8AADAIwk+SqtpWVTsWFxfnXRQAAGBGhJ8krbWdrbXtCwsL8y4KAAAwI8IPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCMIPAAAwCFsu/FTV/arqlVX1+aq6tKo+XFUnVNWWm1YAAGB6+867ADPwqCTnJXlMkguS/GSS/5vkVn07AABggLZi+NnWWvvKyOe3VtX+SX6/qv60tXbFvAoGAADMz5a7FGws+Cz5YJLrJLnBOhcHAADYINYl/FTVbarq4VX1wqo6p6quqqpWVcdPMewDq+odVbVYVZdU1ZlVddJu3sPz40m+luTLezwRAADAprZel72dkOThuztQVT09yYlJLk/y5iRXJjk2yalJjq2q41trV60yjqOSPCTJX7TWvrO7ZQAAALaG9brs7aNJnpLk/kkOT/K21QaoqvumCz7nJ7l9a+3erbXjkhyR5ONJjkvysFXGcZMk/5HkfUmevDcTAAAAbG7rcuantfac0c9VNc1gj+ubj22tfXJkXBdU1QlJzkhyclU9bbmzP1W1kOS/knwzyS+21q7cw+IDAABbwIZ84EFVHZzkLkm+leSl491ba29L8oUkN0lyt2WGv06S/0xyUJJ7tta+OtMCAwAAG96GDD9J7tQ3z26tXbZCP+8f6zdJUlX7JnlJktsn+fnW2nmzKSIAALCZbNT/+bll35wUXD431u+SpyfZluSPkly3qkbPDH2stfaNtSkiAACwmWzU8LN/37x0Qj+X9M0Dxtr/XN/822WG+cl09wp9V1VtT7I9SQ455JDdKiQAALB5bNTws8daa4ftZv87kuxIkqOOOqrNokwAAMD8bdR7fpbO6lxvQj9LZ4cunnFZAACALWCjhp9z++ahE/q5xVi/AAAAK9qo4eeDffPIqtpvhX6OHusXAABgRRsy/LTWPp/kA0muleR+492r6pgkByc5P8m79/b7qmpbVe1YXFzc21EBAAAb1IYMP70n9c0nV9XhSy2r6qAkz+g/ntJau2pvv6i1trO1tn1hYWFvRwUAAGxQ6/K0t6q6c3YFliS5bd98YlU9eqlla+1uI+9fVlWnJTkhyUeq6k1JrkxybJIDk7wyyakzLjoAALBFrNejrg9Mctdl2h8xaaDW2olV9c4kJyU5Jsk+Sc5J8rwkp63FWR8AAGAY1iX8tNbOSFJ7OOzpSU5f0wIBAACDs5Hv+QEAAFgzwk887Q0AAIZA+ImnvQEAwBAIPwAAwCAIPwAAwCAIPwAAwCAIPwAAwCAIPwAAwCAIP/GoawAAGALhJx51DQAAQyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8xP/8AADAEAg/8T8/AAAwBMIPAAAwCMIPAAAwCMIPAAAwCPvOuwAAAHvqsJNfM+8ibAjnnnKveRcBNgVnfgAAgEEQfgAAgEEQfgAAgEEQfgAAgEEQfpJU1baq2rG4uDjvogAAADMi/CRpre1srW1fWFiYd1EAAIAZEX4AAIBBEH4AAIBBEH4AAIBB2HfeBQAAdt9hJ79m3kUA2HSc+QEAAAZB+AEAAAZB+AEAAAZB+AEAAAZB+AEAAAZB+ElSVduqasfi4uK8iwIAAMyI8JOktbaztbZ9YWFh3kUBAABmRPgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGQfhJUlXbqmrH4uLivIsCAADMiPCTpLW2s7W2fWFhYd5FAQAAZkT4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABkH4AQAABmHfeRdgI6iqbUm2HX744fMuCgAAe+iwk18z7yJsCOeecq95F2HDcuYnSWttZ2tt+8LCwryLAgAAzIjwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADILwAwAADMKWCz9VdXhVPbOqPlRV366qj867TAAAwPztO+8CzMCRSe6V5L3pwt2WC3gAAMDu24rBYGdr7RatteOTfGDehQEAADaGLRd+WmtXzbsMAADAxrMu4aeqblNVD6+qF1bVOVV1VVW1qjp+imEfWFXvqKrFqrqkqs6sqpOqassFNwAAYHbW656fE5I8fHcHqqqnJzkxyeVJ3pzkyiTHJjk1ybFVdbwzPQAAwDTW6+zJR5M8Jcn9kxye5G2rDVBV900XfM5PcvvW2r1ba8clOSLJx5Mcl+RhMysxAACwpazLmZ/W2nNGP1fVNIM9rm8+trX2yZFxXVBVJyQ5I8nJVfU0Z38AAIDVbMj7Zqrq4CR3SfKtJC8d795ae1uSLyS5SZK7rW/pAACAzWhDhp8kd+qbZ7fWLluhn/eP9QsAALCijfonp7fsm+dN6OdzY/0mSarqukl+of94aJIDR54q9/7W2qRxAgAAW9RGDT/7981LJ/RzSd88YKz9QfneS+WWPj8kyfNHO1TV9iTbk+SQQw7Z3XICAMzdYSe/Zt5FgE1ho4afPdZaOzfJVE9U6PvfkWRHkhx11FFtRsUCAADmbKPe87N0Vud6E/pZOjt08YzLAgAAbAEbNfyc2zcPndDPLcb6BQAAWNFGDT8f7JtHVtV+K/Rz9Fi/AAAAK9qQ4ae19vkkH0hyrST3G+9eVcckOTjJ+UnevbffV1XbqmrH4uLi3o4KAADYoDZk+Ok9qW8+uaoOX2pZVQcleUb/8ZTW2lV7+0WttZ2tte0LCwt7OyoAAGCDWpenvVXVnbMrsCTJbfvmE6vq0UstW2t3G3n/sqo6LckJST5SVW9KcmWSY5McmOSVSU6dcdEBAIAtYr0edX1gkrsu0/6ISQO11k6sqncmOSnJMUn2SXJOkuclOW0tzvoAAADDsC7hp7V2Rnbjv3fGhj09yelrWiAAAGBwNvI9PwAAAGtG+ImnvQEAwBAIP/G0NwAAGALhBwAAGAThBwAAGAThBwAAGAThBwAAGAThBwAAGAThJx51DQAAQyD8xKOuAQBgCIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEIQfAABgEISf+J8fAAAYAuEn/ucHAACGQPgBAAAGQfgBAAAGQfgBAAAGQfgBAAAGoVpr8y7DhlFVX0ly3pyLccMkF865DExPfW0u6mtzUV+bi/raXNTX5rIZ6+vQ1tqN5l2IccLPBlNVZ7bWjpp3OZiO+tpc1Nfmor42F/W1uaivzUV9rR2XvQEAAIMg/AAAAIMg/Gw8O+ZdAHaL+tpc1Nfmor42F/W1uaivzUV9rRH3/AAAAIPgzA8AADAIws8GUFUPrKp3VNViVV1SVWdW1UlVpX72QFVds6qOraq/7+flN6rqW1X1hap6WVXdY5Xh96g+quqeVfWGqvpaVX2zqj5aVX9SVddeZbi7VtUrqurLVXV5VX2yqv62qhZ2f+q3jqp6YlW1/vXoCf2przmpqv2q6o+q6v1V9fV+Pn62ql5aVXdfpv9r9HVzZl9Xi33dPWCK71rXet5qqurgqnpaVf2/qrpsZNl9ZlXdasJw1q8ZqKrbVNXDq+qFVXVOVV3Vb+uOn2LYTVEn/TS+sKq+WFVXVNV5VXVaVd10tWnciHa3zmov90X6cWyKut50Wmtec3wleXqSluSyJK9O8ook3+jbvTzJNeZdxs32SvLT/fxrSb7Uz9cXJ/nISPu/XMv6SPJHfT/fTvKmJC9N8uW+3buTXHeF4R7QD9OSvLMv53n9508mOWje83NOdXh0P1+u6ufFo9XXxnoluWU/zS3JF/t5/9Ik70tyZZI/Het/nySv6vtf7OvnNUku79v904TvWtd63mqvJHdKclE/3Z9P8sr+9b99u4uT/Oi85/uQ1q8kT82u36PR1/GrDLcp6iTJMUm+2fd3VpJ/T/Lx/vOXk/zAvOtg1nWWvdgX2Ux1vRlfcy/AkF9J7juyUhwx0v7GST7Wd3v4vMu52V5JfirJy5L8+DLd7j+ycv/kWtRHkqPS7aRfmuSuI+33T/K2frh/XGa4g/sfh+8kuc9I+337H4qW5BXznp9zqL9r9/P7C/3Gftnwo77mWkfXS/Kpfj4+Nsk+Y92/P2M7N0ke1c+js5PceKT9EUnO77vdZ5nvWtd63oqvJO/qp3dHkmuOtL9mkuf23f5nnvN9aOtXkt9O8rdJfiXJrZOckVXCz2apk3778KW++++Pdfu77ApENe96mGWdZQ/3RTZTXW/W19wLMORXkjP7Beo3lul2zMiC7+zP2s735/Tz9rlrUR/9xq0l+fNlhrtVvzG5Isn1x7ot/Qg8b5nhDkx3dLwlue2859k618+T++neluT5WTn8qK/51dGT+ml92pT975Pkgn6Yn1im+2/23d4373reaq8k18muo8w3Xab7TUe6X3ekvfVrfevpjKwefjZFnST5/b79W5YZbp90B05akl+Y93yfdZ2tMvyy+yKbqa4362vuBRjqK13Kbv1CuN8K/SxdkvA9lyN47dW8P6mfr6/f2/pIcq10R1hakluvMNw7++4PHGu/9ANw7ArDvbDv/sfznmfrWDd3TXc07N/6z8/PMuFHfc21jq6V5MJ+Wm855TA/1vf/+RW6XzfJt/p+bj7Pet5qr3Rnd67M6uHnkux6Aqz1a/3r6YxMPouwaeok3aVWLclDVxjur/vuO+Y932dZZ1MM/z37Iputrjfryw3183Onvnl2a+2yFfp5/1i/rI0j+uaXRtrtaX3cJt2O29daa5+edriqOjDdafPR7tN835ZVVddJ8i9Jvpbk4av0rr7m5y7pLmv7Qmvts1V156r6q6p6VlX9ZVX92DLDLM2TZedda+2b6S6HS5I7LjPcutTzVtRauzLJm/uPf1FV11zq1r//q/7jc1u/lxPr10a0mepk4vo+YbihWW5fJNlcdb0p7TvvAgzYLfvmeRP6+dxYv+ylqrpJkgf3H/9jpNOe1sctx7pNO9xhffPrrbVv7MZwW9nfpNt4/2pr7cJV+lVf8/N/+uYXqurv0t3LM+rPquqVSX6ttXZp327a+rpjlq+v9arnrerEJK9L8jtJfr6qzuzbH53k+9LdyP1HI/1bvzaeTVEn/Y70DVYp69DrctK+SLJJ6nozc+Znfvbvm5dO6OeSvnnAjMsyCFW1b7pTtwtJ3txa2znSeU/rY72H25Kq6keTPCLJK1trL55iEPU1P0s7NndKF3yemuTwdDvR90n3oIpfSvKMkWHU1xy11j6T5EeT/Fe6S2p+qX/dPN3N0+/ozxAtUV8bz2apk/1H3q807KDrcpV9kWTz1PWmJfwwJM9Mcmy6R73+2pzLQq+q9kt3b8830h2hZmNb+t24ZpIXttb+sLX26dba11tr/5lup7ol+fWquvVKI2H99AcXPpoupN4nyY361y+lC63/UVV/PrcCwrDYF5kz4Wd+llL09Sb0s5TGL55xWba8qvqnJA9N90jdY1tr54/1sqf1sd7DbUVPTHft8yNba+PXPq9Efc3P6PQ9e7xja+3M9I+xTfdUokR9zU1VXT/df/ockOSerbX/bK1d2L9eleSe6f5H5M+qaukeBPW18WyWOrlk5P1Kww62LqfYF0k2T11vWsLP/JzbNw+d0M8txvplD1TV3yf5gyRfSbex+eQyvZ3bN3e3PpbeH7Kbwy1dy3v9/hrpaYfbio5L978Ev1lVZ4y+0u2YJckJfbvn9J/P7Zvqa/19doX3y/Vzk755bt/c0/par3reiu6V7izPe/rL366mtfapJO9Ndw/wPfrW5/ZN69fGcW7f3NB10t8zclH/caWyDrIup9wXSTZJXW9mws/8fLBvHtlf9rOco8f6ZTdV1d8meWSSryb56dbax1bodU/r45x0R01vMOESnx8eH661tphk6WksR3/PECsMt4VdI91ZgvHXjfvut+o/H9V/Vl/zMzp9379CPzfsm0tHFD/QN5edd1V13SS3W2b861rPW9TSjtDihH6+3jeX7ueyfm08m6lOJq7vE4bbsnZjXyTZXHW9KQk/c9Ja+3y6DcS1ktxvvHtVHZPuxtTzk7x7fUu3NVTVKUkek+4o1M+01j68Ur97Wh+ttW+lu4k4SR60zHC3SvIj6f7D5DVjnV81YbgD0/3JZ5K8YqVybwWttcNaa7XcK92jr5PkMX27O/bDqK85aa19Id2ZgqS7bv1qqur7kty5/7j0VLF3pzvaeXBV/cQyo71funuI3t+Pf+m75lHPW80X++ZdRh9zvaRvd5f+42cT69dGtMnqZNJw+yT51RWG25J2Z18k2XR1vTnN+4+GhvxKcnx2/Uvv4SPtD0r3nxctycPnXc7N+MquP1G7KMldZlkf6Y6UXJXuSSk/PNJ+/+z6E7R/XGa4WyT5Zrp/XP7Fkfb7JnlRP9wr5j0v51yPz88yf3KqvuZeL9v66f1qkqNG2l8nyb/33c5M/6eZfbdH9+3PTnLQSPsj+jpsSe4z73reaq9+Pi398eGpSa490u3aSU7ru30tycK85vvQ169M8YeZm6VO+vEurdMnjXV7St/+A6Pbh834mrLOdntfZDPV9WZ9zb0AQ3+lexxsS3eqcmeSl6e7PKGlS9j7zLuMm+2V5Bf7+dfS/THX81d4nbxW9ZHuPzJakm8neUOSlyS5oG/3niTXXWG4B/TDXJXk7el2HM/th/tkRnYSh/jKhPCjvuZeN3/XT/e3+nnxinSPuW7p/n38iLH+90nyn333xb6udvZ115L83wnfta71vNVeSX6znwetr6Od/euLfbvLk/zSvOf7kNavdGdH3zPy+kY/nZ8Ybb9Z6yTdZcrfzK4DIS9K91j1lu4s8G3mXQezrrPsxb7IZqrrzfiaewG8WpI8MMl/9yvSpemelHRSkmvMu2yb8ZXuj8PaFK8z1rI+0t2c/8Z0R3guS3d05k8ycqR1heHumu5pTF9JckWSTyX524wchR3qK6uEH/U19/r55SRv6efhFf0P5N8nudEK/V8jye/3dXRpX2fvTPLAKb5rXet5q73S7bi9IN2lbZf3r08neU6S226U+T6U9SvdwyVW/Z3azHWS7k+r/y3d5VlXpPujzGcmuem85/961Fn2cl9kM9X1ZntVP7EAAABbmgceAAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAgyD8AAAAg/D/ARRhtSOXgEHHAAAAAElFTkSuQmCC",
      "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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q8vnqsTOl7OeIijadSHY/dJA9P8r3w7+RBUdllY/rIfIvqj/NP4h/SPZL9MX57gGynoJKizj4Zbt6f/n/tb6Mk1LaRRagPIYsUJ2oXd/M3/R2kf36/lCy7vXxzjuQ30eTtbmWRp4r5F/UruPgG/JzqP1l4jjyX8cqHqcv59vL7su/jFc6huyL4dvzYAKAiHhERHyhPHGZ7Mtiva/1evRT+4O1ofupgfbUdZ6IWBAR/xYRP8/vh28Cx5S/eEbE0yPi+xHxq/w+fwZ1vubyD+HB/IP87WQ9IRMFY/XeN6cAJ1a9d/0tcEJF+er7an5EtKeU7gBeSfaB/MuI+I+IOLHiuJ+rOOaPyL4ITXTcep8TffmHdb11xztPPe/b42qx19tCsudUTSmlL6WUnkn2w93vkf0KPm7Cjoh4fkRsrri9j6nRxvHU85wcr50DKaVN+Ze9e4GXA78TeQKNwzTRe/lAxfXqffUcq/KzquHPuYj42ziYXOJfq0+aUrqdbNju+yq2TfTeMpXP1MO5f+r+nJzkfadaPd9Jqt8byZ87ldu6yV6v7Yz9DlP5/1OAs6uet5eSDbcer/xEz/OTyDo5xtPo+2f19+vK/9e6jZXfP+u5jVNqV0sEVBHRRRapnpe/Md9DNjzpzIio+UthSum/Ukq/TfaBcxtZNA1Zd2G1K8mGOJyUUjqa7FeRqFGull+QPZnKTq6zXtndZA88ABFxFFlX+pQntedvNO8l+1J3enlzVbHtwL+nlI6p+DsqpXTZVM9X5X6yX2NPqdh2MmNvx4/Iul+/FBGVv9JOdP8/l+xD8alkw5ZOzbfX+/gszX91rWzT3WT3wzDZEIvy/bAopXRGRdlaz5WJpIp2bQMeVvXheCYHJzNvY+yv3GcC91b9qnNAZNn2/ois926qvaDV7ao+b2WbllfdX8tpXrKXTwPPiYgnkg33+lqNMveTfUicUfE4HZ1Sqnzjq/U49ZP9QvXRiFhVsf39ZO8HD89/Bf1b6n8u1fN82Er2y+pc9yqynpKz8/vh3Hx7RJYZawPZPJoTUkrHkI2lr/d+qlb5/Dsc28l+oa1871qYUqqrlyb/5bs80iGR9eyXj/v0quPOT3Mrschk79v1PDdb5fX2aLJewokrZz90fZVsGOljah0z77H7IFkw05M/12+ZQhsP6zlZ3eT8cjq+t415n8+/V5wGbEsp9ZN9bxnvc2DCYzH2s6rhz7mU0tvSweQSfz7Oudvzdo9nss+28T5TD+f+GbduzQaO/75T67vZZN9J6nUf2fDA3optld9TtwPfqHredqeUKpckSFXlJ3qeb2fix2k8k71v/WKC21C+jeN9/67nNk5JSwRUZFnJRsmChBX536PJhso8v7pwRJwQEb+XP9GHyX5RKOW77wV6Y2zmsoXAr1JKQxHxBCYeSljtM8BrI2JxRPSSzbmZyL1k40/LPg28KLJ01Z1kv+DdmLLhEbXKjxERr4yI34qIrohoj2y430KyJA+16n8SeGZEPC3v/Zmf1++tPvZUpKwL+jPAWyNiYf5B9df5+SrLfZrsQ/UrEVF+AU50/y8kewz7yH45fdsUm3Y88IqI6IiIZ5M9b76YsmxR1wPviohFEVGIiNMiyxJVl/xX/BPy/z+KbA7Vxvx2/hjYDPxDfh8/iyw42ZBX/wTwxxFxemRDFv6ObExvrfPMJ7sf/5YsIF0aES8dp+wZ+XOpLSK6yXqzdpIFs+Xz/nVELM1/KXtVxXm/TvY6e0VkaWNfnm+/od77ZIq+SPYh8ybgP1M2tGCMfNsHgX+MiOMB8rY/bbKDpyzj4qXAZ/PnFWTPpweAgfwxm8qba633jmpf5NAhTXPRQrIvzrsi4ljgHyr2zSMbpnIfMBIRTycbyjWpiDg5sjUB5+XP+1eT/dr/nWlo8/+Q/bK9Ln+/a4uIx0TEWXW065ER8ZT8PXaIg8kGIPsB5635exYRcVxE/N40tHc6Tfa+PeHnRK5VXm/nkQ1fPUT+uf8H+edx5O04j2yOXPmYlffTURycq0NEvIiDwVc9Duc5eXb+vCxERA/ZD2VfL/fwRZZW++sT1G/PPxvagPJzojxM9XNkUx7W5GX+HtiaUrot3/8J4O/y++lRZImxPjbOqcb9rJrOz7n8Nv1JxfPudLIpEF/Nr0/23jKVcx3O/TNZ3crbM9H7zr3AqRFRyO/Lw/5OUpZ/H/ss8IbIRiM8irHflb8APCIi/jD/btQREWfF+CObJnuefwh4c0Q8PH/dLc+f05OZ7DP1M2Tfjx8dEQvIvmONdxtPZ+yotanexkm1SkD1ArJxlHellO4p/5FNfrw0Dk3dWiD7Mn83WXaP8zj4Rn4D2S8J90REefjgS4E3RcQeshfHZ6bQtjeSdTP+lOzF8O+TlH8D8PHIuiAvSSl9hexJsoEsGj+NsWNmx5Svcbx9ZF+a7yH7dfFlZJMjy2uKvJ3sjWFXRPxNyuZ5/R7Zl/P7yKL4VzM9z5W/IJsfcidZAoorqZHSNaX0cbIP9Rsimys20f3/CbL7dyfZpPrvMzU3kqU/vZ9sOOTFFb9YPZ/sy+OtZL+wXk2dQ2hy5wNbI2Iv2ZeVzzI24PsDsqQP/WTJSy5OB+cWfBlYT/Yr8V35baz8Ulvp7cD2lNL7Uzbn4XnAWyLi4TXKnkA2tvoBssfhVLIEFsV8/7+RTTL/Idkvsdfl20jZMMyLyO6XXWQ9YheliuGZ0ym/LZ8l6328coKi68iSX3w/smFDX2HieSiV5/hvstvx+Yh4HFkWsOeSDc/4IFNLd1vrvaPa54FHxfjDOuaKfyJLKHA/2Wvqy+UdKRse9gqy12E/2f11bZ3HXUjWK9FP9pq9gKz3p2bP61TkH6AXkv2g9tO87R8i67meTCfZa/B+svfK48m+rEE2yfxa4Pr8Pej7wNmH297pVMf79j+Tzfvqj4iaPdit8HqLiF8j+2H1mnHq9JN9+b2d7D3wk8A7Ukrl4Y0fJpvPsisirknZ3JJ3kWUivJdsrkjdwf9hPicfRva620P2XjxMNhSz7KRJ2vJ3ZF/QX0P2mTCYbyP/nFlD9pnXT/Z8rvxe8Q9kQ7R+DnyD7D76MhwIXAYiW4Orns+q6fqcgywJwg8rPlO/SPach0neWyY7V0Rsi4hLD/f+qaNupYned67KL/siorzUzeF+J6n0crLnYTkb56fJnmPl9/jfydtdTmBVTjRziDqe51eQfV5cT/a6+zDZ58tkJvxMTSl9ieyHhq+Rvyflu8pzP19ONkzvHrKA96MVdad0G+tRTq8rPehExAvJMl89abbbogePiHgxWSahV852W6RWEhHvIkt8875JCx/hImIzWWr/w/4xQoqIy4GHpJRq5h44EuS9S7eQZe8cmaz8dKvuuZEkNVFK6QOz3QapFaWUXjXbbZgpKaUVs90GHbnyYX7zyEajnEW25uS4yVnmqnwY6RfJpnxcTpbleMaDKZihIX8R0RsR746I/4uIwYgYiojbI+JfI2Ki+T/PjYhvRcTuvIt5U0S8rDymdIJ6F0TE9ZFloNoXEbdExOvycaoT1Ts7Ij4XEb+saOP6qD8FtyRJkjSXLSQb4ruXbKjtu8jneB9h/oxs+ZufkM3xbjipxOFq+pC/iHgs2TjIY8gWp7sp37WSLGX2ANniX9+tqvdesrkzQ2STDotkc1IWkk36u7jWpNmIWEsWpY6STaLvJ5sjdRzZ+MrzU76+UVW955CNI20jG5e8k2zBwZPJxmauSlnef0mSJEkCZiag+i7wRLIJpy8rT36PiA6y7El/RJYBpTLN5BqyyXb3AOembL2B8sJmXyPLxPbKlNI/V51rJVm2kUHgKSmlG/Pt3WST688lW8T1r6rq9QI/JpuM9v9SShvz7e1kk1Z/H7gmpfSs6bpfJEmSJB35mhpQ5Skjyyuln5infazc/2tk2TUAjir3HEXEJrKVwV+QUvpEVZ3zyHqe7gGWVvZSRcTVHFz9+U1V9R5GltlnhGztlF0V+95Jlh76oymlP6qqt4gsY9IisrU3bp3i3SBJkiSpRTU7KcUoWQAz2Xn2kgdeeW/R44H9HEwbeUBK6RsRsZNsuOA5wHfzevOAp+fFDlnhPaV0Z0R8jyzt5jMYmxb2ognqPRARnydbP+MisnSVE1qyZEk69dRTJysmSZIkaRw33XTT/Sml42a7HZNpakCVUipGxFeBpwFvjIjqIX9vzot+OB3sKntsfrktpTRIbT8gC6geSx5Qka2DsYBsAdifTFBvVV7vyrwdizi4gvMPJqh3aUXbJnTqqaeyadOmeopKkiRJqiEifj7bbajHTKRNfynZ4nR/Cjw9H84HWZrGxWQLSK6tKP/Q/HKiO/CuqrKV/7+L8dWqd2p+uSul9MAU6kmSJEl6kGt6QJUPtfsN4BNkQ/J6K3ZvAr5V7rXKdeeXeyc47EB+uXAW60mSJEl6kGv6OlR5MHULsAz4PbL05ceRzUdaDGyIiL9vdjuaLSJenK+Ttem+++6b7eZIkiRJmgFNDagi4hjgGrKenQtSStemlO7P/zYCF5Alo3h9RDw8r1buDTpqgkOXe5X2VGyb6XpjpJQ+kFJamVJaedxxc37unCRJkqRp0Oweqt8lX1A3pXRn9c6U0h3AjWRDD38r3/yz/PKUCY57UlXZyv+fPMV65blax+QJKuqtJ0mSJOlBrtkBVTm42T1BmV355bH55f/ml2dERNc4dc6qKgtwG1lv17ERcdqhVQB4QnW9lNJuoJwV8KxDaoxTT5IkSZKaHVCVF+19fJ4mfYx82+Pzqz8FSCltB24G5gHPrlHnPLLEFvcA3ytvTyntB76UX720Rr2HAU8kW9/quqrdGyeotwh4Zn71c9X7JUmSJD14NTug+hKwj6yn6h8jorO8I///v5ANp+sH/qui3tvzy8sjYllFneOB9+VXL0splarOdxmQgHUR8YSKet3AR8hu7/tSSruq6v0TWe/WCyJidUW9duDfgEXANSmlSRf1lSRJkvTgEQfX023SCSJeAHwYaCPrsbo53/V44NeAYeAPUkrXVNV7H/ASYAj4ClAEzicPboCLU0qjNc63FrgcGAVuIBtSeB5wPNl8raeklPbVqPcc4N/Jgq5v5209h2wu1x3AqpTSL+u5zStXrkwu7CtJkiQ1LiJuSimtnO12TKbpadNTSh8nm4P072TD7X47/xskC7QeVx1M5fVeSjYE72aygOhpZIHNy4E1tYKpvN56svWuvkY2J+qZwP3A3wHn1Qqm8nqfBlYB1wKPBp4FjADvAFbWG0xJkiRJevBoeg/Vg5E9VJIkSdLhsYdKkiRJklqcAZUkSZIkNciASpIkSZIaZEAlSZIkSQ0yoJIkSZKkBhlQSZIkSVKDDKgkSZIkqUEGVJIkSZLUIAMqSZIkSWqQAZUkSZIkNciASpIkSZIaZEAlSZIkSQ0yoJIkSZKkBhlQSZIkSVKDDKgkSZIkqUEGVJIkSZLUIAOqFtQ3MMyW7bvoGxie7aZIkiRJLa19thug6bVx807WbdhKR6FAsVRi/ZrlrF6xdLabJUmSJLUke6haSN/AMOs2bGWoWGLP8AhDxRJrN2y1p0qSJElqEgOqFrKjf5COwtiHtKNQYEf/4Cy1SJIkSWptBlQtpHdxF8VSacy2YqlE7+KuWWqRJEmS1NoMqFpIT3cn69csZ35HgYWd7czvKLB+zXJ6ujtnu2mSJElSSzIpRYtZvWIpq5YtYUf/IL2LuwymJEmSpCYyoGpBPd2dBlKSJEnSDHDInyRJkiQ1yIBKkiRJkhpkQCVJkiRJDTKgkiRJkqQGGVBJkiRJUoMMqCRJkiSpQQZUkiRJktQgAypJkiRJapABlSRJkiQ1yIBKkiRJkhpkQCVJkiRJDTKgkiRJkqQGGVBJkiRJUoMMqCRJkiSpQQZUkiRJktQgAypJkiRJapABlSRJkiQ1yIBKkiRJkhpkQNWC+gaG2bJ9F30Dw7PdFEmSJKmltc92AzS9Nm7eyboNW+koFCiWSqxfs5zVK5bOdrMkSZKklmQPVQvpGxhm3YatDBVL7BkeYahYYu2GrfZUSZIkSU1iQNVCdvQP0lEY+5B2FArs6B+cpRZJkiRJrc2AqoX0Lu6iWCqN2VYslehd3DVLLZIkSZJamwFVC+np7mT9muXM7yiwsLOd+R0F1q9ZTk9352w3TZIkSWpJJqVoMatXLGXVsiXs6B+kd3GXwZQkSZLURAZULainu9NASpIkSZoBDvmTJEmSpAYZUEmSJElSgwyoJEmSJKlBBlSSJEmS1CADKkmSJElqkAGVJEmSJDXIgEqSJEmSGmRAJUmSJEkNMqCSJEmSpAYZULWovoFhtmzfRd/A8Gw3RZIkSWpZ7bPdAE2/jZt3sm7DVjoKBYqlEuvXLGf1iqWz3SxJkiSp5dhD1WL6BoZZt2ErQ8USe4ZHGCqWWLthqz1VkiRJUhMYULWYHf2DdBTGPqwdhQI7+gdnqUWSJElS6zKgajG9i7solkpjthVLJXoXd81SiyRJkqTWZUDVYnq6O1m/ZjnzOwos7GxnfkeB9WuW09PdOdtNkyRJklqOSSla0OoVS1m1bAk7+gfpXdxlMCVJkiQ1iQFVi+rp7jSQkiRJkpqsqUP+IuK3IiLV+XdyjfrPjYhvRcTuiBiIiE0R8bKImLDdEXFBRFwfEb+KiH0RcUtEvC4iJowwIuLsiPhcRPwyIoYi4vaIWB8RRx/ufSFJkiSp9TS7h+oe4OMT7H8C8GjgJ8D2yh0R8V7gpcAQ8FWgCJwPvAc4PyIuTimNzb6Q1VsLXA6MAl8H+oHzgLcAF0bE+SmlfTXqPQf4d6AN+A6wEzgHeDXwrIhYlVL6Zd23XJIkSVLLa2pAlVK6DXjhePsj4tb8vx9JKaWK7WvIgql7gHNTSrfn208AvgY8C/gL4J+rjrcSuAzYBzwlpXRjvr0buA44F3gr8FdV9XqBDwMBXJRS2phvbwc+Cfw+8G/5eSVJkiQJmMUsfxHxRLLeqVHgY1W7X5tfrisHUwAppXuBl+RXX1Nj6N9ryIKiy8vBVF5vAHgRUAJeGhHHVNV7JdAFfLwcTOX1RoAXAw8AF0XE6VO7lZIkSZJa2WymTf+j/PLLKaW7yxvz3qLHA/uBq6orpZS+QTYc7yFkQ/LK9eYBT8+vfqpGvTuB7wHzgGdU7b5ognoPAJ+vKidJkiRJsxNQRcQCsmF0kA21q/TY/HJbSmlwnEP8oKoswCOBBcCvUko/qbdeRCwCTqvaX8/5JEmSJD3IzVYP1bOBhcAvgS9U7XtofvnzCerfVVW28v93Mb5a9U7NL3flvVH11pMkSZL0IDdbAVV5uN8nUkrFqn3d+eXeCeoP5JcLZ7HenNc3MMyW7bvoGxie7aZIkiRJLWnGF/aNiGVk2fYAPjLT52+WiHgxWQILTj75kCW1ZtzGzTtZt2ErHYUCxVKJ9WuWs3rF0tluliRJktRSZqOHqtw79b2U0o9q7C/3Bh01wTHKvUp7ZrHeGCmlD6SUVqaUVh533HETHKr5+gaGWXv1VoaKJfYMjzBULLF2w1Z7qiRJkqRpNqMBVUS0Ac/Pr1Ynoyj7WX55ygSHOqmqbOX/J+oeqlWvPFfrmDxBRb315qxP3XgXwyNj1zzuKBTY0T9ejg9JkiRJjZjpHqqnAUvJeoX+c5wy/5tfnhERXeOUOauqLMBtwCBwbEScdmgVAJ5QXS+ltBsoZwU865Aa49Sbq/oGhnnv124/ZPv+0RK9i8e7OyVJkiQ1YqYDqj/OLz+TL7Z7iJTSduBmsvWinl29PyLOA3qBe8jWlSrX2w98Kb96aY16DwOeSLa+1XVVu8uL+daqtwh4Zn71c7XaPJfs6B9kXlvbIdtf/uRl9HR3zkKLJEmSpNY1YwFVRCzhYGAy3nC/srfnl5fnSSzKxzgeeF9+9bKUUqmq3mVAAtZFxBMq6nWTJcAoAO9LKe2qqvdPZL1bL4iI1RX12oF/AxYB16SUbp2k3bOud3EXxdLYu6WzPXju2bOfKEOSJElqNTPZQ/WHQAdwW0rpuxMVTCldDbwfeAjww4j4fER8FrgdOB24BnhPjXo/AF5DtsDvdyPi+oj4DNmQvvOAG4HX1ai3naz3LAHXRMQ3I+I/gDuAP8gv/6yRGz3Tero7Wb9mOfM7CizsbGd+R4F3XHymvVOSJElSE0RKaWZOFLEV+HVgbUrpHXXWeS7wsrxeG9k8qY8A76/RO1VZ7wLgVcBKYD5wJ3Al8M6U0rip7iLibOC1wCqyXqntwGeBt+ZzreqycuXKtGnTpnqLN0XfwDA7+gfpXdxlMCVJkqQjTkTclFJaOdvtmMyMBVQPJnMhoJIkSZKOZEdKQDUb61CpyfoGhtmyfZfrTkmSJElN1j7bDdD02rh5J+s2bKWjUKBYKrF+zXJWr1g6282SJEmSWpI9VC2kb2CYdRu2MlQssWd4hKFiibUbttpTJUmSJDWJAVUL2dE/SEdh7EPaUSiwo39wllokSZIktTYDqhZSaw2qYqlE7+KuWWqRJEmS1NoMqFpIrTWo1q9Zbtp0SZIkqUlMStFiVq9YyqplS1yDSpIkSZoBBlQtqKe700BKkiRJmgEO+ZMkSZKkBhlQSZIkSVKDDKgkSZIkqUEGVJIkSZLUIJNStKC+gWG23b0bCM44cZEJKiRJkqQmMaBqMRs37+RvrtpCcTQB0F6AKy5ZweoVS2e5ZZIkSVLrcchfC+kbGGbt1VsPBFMAIyV49dVb6BsYnsWWSZIkSa3JgKqF7OgfpK0Qh2xviwI7+gdnoUWSJElSazOgaiG9i7sYLaVDto+mEr2Lu2ahRZIkSVJrM6BqIT3dnbzj4uV0tB3spWovwDsuPtPEFJIkSVITmJSixaxesZRVy5aY5U+SJEmaAQZULainu5NzH3H8bDdDkiRJankO+ZMkSZKkBhlQSZIkSVKDDKgkSZIkqUEGVJIkSZLUIAMqSZIkSWqQAVWL6hsYZsv2XfQNDM92UyRJkqSWZdr0FrRx807WbdhKR6FAsVRi/ZrlrF6xdLabJUmSJLUce6haTN/AMOs2bGWoWGLP8AhDxRJrN2y1p0qSJElqAgOqFrOjf5COwtiHtaNQYEf/4Cy1SJIkSWpdBlQtpndxF8VSacy2YqlE7+KuWWqRJEmS1LoMqFpMT3cn69csZ35HgYWd7czvKLB+zXJ6ujtnu2mSJElSyzEpRQtavWIpq5YtYUf/IL2LuwymJEmSpCYxoGpRPd2dBlKSJElSkznkrwW5BpUkSZI0M+yhajGuQSVJkiTNHHuoWohrUEmSJEkzy4CqhbgGlSRJkjSzDKhaiGtQSZIkSTPLgKqF9HR3csnK3jHbLlnZa7Y/SZIkqUkMqFpI38Awn9m0Y8y2z2za4RwqSZIkqUkMqFqIc6gkSZKkmWVA1UKcQyVJkiTNLAOqFtLT3cn6NcuZ31FgYWc78zsKrF+z3DlUkiRJUpO4sG+LWb1iKauWLWFH/yC9i7sMpiRJkqQmMqBqQT3dnQZSkiRJ0gxwyJ8kSZIkNciASpIkSZIaZEAlSZIkSQ0yoGpBfQPDbNm+ywV9JUmSpCYzKUWL2bh5J+s2bKWjUKBYKrF+zXJWr1g6282SJEmSWpI9VC2kb2CYdRu2MlQssWd4hKFiibUbttpTJUmSJDWJAVUL2dE/SEdh7EPaUSiwo39wllokSZIktTYDqhbSu7iLYqk0ZluxVKJ3cdcstUiSJElqbQZULaSnu5P1a5Yzv6PAws525ncUWL9muYv8SpIkSU1iUooWs3rFUlYtW8KO/kF6F3cZTEmSJElNZEDVgnq6Ow2kJEmSpBngkD9JkiRJapABlSRJkiQ1yIBKkiRJkhpkQCVJkiRJDTKgkiRJkqQGGVBJkiRJUoMMqCRJkiSpQQZUkiRJktQgA6oW1DcwzJbtu+gbGJ7tpkiSJEktrX22G6DptXHzTtZt2EpHoUCxVGL9muWsXrF0tpslSZIktSR7qFpI38Aw6zZsZahYYs/wCEPFEms3bLWnSpIkSWqSGQuoIqIrItZGxA8iYldE7IuIn0bEVRGxqkb5QkS8LCI2RcRAROyOiG9FxHPqONdz87K787qb8mNNeHsj4oKIuD4ifpW375aIeF1EdB7ObZ8pO/oH6SiMvYkdhQI7+gdnqUWSJElSa5uRIX8R8VDgemAZ8Avga8AIcApwEbAF+E5F+Tbgs8Bq4IG8bidwPnBlRJyTUvrLcc71XuClwBDwVaCY13sPcH5EXJxSKtWotxa4HBgFvg70A+cBbwEujIjzU0r7Dud+aLbexV0US2NvWrFUondx1yy1SJIkSWptTe+hioijgP8GTgNeA5yUUnpWSunZKaUnAA8BPlNV7ZVkwdStwCNSSv8vpfS7wK8D9wKviIjfq3GuNWTB1D3A8pTShSmlZwEPB34EPAv4ixr1VgKXAfuAVSmlp6aUng08DPgmcA7w1sO7J5qvp7uTS1b2jtl2ycpeerqPiA42SZIk6YgzE0P+/o4smHpvSunylNJo5c6UUl9K6cfl63nv1Nr86ktSSvdWlL0dWJdffV2Nc702v1yXly3Xuxd4SX71NTWG/r0GCODylNKNFfUGgBcBJeClEXFMHbd31vQNDPPp/9k+Ztun/2e7c6gkSZKkJmlqQBUR84A/za9eUWe1JwLHAztSSt+ssf8qsmF8Z0XEgfR1EdELPB7Yn5cZI6X0DWAnWY/YOVVtfHp+9VM16t0JfA+YBzyjztswK7bdvZviaBqzrTia2Hb37llqkSRJktTamt1D9XigB9iZUvppRDwuIt4cEf8WEW+KiCfVqPPY/PIHtQ6Yz2Pall9dUaPetpTSeFkYflBVFuCRwALgVymln0yh3hwUU9wuSZIk6XA0OynFr+eXOyPincCrqva/PiKuAZ6XUtqbb3tofvnzCY57F1kw9dCKbfXWqyxb+f+7GF+tenPOGScuor0AIxV5KdoL2XZJkiRJ06/ZPVTH5pePJQum/oks099i4PfIhuBdBLyvok53frmX8Q3klwtnsd6c09PdyRWXrKCzPVjQ0UZne3DFJStMSiFJkiQ1SbN7qMoBWwfwyZTSX1XsuzYi7gb+B/jDiHjTBEPu5ryIeDHwYoCTTz551tqxesVSVi1bwo7+QXoXdxlMSZIkSU3U7B6qPRX//2D1zpTSJuAmskk+5+Wby71BR01w3HKvUuXxZ7reGCmlD6SUVqaUVh533HETHKr5ero7OfOkYwymJEmSpCZrdkD103H+X6vMQ/LLn+WXp0xw3JOqyk5HvYm6lWrVkyRJkvQg1+yA6n8r/t8zTpkl+WW5p+jm/PKsWoUjYgHwmBrHL///jIjoGudcZ1WVBbgNGASOjYjTxqn3hBr1JEmSJD3INTWgSintBMoL5Z5fvT8iFgOPy69uyi+/B9wH9EbEuTUO+2yyOVk/yI9fPtd2smBsXl6m+lznAb3APfk5yvX2A1/Kr15ao97DyNbG2g9cN85NlSRJkvQg1OweKoC35pd/GxEryxsjYj7wfuBosnlU3wNIKY0C6/Ni74+I4yvqPBy4rOq4ld6eX14eEcsq6h3PwUyCl6WUSlX1LgMSsC4inlBRrxv4CNn99L6U0q56brAkSZKkB4dIKTX/JAfXoCoC3wf6yIbRnUiWOv3JKaXbK8q3AZ8Dngk8AHyVrFfqqcB84N0ppVeMc673AS8BhoCv5Oc8H1gEXANcnAdt1fXWApcDo8ANwC6yRBnHk/WyPSVfVHhSK1euTJs2bZq8oCRJkqSaIuKmlNLKyUvOrhkJqAAi4v8BLydbk2oB2WK515L1GN1Xo3wBeCnwIuBRZIHOVrKeoisnOddzgZeRLSzcRjZP6iPA+2v0TlXWu4As8FtJFrjdCVwJvDOlNFzvbTWgkiRJkg6PAdWDmAGVJEmSdHiOlIBqJuZQSZIkSVJLMqCSJEmSpAYZUEmSJElSgwyoJEmSJKlBBlSSJEmS1KD22W6Apl/fwDA7+gc5al4be/eP0ru4i57uztluliRJktRyDKhazMbNO1m3YSsAQ8USnW1BFIL1a5azesXSWW6dJEmS1Foc8tdC+gaGWbdhK0PFEkPFbP3i4dHEULHE2g1b6Ruoe21iSZIkSXUwoGohO/oH6SjUfkg7CgV29A/OcIskSZKk1mZA1UJ6F3dRLJVq7iuWSvQu7prhFkmSJEmtzYCqhfR0d7J+zXLmdxSY35E9tJ1twfyOAuvXLDcxhSRJkjTNTErRYlavWMrpv7aIzdt3cWrPAjra28zyJ0mSJDWJAVWL2bh5J2uv3kpbIRgtJd5x8XLOPOmY2W6WJEmS1JIc8tdC+gaG+ZurtjA8UmLf/lGGR0q86qotZveTJEmSmsSAqoVsu3s3xdE0ZltxNLHt7t2z1CJJkiSptRlQtZSY4nZJkiRJh8OAqoWcceIi2qse0fZCtl2SJEnS9DOgaiE93Z1ccckKOtuDBR1tdLYHV1yywgx/kiRJUpOY5a/FrF6xlFXLlrCjf9B06ZIkSVKTGVC1oJ7uTgMpSZIkaQY45E+SJEmSGmRA1aL6BobZsn2Xa1BJkiRJTeSQvxa0cfNO1m3YSkehQLFUYv2a5axesXS2myVJkiS1HHuoWkzfwDDrNmxlqFhiz/AIQ8USazdstadKkiRJagIDqhazo3+QjsLYh7WjUGBH/+AstUiSJElqXQZULaZ3cRfFUmnMtmKpRO/irllqkSRJktS6DKhaTE93J5es7B2z7ZKVvaZRlyRJkprAgKrF9A0M85lNO8Zs+8ymHc6hkiRJkprAgKrFOIdKkiRJmjkGVC3GOVSSJEnSzDGgajE93Z2sX7Oc+R0FFna2M7+jwPo1y51DJUmSJDWBC/u2oNUrlrJq2RJ29A/Su7jLYEqSJElqEgOqFtXT3WkgJUmSJDWZQ/4kSZIkqUEGVJIkSZLUIAMqSZIkSWqQAZUkSZIkNciASpIkSZIaZEAlSZIkSQ0yoJIkSZKkBhlQSZIkSVKDDKgkSZIkqUEGVJIkSZLUIAMqSZIkSWqQAZUkSZIkNciAqsX1DQyzZfsu+gaGZ7spkiRJUstpn+0GqHk2bt7Jug1b6SgUKJZKrF+znNUrls52syRJkqSWYQ9Vi+obGGbdhq0MFUvsGR5hqFhi7Yat9lRJkiRJ08iAqkXt6B+kozD24e0oFNjRPzhLLZIkSZJajwFVi+pd3EWxVBqzrVgq0bu4a5ZaJEmSJLUeA6oW1dPdyfo1y5nfUWBhZzvzOwqsX7Ocnu7O2W6aJEmS1DJMStHCVq9YyqplS9jRP0jv4i6DKUmSJGmaGVC1uJ7uTgMpSZIkqUkc8idJkiRJDTKgkiRJkqQGGVBJkiRJUoMMqFpQ38AwW7bvchFfSZIkqclMStFiNm7eydqrt9JWCEZLiXdcvJzVK5bOdrMkSZKklmQPVQvpGxjmb67awvBIiX37RxkeKfGqq7bYUyVJkiQ1iQFVC9l2926Ko2nMtuJoYtvdu2epRZIkSVJrM6BqKTHF7ZIkSZIOhwFVCznjxEW0Vz2i7YVsuyRJkqTpZ0DVQnq6O7nikhV0tgcLOtrobA+uuGQFPd2ds900SZIkqSWZ5a/FrF6xlFXLlrCjf5DexV30dHfSNzA85rokSZKk6WFA1YJ6ujsPBE4bN+9k3YatdBQKFEsl1q8xjbokSZI0XRzy18L6BoZZt2ErQ8USe4ZHGCqWWLthq2nUJUmSpGliQNXCdvQP0lEY+xB3FArs6B+cpRZJkiRJraXpAVVEfCwi0gR/t41TrxARL4uITRExEBG7I+JbEfGcOs753Lzs7rzupvxYE97eiLggIq6PiF9FxL6IuCUiXhcRR+TEo97FXRRLpTHbiqUSvYu7ZqlFkiRJUmuZyTlU3wHuqLH9F9UbIqIN+CywGngAuB7oBM4HroyIc1JKf1nrJBHxXuClwBDwVaCY13sPcH5EXJxSKtWotxa4HBgFvg70A+cBbwEujIjzU0r7pnKDZ1M5EcXrLzydN3/h1jFzqExMIUmSJE2PmQyoPpRS+lidZV9JFkzdCjwlpXQvQEQ8HPgW8IqIuCGltLGyUkSsIQum7gHOTSndnm8/Afga8CzgL4B/rqq3ErgM2Jef78Z8ezdwHXAu8Fbgr6Z2k2dHdSKK1//u6Txm6dFm+ZMkSZKm2ZybQ5X3Tq3Nr76kHEwB5AHSuvzq62pUf21+ua4cTOX17gVekl99TY2hf68BAri8HEzl9QaAFwEl4KURcUxDN2oG1UpE8ebrbjWYkiRJkppgzgVUwBOB44EdKaVv1th/FdkwvrMi4kD+74joBR4P7M/LjJFS+gawE3gIcE5FvXnA0/Orn6pR707ge8A84BmN3aSZYyIKSZIkaebMZED15Ii4IiI+EBFvjoinjZMk4rH55Q9qHSSfx7Qtv7qiRr1tKaXxoocfVJUFeCSwAPhVSuknU6g3J5mIQpIkSZo5MzmH6vk1tt0aEX+QUvphxbaH5pc/n+BYd5EFUw+t2FZvvcqylf+/i/HVqjcn9XR3sn7NctZWLebrcD9JkiRp+s1EQLUZuAn4Cllgsgh4HFmShzOBr0TE41JKO/Py3fnl3gmOOZBfLqzYNtP15qzVK5ayatkSdvQPOndKkiRJaqKmB1QppX+q2rQXuC4i/hv4Btl8ptcCL292W5opIl4MvBjg5JNPnuXWZD1VBlKSJElSc81aUoqU0n7g7fnVymQP5d6goyaoXu5V2jOL9cZIKX0gpbQypbTyuOOOm+BQkiRJklrFbGf5uy2/XFqx7Wf55SkT1Dupqux01JuoW6lWPUmSJEkPcrMdUPXklwMV227OL8+qVSEiFgCPya/+b8Wu8v/PiIjxUtqdVVUWsqBuEDg2Ik4bp94TatSTJEmS9CA32wHVJfllZYr07wH3Ab0RcW6NOs8GOoAfVCSyIKW0nSwYm5eXGSMizgN6gXvyc5Tr7Qe+lF+9tEa9h5GtjbUfuK7eGyZJkiSp9TU1oIqIFRFxYUS0VW1vj4hXAa/IN/1jeV9KaRRYn199f0QcX1Hv4cBl+dW31jhleU7W5RGxrKLe8cD78quXpZRKVfUuAxKwLiKeUFGvG/gI2f30vpTSrklusiRJkqQHkWZn+TsV+Bzwq4i4Gfgl2TC/XwdOBErA2pTSf1XV+0fgXOCZwO0R8VWyXqmnAvOBd6eUNlafLKV0dUS8H3gJ8MOI+ApQBM4nS9d+DfCeGvV+EBGvAS4HvhsRNwC7gPOA44Ebgdc1fC9IkiRJakmRUmrewSMeCvwl2RykU8iCqQTsAL4FvDeldNM4dQvAS4EXAY8CRoGtZD1FV05y3ucCLyML3NrI5kl9BHh/jd6pynoXAK8CVpIFbncCVwLvTCkN13erYeXKlWnTpk31FpckSZJUJSJuSimtnO12TKapAdWDlQGVJEmSdHiOlIBqtpNSSJIkSdIRy4BKkiRJkhpkQCVJkiRJDTKgkiRJkqQGGVBJkiRJUoMMqCRJkiSpQQZUkiRJktQgAypJkiRJapABVQvrGxhmy/Zd9A0Mz3ZTJEmSpJbUPtsNUHNs3LyTdRu20lEoUCyVWL9mOatXLJ3tZkmSJEktxR6qFtQ3MMy6DVsZKpbYMzzCULHE2g1b7amSJEmSppkBVQvadvduChFjtnUUCuzoH5ylFkmSJEmtySF/LWbj5p2svXoLwyNpzPZiqUTv4q5ZapUkSZLUmuoKqCJiJfCbwInAIHAL8N8ppf4mtk1TVB7qVx1MdbYXWL9mOT3dnbPUMkmSJKk1TTjkLyJeFBE3A68FuoD/A34JPAn4SkR8PCJObn4zVY9aQ/o62oLXPv1RrFq2ZBZaJEmSJLW2yXqoFgCrUko1J99ExArg4cBd09wuNeCoeW0MFUtjthVHE+u/fBuXffk2M/1JkiRJ02zCHqqU0nuB/RHxV+Ps35xS+mpTWqYpu3t37aQT+4olM/1JkiRJTTBplr+U0ijw3Bloiw5bTLjXTH+SJEnS9Ko3y9+3I+I9wH8Ce8sbU0o3N6VVasgZJy6ivQAjpdr7zfQnSZIkTa96A6oV+eWbKrYl4CnT2hodlp7uTq64ZAWvvnoLbVFgeGSUQiGY395GsVQy058kSZI0zeoKqFJKT252QzQ9Vq9YyqplS9jRP3igN6r8f4MpSZIkaXrVuw7VCcDbgBNTSk+PiNOBJ6aUPtzU1qkhPd2dY4InAylJkiSpOSZNSpH7GPBfZAv7AvwYeGUT2iNJkiRJR4x6A6olKaXPACWAlNIIMNq0VkmSJEnSEaDegGpvRPSQJaIgIs4BdjetVZIkSZJ0BKg3y99fA9cCp0XEd4DjgGc3rVWSJEmSdASoN6DaBpwHPJJs9dj/o/7eLc2wO+7dw+btu1hx0jEsO2HhbDdHkiRJaln1BlTfSyk9jiywAiAibgYe15RWqWF/f80P+cT37zpw/flPPJk3/d6vz2KLJEmSpNY1YUAVEQ8BlgJdEfFYst4pgEXAgia3TVN0x717xgRTAJ/43l08/5xT7amSJEmSmmCyHqqnAS8EeoErKrY/APxtk9qkBm3evmvc7QZUkiRJ0vSbMKBKKX0c+HhErEkpbZihNqlBK046ZkrbJUmSJB2eehNLfCciPhwRXwKIiNMj4o+b2C41YNkJC3n+E08es+35TzzZ3ilJkiSpSeoNqD4K/BdwYn79x8Arm9EgHZ7Hn3Is89qgs63AvDZYecqxs90kSZIkqWXVG1AtSSl9BigBpJRGgNGmtUoN6RsYZt2GrewfheHREvtHYe2GrfQNDM920yRJkqSWVG9AtTcieoAEEBHnALub1io1ZEf/IB2FsQ9pR6HAjv7BWWqRJEmS1NrqXYfqr4FrgdMi4jvAccDFTWuVGtK7uIuhkbEdh0Mjo/Qu7pqlFkmSJEmtra6AKqV0c0ScBzySbC2q/0spFZvaMjUkpTTh9b6BYXb0D9K7uIue7s6ZbJokSZLUcuoKqCKiDXgGcGpe53cigpTSFRNW1Iza0T9Ie1uBkVLpwLb2tmzIX093Jxs372Tdhq10FAoUSyXWr1nO6hVLZ7HFkiRJ0pGt3iF/nweGgB+SJ6bQ3HPUvDaGimMfnqFiiaPmtR1IWDFULDGUP4RrN2xl1bIl9lRJkiRJDao3oOpNKS1vakt02PbuH6WzLRgePTjMr7Mt2Lt/lL37s4QVQxXxcDlhhQGVJEmS1Jh6s/x9KSJ+p6kt0WHrXdxFFGLMtigEvYu76F3cRbE0tveqWCqZsEKSJEk6DPUGVN8HPhcRgxHxQETsiYgHmtkwTV1Pdyfr1yyns73AgnltdLYXWL9mOT3dnQf2ze8osLCznfkdB/dJkiRJaky9Q/6uAJ4I/DBVp43TnJLIMvuNlg7N8Ld6xVJWLVtilj9JkiRpmtTbQ7UduMVgam7rGxjmb67awv7RxPBIif2jiVddtYW+geEDZXq6OznzpGMMpiRJkqRpUG8P1Z3A1yPiS8CBb+emTZ9btt29m+Lo2Ji3OJrYdvduzn3E8bPUKkmSJKl11RtQ/TT/m5f/aU6KKW6XJEmSdDjqCqhSSm9sdkN0+M44cRHtBRipSObXXsi2S5IkSZp+E86hiogPRsSvj7PvqIj4o4i4tDlN01T1dHdyxSUr6GwPFnS00dkeXHHJCudLSZIkSU0yWQ/Ve4HX50HVLcB9wHzg4cAi4CPAp5raQk2JmfwkSZKkmTNhQJVS2gxcEhHdwErg14BB4Ecppf9rfvMkSZIkae6qdw7VAPD15jZF02Hj5p2s27CVjkKBYqnE+jXLWb1i6Ww3S5IkSWpJ9a5DpSNA38Aw6zZsZahYYs/wCEPFEms3bB2zDpUkSZKk6WNA1UJ29A/SURj7kHYUCuzoH5ylFkmSJEmtzYCqhfQu7qJYKo3Ztn+0xO7Bor1UkiRJUhNMOIcqIj4PpPH2p5RWT3uL1LCe7k7Wr1nO2nwO1dDIKKOlEi/71M3Op5IkSZKaYLKkFO+ckVZo2pTTpm+7ezd/+olNDI/CnuERANZu2MqqZUtMpS5JkiRNk8nSpn9jphqi6VMOmNoKBWD0wPbyfCoDKkmSJGl61JU2PSIeDrwdOJ1sYV8AUkoPa1K7dBg2bt7J2qu3MDwydrRmsVSid3HXLLVKkiRJaj31JqX4KPB+YAR4MvAJ4JPNapQaV06dXh1MdbYXWL9mub1TkiRJ0jSqN6DqSil9FYiU0s9TSm8Afrd5zVKjaqVOX9DRxgefv9KEFJIkSdI0q2vIHzAcEQXg9oh4ObAT6G5es9SoWqnTSyTOOHHRLLVIkiRJal319lD9JbAAeAXweOAPgRc0q1FqXE93J6+/8HTmtRc4qrON+R0O9ZMkSZKapa4eqpTSD/L/DgAval5zdLg2bt7Jm79wKx2FoDhS4h+eeYZD/SRJkqQmqTfL33HAOg7N8veUJrVLDSgnpBgqHhzy9+brbuWCxzzEHipJkiSpCeod8vcp4EfAQ4E3Aj8DfjBRBc28WgkpymtPSZIkSZp+9QZUPSmlDwPFlNI3Ukp/BNg7NcfUSkjh2lOSJElS89QbUBXzy19ExO9GxGOBY5vUJjWop7uTS1b2jtl2ycpeh/tJkiRJTVJvQPWWiDgaeBXwN8CHgFc2csKIeFtEpPzvbyYo99yI+FZE7I6IgYjYFBEvy9O3T3T8CyLi+oj4VUTsi4hbIuJ1ETFhVBERZ0fE5yLilxExFBG3R8T6/HYfEfoGhvn0/2wfs+3T/7OdvoHhWWqRJEmS1NrqDai2pZR2p5RuSSk9OaX0eOCeqZ4sIs4C1gJpknLvJZu3tRL4FvDfwCOA9wBXjxdURcRa4EtkwxFvBq4DjgfeAnw9IhaMU+85wHeAi4AfAxuBecCrgU0RcfxUbuds2Xb3boqjY+/a4mhi2927Z6lFkiRJUmurN6C6OiIO5N6OiHOBj0zlRHkP0ceBe8kClvHKrQFeShawLU8pXZhSehbwcLLEGM8C/qJGvZXAZcA+YFVK6akppWcDDwO+CZwDvLVGvV7gw0AAF6WUnpRS+n3gNOA/gWXAv03lts6WneMknxhvuyRJkqTDU29A9efANRHxkIh4BvBu4BlTPNebgEfnx5qoy+S1+eW6lNLt5Y0ppXuBl+RXX1Ojl+o1ZEHR5SmlGyvqldfOKgEvjYhjquq9EugCPp5S2lhRbwR4MfAAcFFEnF7HbZxVwyOlKW2XJEmSdHjqCqjyhX1fAVwPvAF4akpp+4SVKkTE2WTzr65MKX1+gnK9wOOB/cBVNdrxDWAn8BCyHqdyvXnA0/Orn6pR707ge2TD+KoDwYsmqPcA8PmqcnPWk5Ytqbl9/zQEVH0Dw2zZvsv5WJIkSVKFyRI8fD4iro2Ia8l6jhYAw8CH822Tioj5ZEP9fgX85STFH5tfbkspjTdO7QdVZQEembftVymln9RbLyIWkQ3tq9xfz/nmpGUnLOSchy4+ZPsVX/nxYQVCGzfvZNXlN/C8D93Iqstv4NrNOw+nmZIkSVLLaJ9k/zun4RxvJQt4/iCldP8kZR+aX/58gjJ3VZWt/P9djK9WvVPzy115b1S99eakvoFhbr5r1yHb2wrBjv7BhtKn9w0Ms27DVoaKJYbIerrWbtjKqmVLTMcuSZKkB70JA6p8iB0AEXECcFZ+9X9SSr+c7OAR8Rtkc5SuSSn9Zx3t6c4v905QZiC/XDiL9eakHf2DRBy6vTiaGl7cd0f/IB2FwoFgCqCjUGg4QJMkSZJaSV1zqCLiEuB/gGcDlwA3RsTFk9TpAj5GltThpYfXzLkvIl6cr5W16b777puVNhw1r43hkUMz0v/Nbz+i4eCnd3EXxdLYOVjFUqnhAE2SJElqJfVm+XsdcFZK6QUppecDTwBeP0mdt5GlOv/rlNIv6jxPuTfoqAnKlHuV9sxivUOklD6QUlqZUlp53HHHTVS0afbuH6WzbWwXVUcBzn5YT8PH7OnuZP2a5czvKLCws535HQXWr1lu75QkSZLE5HOoygpVQ/z6mDwYexZZqvIXRMQLqvY9Kr98SURcCNyRUvoT4Gf59lMmOO5J+eXPKraV/3/yFOuV52odExGLxplHVavenNS7uIsoBFQs7lsswS07d3PmScc0fNzVK5ayatkSdvQP0ru4y2BKkiRJytXbQ/XliPiviHhhRLwQuA74Yp3HP6/G3wn5/ofl11fm1/83vzwjHzJYy1lVZQFuAwaBYyPitEOrAFmv2ph6KaXdQDkr4FmH1Bin3lzV093J6y88dLmsN19362GnO+/p7uTMk44xmJIkSZIq1LsO1auBDwDL878PpJTWTVLn1JRS1PojS6MO8Op824q8znbgZrL1op5dfcyIOA/oBe4hW1eqfK79wJfyq5fWqPcw4Ilk61tdV7W7vJhvrXqLgGfmVz830e2dKx5z4tF0to8d9pdSllxCkiRJ0vSqt4eKlNKGlNJf53/NDC7enl9eHhHLyhsj4njgffnVy1JK1avVXgYkYF1EPKGiXjfwEbLb+r6U0q6qev9E1rv1gohYXVGvHfg3YBFZlsJbD/N2zYhaiSmGR0rceGffLLVIkiRJal2TLey7JyIeqPG3JyLGW7fpsKSUrgbeDzwE+GG+uPBngduB04FrgPfUqPcD4DVkC/x+NyKuj4jPkA3pOw+4kSy5RnW97cAfkwVj10TENyPiP4A7gD/IL/9sum9ns9RKTAHwzuv/77CH/UmSJEkaa8KAKqW0MKW0qMbfwpTSomY1KqX0UrIheDeTBUNPIwtsXg6sSSmNjlNvPfB04Gtkc6KeCdwP/B1wXkpp3zj1Pg2sAq4FHk2WUGMEeAewsp41t+aK3sVdHJo4HTraCg77kyRJkqZZvVn+iIjFZBnvDtRJKd3cyElTSi8EXjhJmSuBKxs49peBLzdQ70bgoqnWm2u+fcf9jJYODalGU+OL+0qSJEmqra6AKiLeTBYA3UmWCh2yIXJPaU6z1Ii+gWHWbdhamTUdgM52146SJEmSmqHeHqpLgNPybHqao3b0D9JRKDDEwXwdne0F3vXs5Vx45tJZbJkkSZLUmurN8ncLcEwT26Fp0Lu4i2JpbPLD4ZESr7pqC9du3jlLrZIkSZJaV70B1duB/80X9722/NfMhmnqero7Wb9mOZ3tYx/W4ZHE2g1bzfInSZIkTbN6h/x9HLgc+CFQvf6T5pDVK5ZyzIJ5/Pm/38S+4sFkiB2FLMtfrXlUfQPD7OgfpHdxl/OsJEmSpCmoN6Dal1L6l6a2RNPmjBMXUapKnl4slWpm+du4eSfrNmylo1CgWCqxfs1yVq9wvpUkSZJUj3qH/H0rIt4eEU+MiMeV/5raMjWsPPRvfkeBhZ3tzO+oneWvnBVwqFhiz/AIQ8WSQwMlSZKkKai3h+qx+eU5FdtMmz6HrV6xlFXLlkw4lK9WVsCJhgZKkiRJGquugCql9ORmN0TTr6e7c8LAqFZWwPGGBkqSJEk6VF1D/iLihIj4cER8Kb9+ekT8cXObpkZt+mkfV1z/f2z6ad+E5eodGihJkiSptkgpTV4oC6Q+CrwupXRmRLQD/5tS+vVmN/BItHLlyrRp06ZZOffzPvR9vn3HwUDqN5f18O9/cs4ENczyJ0mSpLknIm5KKa2c7XZMpt6kFEtSSp8hT5meUhoBRieuopm26ad9Y4IpgG/d0VdXT9WZJx1jMCVJkiRNUb0B1d6I6CFLREFEnAPsblqr1JBv3n5/ze1X3bTDzH2SJElSE9QbUP01cC1wWkR8B/gE8IqmtUoNOffhS2pu/+zNO1h1+Q1cu3nnDLdIkiRJam31BlTbgPOA3wD+DDgDuK1ZjVJjVj60h3MeuviQ7cUSrjElSZIkNUG9AdX3UkojKaVtKaVbUkpF4HvNbJgac+xR88bdV15jSpIkSdL0mHAdqoh4CLAU6IqIxwKR71oELGhy2zRFd9y7hy/ecu+4+11jSpIkSZpeky3s+zTghUAv8C4OBlR7gL9tXrPUiG/fcd+E+1efeeKBHioz+kmSJEmHb8KAKqX0ceDjEbEmpbRhhtqkBhVHJ15T7DObdnDd1l8wmhLr1yxn9YqlM9QySZIkqTXVO4eqNyIWReZDEXFzRPxOU1umKds/MvnSYHv3j5qgQpIkSZom9QZUf5RSegD4HaAH+EPgsqa1Sg059qj6h/GZoEKSJEk6fPUGVOW5U88APpFS2laxTXPE0sX15wkxQYUkSZJ0+CZLSlF2U0RcDzwUeG1ELARKzWuWGnHi0fPH3dcW0N5WYF5bgWKpxPo1y01MIUmSJB2megOqPwZWAHemlPZFRA/woqa1Sg25e3ftIXzz2oJ3PvtMVi1bwo7+QXoXdxlMSZIkSdOgroAqpVQCbq643gf0NatRaszOceZEPfFhPaxatoSe7k4DKUmSJGka1TuHSkeAX+2tnbXvG7ffz29c9lWu3bxzhlskSZIktTYDqhYyUZa/4ZFkqnRJkiRpmtUVUEXEv9ezTbNr4fyJR3CaKl2SJEmaXvX2UJ1ReSUi2oDHT39zdDgWdc2bcL+p0iVJkqTpNWFAFRGvjYg9wPKIeCAi9uTXfwlsnJEWqm5nnLiIwjirg3W2F0yVLkmSJE2zCQOqlNLbU0oLgXeklBallBbmfz0ppdfOUBs1BSnV3v5Hq05l9YqlM9sYSZIkqcXVNeQvpfTaiFgdEe/M/y5sdsM0ddvu3s048RQf/vZPTUghSZIkTbN6k1K8HfhL4Nb87y8j4m3NbJgaMc54P2D/aOLKG++awbZIkiRJra/epBS/C/x2SukjKaWPABcA9lLNMRPNoQJ4z9dut5dKkiRJmkZTWYfqmIr/Hz3N7dAMaCsU2Hb37tluhiRJktQy6g2o3g78b0R8LCI+DtwEOORvjtl2925K402iAvbtH+VPP7GJazfvnLlGSZIkSS2s3qQUnwbOAT4LbACemFL6j2Y2TFP3wGBx0jLDI4m1G7Y69E+SJEmaBvUmpfhqSukXKaVr8797IuKrzW6cpkdHW9X1QoEd/YOz0xhJkiSphbRPtDMi5gMLgCURsZiDaeQWAS5qdIQojlZdL5XoXdw1O42RJEmSWsiEARXwZ8ArgRPJ5k2VA6oHgPc0r1lqptdfeDo93Z2z3QxJkiTpiDdhQJVS+mfgnyPiL1JK756hNqmJjprXxmNONEmjJEmSNB3qTUphMNUiRlNyuJ8kSZI0TSYb8qcjyJ6hkXH3ze/IYuf1a5Y73E+SJEmaJgZULeRXe8dPhV4qJb74it9k2QkLZ7BFkiRJUmubLMvf4yban1K6eXqbo8Nx7FHj9zx1trexd//ouPslSZIkTd1kPVTvyi/nAyuBLWSZ/pYDm4AnNq9pmqqF88d/OE2VLkmSJE2/CZNSpJSenFJ6MvAL4HEppZUppccDjwV2zkQDVb9FXfPG3TdZqvS+gWG2bN9F38D4wwYlSZIkjVXvHKpHppR+WL6SUrolIh7dpDapQScePb/m9q6OmDBV+sbNO1m3YSsdhQLFUon1a5azeoXrNkuSJEmTqSttOrA1Ij4UEb+V/30Q2NrMhmnq7t49WHP7aIlxh/v1DQyzbsNWhool9gyPMFQssXbDVnuqJEmSpDrUG1C9CNgG/GX+d2u+TXPIA4PFmtufe/ZJ4w7329E/SEdh7NOgo1BgR3/t4EySJEnSQXUN+UspDQH/mP9pjhpvDtVTHvWQcev0Lu6iWCqN2WYCC0mSJKk+dfVQRcSqiPjviPhxRNxZ/mt24zQ1482hGm87QE93J+vXLGd+R4GFne3M7yi4+K8kSZJUp3qTUnwY+CvgJsDFjOaovftHaS/ASEWHU1sw6fpTq1csZdWyJezoH6R3cZfBlCRJklSnegOq3SmlLzW1JTpsR81rGxNMAYwmuPHOPs486ZgJ6/Z0dxpISZIkSVNUb1KKr0XEOyLiiRHxuPJfU1umKbvtnj01t1/+5dvM2idJkiQ1Qb09VGfnlysrtiXgKdPbHB2O+8cJmkYTbLt7N+c+4vgZbpEkSZLU2urN8vfkZjdEh+8xJy6aYG/MWDskSZKkB4t6e6iIiN8FzgAOpIxLKb2pGY1SYzra2wiyrsNKbQFnTBhsSZIkSWpEvWnT/xX4feAvyLo6ng2c0sR2qQFHzWs7JJgCWHfBo0w4IUmSJDVBvUkpfiOl9HygP6X0RuCJwCOa1yw1YrykFCceU3uR3r6BYbZs32XCCkmSJKlB9Q75G8wv90XEiUAf8GvNaZIa9fO+gZrbv/zDu7nwzBPHbNu4eSfrNmylo1CgWCqxfs1yVq9YOhPNlCRJklpGvT1UX4iIY4B3ADcDPwM+3aQ2qUEPDI7U3P6FW+4d0wt1x717ePXVWxkqltgzPMJQscTaDVvtqZIkSZKmqN6Aan1KaVdKaQPZ3KlHAW9pXrPUiHseGBp337a7dwNZz9TT/+Vb7K9aAbijUGBH/2CtqpIkSZLGUW9A9b3yf1JKwyml3ZXbNDc8+ZHHjbtvZ/8gfQPD/M1VWyiOHpq6olgq0bu4y3lVkiRJ0hRMOIcqIh4CLAW6IuKxHFzMaBGwoMlt0xQ99LiF4+4bHimx7e7dNYOpeW3B+jXL+fYd9zuvSpIkSZqCyZJSPA14IdALvIuDAdUe4G+b1yw1ojgyOu6+Jy1bwt27aw8JvOKSFTzxtB5WXX4DQ8USQ2TDAddu2MqqZUtMuS5JkiSNY8KAKqX0ceDjEbEmnz+lOeyWfJ5UtYf1dLHshIUsPmoe7QWonD7VXoAnntbDjv5BOgqFA8EUHJxXZUAlSZIk1VbvHKreiFgUmQ9FxM0R8Tv1VIyIv4iIz0TEjyKiLyKKEXFfRHwlIp4XETFOvUJEvCwiNkXEQETsjohvRcRz6jjnc/Oyu/O6m/JjTXh7I+KCiLg+In4VEfsi4paIeF1EHBERxZLu+TW33/WrbP5UT3cnV1yygs72YEFHG53twRWXrKCnu5PexV0US2MTVZTnVUmSJEmqrd51qP4opfTPEfE0oAf4Q+DfgevrqLsOOB64BfgusJcsU+BTgPOBiyPi/6WUDnybj4g24LPAauCB/DydefkrI+KclNJf1jpZRLwXeCkwBHwVKOb13gOcHxEXV56rot5a4HJgFPg60A+cR5bN8MKIOD+ltK+O2ztrHrKodtxXKMSBnqZVy5bwweefBSTOOPHoA71PPd2drF+znLVVc6jsnZIkSZLGV29AVe5FegbwiZTStvF6lmr4A+B/U0p7xxww4gyygOf3gBcAH63Y/UqyYOpW4CkppXvzOg8HvgW8IiJuSCltrDrmGrJg6h7g3JTS7fn2E4CvAc8C/gL456p6K4HLgH35+W7Mt3cD1wHnAm8F/qrO2zwrftZXO97bP5o4al7bpIv5rl6xlFXLlrCjf5DexV0GU5IkSdIk6h3yd1NEXE8WUP1XRCwEDunlqSWl9O3qYCrfvg14b371t8vb896ptfnVl5SDqbzO7WQ9XgCvq3G61+aX68rBVF7vXuAl+dXX1Bj69xqyoPHycjCV1xsAXkR2W1+aL248Z6046Zhx9224eQfrNky+mG9PdydnnnSMwZQkSZJUh8nmFK3K//sysqDjrHzY2zyyQONwjeSXld/qn0g2RHBHSumbNepcRTaM76yIONC9EhG9wOOB/XmZMVJK3wB2Ag8BzqmoNw94en71UzXq3Um25tY8soByzlp81DzG6zb80LfupL0wdq+L+UqSJEmHZ7Ieqn/JL7+dUro5pbQLIKXUl1LaejgnjoiHAn+eX722Ytdj88sf1KqXB3Tb8qsratTbllIaL0r4QVVZgEeSran1q5TST6ZQb87Z0T/IUZ1tNfd1tBfYX7UGlUknJEmSpMMz2RyqYkR8gCzL379U70wpvaLeE0XEi8iSPHSQrWv1G2QB3dtSSp+rKPrQ/PLnExzuLrJg6qEV2+qtV1m28v93Mb5a9eac3sVdDBVrj8QsjiYuPftkrrzxLjraC4yWkkknJEmSpMM0WUB1IfBUsgV+b6ralw4tPqFVZMknykaA1wNXVJXrzi8PmXdVYSC/XDiL9eaklGo/LMXRxMe+m8Wao6VR1j39UWMSUkiSJEmaugmH/KWU7k8p/QewOqX08fIfcCdw9lROlFL6k5RSkA2vOwP4J+ANwPcj4sRGGj+XRMSL8/WuNt13332z0oYd/YN0dtQe8ldpNMHbvngbn/r+RJ150DcwzJbtuw5JXCFJkiQpU1eWv5TSloh4bES8IyJ+BrwJ+FEjJ0wpDaaUbk0pvZosK9+ZZGtElZV7g46a4DDlXqU9s1hvjJTSB1JKK1NKK4877rgJDtU8vYu7KI7WlXwRgDd+ftu4wdLGzTtZdfkNPO9DN7Lq8hu4dvPO6WqmJEmS1DImy/L3iIj4h4i4DXg32VyiSCk9OaX0nonq1ulj+eUzI6Ij///P8stTJqh3UlXZ6ah38hTrzUnjDfmrpaOtdpa/voHhulKsS5IkSQ92k/VQ3QY8BbgwpfSklNK7gdFpPH8/2VyqduDYfNvN+eVZtSpExALgMfnV/63YVf7/GRExXuq6s6rKQnYbB4FjI+K0ceo9oUa9OWdH/yD1r7cMoynVzPK3o3+QjsLYp4Yp1iVJkqRDTRZQ/T/gF8DXIuKDEXE+jLvUUSPOJQumdgH359u+B9xHllnw3Bp1nk2WKfAHKaUD49BSStvJgrF5eZkxIuI8suyC9+TnKNfbD3wpv3ppjXoPI1sbaz9w3ZRu3QwrjoxSHJ24h6q9AEfNa2N+R2HcLH+9i7solsYOHTTFuiRJknSoyZJSXJNS+gPgUcDXgFcCx0fE+yPidyY7eEQ8KSIujIhDsgnmiwZ/OL/64ZTSaH7OUWB9vv39EXF8RZ2HA5flV99a45Rvzy8vj4hlFfWOB96XX70spVQ90egysqyF6yLiCRX1uoGPkN1P7yuvwzVX3XL37knL/NvzHs+Vf3oO31n3lHGz/PV0d7J+zXLmdxRY2Nk+YfAlSZIkPZhNljYdgJTSXuBK4MqIWEzWA7QOuH6SqsuAjwK7IuJmst6hhcBpwOl5mevI0qdX+key3qtnArdHxFfJeqWeCswH3p1S2lijnVdHxPuBlwA/jIivAEXgfGARcA1jE2CU6/0gIl4DXA58NyJuIOs1Ow84HrgReN0kt3XWdbZPnuHv+lvvZe0Fj5o0OFq9Yimrli1hR/8gvYu7DKYkSZKkGmIqSQymfPCIhwIvAn6TLIg6jmzI4D3AJuCTKaVrxqlbAF6a138U2dytrWQ9RVdOct7nAi8Dfh1oI5sn9RHg/TV6pyrrXQC8ClhJFrjdSRZIvjOlVHdGhpUrV6ZNmzbVW3zafGHLTl7+6c0TlulqhxRZj5PrUEmSJGmuioibUkorZ7sdk2lqQPVgNVsB1T//9//xj1+9o66y8zsKfGfdU+x5kiRJ0px0pARUda1DpSPDlh2Tz6EqayuEWfskSZKkw2RA1UKO7qprShwAxdHaKdMlSZIk1c+AqoWceMz8usv+wzNPd7ifJEmSdJgMqFpI7+KjJi3T0Ra89aLHcOnZp8xAiyRJkqTWZkDVQvYOj0y4P4BXP+2RXHqOwZQkSZI0HQyoWsg9D0yc2T0Bb/vibXzgmz+ZmQZJkiRJLa7+LAaa8049tr4kE2/74m0APOohi4DEGSce7XwqSZIkqQEGVC3klwP76y5bDqogm1f1rmef6UK/kiRJ0hQ55K+FPGzJgobqFUcTr756K30DEw8ZlCRJkjSWAVUL2blrqOG6ky302zcwzJbtuwy6JEmSpAoO+WshO/r3NVx3tDT+Qr8bN+9k3YatdBQKFEsl1q9Z7vBASZIkCXuoWsrA0MRp08vaIvsr62gL3nHx8pqJKfoGhlm3YStDxRJ7hkcYKpZYu8HhgZIkSRLYQ9VSjls4b8L9C+a1UUqJ9WuWs2rZErbd/QCTZfnb0T9IR6HAEKUD2zoKBXb0D5oZUJIkSQ96BlQt5HGn9PCR79417v71a5bzxNN6DgRC5z7iuEmP2bu4i2KpNGZbsVQad3igJEmS9GDikL8W8sTTesbdN68tOOnYBZP2KlUnn+jp7mT9muXM7yiwsLOd+R0F1q+pPTxQkiRJerCxh6rFBJBqbE8wplepb2CYHf2D9C7uOhAcjZd8YvWKpaxatuSQ8pIkSdKDnQFVC/neT/pqBlOQZfHr37ufnu7OmoHTqmVLDiSfKM+XWrthK6uWLaGnu/PAXyNqBW+SJElSK3DIXwv5ed/AuPtKCZ7+L9/iU9//ec2sfdvu3k1HYezToZx84nBs3LyTVZffwPM+dCOrLr+BazfvPKzjSZIkSXOJAVULGRkdr38qUxxN/P21t9BeiDHbs0Aqpj35hCnXJUmS1OoMqFrIHb/cM2mZ0RIMFQ8NnM44cdG0J58op1yvNB29XpIkSdJc4RyqB6FIWU/W/I4s2CkHTtOdfMKU65IkSWp19lC1kBOPWVBXuWI+MrBUSnzh5U9i9YqlB/b1dHdy5knHTEvyCFOuS5IkqdXZQ9VC+vbun1L5zvY29u4fbVJrMkdqynUzE0qSJKkeBlQtZLRqeN1k9o/OzPC7w0m5PhvGW49LkiRJquaQvxayoLNjSuVf/uRlR1SgMxPMTChJkqSpMKBqIScfM7/usp3twXPPPrmJrTkymZlQkiRJU+GQvxbyo3vHT5uerT2V6OpoPzCMrae707lCVcxMKEmSpKkwoGohZ5x4NNds/kXNfec/+jje9qzlY4In5wodqpyZcG3V/WKwKUmSpFoMqFrIw5YcNe6+/9r2S/70SQN0tLcBY+cKDZH1yKzdsJVVy5Y86IOHIzUzoSRJkmaeAVUL+dIttXunyn7/g99nQT7k72W/tYyOQuFAMAUH5woZQBx5mQklSZI0OwyoWshd9++bcP9oCfYMjwDw7htuB2LMfucKSZIkSVNjQNVCprJE7/7RREeezG5+/h/nCkmSJElTY9r0FvKk046dUvliKQFQKiW+8PInHZKQom9gmC3bd7kGkyRJkjQOe6hayM7dQw3V62xvY+/+sf1bZgCUJEmSJmcPVQsZLk5l0N9BlXOn+gaG+eaP72Pt1VkGwD3DIwwVS6zdsNWeKkmSJKmKPVQt5MRjFkyp/FGdbYyW0oG5U+VeqQLB8MjYxW3NAChJkiQdyoCqhezdPzJpma6OAgn4699+BMcumMeKk45h2QkLx6xLVYsZACVJkqRDGVC1kFN6xl/Yt+zlT17GMQvm8ebrbj0wP+r1F55OZ1uB9kIcUn7BvDZKKZkBUJIkSarBgKqF7BuevIfqvj3DvPtrdzBULB1Y1Pd1n7uFBR0F9lX1TnW2B//6vMdxxolHG0xJkiRJNRhQtZAtO3ZPWuaTN/6c+R1th2yvDKYq51ad+4jjp7WNkiRJUisxoGohEWnSMiMlxp0nBXDUvDbe+MwzePKjjrdXSpIkSZqEadNbyHBx8oAKIKVEZ3uBozoP7akaTclgSpIkSaqTPVQt5BEndPPtn/RNWq6zo41/fd7jObqrg1t27h6ToOJwkk/0DQyzo3+Q3sVdBmSSJEl6UDCgaiGrli3hI9/9+aTlRkuJM05cRE93J2eedAwXPOYhhx0IldewqgzMVq9Y2tCxJEmSpCOFAVULue2ePZOWaSsE77h4bC9UT3fnYfUoVa5hVc4cuHbDVlYtW2JPlSRJklqac6haSN/A8KRlPvC8x7F6xVL6BobZsn1XXXUms6N/kI7C2KdSR6HAjv7Bwz62JEmSNJfZQ/Ugs71/kE99/+eHzJs6nOF5vYu7KJbGZg4slkr0Lu463OZKkiRJc5o9VC3k1l9Mvg7Vmz5/K6+75haGiiX2DI8wVCyxdsPWKfVUVfdu9XR3sn7NcuZ3FFjY2c78jsJhJbeQJEmSjhT2ULWQO345MGmZWitQlYfnlQOgibL1jZd8YvWKpaxatsQsf5IkSXpQMaBqIcd0zeP+vSNTrlc5PG+ibH2TJZ843OQWkiRJ0pHGIX8tZKrBTFdH25jheZUBU63hgCafkCRJksayh6qFnHjM/LrLFoB1FzySJy1bwrITFgIHA6ahioGBlcMBpyP5hIv/SpIkqZXYQ9VC9gzVN9yvEFAowLuu/zEXvufbXLt5JzB5tr7DTT6xcfNOVl1+A8/70I2suvyGA+eVJEmSjlT2ULWQn9w3eVIKgFLK/vYMZwFY5Tyo9WuWs7ZqDlVlwNRo8gkX/5UkSVIrMqBqIb+2aD4/7Zv6fKbKYX31BEyVySfqHcI32XBCSZIk6UhkQNVCnvzoE/juT/unXK96HlS92fomyghYzcV/JUmS1IqcQ9VCYorlj+psa3gR3skyAlZz8V9JkiS1InuoWsjP+vZOqfxzn3Ayv7/ypANZ/qaikSF8Lv4rSZKkVmMPVQspjpQmL1ThE9/92Zgsf1PR6BC+nu5OzjzpGIMpSZIktQQDqhaybecDUyo/PJomHao3HofwSZIkSQ75aynRYHjcaLa9Zg3hc/FfSZIkHSkMqFrIScd28cO790y53uFk26s3I2C9ppI5UJIkSZptDvlrIW0NdFHNazs4VK9vYJgt23dNefjfdJlq5kBJkiRpttlD1UK650/t4SwAEQmYGz1DLv4rSZKkI40BVQvpXbxgSuVLwPBI4lVXbaEQwfBI6UAw8+qrt7Jq2ZIZDWRc/FeSJElHGof8tZBHPWTq60kBFEcTw1Up14dHSlx5413T0ay6mTlQkiRJR5qmBlQR0RER50fEuyJiU0Q8EBH7I2JnRFwdEb81Sf3nRsS3ImJ3RAzkx3hZxMSThSLigoi4PiJ+FRH7IuKWiHhdREz4zTwizo6Iz0XELyNiKCJuj4j1EXH01G/9zOvfV5zW473na7fP+Pyl1SuW8p11T+GTf3I231n3FBNSSJIkaU5rdg/VecBXgL8GlgLfBD4H/ApYA3wtIt5Uq2JEvBf4FLAS+Bbw38AjgPcAV48XVEXEWuBLwFOAm4HrgOOBtwBfj4ia4+Ii4jnAd4CLgB8DG4F5wKuBTRFx/NRu+swb2j8yrceb19bGjv7BaT1mPVz8V5IkSUeKZgdUJWADcG5K6ddSShemlH4/pfTrwB8Ao8DrI+LJlZUiYg3wUuAeYHle71nAw4EfAc8C/qL6ZBGxErgM2AesSik9NaX0bOBhZMHcOcBba9TrBT4MBHBRSulJKaXfB04D/hNYBvzb4d8dzfWFrb+Y1uM5f0mSJEmaWFMDqpTSDSmli1NK36qx7z+Bj+VXn1e1+7X55bqU0u0Vde4FXpJffU2NXqrXkAVFl6eUbqyoNwC8iCzAe2lEHFNV75VAF/DxlNLGinojwIuBB4CLIuL0CW/wLLurf9+UyrcXoLP94Hyl5z/xZDrbCyyY10Znu/OXJEmSpMnMdlKK/80ve8sb8t6ixwP7gauqK6SUvgHsBB5C1uNUrjcPeHp+9VM16t0JfI9sGN8zqnZfNEG9B4DPV5WbkwaG99ddtqMtuOKSFXz3NQfnKz3+lGOBBAnyfyRJkiRNYLYDqofnl5Vj1R6bX25LKY03gecHVWUBHgksAH6VUvpJvfUiYhHZ0L7K/fWcb84pREyhLAfSop950jEArNuwleGRxL7iKMMjyUV1JUmSpEnMWkAVEQ8BXphf3VCx66H55c8nqF7O5/3Qim0PrdpXb71T88tdeW9UvfXmnEcev6justUJJ8qL6lYqL6orSZIkqbZZCagioh34JHA08NWU0ucrdnfnl3snOMRAflm58NJM15tzhkZGp1S2MuFE7+Iu9o+6qK4kSZI0FbPVQ/WvwPnAdg5NSHFEiogX5+tkbbrvvvtmpQ17h+sPqEZLY+dIffuO+xktHQyoOtrCpBSSJEnSJGY8oIqIfwb+mCwl+vkppXuqipR7g46a4DDlXqU9s1hvjJTSB1JKK1NKK4877rgJDtU8/fvqT0pRSrDt7t0A9A0Ms27DVkYqOqjKc6wkSZIkjW9GA6qIeBfwCuA+smDq9hrFfpZfnjLBoU6qKlv5/5OnWK88V+uYPEFFvfXmnKMXzJtS+Z35/Kha86dma1FfSZIk6UgyYwFVRKwH/hroA56aUrp1nKLlVOpnRMR4E3jOqioLcBswCBwbEacdWgWAJ1TXSyntBspZAc86pMY49eai8x85tZ6xX+3NMvj1Lu6iWHL+lCRJkjRVMxJQRcRlwKuBfuC3U0pbxyubUtoO3Ey2XtSzaxzrPLJ1q+4hW1eqXG8/8KX86qU16j0MeCLZ+lbXVe0uL+Zbq94i4Jn51c+N1+654Kbtu6ZYI+gbGKanu5P1a5Yzv+PgIr/On5IkSZImFyk1dwHXiHgL8DpgF1nP1E111LmYbFHfe4DfTCndkW8/HvgacDrwypTSP1fVOwu4kayn6skppf/Jt3cDXwDOA/4ppfRXVfVOAv4P6ASelVK6Nt/eDvw78AfANSmlZ9Vzm1euXJk2bdpUT9Fp9eR33sBP769/mF5Xe5AiSz6xesVS+gaG2dE/SO/iLoMpSZIkzaqIuCmltHK22zGZpgZUEbGag70/m4Bt4xS9LaV0WVXd9wEvAYaArwBFssyAi4BrgItTSoektYuItcDlwChwA1kgdx5wPFmw9ZSU0r4a9Z5DFjwVgG8DdwPnkM3lugNYlVL6ZT23e7YCqld86iau/WF1jo/Jze8o8J11T5nWIKre4MwgTpIkSbUcKQFVe5OPf2zF/1fmf7V8AxgTUKWUXhoR3wZeRhYQtZHNk/oI8P6UUumQo2T11kfEVuBVZHOi5gN3Av8CvDOlNDxOvU9HxJ3Aa4FVwNlkad3fAbw1n2s1pw2N1LxL6rKjf3DaApqNm3eybsNWOgoFiqXSgR6wRstJkiRJc1VTA6qU0seAjx1G/SuBKxuo92Xgyw3UuxG4aKr15op9xZGG6g0VSxw1r21a2lBOwT5ULDFEFuCt3bCVVcuWjAnY6i0nSZIkzWWztbCvmuD0Xzu6oXqdbcHe/fUvCtw3MMyW7bvoGzi0s69WCvaOQuGQFOz1lpMkSZLmsmYP+dMM2jNUbKheFOJAivTJ5jRVDtPbP1ri5U9exnPPPvlA2XpTsJuqXZIkSa3AHqoWsm3n1KZ5HdXZNiZF+sbNO1l1+Q0870M3suryG7h2884x5SuH6e0ZHmF4pMS7/vvH/MZlXz1Qtt4U7KZqlyRJUiuwh6qFjNbO03GI9kKw9oJHcuyCeaw46RiWnbCwrjlN5WF65f1lwyNpTNnVK5ayatmSSbP31VtOkiRJmqsMqFpI97z6Hs6RUuLyL93GgnntB7LrHbOgg0LEmHLlOU0TDecbr2xPd2ddAVK95SRJkqS5yICqhdxy9wN1lx1NsGc4ywr4qqu2ECSq81JUz2nq6e7kkpW9fOJ7dx1yPOc/SZIk6cHIOVQtZH+xsUWai6OHBlOd7YfOaeobGOYzm3YcUr9W2dk0URZCSZIkaTrZQ9VCFh/VwS/3Npbpr9KCjjb+9Q8fz7mPOG7M9lpzqMYrO1tcLFiSJEkzyR6qFnLC0dPTQzSaEmecuOiQ7bXmUJWoXXY2VGchHCqWWLthqz1VkiRJahoDqhbSHtPzcL78yctqDt+b66nOXSxYkiRJM80hfy3k/n37D/sYne3Bc88+edz9cznVuYsFS5IkaabZQ9VCiiP1rUNVy4J52SK/f//MM9jRP8gd9+4ZN7FDT3cnZ550zJwKpmDu96BJkiSp9dhD1UK6OtoaqtcWsPZpj2T/SIk3f+FWUikxPJrobC8QwRGV2GEu96BJkiSp9RhQtZDhkcbSpo8mWP/l29hXHNvDNZz3eK3dsJVVy5YcMcGJiwVLkiRppjjkr4Wc1DO/rnLz2+KQbdXBVKUg2Hb37obbJUmSJLUqA6oWUqpzCtVUZ1oNFkf5009s4trNO6fcJkmSJKmVGVC1kPsH6svyd9apx9LZXmDBvPrnXA2PpJprOvUNDI+bvEKSJElqdc6haiH15qT4zk/6ACgEzCvA/hLM78hi6985/QSu3fKL2sfP13Qqz0/auHkn6zZspb0Q7B9N/MMzT+fSs085/BsiSZIkHSEMqFpIX509VGWlBPvzPBalUuKLr/hN9u4f5as/+iV7948eUr5yTae+gWHWbdjKUMXcq9d97hZIcOk5BlWSJEl6cHDIXwsJDk02Ua/O9jb27h+ld3EXo+nQbIGd7WPXdNrRP0h74dDzvfHz22Z9+J/DECVJkjRT7KFqIYOjxYbrlnufyovjrt2wlY5Cgf2jo7z8yQ/nuWefPCYVee/iLvaPHhp4dbSNHRY4mb6B4WldM6o8DLGjUKBYKh1Ra2jVMt33jyRJkqaXAVUL2d9gh0x7IXj9hacf+MK+atkSPvCHK4HEGSceXfOLfE93J//wzNOzYX4VRlM6MCxwMtMd/FQOQxziyFxDq1KrBYeSJEmtyICqhUw1HXrZSCnxDxtvYWFnOwnq/hJ/6dmnQMqG+XW0FRhNacywwIk0I/jZ0T9IR6Fw4HhwaCKNI0WrBYeSJEmtyoCqhXTNCwb2HzoMrx4jJfibqzYTUWB45OCX+FdfPfGX+EvPOYULHvOQKQ9La0bw07u4i2LVYlyViTSOJK0UHEqSJLUyk1K0kHlth/dwBgXaqhJNDI+UuPLGuyas19PdyZknHTOlL/rNCH7K87/mdxRY2NnO/I5C3T1mc00rBYeSJEmtzB6qFtJeaAMOTXder0SJ0dKhQdl7vnb7IUkpDld18ovy8MLDPcfqFUtZtWzJEZ/IoVn3jyRJkqaXAVULGS6NHFb9P3jCyRzXPZ93/fePx2yf19Y25aFm9WSna1bw09Pd2RKBR6sEh5IkSa3MgKqFpBrrR03FZzbt4AsvfxLv+drtDI8cPNZUh5qZnW76tEpwKEmS1KqcQ9VCFs6fd1j12wrB3v2jvOPiMxueh1SZnW7P8AhDxRJrN2ytucjuxs07WXX5DTzvQzey6vIbuHbzzsNqvyRJkjTT7KFqIb1Hd7FzV4OLUQF7h0e5ZeduLj3nlIaHmtWbnW6upwV3QV1JkiTVw4Cqhdy7Z/9hH+NNX7iVCx7zkLqHmlUHHvVmp5vLacEdsihJkqR6OeSvhcybhvB4eKTEFdf/uOYQvWq1huzVm7p8rqYFn8qQRUmSJMkeqhbSv7c4Lcf51P/cxdU3b+cdF595oGemsicKYNvdD7D26q1jFgEuD9mrJzvdXE0LPpd7ziRJkjT3GFC1kI62mLxQnYZH0oEA6dt33H9gCNzQyCgpJea1tTE8MraHqTLwqGfI4FxMCz5Xe84kSZI0Nznkr4Ucu+DwsvxV6ygU2Hb37jFD4IqjiZES7CseuoBwI4FHT3cnZ550zJwIpoC6hyxKkiRJYA9VSxmq6jGainltwf7RsetYZT01ccgQuGoL5rVRSqmuwONIyJ43F3vOJEmSNDcZULWQ/aXGAqq2gA+94Cy2bN/Fe752O/Pa2g7MaTrjxEWHDIGr1Nke/OvzHscZJx49aeBxJGXPc0FdSZIk1cOAqoWMVvUw1aujvcAZJy7i3Eccx3PPPvmQnpnXX3g6b/z8rXS0BftHSqSU6OpoPxAUnfuI4yc9x1xfd0qSJElqhAFVC1nY2Q5MPb33JSt7DwQ11T0zGzfv5M1fuJWOQlAcKfGGZ57BBY95yJSHw5k9T5IkSa3IpBQtZM/QoYki6vGfP9jBx77zU+64d8+Y7ZW9Snv3j7J/NPHm624FmHIiCbPnSZIkqRUZULWQ3UONLT47PFLiDZ+/laf+4zdZe/UWtmzfdSB5REdh7FOk3Ks0VT3dnVyysnfMtsqeMUmSJOlIZEDVQkZKjc2hqvSZTTt4zge+x6rLb+CWnbsP6VXaPzp5r1LfwPCBoKxy22c27TjkXJVlJEmSpCONAVULKTU24u8Q+4olhool3nzdrbz+wtPHLBg8WirxnTvuP3C9OnjauHknqy6/ged96EZWXX4D127eCTCtvV2SJEnSXGFSihbS0Q77i9N4vEKBkxZ3UTgYTzFSOpid79t33M/aq7fSVghGS4m/v/B03nzdrTUz+TmHSpIkSa3IHqoWsnTxgmk9Xnlh33ltbWO2dxQKbLt7N39z1RaGR0rs2z/K8EiJv7/2Ftoroy/GZvJbv2Y58zsKLOxsZ35Hoa6FgCVJkqS5zB6qFnLfnumZj7RgXhullMZd2LdYKvHAYJFi1bpXoyXYPzL+nKvVK5ayatmSKadclyRJkuYqe6hayMDg4U+imtcWrH3aI/nCy5/E6hVLx+1ZWtQ1r2b9P37SQyecc9XT3TnllOuSJEnSXGUPVQuZ3xkUhxvL9NfVUaA4mhgtJd51/Y+57Mu3sX7NclavWFqzZ6lvYJj2Qjanqqy9AGse18tHvvPTA9sq51zVCqLK6dntsZIkSdKRyB6qFhIxeZla2iIbqjdSSowm2DM8wlCxxNoNWw9k76vuWerp7uSKS1bQ2R4s6Gijsz244pIV7N0/WnPOVa1sfuNlBJQkSZKOFPZQtZDh/Y31To2OU60yoUQt4/Vc1ZPNr29gmHUbttbMCGhPlSRJko4U9lC1kFSavMxUDI2MTprWvFbP1fo1y+lsL7BgXhud7bWz+bkulSRJklqBAVULqRppd9hSaqzHK5X/TQevVXNdKkmSJLUCA6oWEtMcUHV1tE+5x6g8lG94JLGvOMrwSBozF6vMdakkSZLUCpxD1UKyRXUb61WqpZEeo/JQvvK8KBh/LtZMrktVbzZBsw5KkiRpKgyoWsj8tnYeoDhtx/vrpz7iQFBRb6Ax1aF8Pd2dTQ9cNm7eyboNW+koFCiWSgfSwTdabq4w+JMkSZp9BlQt5PiFnfxy7/QFVD/v2wdMLdAoD+VbW1V+tr7w15tN8EjLOnikBX+SJEmtyoCqhZQaTCIxnqtuuosXrTq17kCj3GOyatkSvrPuKU3tPam3d6beIYhTGao424604E+SJKmVGVC1kPuqEj8crva2Nr59x30TBhrlwOaWnbt583W3zkiPyVR6Z+odgngkZR08koI/SZKkVmeWvxaytzgyrcfbt3+Ut33xRwyNjI7ZXg40Nm7eyarLb+C5H/w+r7vmFoaKJfYMjzBULNXM7AdZ78qW7btq7qtHZe/MZOeC+rMJHklZB4+k4E+SJKnV2UPVQtqjAEzv6r77R6G9kOhsL9BWCEZLifVrlgMcCGxqKUSw7e7dnPuI4w9sO9x5P30Dw3zttl/m2QwPmqx3pt5sgjOZdfBwzLV5apIkSQ9mBlQtZGFnBw8MT++wP4D2tgKjoyXaoo1yWvZaw84q7ds/yp9+YhPvuPhMVq9YetjzfsrBWFsEe/fX7jGbSL3ZBGci6+B0OFKCP0mSpFbnkL8W0tYekxdqwFCxRLHEmIV6j5rXdsiws2qVi/qWA7BK5Z6lyVQGY5XB1FGdbXN6aF6z9XR3cuZJxzwob7skSdJcYUDVQvYNT+8cqo62YF5b0F71LEkJ9u4fPWTO0UvOexgLOtrGHiMPmg5n3k+tYOyoeW288Zln8J11TzFduCRJkmaNQ/5aSHuhDTj8oKo8EyuAlBIjVR1RwyMlbryzjxefd9qYYWcAH/3uz8aULQdNlfN+2gpBcTTx+gtPr6t3pVYwNpoST37U8Udc74yL8UqSJLUWe6hayPGL5k3Lccqhy/7RxDg5J3jn9f9H38DwmGFnk2XKW71iKa//3dMpjpToKARv/sKtXLt556TtOZIy8E2knBXxeR+6kVWX31DXbZckSdLcZg9VC7ln1+ElpGgLGK1zbeC2QhyY/1TZ4zJRsoS+gWHefN2t7B9N7B/N5kLVm5jiSE/C4GK8kiRJrcmAqoXsHdl/WPXrDaYABoslPnXjz7h2yy/GpO6eKOg53AVpj5QMfLW4GK8kSVJranpAFRGPBC4AzgJWAo8gm57z7JTS1ZPUfS7wEmA50AbcBnwUeH9KadwUcxFxAfDX+fnmA3cCnwbemVIatxsnIs4GXgOsAhYB24HPAW9NKe2u5/bOpvHvkeb4zKZsyFo5SHjVVVsA6GwvMJKvV1WZMOLBvCDtg/m2S5IktbKZmEP1EuCfgEuBR5IFU5OKiPcCnyILir4F/DdZMPYe4OqIqNn2iFgLfAl4CnAzcB1wPPAW4OsRsWCces8BvgNcBPwY2AjMA14NbIqI42vVm0tGRycv00zF0URxNDEwPMpQsXQgZXpZq8yFasSD+bZLkiS1spkY8ncL8A5gE3AT8GHgvIkqRMQa4KXAPcC5KaXb8+0nAF8DngX8BfDPVfVWApcB+4CnpJRuzLd3kwVW5wJvBf6qql5v3q4ALkopbcy3twOfBH4f+Lf8vHNWNGcZqoaV51lVBg0zORdqrmXUO9LngUmSJOlQTQ+oUkofqrwe9X3rf21+ua4cTOXHujciXgJ8HXhNRLy7aujfa8iCosvLwVRebyAiXgTcDrw0It6YUtpVUe+VQBfw0XIwldcbiYgXA08HLoqI01NKt9ZzA2ZDaQZ7qDrbC/z+Wb385w92AFkq9WrF0VRzSNtMzIXauHkn6zZsPTC/6/UXns5jTjx61gOZI3kemCRJkg4159Km571Fjwf2A1dV708pfQPYCTwEOKei3jyywAeyoYLV9e4Evkc2jO8ZVbsvmqDeA8Dnq8rNSW3THB4XyBb3reVVv/0IHnnCIkopEdTOZvEPz6xvnanpVplRb8/wCEPFEq/73C0894PfN135EaJvYJgt23eNGTIqSZI0F825gAp4bH65LaU0OE6ZH1SVhWx+1gLgVymln9RbLyIWAadV7a/nfHNOV8f0RlRdnW287hmPplZMdfl/3cbrrrmF4mhiaORgQLVgXoF5bcFbL3oMl579/9s79/goyuv/f87M7G5CuBoUDAEUI9oEDWoUKEIVevEC2H5FbNXam9r6VXtTsa1fVLS1KtpfVaytWttaLy1glZu1VkG5CCgoIEGEiEIARYgQTUj2MvP8/piZzezMM7uzm/ty3q/XErI7l2dmJ7vPZ845nzM0q/3lOol2r2c76rlpjMlru5iuBffrYhiGYRimO9EVbdOPtX7uSLPMTteyzv/vhD+y9Y6xfh60olFB1+ty6G1s89cY1bFgwx6pnbrus6tRxxyBm88vR9mAXlnty52i53YIzGa9sWX90Zzwz39025VnW2vV1Wqz8gnu18UwDMMwTHejK0aoelo/G9Ms02D9dM7aO3q9LkdEVdt8m2/tPJjV8ku37sfXfr/ME1VIF32SpegFiSL5rXegMQYh/JtqOe3Ks42GcPSkfZFFF20BzDAMwzAM0xXpioKqW0JEVxHRWiJau2/fvk4ZQ0jtGm+nLoAb521ICiKZCHEKrFwn0X7rra89KE1/jGgKIlqLXblMkN0wbyNq9n4u3V+uwo8JDvfrYhiGYRimu9EVU/7saFBRmmXsqJJz5tvR66UghHgEwCMAUFVV5R8eaUcSaaIy7UFIJcRl+YAAhEBSEE2ftxHRhJHSAFghIKyqiOkGvj/2GMT07CfRfpPvkYP7ep4HTPtH4TDQsAWZPS4AiCUMnPfActx7UaUn5VC2vDt9sKvR3dIT7X5d011pnN1h7AzDMAzDHJ50RUH1ofUznaPBYNeyzv8PyXI9u1arLxH19qmjkq3X5TgUi3fo/kiYIU5ZOVVMFygKq3hqzU6PpbotwqKJBADg4de2QyFToBVoauBJtN/ku2xAr+TzqkJojJr1VM2J1JocmSCzxy6r2+lu0ZNc69I6G+7XxTAMwzBMd6IrCqq3rZ8VRFTo4/R3umtZANgCoAnAEUR0nI/T3xnu9YQQ9UT0Pkynv9MBvBJkva5INNp2ESrFDOdIxZJNzDD3JxNVEZWwp74JDy3d5llPhiEAQxe44swhuGLcsMCTaL/Jt/380i2f4NYF1WiMtZhU2FGlysF9cc+FJ+OGeRsRc4k+WeSpO0VPuru5A/frYhiGYRimu9A1im4cCCFqAbwFs1/URe7XiehLAEoBfAyzr5S9XgzAv61fL5WsNwzAGJj9rRa7Xrab+crW6w1gsvXrc1kcSocjcQrPmd98fQTe/L8v4/qvDEdEI6l1uk1BWPH0qyKFABDCEqOMdNv684oPsh5rcc8IKgf3TZmA26luIwf3he5KhXRGlaaMHIQXrjsTYdeg/CJPU0YOwsqbJuDJK0Zh5U0TumzEh80dGIZhGIZhOoYuJ6gsfmv9vJuIyuwniegoAH+wfr1LCI9P+F0ABICbiOgMx3o9ATwO83j/IIQ46Frv9zCjW98hoimO9TQAfwLQG8DzQojNrTyudqUtG/vOmL8JT6/ZiUtGDcEFlSUp1uluPXQoZuC8kwaiIKSgV0RDQcg0fqgo6e2xL9cU4Pavj0BEk196IVVB9Z76VjV1dZpgTJq9AtOqSj1jc4qvsgG9cO9FlWmXcSITcF2N7paeyDAMwzAM012hdPbSbbIDolPRIoIAoBym/fg2AJ/aTwohRrvW+wOAqwE0A3gZQBzARFjiBsBUIYSn2RARTQdwNwAdwBIABwF8CcBRANYAmCCEOCRZ71sA/g5TdK0AsAfAaJi1XDUAxgohPglyzFVVVWLt2rVBFm1TRtyyGA2xtt1mSAHiAdtb/ercEzFqWHEy9a6uIYpRd74MZzadpgBrfvVlvLjpY8x4fpMnVTCkUtKwIpe6n7qGKMbevQTNjkEXhBQsuvZMNMb0tDU53c3AIRML1u/2pCdybRLDMAzDMN0FIlonhKjq7HFkoiNqqHoDGCV5/vh0Kwkh/peIVgC4BqYgUmHWST0O4GFJdMpe7x4i2gjgepg1UQUAtgN4AMC9Qghp2EMI8QwRbQfwSwBjrTHXApgF4DdCiPpMB9rZRNtYTAH+YkoleBr+3vvSe1j1y4lJMbV0yycoCKloiLbo3sKQhuo99bhj8WaPmAqrCnTDQFy0GFakq/uRCSA/J77GmI7KwX3THqusbqc7iyx3fdmKmv0Ye/eSDjOp6M7njmEYhmEYJijtLqiEEK/CmyUWdN2nATydw3ovAngxh/XWAPh6tut1FUIaEE90zL583NKxdMsniCYM3LF4M1SiFDMIAFYaGnlET1gl6Ibh2a6fLbnbwW7GpHKMKOmDorDqSXWL6gaKwtk3PXbuI6YbuPbsMlwyaki3Ege2SOxok4qnVu/AzEWbEVYJCUN0G4dBhmEYhmGYbOmKLn9MjvTuEcahz9ohTBWQmC5w83MbEfUkYgJFERW6NbEu6VOAqKu2Kuaj0JoTuqfuRyYObn5uE4rCKnQhMK2qFHPW7jLXjxsgITBp9oqsJvWyfdz3362YvXQbZk319qjq6nRkD62nVu/Azc9vAgDELIHfnRwGGYZhGIZhsqGrmlIwOaBSToHANkUmpiIaYebkCqy8aQIEgHMfWJ4ioFSFEFLkYzcMgQ/2NWDe2lrU7DX7Kssc7ACgMaajOW7gn2/uwq2TyqFbtu5RXaA5bmD6sxulRhd1DVGPCYbfPqIJgRvnbcSyrftyNs3oDDrKpKKuIYqZC6s9z6sKdZrDoOz9ZRiGYRiGaSs4QpVH9IpoALrepDGaECgIqTjQGMP0eRuTjX1tdENAosPM1wQw9U+rk79fPmYIfjJxuLQhb8v+DNy2YLNnP7KIzPz1uzF9ntkAWDcEZk01o1h+TX/t7f/o7+tgILdUts6oLeqoHlq7DjQhpCqI6a5UT110isNgd21uzDAMwzBM94EFVR7xebOfLOl8fj5nvfW/1kXRnli1E5ePPgbTqkrxxKqdvstFda8Yckdk6hqiuGHuhhThdf3cDcnUtHsuPBk3ztuIaMK7rUNx81xPf3Yjyo/uLXUQlAmndBN8P6HVVgLMaVIRT+j4sO4QavZ+jrIBvTzL5rrP0n6Fnr5fAHDr5PIOT/drq7oxNtdgGIZhGCYdLKjyiPrmrhedsmlJ8Wu9Tf+Kmn3JGiknEU2Rip8eYRWGEJgxqTyZdlbcM4LqPfWeKFZcF6jeU4/xw49KCpCn1+zE7KXboBChSWJ7eN4DyxHRUm3eZcJpbFl/3wn+ipr9UqEVNMISdNJf3DOC+1/eiidWt4jRy8cMwe0XnJT8vTVRHWckTCVCXDdw6+QKXDpqaKD125K2qBvjCBfDMAzDMJlgQZVHiDYQK92B/j0LPBNlAJA56Uc0wh8vOxW1nzbhjkWbUybGfXuEffbQEkUr7hnBJaOGoDGWwGPLt3uWtPtdxfQWm/fyo3tLhdMj3z4NmqtWTFUICzfswW//vQXRROryfttxR1j8HA9l4qpm7+cpYgpoifqVDejVJlEdt117rlGd1kaGsqkbk+2rteeCI1sMwzAMc3jAgiqPMCfr+SOqekU0NEQTKUc0rqwYY44rltY3OR3ana6CFSV9cNXf13kmxouuPROaAk/j4YqS3snfzRqrDYgmvOc1rBIIpumFTUhRsL72oDQy8vr7dSk9uQCgMarjbktMOUm3HWeEJZPjoTuisr72oOc47OfLBvRqMzdAWU+vbGgL2/WgdWN+UajWnAuObDEMwzDM4QO7/OURqsSVrrsSVoHf/s9JCKmpEZ03dxwAAMyYVO67bmFISboKOifGTuxmv7+bNhIRjdAjpCKiEX43baRHrMjEVI+Qit9NGwlyRZzihoGRg/t6BF9MN/CXlR9Ix9skSVP02447wpLJ8dDtbDjSp7mx/XxHuQGmw7ZdjyUMNETlxxGUKSMHYeVNE/DkFaOS14MTpyD9PJpI2Veu5yLdNhmGYRiGyT/yZwbOoLhH/qQVaYqK19+v8/SnEsJsHjy4XyEKQ/LLtyluIJowkg1taz9t9ESA7InxlJGD8PovJuKZq0bj9V9MTJlw+4kVADAgMOa4Ytxz4ckoCCnoFdFQEFJwz4Uno2xAL8/z155dhrCaublwj7Dq2U5EU9AjrCKiKZ4ISzo3QqAlomJTNqAXLh8zJGWZy8cMSRpT2FEd9zFla+KQq015e9iuF/eMoHJwX+kx+IltOwqVy7lIt02GYRiGYfIPTvnLI2oPHOrsIbQZcd3AnDe9Ln7RhIFb5m9CwhDw6QUMALh90Was2/EpFmz4CAmjZcECS4Q5DSr88BMrYVXB/5wyCAcaY771Qu7nAeChV2syHvc9F56MMccVJ7cj7H+FPJ3T6UZomma47MolEZXbLzgJl48+ButrD2Lk4L4el7/W1EC1NtWttbbr2dYtZYpC5XIuukKUj2EYhmGYjoMFVR4R67qu6WlRAIAAI0UvCEgy7QAAhyROe26iCQP/enuP5/l4wsD3xx6L2xduhqqYLnRCCBSGNI8AcNfgxHQdXxjYG+t31ePpN2rx9Bu1SYc82UTbXUfk3FZUN6DrRooojKiEwUf08Ek5bLFpH1vWHwCSk3xbdBEIKgGKQihwuA7KxlY2oJdHSLnFiB3h21B7MJCYSGfi4ByvvV2ZSGmN7XouYk5WZ+V2g8y2Hqyjen4xDMMwDNM1ICGZvDCto6qqSqxdu7bD93va7S+i7lD3U1WqQhCGQGaZJEcBoLjMJXKlIKRg5U0TpH2g4gk9pcmwzbwfjkZIU5MRiHTRDHtbRWEVk2avSLoEyva9ofYgLntsDT6PJpLL9IpouHL8MPzh1ZqkyDMEUuzfIxrh0curUFHSp1X24AJIK1DcoijIeOOGgWlVpZizdpfvdhes3+2xXT9nxMCM53Xs3UvSns902MeyaXc97li8uU3MJPLN5S/fjodhGIbp+hDROiFEVWePIxMcocojhvXvibqd9Z09jKzRjdaJegPAhOFHYsX7dRAC0l5UQZG5uNkRinlra6XrfPPR1SgMaWiKJ0BECKkKdEPglsle+3JntCNTZESWOhbTDTy0dBuiCeGxjbexa7Wc20qHLLJ047wNAMhj5W5bhvv12ZKN98El2xDXW8ZrN2T2syJ3p9mtqNmPsXcvSStyWutOaC9z8SOrWt0I2LnNfBEerU3lZDHWevgcMgzDdF1YUOURoQCmB/nKa1v34d8/GY8tH3+Oa595O+ftpKt18XPISxhwRGUE4lb9Tzr7cgAYW9Yfj3y7CoCQ9smaMnJQsj5KVQi6IXDt2WV4ZNl2RBMJ+NGc0HHlE2sRVtVAk1+ZGFFJcbbjApBqrCBL7Vt504QUkdic0JFwpTXKSCdig/aCyrZuSTY5bSvL+O5C0Al6a/txsYV86+FzyDAM07VhQZVH7Gts7uwhdBphTUVjTMekyhIs27YPc9buymr9iKaACGlrXfoV+TUC9qcxllr7ZG/bOUFypu25J6x2fZQQgCEEErqBqJ4qHFQyLfNDGiGhC+iGgaiOpOjKNPmViRFdGJYRRgu2QEknPOzo0qr36/CzOesziinndmXI9qUQoXpPPcYPPyr5XHHPCGZMKsfMhZsRUinZg0x2zH6T08PJTCKbCXprhGZbNIo+3OFzyDAM0/Vh2/Q8Yk99/rj8ZUvCaHGBu3TUUBRqlGGNVIQQePL7Z2BocZGv3feq9+tyHp/T9tvdpyiaECk1UIA5Ya3eU580pWiKG4jrAvcvqYFuCaqCkIKQSiACQipZhhvHoDCkebaVztFQZg8+a2olZk2VW4ZnEh4ravbjZ3PWe44JAMKagsvHDAlsRS7b16GYGYFbsH538rn563dbET7zPMw4v1wqENL1iGoLy/juQLZ9slojNNlCvvXwOWQYhun6cIQqj2g8jPuGfn/sMcmJb2m/Qgjy2ox/reIofOULA1EQUnHTsxuT0SPAdMa75LE1iGj+aXJLtnyS8/gaozo27a5H5eC+0jv+bmK6ge37GqGSVxjaOkU3BAgCcQNIWMfy+MoP4M7VCzL59bMHlz3ndT80cM1ZZQDMyfoNczfIxZRKeOG6M1E2oBd+MnF4oHQzpy28szYumhApDoK2QLC5Y/FmnDNioGfbmaIt6WzS86WGJduIU2tcCw+nqF97weeQYRim68OCKo/QAPhX1nRvIpqS1mxizHH9k/+3079ufm5TyjJLtuzDnd84GQA81tz2ZDymy9Pk6hqiWLRxN9KhEtKmuNmTfNkESVPMtL2watYe6YaBWf95L0X0uQmpCiCQ0rMprKq4avwwPORw1Qs6+ZWZKPgZK9jC46k1O/HQ0m14ZNl2PPRqDb73xWN8xdS9F1WmNBAOKkqmjByEvj3C+NHf1+GQo8+WqhCWbvkER/WO+AoEINV1McjkVDY2O0VOUwgxXeDWyeW4dNTQQOPvbNxCMJcJeq69ydhCvvXwOWQYhun6sKDKI8qOKsKWTxo7exhtzjdPH4TB/Yow66Wtvsts+fgzjB9+ZHLy2Kcg5Fkmrotk7Y09QQGQEtmwcd+x33WgCRFNSwouGUHNFyoH95VOkMaW9Uf1nnpc+cRaRPWWqJPv/gwBdxQubhi4ZNQQXDJqSM7RlGwiMX94tQbRhEjWaz22fLt0ud9NG4lJlSVZjcNJRUlvGK5jbYzquHVBNRKGAbdRZNwwsGl3PS5+ZJXU6CObyakzRc7m5uc2AQK4dPTQlPMFpLfNd283qClELtsH/Gulcpmg5+pa2JpG0YwJn0OGYZiuDQuqPOKLZcV5Kajmrt2NwrAKbxJfC3e+sAXLt+7DGx8eQEglNMXlYmT7vkZUlEQxZeQglB/dG1+7f5l0uZhuoL4pnqytiSd0NCdSt6kACGkKVIWQ0M3pviw6Y+OMAvhNkPoUhhFW1RQXv7ACGGT26nJu/oKRJRjcrwdmL61BWE1NvXNPfoNO3jOZFTi3I0sdC2sqEjHd8z5V76nHmOOKc54IOu/SqwqhMWq+F3YET1PMKGZYbbGgv2PRZmkhf7aT010HmqAp3tTLmQurASDZt8q2zS9IkzZqE9QUwrlcNtsH0psZdPQEPZ8s5DsLPocMwzBdFxZUecTWjxs6ewjtgi6ABmsCTdZDlvy3vMY0jYimyXuc9Z/3cNeLW3DPhSejb48QdJ8swrhu4Jqn3kLcMDCytA9Wf3Ag+VpIJagKYVpVKf75Zq3lhidgGP5GGCGVAkUBZOlYiqrg4W+dgh8+9VZKGGzO2l0oCqsABMYNL8Yr736STL1zTraDTt4zuYnNX78b0x0W7rdMKveMNWEIqfB9+LXteHzlB5g1tTJnu2fbZn77vs8x6z9bU9IhC0MaHrr0VPQpDKEorGJ97UGPCHJGHbMRnKX9ChGTCGVNJcxcWI2Y7uwJJhD3SRt17svb98u7rGw5v+3nYgPPE3SGYRiGaRtYUOURG3Yf7OwhtDsCQEQlNAfx45ZgT8JvmLsBM6dU+C5niJbeUk4xBZhRqOlfOwH3vrQV0YQAYE/s/cf0zBWjUHVscfJ3P5FT3DOCaVWlyea3AHD60H740VNvISE5Zvt4XnhnL4AWq/Qb5m1E+dG90a8oHNhy2c81zH7ebTZx28Jq3DalAncs2gxVIUTjBuK64Wu14TSScNamBYmSPLV6B2Yu2oywSuY+JCl+FSW9saJmP256diNUIk/9mV+dUCbBWdwzglsne2vyEoZZx+asYXPiZ/QgEzrRhIGn1+zEdROPT7ucbPv2MR/ONvAMwzAM05mwbXoeMaBXQWcPoUPIVUw5iekCv3JNkLPhnhffS2uS4eTyMUNw7JE9sWzrPizb+glq9n7ua1td1xD19NBaXlOXNpVQRixh4NwHluPpNTszWi7XNUSxofagmdboqidrjhsoCquo3lPvGUNcFxjcrxAzzi9HLKEjYQiP0HFj95ACTCEz9u4luOyxNRh795IUG3R7TDV7P8dd/34XNz+/CbGEgYaojmhCQAiBiJZqbw60uP05xVRRRPW1QA9qIX7pqKH4zddHIKwSisLm9m6dXO4xN0k5P4Z57jbUHky+txtqD6IorCImCY3e/8rWlP3KBJFs+0Ft4COakkwJ7Szsc+Bn0c4wDMMw3RGOUOURJ5X2Qc3+w7cXVba0RpbFMykHAKoC/PqCETAEMOrOl2HrL1WxHPocOEVOJkv1wGPUBf7fy1uhulLfmhN6MkrhjM5EEzo0BXDrxH9v+hiVg/tK97Fmex0eXf4hfErWPNg9pG6ZVIE7FstrnOyICyA3DAGASEjFw5eehj6FoWR0a0PtQem5+3rlIPz8q8OlEbBsLMQvHT0U54wY6ImozVxQDVVREEvoUJSWGqdpVaWYNHuFuf2EDiEECkMa4oaBcWXFeHnLvpTtJwykNCx2u7vJaqgaY3ogG3jbjfFPy97Hg0trArkUtrVNfDbNhBmGYRimO8GCKo/4pJ7v+sooDClojrs94toegllXU6CpyQn0rxe/60k90w1AT5OKlS4qkW7fsuMzBCBckSXDEoPyGh0vs5duw/VfOUH62kOvyl390hFNCMxcWI2w5hWVdjNjPyFlE9cFKkp6p0z0zVon73pz19XiayMGepa313GbjTgFJ9AiLIrCKhpjelJgzF+/G7ctqDYjd7oOlYDbJldgxKA+KAqrmDR7hefc2mmkr21NFVMtpIpft3kEkOryV9cQDZTW1+LGaB6r06VQRmvET11DFNV7PgMgUFHSJznOoKmn7Um+9BJjGIZhuhYsqPKIvZ83d/YQuhwKzPS3thBTmfpMCZjT4W+PGYJHlm1Hwkhvfa4phEhIQVwXmDGpPDnBy2Tp7rdvPxTXuHUBPL1mJ8YPP1IS3QDcu9RUBfe+9F6gcfjhjnyZtUdey/fPmuJQJM2M3fxg7DGe54p7RnDt2WW477+p9voxXeCHf18LAUiFgXCl7Tl/t4WFMASiukBByBSBM84vx+2LNqekQeoCuH1RNV7/xcSM9U9hTYUR11PeF00x7eFlx+Wc/LuFwDVnlSWdHmUW6OlcCmXNj/1MM/r2CEtFqZP563fj+jnrk+91SCXcd1ElhhYXZdVMuD3gCBnDMAzTXnANVR7RuwfrYzcGMveHCsqPvjQMaoa5fkwX+MOr2z1pczKEEIjGzcjG7Qs3J2uIpowchEXXnmn1mfIyrao0WRcT1hREMgxKdvz3v7IVRWHVE52R6be4Ljwpitmiuuq4dCHw9ZGpfalOH9oP18/dgENpRKiqmML2ydU7PXVXAHDJqCGIaN7z0RQ3pPVRuw40oTCU+ndTGNKw60BTirCIWiex2drOzIXVkGgUqKQkIyDpIo26ELj96yMQ0Qg9QioiGuF300ZmJS7sGrRHlm0HIHDV+GFYedMEj0jwcykMqYrUiMQWg06iCQM/+vs66Tm3qWuIYvq8DSnXflwXuHHeRhSF1awMMtq61iporRzDMAzD5AILqjxicN8enT2ENqMrXpgPv7q9zcQZYAqdhGFO9qMJA9fP3ZA0L5DZfgNAWCWMP/5IPPLtKvz2f07Ct04fnJzsyyAAEn2BhAFs+fhzqXOgk4iW2XwhCJNOPjrFRGLGpHIs2LAnZZnlNXWWa6JrDCohohGuPmsYNIWgWw6Msklxcc8IZk2tRESTX0GqQikiIp0Tnl9kBzBTO2VGIbowkulkTkOIkErQFKSYaFw6aihe/8VEPHPVaCy+bhyGFhcFnuC7BUI0IfDQqzXSZW2XQu9YhVTQ+InBQ3E9rRDZdaAJKnnPu6qYjovO8+FnEgKkNyvJFZlIdJuz5BNs/sEwDNOxcEgjjzjQlKYBUzcirBIMIZBDKVG70t7DiesCv1m8GYvf+RiaQmiShItiusC1z7ydMf3QJqyZPaNkOYHvflSfMRXSMAz0imgp5ghxw8DXygdg/oaPgh0YgMUbTfF01fhhuGTUkIwpcTYaAddOOB7njhiI9bUHEVKVZB0QIE8bmzJyEDZ/9Bn++Jq3viuut4gIu57GbgJsH9uMSeXYdaAJa7bXJfufuTkUMxB2RQY1BbhlckVykp6p/gkwxc6Kmv0p/b1mTfVvphy0x5SbS0cNBYSZ5hdSFehC+AoapxmGQuSJGPrtp7RfIXThfT91wzznlYP7epoJu4+tvWqtZCLR3bw7X+DURoZhmI6HBVUeMXbYEVi2bX9nD6PVZGsR3h0J+UQ4/vW2KTwy3VcOeoqiCYGfTizD719JjV6YAZzMG4kbZv3Mo5dXYdG1Z6IxpmPT7nrcvmgzFAQXmc1W5Gn20hpcMmpIxpQ4m4QAHliyDbOXboOmKB6Dj6huWM2NW6hriOIvKz+Qbu/WyeVJQwnnpPPnXxmOI3qEUfvpIcxcuBkhBWiMecfnfN/sNLqQCvy/aSNR35RIEWbO3mI2snold3+v6+duSGmmHLTHVExP32PKz6VQhi0Gq/fU48on1qZEDv1S9ezo4M9dNVSzpp6cIiDt/8uObWhxkXQ8MgGXjcGE2zGxOaFDN1qad+eL6JAJUrsnXdmAXp08OoZhmPyFBVUesffz7pneoRIgRMvkvKPllEoAyHTfs/Fzzcu4HfiLHTOiIfCDccPQM6xh1ktb5Qu2Maqi4DdfH4FbF2yCSgQB4NwRA/HH1+Siw41dP2NAYMb55bh1QTUSaWzjVQKIvPbr9rbsBrbuBsanDemDjbs/k/a7AoAovNEiEgKTZq/AjEnlGNyvEPY7F1bVZJNjm6u/NAyXjhoqnXTe+cIWaGQKOACI+Ryb28ACAAo0DQBh5qLNiCWyi6z49feq3lOPipI+aaM191x4Mq53iDHdMLCyZn9aYeA2uEhHcc8Ixg8/CrOmVqZEJ/0iW4BTiKW6/NnYDoCfNcUwfd5GRF3n66FvneLbC81JLlEYj0jUW1wXO8NxsD2QRS5jCQPnPbAc915UmReikWEYpivCgiqPsBumdjd0YTreGQF6O7XX/t3qKZeRaKqCxdedibtf3IL/vvuJ5/Wvlg/AmOP6m9GdzEZ2bcaDS7bh+2ceC4UIqqLgUFzPKl0PMOtnAGDG85ukUamIpkAIgYtOG4zvjT0GWz7+DNfP2SCt75q9dBvOHTHQ08B43c56hLIsnovqAtCFaQNuoRKguE5wSCVceGop6hqiWLrlE2ltlKR8y7uM5OCbEzp+9s+3PYYeuiECuNjJL4TPmuIZ0/rGlvVPuY4SRoswONAYw/ragxg5uG+rIxNOIQJQ0onQL0JkCrEjU7ZR1xDFU2t24v6Xt6aNrv7wyXWe5yIqpUQmW5MWWNwzgj6FYY/g7mjHwfbCL/Ib00XeiEaGYZiuCAuqPMLtVtadSBfx6C5MPPFI/OPNWrwsEVOA2SD339V7fd372ouYLpL1RDE9YAdeH/yS9OIJAwaAeetqMWddLXRd+C4bVlWsqNknTXl0ipKiiIqELqAbRiDXRBtdADAEIpoCIjPCoQA45/5lICKEVW/qYC4UhpRkTzGZSIjrApv31KdNSaso6Q2FzH5hTq6fuwG3TKpI64y360CTVBjMeP4dvLBpb/K5y8cMwe0XnJT8PZtUOXvZTbvrccfilnTGaaeVYs66XWkjRM51b19ULTUcceLXIoAUSkkxzLZ+zE06I5LujLMmcOZCM1rqJF9EI8MwTFek+87AGQ9H9y3o7CEc1jgnsTLMSFjuYsqdGtmVsMeUznHQpjmh49eL3k0bqSjQFIwZVoxvnT4YjTEdN1rpYUGJaCrumXoSfjZng2tcAvFWikqbWMJAWFUQS3Mcty3YjJmLNmPGpHKMKOnjaQ4MQCqoogmB2xdtxvfHHoPHV34o7THlV0flvg6fWLUTl48+BmUDemWVKmcvq1JLhMgWMU+s3pnyuzv60bKuvBbNSY+wioQhQEJ4rp+w5nUDbK0gctdTOY1I7NdlOIUo4DUYyUR7NhV2v683fGU47n3pvRS7/FxFY2uPm2EY5nCABVUe0Rxvm4ki0zUJaQp03QCJtuutFQSVgEjIjBbF9NzlXErEKcP4mxMGXn73E7z87icYV1aM138xAU+v2YkHl2yDqihoynCtNyd0rP3wQLsanOgCaMog8qK6AejAzc9tQlglxHSBiEoghZImDIUhLVnLk7JuwsBfX/8Qdo+pS0YN8aTWuYXB/5wyCE+/UevZ1vrag+hXFA6cKudMqwuCM/qRzbqaAtxy/hdQ1xjDA0tq4Ey2DauEF64705OyWNwz4qm/m1ZVmtUE3+nAuGl3vdRMxIlTsDTFEyAiFGhq4Pqt9nTek6VA/u7lrbh1SoXnuLIVQa09boZhmMMFFlR5xJ6D+dlTJZ8hmHfhVcVrT+0m6OS2rVEshw4igXFlxVheU5f9NgDc+NXhiGgqbllQjWyq1JbX1OGDfQ04oigMATPFLhOGAP66akfW4wSA804agKFHFOFhie16OjK5HtrRArvua/qzG7Ho2jPTuh3a1vkPLq3BuSMGeibEbmv2A40xqaAaObhvVqlyQW3tbdypiH79u9zoBvALZ/2bYjY6tifstphyRkkONMbwjzdT6+/mrN2Fn0wcnpVgsJe9+JFVaUWmTLCYkc5ghhbtZQVv4/e+jijpg5U3Tcg5otTa42YYhjmcYEGVR3TnGqrDkbBKuPeiSowt64/Hlm/PegLfI6QgZoiMzXlbA8Gsa4obpth748MDKW54QTEA3Lbw3ZzH8fuXt2HF+9kLOTf2RD9dzd4r7+7DHy4pzXrb1391OGYv2YamgCfH2fD2p/9c70n7c+J0anP3cjrQGMO2vZ+jKKyibEAvXD5mSEr05vIxQ1A2oBfqGqKBUuXqGqKob4pnFY383hePSf6/tF9hSqpZOtxL6YbAb//nJIw5rlhqr96c0GEYwhOhzaU+yM+gxL2tTOIy075bW/OViXQpkNm4Orpp7XEzDMMcTvAMPI/gGqruhsDn0QSq93yGx1Z4Lcw1Re4qZxM3BKZ/9QTc+e8t7TK6a84ahidW7fSko3VGnKwtxFREIzz1g1G4+JHVaZeLJgxc+YTXbS7ttlXCSaV9YWRhuB/XBYrCKhSitGLKJqYL/HzOBhCZropxXWBQ3wJs338ouczlY4bgtKFH4B9v7ARBgYCBqqFHAEhNEVQVs5/WjEnlKQ127R5jqkJI6AY0hQIZxvxl5Yf4y+sfJtPAbp1cnuK8mA3NcT1DdMiLLSAy1Sm5TTZkNV5ukZmpZ1qm/l+mwMyu5qs1PbZyTe+TjTvdceeDkQfDMExbwYKK6fKcOKAIW/Y2dvYw2pyYVVsT8Wnym8mDwTAETjy6F4rCSsbC/1zQVMWsAXKQjTFEV+OcEQPxzBs7A9WfZXuUpBBqPz2EhON8aQow7vj+WPqevNn2hOFH4vwHV6Sskwlb3NjGGk4xBZgGFP94oxZm9mhLeln50b3RGNMxtqw/ZpxfjtsWVkNTCLcv3Iz3Pv4Mc9buSjGfsFEhAomq5kRqKtulo4aiMZrAPS++J13XrqeTXU8jB/dN/j9I6qFtXLGiZn/aOiWZyYYT2xXSbVBhC5Yb5m30OOcBwLVnl6UVLytq9qekqYZUSit4WtNjK5MIa41Qk9VQcXSKYRjGhAVVHhFvhWFAR6ECkvas6clHMeUkiDOeDCIAoIx21Lly/ys1VjPi/GD++ux6bwVFUwg/Gj8Mty2s9oi1Y4uLsBRyQfWfzXvbpYm17B0774HliGgqYrqOhGGm1tki3pke6EYXgGaNsiCkIKGnt7BXFcLSLZ+grjGG+156D+Q6wpBKuG1yBUYM6oPSfoX46T/eTqnJG1dWnGJCkSlKElIJv7uoEicO7IVJs1f41ikFMcrQDQPTv3ai1KBiyshBKD+6N857YHlKOmNEI1wyaoh0e3YT4+nzNqacM4WAsWX9fddpTY+tdMvkKtTKj+6d7GnWryjMLn8MwzASWFDlEaX9enT2EDLSlX0IVQCaSjkLnI4mYQDxhA7RCiv2TASthekKELXKlT5nEobA71+pkTwP/H21vzFGew3Vff3aIiKme50Eg2Drdd0woFD6lMbGqI6bnt3oGwUkmJFCW+S8ueNAyutv7jiAuoZocrLujpI0W9d7YUhL/v+X/3oH0YTuaeasEKF6Tz3GDz8qcKTLthqXiZmyAb1w70WVuHGemTKpGwKzpqZGadwphQrIE4ULq6pv7VF71VvlKtRa607YnlbxDMMwXQkWVHnEZ03xzh5CtyYSVtrVZrs9eHL1jg61UO/KdIaYykRHGzMGr+DKHlVRrHOcfg/prseYLvD0mp24buLxybQ6J4aBpAiyJ+Njy/qnuNUB5jJXPrEWUR0tNX6uHR+K6bjyibWYNdU08kgX6QJMARxSlZTm124xI+x/hfdMZ0optElXe9ReTYczCTWZ8GmtO2F7WsUzDMN0NZTOHgDTdnSXyEpX5VDM6HaCaulWeToZk7/4fWh/s6oUhSG13fbbHDd8a+jOPkGewiZj9tJtqGuIoiiselLwYrqBK/72Jm6Z/w7G3r0Elz62GmPuWoIXqz9G5eC+ybS2PoVhEKVGpDTFTAF0Ek2Y9vQAcM+FJ6MgpKBXRENBSMG0qkEIq4SisIqCkIJbJ5dDd6lyp5ixBUY0IXAorie3XdcQTREffmKqh7WfdLVHdkTOOc62MphoTqSOqzlhNpiev343xt69BJc9tgZj716CBet3A2gRYU5sEZYJ5/n4PJpAc9xInivm8KauIYoNtQf5WmDyDo5Q5RETTjgST63xr4doT8oH9sTmjxs6Zd9M10Gx0u66lyzt+hDMc6sLf8OMfkVhJCRRGJXSR41aG9WKaIQLTx3sa77h2R9RclIekaTYxnRvXdfNz21CYzSBEwf2BiDQI+QVYwkDUCRHIgSwdMsnOPvEozx9mW465wspv7/38We+DYPTRXns//ulFGoK8MfLTkVFSZ+M4iiowUS2uFODhRA40BjzjUJlGy1zRrna2yo+Hzkc0iM5asnkMyyo8oh9n3feHR8WUwxgRgiu/0r7WbkfrgikF0UA8Ojy7XD70qgK4acTj8fspdt8zUtaK35vmVyBMccVZ7T5t2mOGygKq+hXFAYpGdSegztfaLmmVEUuBGW7jyYM3DJ/E4z58EzgnEYOdQ1RzFnr3zC4KKx6XC9juoH6pjhK+hRkTCnMJKbcE2rnuFo70d51oAmFIS2lBUJhSMP62oO+wqdycN/AduzuifKM88s95yOTvXy+EuT9yyeh4Xe87d3gmmE6GxZUecSmPfWdPYTDkoimtImdeHvWv3QUqqLgxKN7YdSx/bDmgwPSZQjmhLgbO7C3K7leB7LzqRLQv2e43Zwgi8IqRpT0AQD8ZOJwPLhkGzRFQcLQccmooXhi1Q5pj60VNfsxubIE91x4Mm6ctzHrv59sDU0PxTNP4NJFVWxLdhItjoe6IaAbBq556i3EDQPTqkoxZ+0uEIAmV/SsMKSljc74TajbaqLtF20aObhv2ihUkGiZbKJ8x+LNmDGpHLctqE6mUeuGgZU1+7utUMiFIO9fRwuN9oyEpTtejloy+Q7XUOURFdbEhuk4Rpb2hh6kK2sAuruYAkwjgB/89U1fMQWYx8liSo6myG3PcyWmi5wb7AbbvoFNu+sx9u4l+NOy9yEAfGfsUKz65ZdRNfQI+Lnu3/XvdzH27iVYu+NTAAKhDvomcqboOWs56hqiqG+KSxvwFoXV5IQ3mhQHAgSBhIFkjdCctbvw8y8Pl6ZdZkqVk9Ub1ez9PFAdUpCaFL/arLIBvTCtqjRlWWeao72uXb8mw6/WanC/QjiNFxMGcOO8w6eOKmgdWWtq1bLFr16uLch0vO1luNIecJ0XkwscocojvloxEL9sx8lTW/LN00sxd+1uTxF4d2P9rs86ewhdjo52tssnfjj+WDyy7ANkyB7LitZsalxZMd7ccQDRuCEV/IYhcPuizSkRpodf3Y63dhxIK6qbEwKASNsDqz2w087mr9+N6Zb9eVw3klbsumEgpKY2r91T32TZxbcQUhVAIMURUFUI9770HuIuT4qIlt5Ywu/Ofbp0PHtb2USwZNGmTGmOQfCbKAOEsKoimmhJM4wmDDy9ZicuGTUkcJSku9YWBY3IdJTQaO9IWKbjtUW9s+1AV2wOnU/pl0zHwhGqPKO79GGdt25XlxdTKnWf88nkB48s+6BLCFIC8N0xQ3Hr5ApcUFniGz3VVAUk+RtJJ6bam4KQAs3n73ZcWTEA4Ia5GxBNGDgU0xHXWyJNCcM0/3jo0lOw8qYJEACufGItDrmc+3RDQBeuSbAuTKHloEdIxaOXV6WdkMkm1DHdQEFIlUbMSvsVoq4himVb92H6vNSIwA3zzMiWH+5oU7roSNC79H7Rr4qS3p7xA8D9r2zFF+96JVCUpD0jKu1NUKHUXs6Obto7EhbkeFvaDrT81pU43NwpORLXtnCEKo/YdaAJmqpA7wb5VB05xB5hFdG4nnW/psrBffCrc7+AqX9a3T4D6yQUmDVMXWHizqTSVd4TAeCvq3bgr6v8GxMDaJPaQT8UMpvzJrJIqR1R0hO/+UYlaj89hGufedvz+pL39mHV+3Vp2yMI0aLGbJt0NxefXoqqoUekGDbMmFSOOxZtTlnOgEBJnwJsqD3o6fHkjLrcc+HJuH7uhuS4ogkDP5uzHoYhPBEzu55L1jQ4ljBw3gPLce9FlYHuqvtNgjftrsfFj6wKfJfeHf0CzO+j7489Bg+/tj1l2YRhNsO2I1d+UZJsIyqdGcmS7dvdlDqdqUd7OTs6ae9IWKbjdbYdAMwbFF3NlOJwqvPiSFzbw4IqjyjtV+ixxmWA5pguvYvuRIE3NeqtnfW4779b22tYnYYBgCSNSRmmK6EphJlTKvB/z28KfDNk054GxBM6eheGoBA8hhiGAHbUpXcktXthXTdhuK8Vup0W57Zh7xXRUiaU06pKMWn2CmgKIaYL3Dq5HD0jmmciM7asf0q9EYCkuCIh8NClpyRrZMfevcRjGZ86fhF4olrcM4JpVaUpqZdTKktwx+LNWaeG2WldzolaTNczuj/6TVj9JrfVe+rRpzCcIjyynRy2pfhKt2+Z0HSLaxuns2MuZDqmbARerqQTht1BrHSnOq/WwI6L7QMLqjyiuGcE915UiZ/8Y31eT5VDKmXVgNcAfLVDWAFIUXDK4D5YLUlTWrX900D76G7ypKunWzLdi0y9rnIhpgvcsejdrLd78aOrEdFU+F3iQ4t7SsVW6r7NBsR+FiFOa3EAqN5TD4Awtqx/UmQVhVVMmr0iRfzc/Nym5OeXcyLzyLdP89Qb2SQMYNX7dRg//ChskNRVpRufLOqTqYbq+bd3I6zJU8OC1Du5J2qaYtaRhVUFMd2AbhgpAstvwiqb3DYndFz5xFqEVTVFjGYzOWzLO/NBJqYyodnWEYGg2+6ISJifMOwOYqUjRGdXoDuI2+4IC6o8Y8rIQXhnVz0eXfFBxmXDVoHQJWcMwTNv1Hp6rHRFzK9570xIFmFKux0C5lw1Go+v/AAvbNorFVNBCKuEy0YNxq4DzXjp3U9y2ka2Y2eYrkZbiymbQ26HhwDoBjw1TzaaAuw52JRWTNkQEb73xWPw5xUf+tYyzV+/Gzc4UvU0BfjdtJGYMnIQNtQehOYOOwGem0FmXQul7WP12PLtuGLcMOmkNKwSBESKGYZsoiqbdA8tLpIctylmZcebCdlErTCk4aFLT0WfwhBK+xViZc1+TH/WNgQRmDGpPFBExRZjUR0p6YKPfPu0wJPDtr4zH3Ri2p4RgZq9n+PGeRsRSwTbdmsjYbnSXcRKR4jOzqY7iNvuCJtS5BlPrd4RSEwBZpTi6StGYcIXBngKrIMSIuDKccfgu2OGIqIpKAypOW0n0L4Uws++MhwFmvc+QKaUPjf2POeFTXtbNaaYLvD46ztzFlMAiymGaU9CimkOEdEIMy8YgXtfei/Qes1xA39esR0hlaCSKZacpgEAMH3exhSBZFqDb0BdQxSl/Qo9wkS6n4SOipLeHvtyJ2FNTU7S3QYG915UiW+dMSRl+SmVJUljCcC/2H7/582e9MFoQuCGrwzPySRBNlGL6gZK+hQkzTCmjBxkNv5NGAgphDsWbcaC9bsto41PsGzrvuS4p4wchJU3TcCTV4zCo5dXoTCU+tnvJ0b9JodtbcwQdGLaXoYQ89fvxnkPLEdMklPZHrbrrcX5fq68aUKXqtlxGjRkahXQ3QlqhMKmFdnBEao8oq4hipkLqwMvrxvAtD+tRmFYzdkkwiDCE6t2IKyqAASmVJbgn64UkrZAAfDMlaNwKG5IC+EzzVtCLhOGkKrg+fV72naQDMPkRGtTZtOtf/sFIxBSFYwc3BeNMR0hVUmxO09HTG+xRo+olKxlKu4ZwYbag1AlESgiStb5fHfMEDyy/MO0+xBC4EBjzJN6lzoOb7NdO82wpE8Bpj+7MWX5OWt3YfHGj6ALkYxEyVIFf/jkOs++Iiph1LBiT31YEJxRCMAUpSQEJs1ekUxDq2uI4o7FmxHTRfLc/mzOhmRfLyA10mdHVOoaolLxUlHSGzMmlWPmws0IqentuIMKoCA1VvYythlJuqhLW0YE7P3a/dFkor05bqD200NdMsLSWRGydO/p4WjQkCkSdziek9bCgiqP2HWgKavJAmBGRxp90mOCoBsCutGSgjHvrbYXUwAw4cQjcdnjb5h/3DmkJrpruJviBp5ck3sPnLBKICDZ6JPpHnB6Zdti95MJQjrRo2YwLshEuhHcumATIppmOvGdX55z/WBYVdGnMJyceJT2K5Qee3PcwPf+8iZCmpLWPMImElKxYMMe35ovAB6zIdvpL6QoiCZ0KBJhZ3+uT392IxZde6a3HslnbKRQcoKVy8R3yshBKD+6N859YDkA6zPSYZQhS5Nzn0c70ueuRZKljK2o2W8JGkI8YeDWyRW+E78gaWdBJpLuZWacX44Rg/q0uyGEc79+77vN9HkbYUDwRBjp39PD2aDB72/8cD4nrYEFVR5R2q+w080G2qsMa8mWfTCAjMXYbUm6CaAhBBRS0ixxePG9Lw7FX15Pb7HdFWAx1XZoCiGtCnCRbsn2bKNgRpnMGz53LN6MKZUlaaNBfkR1A0XhlpTm4p4RzJqaanduowtAD+iB3xjV8eiy96X27DaRUEvKn2yyky5EH1IUNMb05IReVQixhAEF3htCYVcT4lzd8F7Y9LHnnChE+NvrH2L88f2l/am8mJG+ipI+yTHIXPPcrod3LN6Mc0YM9B1vujvzQeqRZOf/jsWbsfKmCWnPUWtrc7J93+36w+nPbkT50b3RGNPTWvfnK5nEARs0eOFzkhssqPIIZyfy9uwP0xl0xtGkmwAqRDCEkdUdejfdzRnQDwIwfECvzh4G08EIIdrNjKK9UIjw3NvZNYeNaAqiCW/qGmBOkvv2COOqJ9aiOcvP3MKQgiZLCDSlEVOAaWRRFFaxofYg6ptinslORCUIIoRUQmM0NeOgOaGjvimOsWX9MeP8csxcWI2QQjjkEnxhlfD0D85ASFNR1xBNiYLZd/VL+hRg2bb9GH98f1QdWywda11DFA8t3eZ5/lBMxwNLavDAkhqMHNwb62s/S3vM0YQZ6VOU1D5cdhogAKnrYbqJn1NE2A6NNk+t3oFbF1YjITENcW6vNZPN1qS7yfZrv+8KmRFHPwfc8x5YjojjHArgsEnnyvR+sUGDFz4nucGCKs+YMnIQFAJ+9s/1HdIkdFpVKf711u6smm/mA3beekQDfnPBCNycRa8cm1wElQJAVc3IQFdqAvur5zZ19jDaBQKgqeaEJV0E4XCko8WUSoBqub25yWSDbnMopiOUJk3KTVgl6NbEwp26BpiTtZI+BVn/HWsKcO6IgfjX28HqOL8+sgSTZq9I9nbyHCsRfndRJRqa4/jVc5tSbkDFdYGrn1yHhGHAEObvzrqbwpAKQwhcfHppMq3a3ofT3v0n/1yfDEg+sKQG48qK8fcrRnvGuutAk68FvM362s/MFL0Mb5ouAF0XiOvyJsDZTPzSpX09tXoHbn5e/hnm3l6uk81cI0LOmin3fkkhLL72TDTGdBSFVeypb8KVT6xN+ayyo3d2lPbGeRsAqyl0rulc3Sm6len96i7ugx0Jn5PcYEGVZ8xfvxs3zt3Q7pNtTSFMP+cEXHhqKZ5/u33qprJBJeCiqkH4x5vZ3X3WFMpKDLprcMKqii+U9MH/u3ikmU5DhFhCx5TKErxYvTdtfZqmUiAXMCdnn3gkVtTsRw5u0u1KvkqNH31pGCpK+mDplr1YsGGPZSnd2aPKP8IB/hZUBTB83Eg1BRAI1p9ONolXCVAU7/oxXaAorCARa9mvQoT7XtqKZ9/ahbBqTja+fOJRWLzpY/m4JT26DAEs2vhRxrGqCnDtWWX40/Ltvr2dmhM6dMPA9XPW+9Z0pvscMgwBAQPPvFGbIqDcuLM7l9fUYe0HdZ5IlWwCK+OiqlLMXbcrec5VMkXmS5v3+l4L7khQ0IlfurQvAL5mTu4UyGz26STXAn/3etOqSjFn7a6U7ZQ5sgPKBvTCrKmVybFFdTOy6rwuVFI87dWySefqbmYFQd6vw8EqPVv4nGQPuYtdmdZTVVUl1q5d2+H7rWuIYvRvX8mq6a2biKZAVci3j4tNoaZAEHDNWWV46NWaQMXX7YmmWAXyukCQQMLFVaW4ctwwNMZ0rNleh3tees+T6uHm99NOxo3PvpNyfkMqYfUvJyZrG9Ll9rcWBUBIo0CRktK+Eew62LFWp3Yv0HzJNrVNjvPkcLokCoBJlQPx4qa9EK2IuhZFVFx0Win+GqCOL6ISdIHkjRSFzPmlSkBMsv8gYi+iEYTw9m8CWsRPo2zjGegRUpAwBBSFUj5LekXM3k6AwBV/W5v1jZm24scTyvDzr57geX7B+t3Jei13CqLNyz8bj35F4aRbYe2nhzBzYXXaYykIKdJaJfdnr3sSuGzrJ/jRk2+lfK/1imh48opRAIBLHl3tEZ2aSnjxx+NSBIvfPtNNNusaop7vAr/jCLLeIisiFcSBUNZcOqIR7AhVNuMBzBqz8x5ckWLTHnTdzqY7RdWYVIhonRCiqrPHkQnuQ5VHVO+pb52YUgmPXl6FP152qvWh609TwkBz3MCDS7Z1upgCzLun0UQwMaURMH/DHqz58FMAwIWnleLFH49LNjqWEVEJR/SMeN2odIFV79dh2VazD5Xdu6K4ZyRtX5lcIDItmYPQ0WIKsFKu8uj+jAEWU+2JpgC/+cYI/Kf6E8T01qWwNkZ1PBHQFEUQ4ZqzjkNIBSKqed3qQi6mAOC0IX0zbjOsqrhuwvEIa96vVLN2JdDQAAA9HMYXh+IGYrrwfMbaduHra+s7TUwBwPjj+0uft/sNzZxckWLkYXP+iIEpYqpHSMGtC7xiSiXzppW7/5e7N47dN2hFzX6MvXsJLntsDcbevQQL1u/G/PW7ceUTaz03Ce20Lz8zp5lTKlotpoDce1D5rdcY0zP2SLLPR9mAXp5+Q7OmVmLW1Mw9iNz49bxqi35aHUG+95ZiOh9O+csrsuxu60LAvCMa0lTcMrkCty/cbHWzNyCEQFhTPV9KmqpACCNjLnx7oyoK9IAWgwkBJOIGbn5uE4rCarJXyzfPGIwnVvlYqRPhs6a4p3ZBALj2mbcBmF/8911Umey18swbtTkfj6aYqUW60VL4n41zWGdgCBYg7U2+GJkAZiTzlvmb2iw9OfBmhMD9S2oCb/eNDw+gKJw+wtSc0HHJqCE4d8RAc9LpEAa6ELh1stknSdaA1UlRWMUPzjwWf17xQUrExDYfiKgtKUsApOYPNmGVcMPXTsB9L22FQoSmLPOEZamKTsaVFfsaUwDmBPbsE4/C/81PrU0Kq8AXy/oHyqa4/5sjMea4lrQjWzAFtb++cd5GAMIT1Y+4UvmSDohkft/dOrkCl44aKh1TtilvudZctZUxgF/qVjbpXPa5lYl3NitgGBMWVHlERUlvaJJ+LoUhFbph4AfjjsWfl3/ge0czpgtM/dNqRFSCAbMYGJoCAnDblBHoUxjCz+asT/kS1A0BpQs09wlmw+vFnrRcP3cDlDTRH90wUL0nvStVXBe4cd5G9O0Rxp4DhwJFC/0mLUIAkytL8J/NH6Mh6p1YCSFaFY1sDd11Uh9SCf971nF4+NX3O/Wufq6EVcINXz0Bd/57S2cPJSNBTSI68v6A/TGV7Xsf1jKn/Nmp8/2KwrhuwvGYvbQmWV9lT7hHHXMEzn1gedq/W12YzdEfWb495XnbfGBPfRMAQkVJb1/zh7CqQFGQdHMDBGQlTfZnCQEeV9iIRrhlcgXuWLQZwjBrcApC5k2riScOwBXjjk2KqXTRGln9yoxJ5bh94eZAn1+9rb5ffnbxmeyvVYUAQQBaPkN7hFT88dunYfzwI5PPBa0XyaU/T64F/k7XXttNNldjAJm7YDaOg7JzC8hrzBjmcIUFVR5R3DOC300biRvnbYBKplOTEOYEmAh4Z1dqeohqTczd37XOAlb7i/aWBdVm1MR6viBk/s++U+osgtV1I2cHsM7SZuaXu/+gEwbw+MoPMt61jSYMXPG3NwNP2jRVgZEwPHvWBfCsxN7Z6eoUT+h47u09mLtuJxQlWBPRtqD7SRGTb5xSgp995QQcd2RPTH92IxQCDuVQ19JZGEIgmjB7IbWmGXd7M++Ho3HskT3xUvXH+L/5mwL3pusRNt3mfv6V4bjzBa9oDKmEK848Fk+s2pHx+E1HQEJINRuB/+DMY/Hk6p34POrvPOdHU1wgQwY0IiEVT63ZiT+8WmOlaQlcNX4YLhk1JDnZrP7os5QGvSGV8K0zBidNBmK6gWvOKkO/orB0Al790WeeZrLuCEZIAX513okYUdIbh+KGw/HN+1dLCuGp75+BSx5b43ntFitCc07FwGQtjqxuJ0i0xi1Wdh1oMoVOAEr6FCT/X72n3nPTK5P9tS7JQzYgUFHS27OvIAIjV8v0XAv8bUFsisLO++SVnduwSnjhujN90yIZ5nCDTSnagc4ypbCpa4iiek+9xz5VRoGmZN0/BbA+TB0Fu+mKYLPhpxPL8PtXUtNxwirwq/O+gBElffDNR1d3mulBr4iGy0YPwcOvbc+8cADCmoLrzi7Dw6+9n9kExLI2njU1NcWles9n+Kwpht6FIew+0IRf5mhffvVZw1DXEMWctdm5JPqNNdv0oo7i5Z+NR9mAXsnrdc0HddLJe3sSVv2dAiMa4fyTjsbidz6GJukpJCso70rYVtq222jQGwsRzazftJu4XvbYmhTxY0cVKkp6BzJ7uXzMEPxk4vAUo4Iv3rUk8HkLqWbkJuj4wyqBXNb6zmJ9mcFARCO8/ouJAICn1uzEQ0u3IayqySjO4H49AAhUlPQB4DW5KQgpmDGpHHcs2mxO8hM6hBBQiRDVha+DqS1c77nwZAwtLvKc66KwiqevHO3p0+RGdkxhTUmZZMuiV3UN0UDvRUQlzPnRF1E5uC/mr9+N6fM2eL7P3Of46TU7PdFBAB5xmqsrXWuMItpqX51lAGEbjXQXdz8mf+guphQcocpDintG0KcwnLEXCJB7qlxES71L7ry7N2NSOW4OMLF333O7fMwQ/PQrJ+DIXgVm80lVSdY32R/cdgTO7pESUrxpQz1CCv7n1FI888bOnCJlzoabTmK6gSvGDUNpvx7SBpDZYN/d61cUxuylmes5TGtjgR11h5JNN6+fsz4pLkMq4cJTsvtyKwwp0A1h1guMNusFrhp3HB5+rQbPvhWsP46NPUmbUnk0nn97D8KKt8g/m+jjZaOG4Ok1O9s8Wrm+9iDKBvRKuV4jAZ0T24p02jmaEPhP9V4AAl+vLMXz63en/J0REeKOiWhIJZxwVE9s+ujzwPsPmo5noxLwy3NPxF0vbsl4M+PNHQdQs/dz33oLGRFNwaypJ2P88KOSz7nvhttRhaDNy+es3YWfTByeFAXz1+9O9pPKhELAM1eMwsWPrg60PIBkBMz5eeuMXMgiG2FVTd6Emr20BrGESK5/83ObUBhSYAhg1lRT+MgiIyNK+mDlTRNabqDpQML6VJWJqYhG+ONlp6KkT2Gyd1FzIvWCjOnBamJ2HWiC5oo0xRIGzntgOe69qNK3eWxxzwhmTT0Z18/dkDbtjxRCab/CZJpdujooZ6RMFh1sK/tnWfretKrSZI+wthQa6aJh9usd6VjHNtrdA3Yz7DxYULkgoksAXA3gZAAqgC0A/gLgYSF8mqB0QYL2Ask1xS5umKlHG2oPev5w6xpi0nVsE72CUIsRREmfAizbth/jj++fzMm/dPRQnDNioPRDYcrIQfi8OYGZC6vRI2R+gbnrxgwAP/vKcAzoXYD7/rs1q+OKaISbzjkRs/7zniet6Nqzy1DcM4JLRw/FqGOP8BSf+2EXh//uv1ul/UOCTC6ilvC9779b8eCSrTBE6jHHdYE564L3AwspwE3nnIgzy/p7+pjcN+0UnDrkCNy6YFOgaKCmIDlJmzR7Rco5Uch8hFXzrrkqgjWEfebNnVBVgiFZuDVpoSNdd92LwqpUTGkKwTC86bCtIaKZAlY20S0ItaRs2tfd3HW1cBvNuCMzBGDL3uBiCshOTAFAj7CG048txrVne6PHbkKKgvW1B6X1FtJth1TcM/UkDD6iCHUN0aTQldXd2BPJKSMHoW+PMH7093U45BMJdYoZe0IeNKgXURV8WHcIYVVBU4bP0JBKuG1yBc4ZMRB/ef3DlNecxfp+BgObdtf7WoXbN3Wun7sB//7xOF+DgiA30ApDCgTMFO0Dh+K46u/rkg183c6lQbNWNu2uT6nvtInpImPzWHty/tjy7Xhs+XaEVDNdHMK83px1Rhsk15OzDkpW1/TQqzW4ZNSQ5PJB64Xck1HZ5NQpLJwZGbk2yfWjKKwmP/dt7Gvm4kdWdUqkyH0eefLetehuPcLyDRZUDojoIQD/C6AZwCsA4gAmApgNYCIRTe0uoko2KTl9aD8sr6lLWS7ojflxZcV4c8eBjHfl6hqiUuepkEr494/HoV9ROMWx6bLH30BIUfDI8u0pf/x+X4B1DVHcsXgzYrpITkLsPi+aajbmnDGpHMU9I7hk1BDMXrotZcIc0QjfOn0I/rrKa7EcUgmzplZibFl/3PViahpYRKOUL+iyAb1w70WVaYWQppg1UvZxXXhqqa9IHFvWH9V76rH7QBNufm5T2qmoX4QjrBKafd5QZ1RCITMyeN9LW3HXi1ukH7qXjh6KPoWhpINhOmZeMALjhx8lnfgYApb4y24WrxuA7lMz8ItzT8TdL27JKfrYryic8ntjTEfEEntOrhx3LMYc1x9X/m2tZ1KTKzMnl+OWBfLIbTxheCJlMSsCC5iCyxDwNOnsCHONqG7gzyu2Y8GGzI1o44aBkYP7BrqZYy9//dwNyVQ3+1p0TlrXbK/DzIWbEVbNFLZ7LjwZY8v6p92HU8z4FdT7YUBg5OC+GYXn1WcNwxVnDvM4xcmMB/xE4h2LNmd8D+O6wJ76prTbz3QD7aZzTsTkyhIALamDfuejMKRlrAmyP4f9CNI8trhnBDed+wVcMW5Y2h5SsmNz1kHlWtfkJkgTXff3k+wzL5d9+42FLHFr1yzb10x7CDiboCKJJ+9di1wMU5i2hQWVBRFdCFNMfQxgvBBim/X8AABLAXwDwHUA7u+0QWaJLERfs/dzLNiwB398rSZt6pGbN3ccSOaJp7sr5+c89eMJxycjIUEcm9zYH/L1TTHPF1hhSMOlo4fg8RUfIKQquGPRZvSKaJgyclBK13jnh35Jv0JP7QwB6NvDnHAHcWUaW9Yf6WqrFSIsuvbMlONO5wQ1fvhRWLb1ExSEvfb0QRAgTKsahDlrvZEqQwD/e9YwDO7XA7ctrEY0IZJ1E+7zbp/rPQflvUU0xTQ0MYTAbVNGJO2Fg0ZFgyJL57z6S8MwalgxeoS1nAwGqvfUJ1PL6hqiqG+Km44tLvH2+MoPcOGppQCln+yqcPqH+fPlE49ESb9CRDQNMd07bl0AukQM2+0IDEPg6StG4bLH3wgW4oNZHxnP0SBGUwiaajaTFYYhFVMhxUxBjOkCEZVACiUjr9OqSv1bEFiYETsDUR3JzwvntVjcM4IXN32cdDWMWadt+rMbsejaM6WRlKKI6nFDk93p9z9uYNbUSpQN6OUbOVYV4PYpI5JpsjaZUqLGlvXHvVNPxv6GGEaU9MaHdYc8KXP+UNrtp0uF1BTTMdRPALhpTugZU/5k6X5OdGFYRgot+Nlruz8XgzgFZhKT2Vp5y76P7OvX+f1UfnTvlFqptrI29xuLjWEIvPDjcWiM6e0i4GzMWrUWV0Fnza7fGHny3vbkEvlrqxsLTO6woGrhl9bPm2wxBQBCiL1EdDWAVwH8goge7C5RKsD7ZVU2oBemVJbgAUkflpAV4ZHhbCiY7q6c7AvGHd0Bsvvjd94Ji+m6585xNGHg8RUfWFErc3p7wzzzy889CQHMppAnDuzlcUuL6QI/+vs6GDAnZCtvmpD2Q81PPLYcd3ZubH6F1zI0xbRWt98uM7pmfvkNPaIHZr3kTXX88/IPISCgKKkCwnne7XOtEknH/ptvjEg6f/lN6qYn3ysDiVY4PrqFTkQjXDFuGABvjU0WGwWQek0lJJPtsGq+dxef7t+bjOx/fI4vRJbYEsCaDw5gec3+tGlnEZWg+0TzIpqKkKYmzy8B0jo/9wBvOufEnGzWhRDJVDC/3dx8fjlOGdLP4wBnmpukTz+9+qxhGDOsP6556q0UYexO1Zu5sNqzrqoQ1tcehKYqSDiug4hGmDm5AmefeFTyupTd6TcEAMNIqfEr0BT84twTk8IDMAVS+dG9ce4Dy+DMLNQUwqhjj5CmO/vdNJm/fjducIkzWe1eSCXoemqqqaYgGY1Jd1NmbFl/PHp5FVZt348/L98OTVGhCwOzplYGjmQBwVL+SvsV+kbWwlZN3Nodn6b87UyrKs15YhdETGZrS+4kaBTzvAeWW42aW27OtXbfQcZif5e0h4CzqWuIeq7R6+dukIoknry3H7lG/trz2mCCwYIKABGVAjgNQAzAXPfrQojXiGg3gEEARgN4vWNH2LbI0pwiKuHaCcfjoVdroCped7Eg9QD2F12QL5igf/yyO2F2ih+RWVMihPA0FnYWR9uF0JmEGYBkTcb0Zzdi5U0T0jpdZZqcZPNh5ld4LSOsKbh36slWmuBnsJ3A7HP8tYqBUkGVvEvvmgjZ45TdGXVSFFYxwtqP35eme+LzYvXHHoMSTTEbMWd0XLOG6bTol6VXNSd0GIZARFMRTeggMlMtZcdR++kh6TXlpjmhY//nzfjnm/7CQMA/WBRWgd9NOwXXz12fEg1MCxEUn/HEdAP1TXGMLeuPlTdNwG8Wb8a/3vYah2iKGbF1fhEXRTRTmAiBmGGeTyEEvj/2WADAn17b7tmrLoCwYka4/HDX39lkmpwWhVWcU3F0xs+AXQeaEFKV5E0Sm2jcwDHFPTzvbzRhpuo5I62yO/3JSJ9z34QUMWXTGNNRoGmIO6KKRCSdWPtR1xDF9HkbPTernH/rzsgagGTrC7cg8sM9Cbt18giMGNQno/iI6oYnjTRIyl9xzwhunew1H3Ka7Ux/dmPKa7ZRSK4T7mw+d7LdRxChaV9HdoTZjsi0tVlDW3y/5kL1nnrPNRrXRUpUP8gYuxLdrcarNZG/9rw2mGCwoDI5xfpZLYSQ5zkBb8IUVKegmwuq0n6FICW1oRIpZhTpklFDsOtAEzbtrscdizcHrgdwvh7kC6a4ZwRTKktS7mTL7mDKJmeFIQ2//Z8R+PmcDQDgEVM2MV0kP4wA+AozVSFPil2Qu23u89AUT4CIUOCYaLUmXF+gmS6Hzi85d+8PZ3NKm7IBvXD5mCG+kRW7oWdETX3vMqUD6UIE+sJ0TnwuHTUUEPC4No4t64+n1+zEg0u2+vbQcqa7OS36Ae81BsDzf5kl+h2LN2PwEYUZ70bHdYEfPLEui5SsVCKahua4Hshp027Ees1ZZXhk2XZPSqCmEHTDwDVPvZXsP7T4HXk9k0LwOJw5TV5k/YQqSvpIa+VkkTuby8cM8e0/k2lyal9HQVK5ZNE6IQQOxeU3hZxRVb87/c5IX6aJh+xY/CbWfn/rmfouFYVVT2Qtmwm6bBJ2x+LNvvbaMlMF53dB0Imx39922YBe7VZblI6gxhN+68rc++waKpnwdB5Pa/YdZCzZfr/mht816n2+O0zeu2ONV2sjf+zE2LmwoDI51vrpdSpowZ6dHptmmW5Bpg/D4p4RVA7u6+u0B2T+w830BfPU6h2etCDZHUy/O2G9C8OIaKq0HsWJ02ZWJsweuvRUAMLTsyvopCLdxD6bDzPpJJSA2yZXJPvMuN0B03H7BSfh8tHHYEXNPtz5wrsp9XLO5sCZir8BeV1KNvi5Nl438XiPgFfIK279UifT1V4462ec65q2yhQ4ZdDPTCNTg+dszBkEDCy6djz6FYXx0KupqbhmPySBmI5klMuewEYl1Vsx3etwBqT/exxzXLHHKVNTgCvGDfP0XIuoCu6bVolJlsGBjGxuNGRK5br27DKPU2ePsAaApDeFnH+z6e6iVw7uG2jiESSik2nCU9qv0OOk50QXIkVM2fttz9oJ5/ZbMzH2+9vuLhEMJ7Jr0e5l1hrh2VZjcdKWAs6moqS39HNA1gQ5yBg7k+5a49UWfzftcW0wwWBBZdLT+tmYZpkG62detAUPGkXKFKHJ5Q83XW2EexLgJ/4qSnpLO7cLiJR6B+eHkeyDyu5tIzOvCHps6Sb2QfE7zikjB/nWLGWibEAvlA3ohSOKIp7tykSZbAwzzi+Xpg7lcnzprjFbwMsaUuc6cSntVwhdeNMbK0p6J49TJuDc2AXagCmkbr9gBHoVaJj+7EYIQ1hNVM2JiDM9sWxAL8/5nHjCUVi86eOU7RdoGhpjOsoGeM+/LGplpsH5C7VsIwHFPSPJ/m7ONLOxZf3x+MoPUt4LUkwBlolsbjSk+xyROXW630O/v9kgN46yveuby8Ta/HzxGlzIUllzobWTsNZOjGXnsTtEMGTIPsvbQni2xVjaG7/PgfaYA7Q33bXGq7v+3TAmFLTnRD5DRL8C8BsATwkhLvNZ5jcAfgXgESHEDyWvXwXgKgAYMmTIaTt2pAt2Hd5sqD2ISx5d7Yk6hDUFq34hT1OR5ULLOrcD8O3mnqnTe1fIt26vMWSz3c4+D5nep7baVl1DVCrg3Mz74Wirto6SAtxe35lGJ0uncy5nT3C/eNcrKfsrCCkp6Vnu5W2ba+fyP//ycF+zCff2ghL0b6yj02YyvYeZrtW2vp5zPSf29QYQSvoUSK+Vjh5Te9PZnyVtTb4dj4x8OMa6hqj0czOXz8XOIB/eg7aEiNYJIao6exyZYEEFgIh+DNMO/XkhxDd8lrkfwI8B3CeEuCHd9qqqqsTatWvbfqB5guzDDjAd5GwL7my25f7gSfdhxB9U3YO2fJ8ybcs5GT0UT210evmYIbj9gpNatf90+wsy+fVb/qnVOzBzYTWITIMDp3V5W06mu8LfTFcYQ1ceD9A1x8QwnUVXvcnAZA8Lqm4EEU0BMB/A20KIU32W+ResXlRCiNnptseCKjP2h51KhLhu4NbJFZ6+LgzTUTgnowcaY1hfexAjB/cNVK/W2v0Fmfz6Le+OkvFkmmEYxoRvMuQHLKi6EUQ0GKbpRAxAX5nTHxHVAigFcKYQYmW67bGgCgZ/2DEMwzAMwzB+dBdBpXT2ALoCQohaAG8BCAO4yP06EX0Jppj6GMCqjh1d/mKbEbCYYhiGYRiGYborLKha+K31824iKrOfJKKjAPzB+vUuIUQwv2WGYRiGYRiGYfIetk23EELMI6KHAVwN4B0iehlAHMBEAL0BPA8gbe0UwzAMwzAMwzCHFyyoHAgh/peIVgC4BsCXAKgAtgB4HMDDHJ1iGIZhGIZhGMYJCyoXQoinATzd2eNgGIZhGIZhGKbrwzVUDMMwDMMwDMMwOcKCimEYhmEYhmEYJkdYUDEMwzAMwzAMw+QICyqGYRiGYRiGYZgcYUHFMAzDMAzDMAyTIyyoGIZhGIZhGIZhcoQFFcMwDMMwDMMwTI6woGIYhmEYhmEYhskRFlQMwzAMwzAMwzA5woKKYRiGYRiGYRgmR1hQMQzDMAzDMAzD5AgLKoZhGIZhGIZhmBxhQcUwDMMwDMMwDJMjLKgYhmEYhmEYhmFyhAUVwzAMwzAMwzBMjrCgYhiGYRiGYRiGyREWVAzDMAzDMAzDMDnCgophGIZhGIZhGCZHWFAxDMMwDMMwDMPkCAsqhmEYhmEYhmGYHGFBxTAMwzAMwzAMkyMsqBiGYRiGYRiGYXKEBRXDMAzDMAzDMEyOkBCis8eQdxDRPgA7OnEI/QHs78T9M/kLX1tMe8DXFdNe8LXFtBd8bXUMQ4UQR3b2IDLBgioPIaK1Qoiqzh4Hk3/wtcW0B3xdMe0FX1tMe8HXFuOEU/4YhmEYhmEYhmFyhAUVwzAMwzAMwzBMjrCgyk8e6ewBMHkLX1tMe8DXFdNe8LXFtBd8bTFJuIaKYRiGYRiGYRgmRzhCxTAMwzAMwzAMkyMsqPIEIrqEiJYTUT0RNRDRWiK6hoj4PT4MIKITiOgnRPQkEW0hIoOIBBFNDbBuTtcOEZ1DRC8R0adEdIiINhHRzUQUybDeKCJ6jog+IaJmItpGRPcQUZ9sj5tpX4goREQTieg+67r4jIhiRLSbiOYR0VkZ1udri5FCRNcR0RwiepeI6ogoTkT7iOhlIrqMiMhnPcW6htZa11S9dY19K8A+O/R6ZLoORHSn9Z0oiOiGNMvxZxaTG0IIfnTzB4CHAAgATQAWAXgOwGfWc/8CoHT2GPnR7tfA76332/2Y2h7XDoDp1jIJAC8DmAvgE+u5VQB6+Kz3LWsdAWAFgH/C7NkmAGwDcFRnn0t+pLxfX3ZcSx9Z18g/AbzjeP52vrb4kcO1tQtADMBbABYC+If1/hrWe/a8+xoBoAKYb71eb11HiwE0W8/dn2Z/HXo98qPrPACcbr1/9rV1Q1e4RvgzK78enT4AfrTyDQQudEx2jnc8PwDAZuu1n3T2OPnR7tfBFQDuATANwHEAXkUGQZXrtQOgyvpiagQwyvF8TwCvWev9P8l6pQAOAdABXOB4XrMmUwLAc519LvmR8p5NADAPwDjJaxc7JgNn87XFjyyvrTMBFEmerwDwsfWefc/12vXW89UABjieP96xzgWSbXbo9ciPrvMAELHe490wBZJUUPFnFj9a++j0AfCjlW8gsNb6w7tc8tqXHB8QHKU6jB4IJqhyunZgTrAFgFsk6w2zviCiAPq6XrvXWu9xyXq9Yd5xFgDKO/v88SPwdfaY9Z79ma8tfrThdTXDer+edjynAthrPT9ess53rNfekLzWodcjP7rOA8Dd1ns4GcBf4S+o+DOLH616cH1NN4aISgGcBjNtYq77dSHEazDvygwEMLpjR8d0ZXK9dogoDOBc69enJOtth5niEAZwnuvlr6dZ7zOYaT/O5Ziuz9vWz1L7Cb62mDYgYf2MOp4bA+AoALuEEMsk68wFEAdwOhENsp/spOuR6QIQ0SiYUc2nhRAL0yzHn1lMq2FB1b05xfpZLYRo8lnmTdeyDAPkfu2cAKAHgE+FEO8HXY+IesNMRXS+HmR/TNfmeOvnR47n+NpicoaIjgXwI+vXBY6X7PdO+h4LIQ7BTAUEgJGS9TrkemS6BkRUAOBvAD4F8JMMi/NnFtNqtM4eANMqjrV+7kizzE7XsgwD5H7tHOt6Leh6x1g/D1p334Kux3RRiGgggO9avz7reImvLSYwRPQ9mClVIZiRzi/CvNl7pxDiOceiQa+rkZBfVx11PTJdg9/AFDzfFELsz7Asf2YxrYYFVfemp/WzMc0yDdbPXu08FqZ7keu109HrMV0QItIAPAmgD4BXXOk0fG0x2TAWZv2TTQJmDdXvXMvxdcUEgoi+COCnAJ4XQvwzwCp8bTGthlP+GIZhmGz5I4CJAGoBXNbJY2G6MUKIK4QQBDN1qgJmC4jbAKwmopJOHBrTDSGiQpjmE58B+N/OHQ1zOMGCqntj38EoSrOMfSfk83YeC9O9yPXa6ej1mC4GEd0P4AcwbaonCiE+di3C1xaTNUKIJiHEZiHEjQB+CaASwGzHInxdMUG4E2Zt58+FEB9lWtiCry2m1bCg6t58aP0cmmaZwa5lGQbI/dqx/z8ky/Xs3PS+VkFu0PWYLgQR3QfgxwD2wRRT2ySLfWj95GuLyZW/Wj8nE1HI+v+H1s9cr6uOuh6ZzuUbMPtCfYeIXnU+AJxjLXO19dxj1u8fWj/5M4vJGRZU3RvbsrjCCnPLON21LMMAuV87W2B2kT+CiI7zrgIAOMO9nhCiHoDtgnS6Zw2f9ZiuAxHdA+DnAOoAfFkIsdlnUb62mNZyAGYtlQbgCOu5t6yf0veYiHoAGGH96nyfO/R6ZLoECkyjE/djgPX6MOv3Kut3/sxiWg0Lqm6MEKIW5pdMGMBF7teJ6EswXZM+htkLgWEA5H7tCCFiAP5t/XqpZL1hMPvFxAAsdr08P816vWE2XgTMbvZMF4KI7gJwI8yJ7leEEBv9luVri2kDxsMUUwcB2A5tq2BGRkuJaLxknYtgOgW+KYTYbT/ZSdcj00kIIY4RQpDsAdNGHQButJ4baa3Dn1lM6+nszsL8aN0DwFS0dPAuczx/FMyeHALATzp7nPzo8OviVeu9n5pmmZyuHZh31AyYDkVnOJ7v6djv/5OsNxjAIZid46c4ntcAPGOt91xnnzt+eN63X1vvzQEApwVch68tfqS7Ps4EMAmAJnltLMy79wLAva7XbrCerwZwlOP5461rTQC4QLLNDr0e+dE1HzBTSQWAGzr7GuHPrPx7kPUGMt0YIvoDgKsBNAN4GWa3+IkAegN4HuakWu+0ATLtDhGdCuAPjqfKYdqtboPZ2BAAIIQY7Vovp2uHiKYDuBvml8ESmHeSvwTzy2cNgAnCbLTpXu9bAP4OMzq+AsAemJ3nhwKoATBWCPFJlofPtBNENAUtd1LXoqVxqpstQoi7XOvytcVIIaLvAvgLzPf2LZh3/nvBbHZabi22GMBFwtFolYhUmHfsJ8N0cXsFZlTqywAKADwohPixzz479Hpkuh5E9FeYFv03CiHulbzOn1lM7nS2ouNH2zwAXAJgJcwvmUYA6wBcA0Dp7LHxo0Pe/7Ng3tFK+2jLawdmge9/YUYummBOtm8GEMmw3iiYX077AERhfnHcA6BPZ59Hfnjeq+8Gua4AvMrXFj+yuK6OBXA7gKUwG5g2wZzEfghgHoCvp1lXAXCtdS01WtfWCgCXBNhvh16P/OhaD6SJUHXWNcKfWfnz4AgVwzAMwzAMwzBMjrApBcMwDMMwDMMwTI6woGIYhmEYhmEYhskRFlQMwzAMwzAMwzA5woKKYRiGYRiGYRgmR1hQMQzDMAzDMAzD5AgLKoZhGIZhGIZhmBxhQcUwDMMwDMMwDJMjLKgYhmG6CUTU0Nlj6EoQ0YdE9A4RrSeitY7njyCi/xLRNutnP+t5IqIHiKiGiDYS0alZ7u9BIvo7Ed3p8/rXiegW6/+3EdENrTm+LMb1UyLqkeU6txPRlwMuexYR1Vvneb3jGMNEtIyItFzGzTAMky+woGIYhmFaRUdMqNPs42whxEghRJXjuV8AeEUIcTyAV6zfAeBcAMdbj6sAPJzNGIQQ1wG4AcAwn0WmA/hDNttsI34KICtBJYS4RQjxcharLLfO80ghxO3WNmIwz+/F2eybYRgm32BBxTAM082wIgavEtE8ItpCRE9Z0ZfTiehf1jIXEFGTFUUoIKLt1vMjiWi1FaF5zhG9eZWI7iaiN4hoKxGNs55XiWgWEb1prfNDxxiWE9ECAJuJqIiIFhPRBiLaRESeSba1j/utKMcmIjrDer6IiB639v02EV1gPf9dIlpAREtgTtyDcgGAv1n//xuArzuef0KYrAbQl4iOto7lNSKaT0TbieguIrrUGs87RHScNZ4hAO4C8L+SYxsOICqE2C957Urr/G0gomftaBIRTSaiNdYxv0xEA6znj7Qia9VE9BgR7SCi/rJzTEQ/BlACYCkRLbXW/yoRrSKit4hoLhH1lIzpr0Q01fr/XUS02Xp/783iPAPA8wAuzXIdhmGYvIIFFcMwTPfkFJiRiXKYEZOxAN4GMNJ6fRyATQBOBzAKwBrr+ScA3CSEOBnAOwBudWxTE0KcYW3Xfv4HAOqFEKdb27qSiI61XjsVwE+EEMMBnANgjxCiUggxAsCLPuPuIYQYCVOUPG49dzOAJda+zwYwi4iKHPuYKoT4kmRbAsBLRLSOiK5yPD9ACPGR9f+PAQyw/j8IQK1juV3WcwBQCeBHAL4A4NsAhlvjeQzAdVaEbBWAsDVeN2MBvOVzzP8SQpwuhKgE8C7McwoAKwCMFkKcAuAfMCNcgHnulwghKgDMAzDEet5zjoUQDwDYAzNSdzYR9QfwfwC+LIQ4FcBaAD/3GReIqBjANwBUWNfEr30WHWMJuX8TUYXjefsaYxiGOWzhvGeGYZjuyRtCiF0AQETrARwjhFhBRO8T0RcAnAHgdwDGA1ABLCeiPgD6CiFes7bxNwBzHdv8l/VzHYBjrP9/FcDJdjQDQB+YKXMxawwfWM+/A+A+IrobwCIhxHKfcT8DAEKIZUTUm4j6WvuYQi01RwVoERH/FUJ86rOtM4UQu4noKAD/JaItQohlzgWEEIKIhM/6Tt60RRgRvQ/gJcdxnS2ESKBFfMk4GsA+n9dGENGvAfQF0BPAf6znSwH8k4iOhinU7HN5JkyRAyHEi0R0wDGWTOd4NEyRvZKIYG13VZpx1wNoBvBnIloEYJFkmbcADBVCNBDReTCjUsdb49OJKEZEvYQQn6fZD8MwTN7CESqGYZjuSdTxfx0tN8iWwawVigN4Gebk/EwAfgJHtk3n9gjAdY76mWOFELbYaLRXFEJshRlNegfAr8kyLpDgFjfC2seFjn0MEUK8696HZ0NC7LZ+fgLgOZgiEgD2WiIF1s9PrOd3Axjs2ESp9Zzz2AHAcPxuINjNxyaYQlDGXwFcK4Q4CcBMx3IPAphtPf/DNOsDCHyOCaYItc9luRDiB5Ll7G0mYJ63eQAmQRJZFEJ8JoRosP7/AoCQFQmzicAUZQzDMIclLKgYhmHyi+UwU/ZWCSH2ASgGcAKATUKIegAH7PoomKltr0m30sJ/AFxNRCHArBVypOMlIaISAIeEEE8CmAVz4i/jYmv5M2GmEtZb+7iOrJAKEZ2S6SCteqJe9v9hRrk2WS8vAPAd6//fATDf8fzlZDLa2v9HaBveBVDm81ovAB9Z59BZb9QHLYLuO47nVwKYBpj1UADsOje/c/y5tQ8AWA1gLBGVWesUWfVdUqz6qj6WUPoZzNRH9zIDHe/NGTDnDnXW78UA9gsh4n77YBiGyXc45Y9hGCa/WAOzZshOfdsIYKAQwo4MfQfAHy1jhO0Avpdhe4/BTP97y5pU70OLyYOTk2DWPhkwo2NX+2yvmYjeBhAC8H3ruTsA/B7ARiJSYKa+TcowrgEAnrPm+RqAp4UQdnTlLgBziOgHAHbAEicAXgBwHoAaAIeQ+dizYRnMdDxynGubGTDfl33WT1v83AZgrpXStwSAXZs2E8AzRPRtmOl6H8MUTWdBfo4fAfAiEe2x6qi+a60fsV7/PwBbfcbdC8B8IiqAGd2S1VtNhSmqEzAjcd90HOPZABb7nhWGYZjDAPJ+7jMMwzBM20NErwK4QQixNtOy3REiuh/AwiztyGXbiQDQhRAJIhoD4GHLyKPLQaar5C+sdESGYZjDEo5QMQzDMEzbcCdMR8XWMgRmhE2Baf5xZRtss80hojCA51lMMQxzuMMRKoZhGIZhGIZhmBxhUwqGYRiGYRiGYZgcYUHFMAzDMAzDMAyTIyyoGIZhGIZhGIZhcoQFFcMwDMMwDMMwTI6woGIYhmEYhmEYhskRFlQMwzAMwzAMwzA58v8BofAoUOtHF0YAAAAASUVORK5CYII=",
      "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": 223,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gemiddelde afstand tot stemlokaal totaal: 409.3873444429337\n",
      "['crs28992res500m', 'aantal_inwoners', 'stedelijkheid', 'geometry', 'savedindex', 'GM_CODE', 'Unnamed: 0', '_id', 'Gemeente', 'gemeentecode', 'Nummer stembureau', 'Naam stembureau', 'Gebruiksdoel van het gebouw', 'Website locatie', 'Wijknaam', 'CBS wijknummer', 'Buurtnaam', 'CBS buurtnummer', 'BAG Nummeraanduiding ID', 'Straatnaam', 'Huisnummer', 'Huisletter', 'Huisnummertoevoeging', 'Postcode', 'Plaats', 'Extra adresaanduiding', 'X', 'Y', 'Latitude', 'Longitude', 'Openingstijden 14-03-2022', 'Openingstijden 15-03-2022', 'Openingstijden 16-03-2022', 'Toegankelijk voor mensen met een lichamelijke beperking', 'Akoestiek', 'Auditieve hulpmiddelen', 'Visuele hulpmiddelen', 'Gehandicaptentoilet', 'Kieskring ID', 'Hoofdstembureau', 'Tellocatie', 'Contactgegevens gemeente', 'Verkiezingswebsite gemeente', 'Verkiezingen', 'ID', 'UUID', 'dist']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "binned\n",
       "1; 0-10.000 stemgerechtigden           552.923785\n",
       "2; 10.000-30.000 stemgerechtigden      522.477620\n",
       "3; 30.000-60.000 stemgerechtigden      444.818697\n",
       "4; 60.000-100.000 stemgerechtigden     393.684728\n",
       "5; 100.000-350.000 stemgerechtigden    332.724885\n",
       "6; >350.000 stemgerechtigden           229.448504\n",
       "dtype: float64"
      ]
     },
     "execution_count": 223,
     "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": 224,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "311.3155650195399\n",
      "binned\n",
      "1; 0-10.000 stemgerechtigden           404.478303\n",
      "2; 10.000-30.000 stemgerechtigden      374.936689\n",
      "3; 30.000-60.000 stemgerechtigden      343.527157\n",
      "4; 60.000-100.000 stemgerechtigden     310.750995\n",
      "5; 100.000-350.000 stemgerechtigden    285.198691\n",
      "6; >350.000 stemgerechtigden           210.261699\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": 225,
   "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": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WP+9kTXdY1l53yOb9AfbFSR5aVf8rw+FGb1thnC9l2Ki9/cRyWmitTW70rLScvprkfkn+X1Xdc6L/aRnWB0e11g7NsPEx63tplvfDBzMcMrTdPS7DYVh3H9vhh8f+VcPZ9l6e4X8UN26tXTfJ6zJ7Oy03+f7bF5/JsKdgct11SGvtJ2cqorUzWms/mGEd1TIcNrU03/ssm++12vY6scNa6+1Z3pv7y+ft+zMcsjt94uGHprdkOIzxB1aaZ1UdnmHb4NcyHO573Qx7tGetcV/ekyu9vittD+SK76vVxl+1favqh5L8ZoZtp+8ZX9tiNuazyDoJNCx5YIZfzG6X4dCIO2VYqb0jw7HBV1JVN66qB4zh4JsZfnm+fBz8hSSHLTtz0yFJvtJau7Sq/meGjehZvSTJE6vqe6rqsAyHTEzzhQyHKi15cZJH1nC63Gtm+IXl31pr564y/pVU1WPG0zkeVFUHVtUvjK/n/atMf3qSnVX14+Pej2uN0x824+tdUWvt2xna4o+q6pDxi+Kx4/NNjvfiDCvdN1fVbcbe09r/kAzL8MsZfjl86jpLu1GSR1fV1avqwRneN69rw9ly3pTkmVV1aFVdrapuM54lZybjr9g3Hu9/X4ZDtv5xfJ3/keHQhd8f2/jYDOHg5ePkf5Pkl6rqdlV13Qz/hXrRKs9zrQzt+FsZAuHNq+qEVca9/fheOqCqDs6wN+ezGcLk0vM+tqpuPv5C/biJ5z0zw+fs0VV1zar6tbH/W2dtk3V6XYYv7z9I8g+ttcuXjzD2+6skf1ZVN0qSsfYfX2vmbTjj3M8mecX4vkqG99OFSS4al9l6rmmx0rpjuddl+M/JdndIhg3Xr1XV9ZL8/sSwa2T4f8QFSf67qu6T4b8/a6qqW9ZwTbBrjO/738jwi/C/bEDN70ny9ap6wri+O6CqfqCq7jZDXbetqh8d17GX5oo/WCfDDyh/NK6zUlU3rKoHbEC9G2mt9fbU74nR/vJ5OzrDSQ6+y/i9/zPj93GNdRyd4X8pS/OcbKfrZAgKF4zTPzJXhJ9Z7PV7cqzl+lW1MNHvxUl+Z3wP3iDDf3NOnzL+tPY9JMP/nS5IcmBV/V6+ew88W0SgYckvZDgm9dOttfOXbhn+H/Cz9d2njrxaho3pz2U4c9jRueKD/tYMvzifX1VLh6+dkOQPqurrGVYgL1lHbU/OsFv4Uxk2kP92jfGflOSva9g9/dOttTdn2BB+eYa9PbfJFYcFfNf4K8zvGxk2Ws/P8OvaiUke1K64psDTMqwgv1ZVj2+tfSbDHo/fyrCi+0yGM7NtxOftURmOv/5khmOpz8hw1qcraa39dYYv1bfWcCruae3/Nxna97MZ/qPy7qzPv2X4n8iXMhyOd9zEXpCfz7Dx9tEMvzC+LDMewjE6JskHq+riDBsLr8iVA9fPZPjT/VcznDziuNbaBUnSWntDkj/O8Cvpp8fXOLlROelpST7TWjuttfbNDH/0fEpVHbXCuDfO8D+lCzMshyMynEDgsnH48zIcX/6hDL9Evnbsl/EwwAdmaJevZdgj9MDJwwM30vhaXpFh79sZU0Z9QoaTD7y7hsMq3pxh78Isz/FPGV7Hnqq6S4azID0sw2F0f5X1ndJ1pXXHcnuSfF9dcTjTdvWsDP9z+VKGz9QblgaMhyc9OsPn8KsZ2uvVM873kAy/Gn81w2f2JzLs/Vhxz+N6jD+a3C/DD1qfGmt/foY9t2u5ZobP4JcyrCtvlOG/DslwJqhXJ3nTuA56d4b/RmwbM6y3/zzJcTVco23FPbj7w+etqm6a4YfNV60yzVcznDX04xnWgacneUZrbenwuhckud34ffiq1tpHM3x/vitDYPgfWUf43pf3ZGvtnAwB5pNjPTfLcBKMszLs6f1QhhMsPGXK+NPa940ZPtf/keH75dKscRg1m2fp1JQA61ZVj8jwR9kfnHctXHVU1a4MJ8d4zLxrgf1JVT0zw+mSnzvvWmA95n2BNABYl9ba7nnXAPuj1trj5l0D7A2HnAEAAN1yyBkAANAte2gAAIBuCTQAAEC3nBRgwg1ucIN2xBFHzLsMAADo2tlnn/2l1toNt+K5BJoJRxxxRM4666x5lwEAAF2rqvO26rkccgYAAHRLoElSVTuravfi4uK8SwEAANZBoEnSWtvTWtu1sLAw71IAAIB1EGgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0SapqZ1XtXlxcnHcpAADAOgg0SVpre1pruxYWFuZdCgAAsA4CDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwfOuwCu7IiTXzvvEraFc0+577xLAACgA/bQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBb+12gqaozq6qtcjt53vUBAAAb58B5F7AJTkhy6LJ+Pzf2f93WlwMAAGyW/S7QtNY+urxfVf1Fkg+11j44h5IAAIBNst8dcrZcVR2V5G5JTp93LQAAwMbakkBTVbetqpOq6vSqOqeqLh//03LcDNM+rKreUVWLVXVRVZ1VVSdW1ay1PzzJ5UnO2KcXAQAAbDtbdcjZ8UlOWu9EVfWcDP99uTTJW5JcluSYJKcmOaaqjmutXb7GbH42ydtba/+13ucHAAC2t6065OzDSZ6R5CFJjkzy9rUmqKoHZQgz5ye5Q2vtfq21Y5McleRjSY5N8qg15nGPJLeJw80AAGC/tCV7aFprz598XFWzTPbEsfuE1trHJ+b1hao6PsmZSU6uqmdP2Uvz8Ax7d1627qIBAIBtb1ueFKCqDkty1yTfSvLS5cNba29P8tkkN0lyj1XmcWCGPUJ7WmsXbl61AADAvGzLQJPkzmP3I621S1YZ573Lxl3ux5PcIA43AwCA/dZ2DTS3GrvnTRnn08vGXe7hSb6c5PUbVRQAALC9bNdAc/DYvXjKOBeN3UOWD6iqg5PcP8lLWmuXTXuiqto1ngr6rAsuuGCvigUAAOZjq07bvKVaaxcluc6M4+5OsjtJduzY0TazLgAAYGNt1z00S3tfpoWSpb04X9/kWgAAgG1quwaac8fu4VPGucWycQEAgKuY7Rpo3j92b19VB60yzt2WjQsAAFzFbMtA01r7TJL3JblGkgcvH15VRyc5LMn5Sd61r89XVTuravfi4uK+zgoAANhC2zLQjJ42dp9eVUcu9ayqGyV57vjwlNba5fv6RK21Pa21XQsLC/s6KwAAYAttyVnOquouuSKEJMntxu5Tq+rxSz1ba/eYuP+yqjotyfFJPlRVb05yWZJjkhya5FVJTt3k0gEAgG1sq07bfGiSu6/Q/6hpE7XWTqiqdyY5McnRSQ5Ick6SFyY5bSP2zgAAAP3akkDTWjszSe3ltGckOWNDCwIAAPYL2/k/NAAAAFMJNHGWMwAA6JVAE2c5AwCAXgk0AABAtwQaAACgWwINAADQLYEGAADolkATZzkDAIBeCTRxljMAAOiVQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCTVyHBgAAeiXQxHVoAACgVwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BJq4sCYAAPRKoIkLawIAQK8EGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwJNkqraWVW7FxcX510KAACwDgJNktbantbaroWFhXmXAgAArINAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTRJqmpnVe1eXFycdykAAMA6CDRJWmt7Wmu7FhYW5l0KAACwDgINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BJklV7ayq3YuLi/MuBQAAWAeBJklrbU9rbdfCwsK8SwEAANZBoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANCt/TLQVNXPVdXZVXVJVX25qv6pqm4w77oAAICNtd8Fmqr67SSnJXlFkvsk+aUkH0lyzXnWBQAAbLwD513ARqqq2yZ5UpJjW2uvmRj0qrkUBAAAbKr9bQ/NI5OctyzMAAAA+6lNDzRVdduqOqmqTq+qc6rq8qpqVXXcDNM+rKreUVWLVXVRVZ1VVSdW1Wp13yPJB6vqd6rq/Kq6rKreU1VHb+yrAgAAtoOtOOTs+CQnrXeiqnpOkhOSXJrkLUkuS3JMklOTHFNVx7XWLl822U2S3DXJHZM8OsmFSR6f5A1V9f2ttXP39kUAAADbz1YccvbhJM9I8pAkRyZ5+1oTVNWDMoSZ85PcobV2v9basUmOSvKxJMcmedQKk14tycFJHtRae0lr7Q1J7p8h2PzGBrwWAABgG9n0PTSttedPPq6qWSZ74th9Qmvt4xPz+kJVHZ/kzCQnV9Wzl+2l+WqSL7fWPjAxzTeq6t1JfmDvXgEAALBdbbuTAlTVYRkOG/tWkpcuH95ae3uSz2Y4vOweywZ/ZMqsr7VRNQIAANvDtgs0Se48dj/SWrtklXHeu2zcJa9Jcv2qustSj6q6TpL/leTsDa0SAACYu+0YaG41ds+bMs6nl4275FVJ3pPkZVX10Kq6X4aQc+0kf7rSjKpq13j2tLMuuOCCva8aAADYctsx0Bw8di+eMs5FY/eQyZ7j/2num+Sfkzw3Vxyydq/W2n+uNKPW2u7W2o7W2o4b3vCGe181AACw5bbitM1bqrX2pSSPmHcdAADA5tuOe2iW9r5cZ8o4S3txvr7JtQAAANvYdgw0547dw6eMc4tl4wIAAFdB2zHQvH/s3r6qDlplnLstG3efVNXOqtq9uLi4EbMDAAC2yLYLNK21zyR5X5JrJHnw8uFVdXSSw5Kcn+RdG/Sce1pruxYWFjZidgAAwBbZdoFm9LSx+/SqOnKpZ1XdKMPZy5LklPGsZgAAwFXUpp/lbLzI5XMnet1u7D61qh6/1LO1do+J+y+rqtOSHJ/kQ1X15iSXJTkmyaEZrjdz6iaXDgAAbHNbcdrmQ5PcfYX+R02bqLV2QlW9M8mJSY5OckCSc5K8MMlp9s4AAACbHmhaa2cmqb2c9owkZ2xoQQAAwH5ju/6HZks5yxkAAPRJoImznAEAQK8EGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugibOcAQBArwSaOMsZAAD0SqABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgSauQwMAAL0SaOI6NAAA0CuBBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwJNXFgTAAB6JdDEhTUBAKBXAg0AANAtgQYAAOiWQAMAAHRLoAEAALp14LwLgJUccfJr513CtnDuKfeddwkAANuaPTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQJOkqnZW1e7FxcV5lwIAAKyDQJOktbantbZrYWFh3qUAAADrINAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCTZKq2llVuxcXF+ddCgAAsA4CTZLW2p7W2q6FhYV5lwIAAKyDQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6BJUlU7q2r34uLivEsBAADWQaBJ0lrb01rbtbCwMO9SAACAdRBoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdGu/CzRV9YiqaivcTp13bQAAwMY6cN4FbKKfSLI48fj8eRUCAABsjv050JzdWvvSvIsAAAA2z353yBkAAHDVsSWBpqpuW1UnVdXpVXVOVV0+/q/luBmmfVhVvaOqFqvqoqo6q6pOrKq1av9wVX27qj5VVb9fVfvz3igAALhK2qqN/OOTnLTeiarqOUlOSHJpkrckuSzJMUlOTXJMVR3XWrt82WSfT/L7Sd6T5NtJ7pPkd5PcKskj9rJ+AABgG9qqQPPhJM9IclaSs5O8IMnR0yaoqgdlCDPnJ/nh1trHx/43TvK2JMcmeVSSP5+crrX2xiRvnOj1T1W1mORJVfWHrbVPbMgrAgAA5m5LDjlrrT2/tfabrbWXrCNQPHHsPmEpzIzz+kKGPT5JcvIMh54lyUvG7l1mfG4AAKAD2/KkAFV1WJK7JvlWkpcuH95ae3uSzya5SZJ7bG11AADAdrEtA02SO4/dj7TWLlllnPcuG3ean0nSMhzuBgAA7Ce265m/bjV2z5syzqeXjZskqao3Jnlrhv/tXJ7hpAAnJHlBa+2Ty2dSVbuS7EqSW97ylvtWNQAAsKW2a6A5eOxePGWci8buIcv6fyzJLyY5LMPr+3iSJyR51kozaa3tTrI7SXbs2NH2rlwAAGAetmug2WuttcckecycywAAALbAdv0PzdLel+tMGWdpL87XN7kWAABgm9qugebcsXv4lHFusWxcAADgKma7Bpr3j93bV9VBq4xzt2Xj7rWq2llVuxcXF/d1VgAAwBbaloGmtfaZJO9Lco0kD14+vKqOzvCn//OTvGsDnm9Pa23XwsLCvs4KAADYQtsy0IyeNnafXlVHLvWsqhslee748JTW2uVbXhkAALAtbMlZzqrqLrkihCTJ7cbuU6vq8Us9W2v3mLj/sqo6LcnxST5UVW9OclmSY5IcmuRVSU7d5NIBAIBtbKtO23xokruv0P+oaRO11k6oqncmOTHJ0UkOSHJOkhcmOc3eGQAAuGrbkkDTWjszSe3ltGckOWNDCwIAAPYL+92FNfdGVe1MsvPII49cc1zYSkec/Np5l7AtnHvKfeddAgCwTW3nkwJsGWc5AwCAPgk0AABAtwQaAACgWwINAADQLYEGAADolkCT4SxnVbV7cXFx3qUAAADrINDEWc4AAKBXa16HpqquluSOSW6W5JIkH26tfXGzCwMAAFjLqoGmqm6T5AlJ7p3k40kuSHKtJN9bVd9I8rwkf91au3wrCgUAAFhu2h6apyQ5LcmvtNba5ICqulGShyX5uSR/vXnlAQAArG7VQNNae+iUYV9M8qzNKAgAAGBWa/6HJkmq6n8nOWJy/Nba32xSTQAAADOZ5aQAf5vkNkk+kOTbY++WRKABAADmapY9NDuS3G75/2j2J1W1M8nOI488ct6lAAAA6zDLdWg+nOQmm13IPLkODQAA9GmWPTQ3SPLRqnpPkm8u9Wyt3X/TqgIAAJjBLIHmSZtdBAAAwN5YM9C01t5eVYcnOaq19uaqunaSAza/NAAAgOnW/A9NVf1ykpcled7Y6+ZJXrWJNQEAAMxklpMCnJjknkkuTJLW2seT3GgziwIAAJjFLIHmm621by09qKoDM1yHBgAAYK5mCTRvr6rfSnJQVf1Ykpcm2bO5ZQEAAKxtlkBzcpILknwoya8keV2S39nMorZaVe2sqt2Li4vzLgUAAFiHWc5ydnmSvxpv+6XW2p4ke3bs2PHL864FAACY3ZqBpqrumeFaNIeP41eS1lq79eaWBgAAMN0sF9Z8QZJfT3J2km9vbjkAAACzmyXQLLbWXr/plQAAAKzTLIHmbVX1jCSvSPLNpZ6ttfdtWlUAAAAzmCXQ3H3s7pjo15L86MaXAwAAMLtZznL2I1tRCAAAwHqteR2aqrpxVb2gql4/Pr5dVf3S5pcGAAAw3SwX1nxRkjcmudn4+D+SPGaT6gEAAJjZLIHmBq21lyS5PElaa/8dp28GAAC2gVkCzcVVdf0MJwJIVd0jyeKmVrXFqmpnVe1eXNyvXhYAAOz3Zgk0j03y6iS3qap/SfI3SR61qVVtsdbantbaroWFhXmXAgAArMMsZzl7X1UdneS2SSrJ/9dau2zTKwMAAFjDmoGmqq6e5PgkPzz2OrOqnifUAAAA8zbLhTVPS3L1JM8dH//c2O//blZRAAAAs5gl0NyttXbHicdvrap/36yCAAAAZjXLSQG+XVW3WXpQVbeO0zYDAADbwCx7aH4jyduq6pMZTgpweJJHbmpVAAAAM5jlLGdvqaqjMpzlLBnOcvbNzS0LAABgbasGmqr60dbaW6vqp5YNOrKq0lp7xSbXBgAAMNW0PTRHJ3lrkp0rDGtJBBoAAGCuVg00rbXfH7v+LwMAAGxL0w45e+y0CVtrf7rx5QAAAMxu2iFnh2xZFQAAAHth2iFnT97KQuapqnYm2XnkkUfOuxQAAGAdph1y9hfTJmytPXrjy5mP1tqeJHt27Njxy/OuBQAAmN20Q87O3rIqAAAA9sK0Q87+eisLAQAAWK9ph5w9q7X2mKrak+G6M1fSWrv/plYGAACwhmmHnP3t2P2TrSgEAABgvaYdcnb22H371pUDAAAwu2mHnH1w2oSttTtsfDkAAACzm3bI2eUZ/jtzRpI9SS7ZkooAAABmdLXVBrTW7pTkoUkOzhBq/ijJ7ZN8trV23pZUBwAAMMWqgSZJWmvntNZ+v7V2lwx7af4mya9vSWUAAABrmHbIWarq5kl+JsmxSb6aIcy8cgvqAgAAWNO0kwK8PckhSV6S5JFJvjwOukZVXa+19pUtqA8AAGBV0/bQHJ7hpAC/kmTXRP8a+996E+sCAABY07Tr0ByxhXUAAACs26onBaiqI6ZNWIPDNrwiAACAGU075OwZVXW1JP+Y5OwkFyS5VpIjk/xIkmOS/H6S/9rsIgEAAFYy7ZCzB1fV7ZL8bJJfTHLTJN9I8rEkr0vyR621S7ekSgAAgBVMPW1za+2jSX57i2oBAABYl6kX1ryqqKqdVbV7cXFx3qUAAADrINAkaa3taa3tWlhYmHcpAADAOgg0AABAt6b+hyZJquouK/ReTHJea+2/N74kAACA2awZaJI8N8ldknwwSSX5gSQfSbJQVce31t60ifUBAACsapZDzj6X5M6ttR2ttbsmuXOSTyb5sSR/vJnFAQAATDNLoPne1tpHlh6Mp3L+vtbaJzevLAAAgLXNcsjZR6rqtCR/Pz5+SJKPVtU1k1y2aZUBAACsYZY9NI9I8p9JHjPePjn2uyzJj2xOWQAAAGtbcw9Na+2SJM8cb8tdtOEVAQAAzGiW0zbfM8mTkhw+OX5r7dabVxYAAMDaZvkPzQuS/HqSs5N8e3PLAQAAmN0sgWaxtfb6Ta8EAABgnWYJNG+rqmckeUWSby71bK29b9OqAgAAmMEsgebuY3fHRL+W5Ec3vhwAAIDZzXKWM6dmBgAAtqVVA01VPby1dnpVPXal4a21P928sgAAANY2bQ/NdcbuIVtRCAAAwHqtGmhaa88b7z67tfaVyWFVdatNrQoAAGAGV5thnD1VdejSg6r6/iR7Nq8kAACA2cwSaJ6aIdQcXFV3TfKyJA/f3LIAAADWNstZzl5bVVdP8qYM/6c5trX2H5teGQAAwBqmneXs2RmuN7NkIcknkvxaVaW19ujNLg4AAGCaaXtozlr2+OzNLAQAAGC9pp3l7K+3spCNVlUHJzknyc2T3K21tjygAQAAnZt2yNmHcuVDzq6ktXaHTalo4zwpM/xHCAAA6Ne0Df77bVkVG6yqfiDJryZ5bJLnrTE6AADQqWmHnJ23dL+qbpzkbuPD97TWvrjZhe2j5yQ5NYmzsQEAwH5szevQVNVPJ3lPkgcn+ekk/1ZVx836BFV126o6qapOr6pzquryqmqzzKOqHlZV76iqxaq6qKrOqqoTq2rVuqvq55IcmeQps9YIAAD0aZb/mPx2hj/VfzFJquqGSd6c4QKbszg+yUnrLayqnpPkhCSXJnlLksuSHJNhz8sxVXVca+3yZdMsJHlGkse11i6qqvU+LQAA0JE199AkudqyQ8y+PON0Sz6cIWQ8JMOek7evNUFVPShDmDk/yR1aa/drrR2b5KgkH0tybJJHrTDpU5J8vLX2d+uoDwAA6NQse2jeUFVvTPLi8fFDkrxu1idorT1/8vGMe02eOHaf0Fr7+MS8vlBVxyc5M8nJVfXspb00VXX7DCcC+LGquu44ycFL3ao6pLX29VnrBgAAtr81A01r7Teq6qeS/ODYa3dr7ZWbVVBVHZbkrkm+leSlK9Tz9qr6bIbry9wjyb+Og47K8HretsJs35bk35PcaRNKBgAA5mTNQFNVj03yD621V2xBPUly57H7kdbaJauM894MgebOuSLQvDPJjywb705J/izDnpuzN7ZMAABg3mY55OyQJG+qqq8k+YckL22tfWETa7rV2D1vyjifXjZuWmtfynAo2ndMHN52dmvtrJVmVFW7kuxKklve8pbrrxYAAJibWQ45e3KSJ1fVHTL8f+btVfVfrbV7b1JNS/97uXjKOBeN3UP29claa7uT7E6SHTt2tH2dH7Dxjjj5tfMuYVs495T7zrsEANh2ZtlDs+SLGc469uUkN9qccjZWa+3MJM7dDAAA+6lZLqx5QlWdmeFaMNdP8suttTtsYk1Le1+uM2Wcpb04zloGAABXYbPsoblFkse01j6wybUsOXfsHj5lnFssGxcAALgKWnMPTWvtiRmu4/LIJKmqG1bVrdaYbF+8f+zevqoOWmWcuy0bd59U1c6q2r24uLgRswMAALbILIec/X6SJ+SKi11ePcnpm1VQa+0zSd6X5BpJHrxCPUcnOSzD/3netUHPuae1tmthYWEjZgcAAGyRNQNNkmOT3D/jWcdaa5/LBpxdbA1PG7tPr6ojl3pW1Y2SPHd8eEpr7fJNrgMAANjGZvkPzbdaa62qWpJU1bQ/63+XqrpLrgghSXK7sfvUqnr8Us/W2j0m7r+sqk5LcnySD1XVm5NcluSYJIcmeVWSU9dTBwAAsP+ZJdC8pKqel+S6VfXLSX4xyV+t4zkOTXL3FfofNW2i1toJVfXOJCcmOTrJAUnOSfLCJKfZOwMAAMxyYc0/qaofS3Jhktsm+b3W2j/N+gT7ci2Y1toZSc7Ym2kBAID930wX1hwDzD9V1Q0yXFhzv1JVO5PsPPLII9ccFwAA2D5WPSlAVd2jqs6sqldU1Z2r6sNJPpzkC1X1E1tX4uZzljMAAOjTtD00pyb5rSQLSd6a5D6ttXdX1fcleXGSN2xBfQAAAKuadtrmA1trb2qtvTTJ+a21dydJa+2crSkNAABgummBZvIsYpcsG9Y2oRYAAIB1mXbI2R2r6sIMZyg7aLyf8fG1Nr0yAACANawaaFprB2xlIfPkLGcAANCnaYecXWU4yxkAAPRJoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BJsN1aKpq9+Li4rxLAQAA1kGgievQAABArwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTRxYU0AAOiVQBMX1gQAgF4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwSaJFW1s6p2Ly4uzrsUAABgHQSaJK21Pa21XQsLC/MuBQAAWAeBBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmiSVNXOqtq9uLg471IAAIB1OHDeBWwHrbU9Sfbs2LHjl+ddC8Bqjjj5tfMuYVs495T7zrsEALYRe2gAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0SapqZ1XtXlxcnHcpAADAOgg0SVpre1pruxYWFuZdCgAAsA4CDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB068B5FwAA63HEya+ddwnbwrmn3HfeJQBsC/bQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBu7XeBpqp+qqreWVVfqqpLq+oTVfUnVbUw79oAAICNdeC8C9gE10vyz0n+NMlXktwhyZPG7v+ZX1kAAMBG2+8CTWvt+ct6nVlVlyZ5XlXdrLX2uXnUBQAAbLz97pCzVXxp7F5jrlUAAAAbaksCTVXdtqpOqqrTq+qcqrq8qlpVHTfDtA+rqndU1WJVXVRVZ1XViVU1tfaqOqCqrlVVd03ye0le3Vo7d4NeEgAAsA1s1SFnxyc5ab0TVdVzkpyQ5NIkb0lyWZJjkpya5JiqOq61dvkqk385ydKJAN6Q5GHrfX4AAGB726pDzj6c5BlJHpLkyCRvX2uCqnpQhjBzfpI7tNbu11o7NslRST6W5Ngkj5oyi3sluWeSX0ly+yR7quqAfXgNAADANrMle2iW/1G/qmaZ7Ilj9wmttY9PzOsLVXV8kjOTnFxVz15pL01r7QPj3X+tqrOTnJUhBL1s3S8AAADYlrblSQGq6rAkd03yrSQvXT68tfb2JJ9NcpMk95hhlh9IcnmGvUMAAMB+YlsGmiR3Hrsfaa1dsso471027jT/K8Nr/eS+FgYAAGwf2/U6NLcau+dNGefTy8ZNklTVGzOcQOAjGU4mcKckv5Hkg0letXwmVbUrya4kueUtb7kPJQMAAFttuwaag8fuxVPGuWjsHrKs/3uSPDxXBJ1zk/xlkj9trX1r+Uxaa7uT7E6SHTt2tL2sFwAAmIPtGmj2Wmvtd5P87rzrAAAANt92DTRLe1+uM2Wcpb04X9/kWgBg2zni5NfOu4Rt4dxT7jvvEoA5264nBTh37B4+ZZxbLBsXAAC4itmugeb9Y/f2VXXQKuPcbdm4e62qdlbV7sXFxX2dFQAAsIW2ZaBprX0myfuSXCPJg5cPr6qjkxyW5Pwk79qA59vTWtu1sLCwr7MCAAC20LYMNKOnjd2nV9V3LohZVTdK8tzx4Smttcu3vDIAAGBb2JKTAlTVXXJFCEmS243dp1bV45d6ttbuMXH/ZVV1WpLjk3yoqt6c5LIkxyQ5NMM1ZU7d5NIBAIBtbKvOcnZokruv0P+oaRO11k6oqncmOTHJ0UkOSHJOkhcmOc3eGQAAuGrbkkDTWjszSe3ltGckOWNDCwIAAPYL2/k/NFvGWc4AAKBPAk2c5QwAAHol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCTZzlDAAAeiXQxFnOAACgVwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTRxHRoAAOiVQBPXoQEAgF4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJo4sKaAADQK4EmLqwJAAC9EmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNEmqamdV7V5cXJx3KQAAwDoINElaa3taa7sWFhbmXQoAALAOAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQJKmqnVW1e3Fxcd6lAAAA6yDQJGmt7Wmt7VpYWJh3KQAAwDoINAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAbgk0AABAtwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BJokVbWzqnYvLi7OuxQAAGAdBJokrbU9rbVdCwsL8y4FAABYB4EGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuHTjvAgAA9tYRJ7923iVsC+eect95lwBzYw8NAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFv7XaCpqgdX1auq6jNVdXFVfbCqjq+q/e61AgDAVd2B8y5gEzwuyXlJfiPJF5L8SJK/SHLrsR8AALCf2B8Dzc7W2gUTj99WVQcn+bWq+p3W2jfnVRgAALCx9rvDsJaFmSXvT3KtJNfb4nIAAIBNtCWBpqpuW1UnVdXpVXVOVV1eVa2qjpth2odV1TuqarGqLqqqs6rqxHX+J+aHknwlyRf3+kUAAADbzlYdcnZ8kpPWO1FVPSfJCUkuTfKWJJclOSbJqUmOqarjWmuXrzGPHUkemeTJrbVvr7cGAIDt7oiTXzvvEraFc0+577xLYA626pCzDyd5RpKHJDkyydvXmqCqHpQhzJyf5A6ttfu11o5NclSSjyU5Nsmj1pjHTZK8PMl7kjx9X14AAACw/WzJHprW2vMnH1fVLJM9cew+obX28Yl5faGqjk9yZpKTq+rZK+2lqaqFJK9P8o0k92+tXbaX5QMAANvUtjwpQFUdluSuSb6V5KXLh7fW3p7ks0lukuQeK0x/rSSvTnKjJD/RWvvyphYMAADMxbYMNEnuPHY/0lq7ZJVx3rts3CRJVR2Y5CVJ7pDkPq218zanRAAAYN6263VobjV2p4WRTy8bd8lzkuxM8ptJrl1Vk3twPtpau3By5KralWRXktzylrfc64IBAICtt10DzcFj9+Ip41w0dg9Z1v/Hx+4frzDNj2T47813tNZ2J9mdJDt27GjrqhIAAJir7Rpo9lpr7Yh51wAAAGyN7fofmqW9L9eZMs7SXpyvb3ItAADANrVdA825Y/fwKePcYtm4AADAVcx2DTTvH7u3r6qDVhnnbsvG3WtVtbOqdi8uLu7rrAAAgC20LQNNa+0zSd6X5BpJHrx8eFUdneSwJOcnedcGPN+e1tquhYWFfZ0VAACwhbZloBk9bew+vaqOXOpZVTdK8tzx4Smttcu3vDIAAGBb2JKznFXVXXJFCEmS243dp1bV45d6ttbuMXH/ZVV1WpLjk3yoqt6c5LIkxyQ5NMmrkpy6yaUDAADb2FadtvnQJHdfof9R0yZqrZ1QVe9McmKSo5MckOScJC9Mcpq9MwAAcNW2JYGmtXZmktrLac9IcsaGFgQAAOwXtvN/aLaMs5wBAECfBJo4yxkAAPRKoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEmjjLGQAA9EqgibOcAQBArwQaAACgWwINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmjiOjQAANArgSauQwMAAL0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQxIU1AQCgVwJNXFgTAAB6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaJJU1c6q2r24uDjvUgAAgHUQaJK01va01nYtLCzMuxQAAGAdBBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdOvAeRewHVTVziQ7jzzyyHmXAgDAXjri5NfOu4Rt4dxT7jvvEraUPTRJWmt7Wmu7FhYW5l0KAACwDgINAADQLYEGAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHRLoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BJklV7ayq3YuLi/MuBQAAWAeBJklrbU9rbdfCwsK8SwEAANZBoAEAALol0AAAAN0SaAAAgG4JNAAAQLcEGgAAoFsCDQAA0C2BBgAA6JZAAwAAdEugAQAAuiXQAAAA3RJoAACAblVrbd41bBtVdUGS8+Zcxg2SfGnONVzVWQbzZxnMn2Uwf5bB/FkG82cZzNe+tP/hrbUbbmQxqxFotpmqOqu1tmPedVyVWQbzZxnMn2Uwf5bB/FkG82cZzFcv7e+QMwAAoFsCDQAA0C2BZvvZPe8CsAy2Actg/iyD+bMM5s8ymD/LYL66aH//oQEAALplDw0AANAtgWYbqKqHVdU7qmqxqi6qqrOq6sSqsnxGVXX1qjqmqp45ts+FVfWtqvpsVb2squ61xvR71cZV9RNV9aaq+kpVfaOqPlxVv11V11xjurtX1Sur6otVdWlVfbyq/riqFtb/6re3qnpqVbXx9vgp41kGG6iqDqqq36yq91bV18a2+VRVvbSq7rnC+Fcb2/ussf0Xx+Xx0Bmea0uXXQ+q6rCqenZV/X9VdcnEe+wvq+rWU6bzOZhRVd22qk6qqtOr6pyqunxczxw3w7RdtPP4Gk+vqs9V1Ter6ryqOq2qbrrWa9wK610GtY/f1eM8ulh2W2VfPgfL5jPTd/U4bn/LoLXmNsdbkuckaUkuSfKaJK9McuHY7xVJrjbvGrfDLcm9xzZpST4/ttU/JPnQRP8/2Mg2TvKb4zj/neTNSV6a5Itjv3clufYq0z10nKYleedY53nj448nudG823MDl8vdxtd6+fj6Hm8ZbEm732p8HS3J58b2fGmS9yS5LMnvLBv/gCT/OI6/OLb5a5NcOvb78ynPtaXLrodbkjsn+er4Wj6T5FXj7b/Gfl9P8r/n3Za9fw6SPCtXrN8nb8etMV0X7Zzk6CTfGMc7O8nfJ/nY+PiLSb63t2WQffiu7mnZbedlsMo8Zvqu7nkZzHUhXdVvSR408aE/aqL/jZN8dBx20rzr3A63JD+a5GVJfmiFYQ+Z+DD8yEa0cZId4wf/4iR3n+h/cJK3j9P92QrTHZbhC+rbSR4w0f/ADF9WLckr592eG7RMrjm24WfHFd6KK0nLYMPb/TpJ/nNsmyckOWDZ8Otn2YZQkseNr/sjSW480f+oJOePwx6wwnNt6bLr5ZbkX8fXsDvJ1Sf6Xz3JC8Zh/z7PttwfPgdJ/m+SP07y00luk+TMrLEh10s7j5/jz4/Df23ZsD/JFSGneloG2cvv6p6W3XZfBitMP9N3de/LYK4L6ap+S3LWuLB+foVhR0+8qeylWbstnz+21ws2oo3HFXJL8nsrTHfr8cP3zSTXXTZs6YvohStMd2iGX8dbktvNu802oM2fPr6WnUletNpK0jLY8HZ/2lj/s2cc/4AkXxin+eEVhv/COOw98152PdySXCtX/EJ60xWG33Ri+LUn+vsc7Hvbn5m1A00X7Zzk18b+b11hugMy/GjRkvzkvNt9vctgjelX/K7uadnN+7beZZAZv6t7XwZzXzBX1VuGVNrGBXzQKuMsHb7wXYcuuH1XW504ttUb97WNk1wjw68MLcltVpnunePwhy3rv/QldMwq050+Dv+tebfZPrb33TP80vZ34+MVV5KWwYa3+zWSfGms/1YzTvOD4/ifWWX4tZN8axzn5vNcdj3cMuyFuSxrB5qLcsWZRH0ONqbtz8z0vQPdtHOGQ3Jakl9aZbqnjMN3z7vd17MMZpj+u76re1t2876tZxlkxu/q/WEZ+NP5/Nx57H6ktXbJKuO8d9m4rO6osfv5iX5728a3zbCR95XW2idmna6qDs2wO3hy+CzP15WqulaSv07ylSQnrTG6ZbCx7prhkLLPttY+VVV3qao/rKrnVdUfVNUPrjDN0utcsT1aa9/IcChaktxphem2ZNn1orV2WZK3jA+fXFVXXxo23v/D8eEL2viNHJ+DrdJTO0/9XE6ZrncrfVcnfS27LqzzuzrpfBkcuNYIbJpbjd3zpozz6WXjsoKqukmSR4wPXz4xaG/b+FbLhs063RFj92uttQvXMV1v/ijDCuxnWmtfWmNcy2Bj/Y+x+9mq+pMM/42Z9LtV9aokD2+tXTz2m3UZ3CkrL4OtWnY9OSHJG5L8cpL7VNVZY/+7JfmeDH/i/c2J8X0OtkYX7TxuyF1vjVr3u+Uz5bs66WTZdWY939VJ58vAHpr5OXjsXjxlnIvG7iGbXEu3qurADLskF5K8pbW2Z2Lw3rbxVk/Xjar630kek+RVrbV/mGESy2BjLW0E3TlDmHlWkiMzbEQ/IMOfPh+Y5LkT01gGG6y19skk/zvJ6zMcpvHA8XbzDH+cfce4J2eJZbA1emnngyfurzbtfrV81viuTvpZdl3Yi+/qpPNlINDQu79MckyGU6c+fM617Neq6qAMx99emOEXarbe0jr76klOb639emvtE621r7XWXp1ho7ol+bmqus1qM2HfjBsLH84QJh+Q5Ibj7YEZwuXLq+r35lYgbD++q7fIVfW7WqCZn6XUeZ0p4yyl169vci1dqqo/T/JLGU47e0xr7fxlo+xtG2/1dL14aobjnx/bWlt+/PNqLIONNVnzXy0f2Fo7K+OpXjOckSaxDDZUVV03wzVnDknyE621V7fWvjTe/jHJT2S4fsPvVtXS/wUsg63RSztfNHF/tWn3m+Uzw3d10s+y68HefFcnnS8DgWZ+zh27h08Z5xbLxmVUVc9M8ugkF2RYQX58hdHOHbvrbeOl+7dc53RLx51edzxGetbpenFshvPM/0JVnTl5y7ARlyTHj/2ePz4+d+xaBhvjU6vcX2mcm4zdc8fu3i6DrVp2vbhvhr0x7x4PPbuS1tp/Jvm3DP9RvdfY+9yx63Owuc4du9u6ncf/C3x1fLharfvF8pnxuzrpZNl1Ym++q5POl4FAMz/vH7u3H3cPruRuy8YlSVX9cZLHJvlyknu31j66yqh728bnZPiF9XpTDtv5n8una60tJlk6w8fdvmuKVabrzNUy/PK//Hbjcfitx8c7xseWwcaarPn6q4xzg7G79OvX+8buiu1RVddO8gMrzH9Ll11Hlr60F6eM87Wxu/SfJ5+DrdFTO0/9XE6Zrhvr+K5O+lp2PVjvd3XS+zLYqvNmu614fu2z48Ka622zU8Z2+UqSO29WG2c4A0vL+i8S9cx0eKGuDVguL8rq57a3DDa2rd891v+4FYZ9T4aN6e9cJyDDRfq+mL27sOaWLrsebhPtdV6Sq68w/OoZzszTkvz0vNpyf/wcZLYLa3bRzkkelf34wppZ53d1T8tu3rdZl8Eq074o0y+s2e0ymPuCuSrfkhw38eY4cqL/jTJcF6IlOWnedW6XW6640NhXk9x1M9s4w68Fl2c4+8b/nOh/8MTK5M9WmO4WSb4xfnjvP9H/wCQvHqd75bzbchOWzaorSctgw9t65/gavpxkx0T/ayX5+3HYWRkv6jgOe/zY/yNJbjTR/6hxubQkD5j3suvhNr72pYvInZrkmhPDrpnktFyxIbcwr7bcHz8HmS3QdNHO43yXPnsnLhv2jLH/+yY/x9vhNuMyWPd3dU/Lbt63WZbBlGlflOmBpttlMPcFc1W/ZTi9asuwu25PklfkikT6yiQHzLvG7XBLcv+xTVqGCy29aJXbyRvVxhmuI9EyXGX3TUlekuQLY793J7n2KtM9dJzm8iT/nGEj89xxuo9nYoNyf7nNsJK0DDa2vf9kfC3fGl/fKzOcsrlluJLzUcvGPyDJq8fhi2P77xmXR0vyF1Oea0uXXQ+3DHtp/nt8LZ8d22VPks+N/S5N8sB5t2Xvn4Mkdxlf39LtwrH2/5js32s7Z/jF+xu54keIF2c47XfL8J+T2/a2DLIP39U9LbvtvAzWmNeLMuW7uudlMNeF5PadhfmwJP8yvkkvzrDL78Q41GyyjR4xsZKcdjtzI9s4wx/o/inDL02XZPiF4rcz8avsKtPdPcOZkC7IsJv1P5P8cSZ+sd2fbjOuJC2DjW3zn0ry1rFdvjmu+J+Z5IarjH+1JL82tvvF43J4Z5KHzfBcW7rserhl2Mj4mwwnYbh0vH0iyfMz5fAIn4N1tfG9MsN6v+d2znDhw7/LcAawb2Y4XPEvk9x03u2/N8sg+/hd3dOy267LYI15vShrfFf3ugxqnBEAAEB3nOUMAADolkADAAB0S6ABAAC6JdAAAADdEmgAAIBuCTQAAEC3BBoAAKBbAg0AANAtgQYAAOiWQAMAAHTr/wc9ylQwl47/pwAAAABJRU5ErkJggg==",
      "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": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_type(df, label):\n",
    "    # 'Naam stembureu' en 'Extra adresaanduiding' moeten 'mobiel' bevatten, maar 'Extra adresaanduiding' mag niet\n",
    "    # ook 'niet open voor algemeen publiek' bevatten\n",
    "    print(\"aantal mobiele stemlokalen groep {}: {}\".format(\n",
    "        label,\n",
    "        df[\n",
    "            ((df[\"Naam stembureau\"].str.contains(\"mobiel\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"mobiel\", case=False, na=False)))\n",
    "            &\n",
    "            ~(df[\"Extra adresaanduiding\"].str.contains(\"niet open voor algemeen publiek\", case=False, na=False)\n",
    "            )\n",
    "        ][\"Naam stembureau\"].count()\n",
    "    ))\n",
    "    print(\"aantal drive through stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"drive\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"drive\", case=False))][\"Naam stembureau\"].count()))\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    print(\"aantal niet publiek open stemlokalen groep {}: {}\".format(label, df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"niet open voor algemeen publiek\", case=False)][\"Extra adresaanduiding\"].count()))\n",
    "    print(\"aantal tent stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"tent\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"tent\", case=False))][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal parkeerplaats stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"parkeer\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"parkeer\", case=False))][\"Naam stembureau\"].count()))\n",
    "    print(\"aantal bus stemlokalen groep {}: {}\".format(label, df[(df[\"Naam stembureau\"].str.contains(\"bus\", case=False)) | (df[\"Extra adresaanduiding\"].str.contains(\"bus\", case=False))][\"Naam stembureau\"].count()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aantal mobiele stemlokalen groep totaal: 111\n",
      "aantal drive through stemlokalen groep totaal: 39\n",
      "aantal niet publiek open stemlokalen groep totaal: 100\n",
      "aantal tent stemlokalen groep totaal: 80\n",
      "aantal parkeerplaats stemlokalen groep totaal: 58\n",
      "aantal bus stemlokalen groep totaal: 34\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal drive through stemlokalen groep 1; 0-10.000 stemgerechtigden: 1\n",
      "aantal niet publiek open stemlokalen groep 1; 0-10.000 stemgerechtigden: 6\n",
      "aantal tent stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal parkeerplaats stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "aantal bus stemlokalen groep 1; 0-10.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 35\n",
      "aantal drive through stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 9\n",
      "aantal niet publiek open stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 27\n",
      "aantal tent stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 14\n",
      "aantal parkeerplaats stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 20\n",
      "aantal bus stemlokalen groep 2; 10.000-30.000 stemgerechtigden: 13\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 45\n",
      "aantal drive through stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 11\n",
      "aantal niet publiek open stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 27\n",
      "aantal tent stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 10\n",
      "aantal parkeerplaats stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 8\n",
      "aantal bus stemlokalen groep 3; 30.000-60.000 stemgerechtigden: 11\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 14\n",
      "aantal drive through stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 8\n",
      "aantal niet publiek open stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 11\n",
      "aantal tent stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 20\n",
      "aantal parkeerplaats stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 16\n",
      "aantal bus stemlokalen groep 4; 60.000-100.000 stemgerechtigden: 0\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 17\n",
      "aantal drive through stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 10\n",
      "aantal niet publiek open stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 29\n",
      "aantal tent stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 24\n",
      "aantal parkeerplaats stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 12\n",
      "aantal bus stemlokalen groep 5; 100.000-350.000 stemgerechtigden: 10\n",
      "\n",
      "\n",
      "aantal mobiele stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal drive through stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal niet publiek open stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "aantal tent stemlokalen groep 6; >350.000 stemgerechtigden: 12\n",
      "aantal parkeerplaats stemlokalen groep 6; >350.000 stemgerechtigden: 2\n",
      "aantal bus stemlokalen groep 6; >350.000 stemgerechtigden: 0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print_type(gdf_wims_dedupe, \"totaal\")\n",
    "print(\"\\n\")\n",
    "\n",
    "def make_print_type(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    print_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "    \n",
    "for label in labels:\n",
    "    make_print_type(label)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "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": 230,
   "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": "markdown",
   "metadata": {},
   "source": [
    "Hier de hoeveelheid stemlokalen die open zijn op elke unieke combinatie van dagen (totaal moet de totale stemlokalen zijn, de categorieën zijn exclusief)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "open = {\n",
    "        'dagen': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "\n",
    "def graph_open_2(df, label):\n",
    "    \n",
    "    open['dagen'].append(\"14 en 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 16-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"14 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()].dropna(subset=['Openingstijden 16-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"15 en 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()].dropna(subset=['Openingstijden 15-03-2022 van'])['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alle dagen\")\n",
    "    open['aantal'].append(df.dropna(subset=['Openingstijden 16-03-2022 van', 'Openingstijden 15-03-2022 van'])['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 14 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 15-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 14-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 15 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 16-03-2022 van'].isnull()]['Openingstijden 15-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "    open['dagen'].append(\"Alleen 16 maart\")\n",
    "    open['aantal'].append(df[df['Openingstijden 14-03-2022 van'].isnull()][df['Openingstijden 15-03-2022 van'].isnull()]['Openingstijden 16-03-2022 van'].count())\n",
    "    open['staffel'].append(label)\n",
    "\n",
    "\n",
    "def make_graph_open_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_open_2(filter_binned(gdf_wims_times, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_open_2(label)\n",
    "\n",
    "dagen = sorted(list(dict.fromkeys(open['dagen'])))\n",
    "\n",
    "df_open_dagen = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal'])\n",
    "\n",
    "#ax_open = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "#ax_open.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "#for c in ax_open.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    #labels_ax= [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    #ax_open.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n",
    "ax_open_log = pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, fontsize=22, figsize=(13,13), log=True)\n",
    "\n",
    "ax_open_log.set_xticklabels(dagen, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax_open_log.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax_open_log.bar_label(c, labels=labels_ax, label_type='center', padding = 0)\n",
    "\n",
    "#pd.DataFrame(open).pivot(index='dagen', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De hoeveelheid stemlokalen in het algemeen, ingedeeld per staffel in een barchart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "amount = {\n",
    "        ' ': [],\n",
    "        'aantal': [],\n",
    "        'staffel': []\n",
    "    }\n",
    "\n",
    "def graph_count(df, label):\n",
    "    amount[' '].append(\"Stemlokaal\")\n",
    "    amount['aantal'].append(df[\"UUID\"].count())\n",
    "    amount['staffel'].append(label)\n",
    "\n",
    "def make_graph_count(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_count(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_count(label)\n",
    "\n",
    "\n",
    "\n",
    "ax_stemlok = pd.DataFrame(amount).pivot(index=' ', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "ax_stemlok.set_xticklabels(['Stemlokalen'], fontsize=22, rotation=0, ha=\"center\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax_stemlok.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax_stemlok.bar_label(c, labels=labels_ax, label_type='center')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stemlokaal soorten in een barchart (gebouwfunctie in het kadaster), dit is in pergentages van het totaal, aangezien een gebouw meerdere functies kan hebben is niet alles 100."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts =   {'type': [],\n",
    "                'aantal': [],\n",
    "                'staffel': []}\n",
    "def graph_type(df, label):\n",
    "    \n",
    "    counts['type'].append(\"Mobiel stemlokaal\") \n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Mobiel\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Drive-through stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"Drive\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    df_publiek = df.dropna(subset=['Extra adresaanduiding'])\n",
    "    counts['type'].append(\"Niet open algemeen publiek\")\n",
    "    counts['aantal'].append(df_publiek[df_publiek[\"Extra adresaanduiding\"].str.contains(\"Niet open voor algemeen publiek\")][\"Extra adresaanduiding\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Tent stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"tent\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Parkeerplaats stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"parkeer\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "    counts['type'].append(\"Bus stemlokaal\")\n",
    "    counts['aantal'].append(df[df[\"Naam stembureau\"].str.contains(\"bus\")][\"Naam stembureau\"].count())\n",
    "    counts['staffel'].append(label)\n",
    "\n",
    "def make_graph_type_2(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.fullmatch(label)]\n",
    "    graph_type(filter_binned(gdf_wims_dedupe, df_stemger_label), label)\n",
    "\n",
    "for label in labels: \n",
    "    make_graph_type_2(label)\n",
    "\n",
    "types = ['Bus stemlokaal', 'Drive through stemlokaal', 'Mobiel stemlokaal', 'Niet open voor algemeen publiek', 'Parkeerplaats stemlokaal', 'Tent stemlokaal']\n",
    "\n",
    "ax = pd.DataFrame(counts).pivot(index='type', columns=['staffel'], values=['aantal']).plot(kind=\"bar\", stacked=True, figsize=(13,13), fontsize=22)\n",
    "\n",
    "ax.set_xticklabels(types, fontsize=22, rotation=-45, ha=\"left\", rotation_mode=\"anchor\")\n",
    "\n",
    "for c in ax.containers:\n",
    "\n",
    "    # Optional: if the segment is small or 0, customize the labels\n",
    "    labels_ax = [v.get_height() if v.get_height() > 0 else '' for v in c]\n",
    "    \n",
    "    # remove the labels parameter if it's not needed for customized labels\n",
    "    ax.bar_label(c, labels=labels_ax, label_type='center')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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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",
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       "  </thead>\n",
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       "      <td>Zorgcentrum Kempenhof</td>\n",
       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2</td>\n",
       "      <td>Buurtgebouw De Horizon</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
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       "      <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",
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       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
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       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Valkenswaard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@valkenswaard.nl</td>\n",
       "      <td>http://www.valkenswaard.nl/verkiezingen</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Valkenswaard</td>\n",
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       "      <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",
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       "      <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",
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       "      <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",
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       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>9273</td>\n",
       "      <td>38748</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>8</td>\n",
       "      <td>De Uitkomst</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>POINT (6.01556 51.70976)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>9274</td>\n",
       "      <td>38749</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>1</td>\n",
       "      <td>Zaal Buurman</td>\n",
       "      <td>woonfunctie,bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8582 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0    _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0              0      1  Valkenswaard           GM0858                  1   \n",
       "1              1      2  Valkenswaard           GM0858                  2   \n",
       "2              2      3  Valkenswaard           GM0858                  3   \n",
       "3              3      4  Valkenswaard           GM0858                  4   \n",
       "4              4      5  Valkenswaard           GM0858                  5   \n",
       "...          ...    ...           ...              ...                ...   \n",
       "9270        9270  38745        Gennep           GM0907                  4   \n",
       "9271        9271  38746        Gennep           GM0907                  5   \n",
       "9272        9272  38747        Gennep           GM0907                  6   \n",
       "9273        9273  38748        Gennep           GM0907                  8   \n",
       "9274        9274  38749        Gennep           GM0907                  1   \n",
       "\n",
       "                        Naam stembureau     Gebruiksdoel van het gebouw  \\\n",
       "0                 Zorgcentrum Kempenhof          gezondheidszorgfunctie   \n",
       "1                Buurtgebouw De Horizon              bijeenkomstfunctie   \n",
       "2                   Speeltuin Geenhoven              bijeenkomstfunctie   \n",
       "3     Ontmoetingscentrum De zoete inval              bijeenkomstfunctie   \n",
       "4             Gymnastiekzaal 't Gegraaf                    sportfunctie   \n",
       "...                                 ...                             ...   \n",
       "9270                         Het Hökske              bijeenkomstfunctie   \n",
       "9271                   Buurthuis VanOns              bijeenkomstfunctie   \n",
       "9272                        't Trefpunt              bijeenkomstfunctie   \n",
       "9273                        De Uitkomst              bijeenkomstfunctie   \n",
       "9274                       Zaal Buurman  woonfunctie,bijeenkomstfunctie   \n",
       "\n",
       "                Website locatie  Wijknaam  CBS wijknummer  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN  ...   \n",
       "1                           NaN       NaN             NaN  ...   \n",
       "2                           NaN       NaN             NaN  ...   \n",
       "3                           NaN       NaN             NaN  ...   \n",
       "4                           NaN       NaN             NaN  ...   \n",
       "...                         ...       ...             ...  ...   \n",
       "9270                        NaN       NaN             NaN  ...   \n",
       "9271                        NaN       NaN             NaN  ...   \n",
       "9272                        NaN       NaN             NaN  ...   \n",
       "9273                        NaN       NaN             NaN  ...   \n",
       "9274                        NaN       NaN             NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID  Hoofdstembureau Tellocatie  \\\n",
       "0                      ja  Valkenswaard     Valkenswaard        NaN   \n",
       "1                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "2                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "3                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "4                     NaN  Valkenswaard     Valkenswaard        NaN   \n",
       "...                   ...           ...              ...        ...   \n",
       "9270                  NaN        Gennep           Gennep         ja   \n",
       "9271                  NaN        Gennep           Gennep         ja   \n",
       "9272                  NaN        Gennep           Gennep         ja   \n",
       "9273                  NaN        Gennep           Gennep         ja   \n",
       "9274                  NaN        Gennep           Gennep        NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[8582 rows x 41 columns]"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stemger_clean.rename(columns = {'gemeentecode': 'CBS gemeentecode'}, inplace =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_dedupe.merge(df_stemger_clean, on='CBS gemeentecode').to_csv(path_or_buf='../data/export/full_export.csv'.format(label), sep=';', na_rep='', header=True, date_format = '%m-%d %H:%M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De data is heel gecompliceerd, dus we moeten het bruikbaar maken in pandas. Met hoe de data eruit ziet in een CSV in libre office willen we een constructie maken van de verschillende onderdelen. We hebben de data van de stemlokalen apart al, die kunnen we dus negeren. We willen de data van de lijsten apart hebben. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "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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