stembureau-meting/jupyter/stembureau_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data gemeenteraadsverkiezingen 2022 Nederland\n",
    "\n",
    "Dit notebook is voor het verwerken van de data van de gemeenteraadsverkiezingen van 2022. 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 de overheid als waar is mijn stemlokaal (voor geografische data van de stemlokalen). De bronnen gebruikt voor de data zijn voor de verkiezingen van 2022 is als volgt:\n",
    "\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43)\n",
    "  - [Directe link naar uitslagen per gemeente CSV](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 (Volkskrant)](https://data.openstate.eu/dataset/verkiezingsuitslagen-gemeenteraadsverkiezingen-2022)\n",
    "    - [Directe link naar GEOJSON bestand](https://data.openstate.eu/dataset/a1767f1b-bf0c-409b-b3b1-3af9954b57f4/resource/413be255-5070-48f4-b631-895097976abb/download/2022gr.geo.json)\n",
    "- [CBS Wijk- en buurtkaart 2021](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/wijk-en-buurtkaart-2021)\n",
    "  - [Directe link naar zip bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/wijk-en-buurtstatistieken/wijkbuurtkaart_2021_v1.zip)\n",
    "- [CBS bevolkingsdichtheid kaart 100 bij 100 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/100/nl_vierkant_100meter_bij_100meter.7z)\n",
    "- [CBS bevolkingsdichtheid kaart 500 bij 500 meter](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-500-meter-bij-500-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/500/2021-cbs_vk500_2020_v1.zip)\n",
    "- [CBS schatting van kiesgerechtigden per gemeente](https://www.cbs.nl/nl-nl/maatwerk/2020/52/schatting-van-het-aantal-kiesgerechtigden-in-nederland)\n",
    "\n",
    "De eerste stap die we moeten maken is de data importeren voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. De makkelijkste structuur die we vonden was het geojson bestand van open state en de Volkskrant, daar staan alle stemlokalen al in een lijst, en we hebben een makkelijk framework om het te importeren; geopandas. We laden deze dan ook als eerste in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lillian/.local/lib/python3.9/site-packages/fiona/collection.py:208: FeatureWarning: Empty field name at index 61\n",
      "  self._schema = self.session.get_schema()\n",
      "/home/lillian/anaconda3/lib/python3.9/site-packages/geopandas/geodataframe.py:600: UserWarning: Empty field name at index 61\n",
      "  for feature in features_lst:\n"
     ]
    }
   ],
   "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": [
    "We importeren nu de gemeente shapefile kaart van het CBS, om de overlay van onze stemlokalen eroverheen te kunnen doen. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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azq2FZF29Nl3U7TGuQsmoyVw/bDfSeloB+QwyF8vy/33hDh6HjM9pnYMaBdN6Kue7aqJZjWj2wQfK71IYafficshWs7hD4osPsVU0TRiIeLm9VBsUV+YS+F0Kw20eJteyNR/iSpZ1b7efu0upugCIZzV2dvq21MPa7ndyf5PkSsCt0F7uItqIi9NxRtu9m75eNevLLQ9LKyCfQdYyRVZTBY4Phrm/kmElvbVm62JpY7EngFS+ZH+oBDDc7mVsJEI6rzVdedbjdcp1j40NR7i9lNrwpnFvJY0kRF0muKJOsBkBl4LbIXF6JEJe07mxkKxrB+wLuekJuTi3BS0et0NmLr7xTW49mwlqbUYry/oMohsmfqdCIqcRzxU5NRzeUp+nQ64PlI3Y3+snli1yZiKK07HxcxVJ2H2sjWYHs1qpYRa1Gk036wSmDvQGthSMEa/KSLuXl++s8sZElEyhxJEGZzm/S9lSMAL0hd0YW8zqVmj3qZT0h3xSFa2AfMYwTZP/9qV7DLV5mVjNEPaonJ2MEctuHpilh/x0KZJkJ3EabXcrhDwOhts8jHZ4OTkUZjlZ37omCauovr8nwEDY3fS1Ls7EOdDrr3neZvSH3cQyxZoxqvEVa8j62GCo5mdX0wUi3o2TORXCHoedId4KIY+Dj7979JGGmVtb1meMP7s8z1qmaBeoR9q9LKcKaOVOFIcsODUcZmotWzfvuP7rzXAqEj6nTLqgk9xgdVNlyZrUB6Dxeav6bHVqOMxMOWuqKhL7uv1WwAvIFnSWk3mG2zx4nTKTaxuf31RFwlnunFmPW5VZSuYZG47Y2j2r6SJ9IReKVNq0t/XsZAxJWO2AUxuUho4PhpiN5fjOkwOPrFbXCshniOVUnp/+y1uEPSqBcubxjYkoh/uCdpKkOjCrP4hgSW5UAmwzVFmwmi6S1wyOD4bQdJOj5bax9VvIoTbPloN9Z6fXrv21eVX8LqVuQLg/7GY2lqNkmDjkjVebHR3eps3shmkyuZYlrxns7wnY/bZz8Tx+l7Kpqp31GtAZcNUF5M4OL20+J/OJHBem47gcEru6Hl1kuRWQzwimafITf3KV3pCLeyuZmjKA01H/odV0kzOTUfZ2+7i1+KAUMhjxbCk50+l3spIqUDJMu+FbFqCbVjbUrcqosoQswWv3ooy2eykZBtPRHF1+Z01ppZrx5QxjwxEM02RiNdMwyVOpOTpkwcmhCF+9v9b0Oj1q44/wiaGwrc+zmMyTyGt0+p32jaM74CKVry0RHeoLkNMMsoUSHX4nCFhKFOpkQk4Nh7k4Ha/aFUBeM9jT7edRaQXkM8KfXZ5nNVPkYoMZw41WPFmqPfv5NimGA4TcCqMdPl65W1vuqCQsby3WBvTJoTA3FpJ0+p20+1Si2SI9TYSsnIrg2lycdr/TDphGuFWZvpCL1++vMTYStpIrwpJsrG5+mG9QutjT5efCdK3eTq6oc6AnQNDjwOdUmIvlGIi46Q64ODsZw+2QuTr3YKSruo91IOxirKwW4FZlXr7TuCb7z//kKr/3D1/AtUkCbCNaAfkMsJzK87Ofu9M0S7nRJPv1+SS7On1MRbMc6Q9yf2XjBm6AvT2BumDciHNlrdXq1U4Soi4oK+ULh0xd43c1fSE3hmkwvmytQGcmHmRFe4JOdnb6GF9O141rVQi6lYbiVxemY6w/Ns5Ec5wcCnNuKkbI42jYiZTTDK7NW7/HqYim290L0/FHFt1qZVmfAX7q0zfp8KlNA3L9Krget2o1EJydjNkCUs1o9zoQCHvM6c3idyl2MEoCdnV6bZ0ahyyVjXMslbr1dAdcLCQab3mtx02GIm6Wks22xWm7N7Yaw7SCXanKgh7oDTC1luH4YIjuQOMMdWUWE+Bgb6jp2VOVJdwN3s/D0ArIbc5sLMu5ySiXmnSAHBkIcmdx4zPhldmEPTHRjJNDId69K0JHwIVmWEmQR6GS+h8bDiMJa4rCpcj4VJkDPQFKhknApZAr6hzpDzI2EmZsJMLYcITz083rhEKAQ5LoDrrpDbkaBnQ0q7G/t/H1m6bJcJuHXZ0+To9EuL+SZiVtHQUqAsvVjI1E7P7bwYgHsEau3A22pUXdoLCF5ouNaG1Ztzm/9dUp+sIe5hrIUkjC0p3RtiBN0WjFACtR89LO9pot6onBUNOf3yoeVebEoLUVrFxeJRN8dirG7i6fPf/YUIaxAU5FYn9voOYcPdrh5X7DkS7rl54cDiMLQV7TuTybwK3KLCTydR01JnBmXcYaoFBeHSVhlVjOl3/33m5/3VkaYCGeZ7jdu6X304gtrZBCiEkhxFUhxCUhxLnyY/9OCHGl/Njnyp4ejZ77QSHEbSHEuBDin73pK31O+ez1RXLFxlukk0MRewt6YjDE6ZGItcqMRBiM1BbfL88mGCrP8FUIumRODUfqzov3VzMkcm9+bnIo4qFYMrixkOT4YLju+5LAVkbfCkG3g1PDYfwupS6plWhw5hPCavsbafcws5bljYkoTsVa0ZK5UtP2tpJhcnMxyUs72jgxGOb4YIi75Wb9I/2hmsZ9p0Oq2fpWaJRkehieqKW5EEIGfgX4ADALnBVC/Jlpmjce6aqfI0wTVlK1wTHU5qHT7+T8VJS+kBu/S7Hv3BUUSXB6JMLF6RhF3cSlSAy0ue1RpIGIm6BL5fUGbWmxrMbII9zl3apsr3rnpmJ1Po6GaakbbKVH9VBfAMMwm84tdgXqs7Vhj8obEzEUCXugOZYr2nONG+W1NN3k3FSMHZ1esgXDVmJfTNYG2v3lNN5y+2I1jzrt8abPkFu0NB8Dxk3TvG+aZhH4feBb3uzvfB6RBJiYuB0yqiIRcCkUNJ2zkzGODIQYjLgbbp1KhskbE1FCHpXekIt8yeDV8TX6Q2729/jxOGSuzTffKl6eiTc8J22F9ZnGs5MxTgzVrpSZor6hG8/J4bBlyDOX3FAlIJHT6oxio5kiOzt9Nc+7u2Q1rm82EQPWSNXEahaHLJCF4GBfsC7JlCro7G7QCDCzwfD2VnjSluZ9wEzV17PA6Td/uc8Ppmnyyt1Vopkiw+1eopkkh/qCaLrBjYUUY8NhzkzGcClS03Q91LbLmSbs6PRyeSZOfIOyA8C+nnp3qq2wt9vfMPWfaSBY1QiXQ2Jvd6CmAVzboFl7Lp63V1qXInGoP4jLIfPlddvwA71+uzyzFXJFy+m53e9sWPttZhb7qGfvra6QL5mmeRz4BuAHhBDvBjBN8ydM0xwAfhf4wQbPa9T31PC+KIT4uBDinBDi3MrK1oZh346YpsmX767w7f/1Nf7dn18nmS9R0g0O9wW5t5xmOVVgd5ePM+UPbL5ksLtzax0iln7M6pamPtJbDKBqxobDzMVzdbOQYDUTnKxaJSVhNXpXIwnrrFYtIXm4L7hpW965ySjv3tWOQ5Y4OxlrqBvkdW6toRxgMOJmbDjMaKcX3TAJuuuDzGyyvH/46KPJQG4pIE3TnC///zLwKaytaDW/B3x7g6fOAgNVX/cD801+xydM0zxpmubJjo6OrVzW25KSYfI9v36GydUMK+kip0ciuFWZGwtJEvkSS8lCXe/mxZkY7b6NpxLesaONs5MxijpbOh9OrmUZbvNs+nPVrGaKTWt0vUEXV2bj9td+l0LEp7Kr04dTkegLuTnYF7RXnZ6gi+E2D1fmEpveHAzT2rpWZCN9rtoAGmn3cnGDUgpYJrCnhsN0BZxMR3OcmYxxeSbBdDTLUFv936vRLmBfT4CeYPNJlq2waUAKIbxCCH/l31i25NeEELuqfqyhpTlwFtglhBgRQqjAR4A/e6QrfpujSIKxkQjRrMa+ngDpvMZauohHVXDIghdGI0TW1RQ13aTN17io7VSs6Y/X7j3oB63WltmIh7Xy3uin5xN55LJGDVidOucmY9xdTlMoWaJXlYkQt0PCo8pbOu9thE+VCbgsW7tGviUhj4Ox4QjHBkME3NYYW6NmgyuzljBzNY0C8mv2PvpCspUVsgv4ihDiMnAG+HTZlvynhRDXhBBXsIL0R8CyNBdCfMa6aLOEtZX9LHAT+EPTNK8/8lW/jRFC8D8+dooPH+nh2myc6wsp2n1WJlHTTbJFnei68+Jwm4fb6xI7AbdCl9/Jjg5fXYZyfCVDX8i14XX0h90sJOozhh6HxNhIuOGKXN3R0ojcFqbpTwyGEELYxfj+sBtfAwWCanZ1+WpqmbcWkoyNhNnbE2C43dd01W7zWnpEF6fjG4qDgRWU1XOciw1mPj+wv3vD19gKm55ATdO8Dxxp8HijLWple/uhqq8/A3zmEa7xucOjKszHLUdggHxV90ej5Ei7z8nkWha/U2ZPd4ClZJ50oUR/xM35da7HFfqbNBtUWEsXKK1bVQ72BlhM5jkzYZUyKjXQgbAbVZE2lIescHMhSV/I+vk2r4qmGyTzJSZWM4wNhxECskWdnR1enA6Z6/NJTgyFWUzkCHkcCCFYSRbsaZL+kJuCVpv0SeZLnJmI4XcqpAqlmtGrakKbdC9VUygZKLJEd9DFYMTD1XWWDB861M3RgdCWX68ZrU6dbYhumDVuvtWD/muZIi+MhHm93HAdcCt2Z8n+3mBN5m98OV2jkbr+d2xEXrOcjCvnsl1dPu4sp+2C/qWZOCeGwsxEs/aw8Vaw+kldjK+kbZU5hywYjHg4MxlDkQQnhywPjsoA8fkpq2xyvpwl9agye7r8+MoloGbZ4Mq1LyRy7O8J4HbIxHNFJlYzGCYPbb83sZphIOJmNpatWe29qsy//Kb9D/VazWj1sm5D7q+ka7Z/1dIbuzp9nJ2K844dbYy2e9jbHUCVRLkMUpuGT+RKHFinUQNWguX2Uqpp0uZIf5DBNk+Nt4YiiZruGk03OT9V78K8ES6HdYacj+eJZh5suzXdtFfXkmEV5qun+YcinpqEULaoM76SrrGX24hYVuPGQpLz0zHurWRs49WtDCivp6gZLK4bK/vHH9j9yMmcCq0VchsS8qj8p28/zHQ0y9W5OJmCTqffSa5Y4vp8Et0wee3eGkG3wzK2EcIug6zn4nSsZlzIo8rIsiCVt7ZyjXRYr84l6saUJGG1pL3Z8SJFEoy2e2tW/q2wt9tPPKfVBV5lhQ+4FU6PRJiLN7ZHb0Slu2Y2lkUS1L3XjRhq89YMX+/t9vP33jG89RfYhNYKuQ3p8Dv5zlMD/D9fv4dSqcS58kq0uytAtmqrlMhpXJ7ZuCyg6Sb7ypMbQsDODp9tHXBvJY1/XSE7XdA5NRyxFeQq/bE+p+ORZv1ODIW3LCMJVnb45FCYW4upuhWpmiuzlgP0w+hK3V9Jc3okwqmhCEe2eO7r9DsZG7H+Lh1VQmL//m8d3FAA7GFpBeQ2JlMokSk+2CY+ZBXC5upsgr6Qi1PDkZpJhtV0sWFN8o2JKMcHw/ZM5Gws27Arxa3KHO4P1hT8G9HuU7k0s/UumeE2D10B95Y6ayoS//PxHG6HvKkGD1g3qTcmopQMk5lodlMJzdMjEZZTBc5MRHl9IkrY40CWBB97adje/j4uWgG5jTk7GUVRHqT8by8m6Qm6Nm0CWE9O09nR6WvYyH1lLsE7drTVPX5uKsZQm4fpaIb5eJ6eoJNTw2H7Az82EiFX1Lkym2AmmuXkcJixkTA7O7x1s5Sj7T47cCp0+Jz0VpVeFMk6K44NW9vPZp0wzSgZoBvGlle8gYibm4tJVtNFAm6lYVA6ZKsmXH1+BbizlObEYJgP7Ot6qGvcCq2A3Ma8cmelZruWKugsJPL0hx6ugwaa65vu7fZzeSZmF+wr7O8JsJDI203VCwnLKcpdNpo5WxXcblWmpBssJwvMxLLcWEjahXS3KjO+XLtVPToQIl0o1QRBV8DFVDTLmckomm5S0s1Nh6rXU9TNLdvt9QRc9rl6fDlDoaTX3Eh2dvro8rs4MxElp9X30l6ciTHS8eYnYprRSupsY67OJRomKi7Nxm1dmUfhUF+QW4uW3P5sLGursq0vO1STzJVI5h78XiEs1fD12jZnJ2Ps6/bT7ndybyUN5WaG6lGsSzMJdnb6yGl6XRlmIWFps0pCbCiGtR6/a/OPtCRgYV1hP5Erkc4ny05W8qZjYR8+0vfYMqvVtAJym7KczNcV5qt5mKI2gL7utboDTlZSOTt7mciV2NnpZLTd23BGcj09QRe9ITd+l8yXbjcWxMoWdc5MRFFly2rO5ZDqu4Y2uKlMrmXZ2+0nminWbGBdDqv31SFLNaNnzrJossshkW+wqoF1Pm33ORueT3UTUnmt5pzdjPU7isdFa8u6TfnLa4sbSv8/zMQ9UGMlDpaRan+4dus7vpxpanneH3Zzcsiaou/wOVlI5Lk+l+DGfPPM6VQ0y44OL3t7/ORLeo3M4lZpdDUHeoPcW8ngdyns7PTR4XdyvKyYcHYy1nT6xV0eNt4oWdS+BY8UePQxq2a0Vshtymv3Vpt+gA/2BZjcokVab3kla3SEvDybYGeHt0bwtzJMvJIq0BVwUtJNptayzMbq63yH+0N1zQjrqZQ6FAlbbnGr9IfdrKULdUEZK29hK6utJKz/9QSsLWRRN4h4HZR0k5ym27uAAz2BTX//Vs+g3icUkK0VchsyH89tuAJqJbNh7XG03UtfyE3Eq+J3Kuzq9GFidb5MlSfgAfxOmYO9AboCLpwOuW7eL18s0RN0cX4qxsWZONFs4w/pZr4b1ZSMB3Iem9UMO/1OTgyFiWWKDJdHnyQBYyNhdnTU+zUaJvSHPFwqZ0NvLaYoaFaP7KFyp9Lh/uCWbgZtW8xgN7Lcexy0AnIbcnkmzsSqpRXaiNtLqbra3/HBEPdXM8zFc+zs9JIqlLi7nLazpPOJPHu7A+zs9LGry8+1+SSzsRyqLNVZwLlVhTcmogy3exmKNE9cGG+iU+DsZIxjDYSvqlEVifNTMTJFnVRe41BfgHfvaufMRMyeAlmPsq7+WOnf1XSD/rB7y+JTmS34nsCT27K2AnIbcmPBCpYL0/GaOTxZEuzqtHRc7pQbx6F++j6e1RrOJl6dSzC+nK7JiCqysDt3qn8PWLL98wlLIqPR623WoN6MZip6FWZjOfaWfTJuL6VZSRdsychmJPONJUyuziXpDbo2FYiuEG+yG1hPa8v6HLGUzNtnvovTVoEerML5YjLPCyMRdpcn7Q/0Bjg+FGa6HFQHeq2pho1CpdPvZGw4zLHBEF5VYTVdoKsqmVFd7tB0kzMTUXZ2+ugP1a6WbzIeubNBY3uFagFkn6rUeG2sx63KRDcIuDOTMU4OhRnYYLWv0GzQez3hh/CNfBhaAbkNWauacC8ZlrR+xKvS7neSypd4YzLK9fkk0azGjfkkXodsn8uyRb2p8HDEozI2EqEn6OLMZIyL03Fi2SI+p0KwqoySbzBofHfZWqnGqlrF3uwKuZUE8dW5BK5y695SMl82xnHWTe4DlHSDiE8tj1g1/kifm4rRu4W64VbbEx+27LRVWgG5DanuXwVLUXukzcPVcqCZ5oMC+KmRCBNrWdvpd/0H0udUyi1pYVIFjTMTUS7PJjg2EGJsOEKHz8mBXj9+p8KLoxHCbrmph0ihZJQt7vz0BJ0MhN1lTZyHb7LtCmysWOBUZI4Phu2h60y+xGITLw9NN7m5kOLGQpKcZjDWIGhha2feK7OJuob79bgc0iM5XG1Eq+yxzSjpBvq6mqEJLKcLSML6MBzuC3GjrKk6E82ykMjjkAXHBkPMxSw3p/GVNLs6fczHc3hUuW486+JMHK8q0xN01ZQ9Ak6ZnR0+ekNuwCSvGSSzGovJPPny0nZrMWUN+2Y1cprx0OWMnZ1eYtkisiQarrI7OrwUdYPz5dGxc1MxnIrE2HCEpWSedp9KwOWoy7ZWuLeSsVyao1lKhslA2INDlvBsMTPaFXSR2qBh4UltV6EVkNuOtUyxTlwq7HGgGyamabK7y2/X/nZ0eO2so6abtn5oZWh4LV1kLp5njnxD67a93QGKeu32NFnQOTcVpTvoZHy5dlZyX48fryqjG3B3Kcne3iDnJmMb2uE1omIzNzYcZi1d4N6q9XsqVucl3bATTYXy2bCyOisSCITVa5vMN9TpWcsUWcsUeWlnG6+Or9UkdPrDbroCLq7PJewbjCwJQm4Ha5kiTkWi3acyF5ObagQF3U9muwqtgNx2zMbqdWl6Q257sNdRPiwe7g9S0HTb/ns9e7r9OGRBd8CF3yXX6d2cHolwbTbO3t56RYF0QSedKxFwySTzDz6UNxdSnB6JcG4qiiwJYpki79zZxtlNmgMa4VZlErkS+Xyed4yEuDyX4uxkjK6Ak6lo8wSOFUMmK+kC7V6VuKQ1nPw/ORTm1fF65+VKg8O+Hj/3ljP8+289yEs72+kLuZlay9AVcFHSTbxOmS/eXuZnP3eHNp+Td+xo48t3V3h1fM1Osj0JWgG5zZiOZmsszRzrtnXnp+P0hlxMrWVI50scHwo3DMjeoIsv3l7BpUhoJZkdnT7ShRI7OqxtrG4YqA7Z1qlZz2KqyOmRMG9M1H7/wnSMgYibmWiOeysZSoaJy6FQKDU+d1bjcyrs6fKjGQaryTwht4zfFeS1qt/R7nM29X2soEiCe8tpirppq5Z3+p0k8xoOWSKVL216XizpJr/4kaN88FCP/Zitv1peAL9mbxdfs/fBiNX3v2eH3SX0pGgF5DZjOVmw7/gOWeBSZKbWMjXb0/kqtbi1dJGjAyFmY1kiXpU7S2kUSdjOTPmSQb5k4Ixl8Thky1TUIXOuiRpdNW9MxNjT7eP24oPzlKabeNUHH5uptSzv39tZUwfUdPNBttK03ofPpZAt6OiGgU9VmNNNLswk6grsNxaSOGSxoVbOSLvXdqVaTOQ4ORzm9mKKAz1BlpJ5+kKuTacp7y6nefnuak1AboWw98mdH6EVkNuO2VjO9uk43B+0ZRybGd9MrWXY2xMgV9QJd6js7PQRdDtI5DX29/jtXtKAW8XjNLlYJdO/FYolA1lYkxAV7q2kOTYQxKFILCTypAolbs4nbdnK9+1u48xkjFzR4MRwGNM0+Ztb9fYQzdyvDvUFG1qVV856vSE3sWyR1XSR6WjOrsFuZPTaiN7gxpnep0ErILcZC4kc0UyRHR1eXIpMh99JrqhbyuWSqDNnPTwQspM5umEN9d5ZStMfdpPMlxht9+J1KnU6oltlYjXLsYGQHche1XIvRgjOlLeaM9EcQli9tO0+laxmWPYAQRcFrdS07iiwVPSWknmS5V2BacLtxRSH+gL4VAUDa7g6p+lMrWVYyxR5+c4KL4xGMMw0qiwRcCubdvI0YiGZxzBMpIcR5HnCtAJym6GWNUrvrWRq+jYTuWJdMA63ebhVJRx1biqGLKyEzvRallShxNGB4COLMFXs3twOiYGIl1uLqTp7OdO0jF6rSxHRbIk9XX4iTbZ5ZyejGOaDlVJVJAzDpGSYXJ1LMjYc4cxk1B6YrmY6mrXVxheTVpKqULJKRqoiUdLNTZ2Zf++NaRI5jZ/9jiNPrK74sLQCchuRLVrF70YK4OMrGQ72BpiNP9jSVhTLqzk6+EBQ+PRIhJymc2k6XnMGfRjGhiOML6cYinhwOWR7IDi2xZ7P20spDvcFiHgcdRYIhmmNZcnCUiDvCDhxyBK6blLQdWbj1ntLF+oTRvPxfM17Wi/CFfY4mko8VsS7vvPkAO/Z3UEypz1bASmEmARSgA6UTNM8KYT4GeCbgSJwD/iYaZrxrTz3sVz525D7K5m61exIf5BUvkTI4+DKbBy3quBSJI4Ohnj9fv35q7omeH81QyxTwO2QyRRKtrT+VpEFzCVyZIsGa5nawN/Is3E9V+aSvGM0wmsNrjfssdoBZ+O5hu7DgxEPtxYbb0fbvM6mN5lYVmNXp89O/lQjCcHLP/Zegm6HbXW+XXiYvcz7TNM8WhVQfw0cNE3zMHAH+PGHeG6LBtxbSeNRZU4MhTkxFObUcJiA2+pIuTAdx6nIeBwSRwZCxLNaXbP0ni7LWGYw4qYn6GQlVWB/T5A93QEWk4WHFmVq9zvp8DkbFsjX+2lsxnqX4wor6cKGq9NGCntLDQxvqmm2Vc5pOp98Y2bbBSM8wpbVNM3PVX35OvC3H/1ynm8uTMW4uU4Y+ORwGFkSdPpVHLLMUMTDl8cfaNiMtHsIeVQ03cRZniN0yIKDvZYNdyxbtFu9rswmmmY2G7GaKtDRZPrhYWchZUlwsC/Ajflk3TaymWwIWCtdI3Z2eu3sajNuLiSbOh1vZOf+NNnqClmxND8vhPh4g+//feAv3+RzW2BtNePZIl5V5uhAiJNDYQ70Brg2m2Ck3UN30M10NMvKOtfhidUsF6fjuMrBCFbmspIVXUjkWUkXONJvdeScKzeHb4ZTFhzsCzY1sskUdXsaYyskcyWuzSU5tU5Y+MXRCJOrGfv61tNslVuI5zfdNifzJd6YiHKwN0Bb1evIwhpl2448kqU5gBDiJ4ASlq35Qz23mufd0vzCVIxETiPkVknlNc5Nxbg+n2RXl4/VVNEubcxEs4wNR2omEgYibkzT5GBvAFlYzQCnhsMc6gvy4miEXLHE5FqWDp8Tw4SVVGFDzdNjAyHCPueGWcpcUWffFpXXjg2EbDu4a+Wxql2dPk4Oh/nqfWvW8vJsoqFCQrLJ5EmmqDPYJKhcisShviBH+oOcHolQMgzb2/HkUJiwV23a2P60eSRLcyHE3wO+Cfhus0mH8Rbs0Cs/91xammu6wT/6nXN8z6+/QU4zyGkl7q1k6Ao46fQ7cTlk4lUfykxR58xklJDHwcmhMAf7AnQHXJyfjhP2qBwbDHN/JcPZyRipvEYsp5Ep6BQ0nTafisBqvu4Juupm/7wOieODVs1xIz8NhyzY2+2zbxIbIUuCDr9KoVyMzBR12nxOxlfSXCiv6Bem4zgkwYXpOCfLo1Mhj4N372rH7bCavRtZBDjXrdA+Veb4YAhVkbg6l+DybII3JqLcWkzjUCROj0RYSRdYTRf5vTem+c5ffY1rW6zPTq9lHyqR9WbZ9AxZtjGXTNNMVVma/1shxAeBfwq8xzTNhk6dzZ77+C7/2adYMnj9fpS9PQFi2SL3y1nDpWSBd+5s46sNMpNg+XKspQtkNQN/eawoX9JrxqA6/E7OTsbY2ekl6FaZiWY53B/k8myCG+VG8cr5am+3j1hWa9ghsx5NN3GrW0s/vDga4fpCiqE2D4uJPJmizlw5m1q5g3f4nSwm8vicsi3ulcqXuDqXqDlDjrZ7ccgSt5es0kvIrbKvx8/Nci32QF+Q20spu8mg4tbldypcmonXtOPt6w1wZiLKt/zKq7xjRxvtPie6YSIJ+BfftJ/2qrOzaZr80Ccv8APv28nXHXh0l+SN2MpftQv4VHkkSAF+zzTNvxJCjANO4K/L33vdNM3vF0L0Ar9mmuaHmj33CbyPZxavU+FLP/pevv+3L3BxJl7jMPWV8TVODVt1xfW7q5yms7vLx52lNG5VIdVAnKliY7cYz9sjT9XOTW9MRDnUF8CtKpydjDZ0txpp99rGqtUoW+hu6fA70Uo6c7EcsoCA21FnHuuQBTs7vEQ8KjcWktxbTlsDxkKg6wbnq24Q91czNdIfZyajHOi1zsM+p8JyqkBv0EWn30m2qONzymSLOvGcRsijslIeSzs5FOZ6eWXUDZMv360Vev7zKwucGAzzbcf7+MD+Lr5wc4nLswk+c3Xh6QfkBpbmO5v8vG1p3uy5LWqJZjRKhoFLsRTgJlYzhDwq8azl9ntyKIxHtT5cmaLOdDRLKl+izefkqKqg6TrLqQKSEPQGXaiKxOSa5bHRFXCiKBKUA+H6fJL+kJvZeI4dHV4MEyZXM3XBKAk4ORTh/FSUowOhmk4ZITbXLx2MeOgKuLhT9vXQTeuxWLZ2i3ikP8RXqsakMkW93JYXRQjLxk4rGdxbSZMp6kyuZRlp99Dpd1Es6bgcMu/e1c65yWjDGwdQNrN9sHOQJdHQVbrC8cEQmm7wiVfu84lX7jOfsFb01+6tsZYubFl3583Q6tTZBvzvi3PkNJ2cZnC2LMg0n8gR9qhkiyXOTMbsIKrQF3IxG8syE83hd8qMDUeYjWZtMaj+sJvhNmtS/ou3V3DIguODYUxM8kWdnpCLO0tpEjkNhyw4NRxmOpplKVmg3afS6XfZg9CXZ+IcHQhyaeaBhEiH34mmGywk8rYoVoffyUibp3w2FVydS9T4WV5eV3Y5MdhYaaBUPquZJnbmeDDiJlMuc0ysZplYfXBK2tPtJ9ugLjoYcdMddNcNMW9WspmL5RqKai2nCvziF+7yb77l4IbPfxRamjpPGd0wubmQwFUlWCxJgvl4npDHwVx51Kon5MJTpZczF8/bU/WpgpXomav6EGWLOneW0lyfT9IddDEY8fDGRBStZDBeTvpUtHM03eTsZIy1VIH37u4gX9TtrChYZ71rcwnbz+LYYIhzk1FmYjlGO7xEvA5ODYeJZQpcnrH6aQ3TZH9PoE6Uai1dwO9SeNeu9qaekZmCXiemHNhgSj/QwGDn9EiE6WjOWmnLjwXdDqv/dzFlZ10bMbBBSeR/nZ/lZz5766FVErZKKyCfMq/cXSGeK3FuMoYiSRzuCzBT7mWdWsvaY1dnJ2P0bVI7c8jClk/c2eEjmikw3OYhndeYWM1wesRKsGQbbNcGwm52dfv50p0Ve4yqmpJh+VOODYe5PBO3x7EcsoQsLBOd0YiT4XY/r92PcXYyxrmpGNfmkzXnPmuW0uT8ZLSpYHK6UKo5M58qS300wuWQGsp4VJc0rswleOfONmQhmCsbu/a8ydGrbFHnV754jwsPOeq1VVoB+ZT5nden7LPPaIcXl0NhobzSDbd5atrWNnLDAivRcmoozI52L1dno+zpLntZmOBVZa7NJZpaFKQKpU1b0UqGpXHqKstOdgecGEaJzoDKicEQc8mSnQGtkCvq1nnXq9IXcjG+kiaV18lqlunNni6fLffvdykcHwzV2CTs7wnUKLBXc2o4TLFk1DUvjLR767bCmm4SzRbRdJPlVIGLM/GaBFc16//KHlXmYF+ATr+TnqCLY4OhNz3OthmtgHyKLCXzrKWLdvYvmdOQJMtEVRLU+TNu5tad0ww0w6Q76CLic6IbBoYJIx0+UgWd4Qb25RXiWY2+0Oa6pV5Vpivg5NRQGK9DoMoK1+dTnJ+Oc2CdJUGFtUyRoNuBQ5HqVufbS2muziU43BekK+AiU9RrZCjThVLD5oCg28G5yfrsM8BMNFMnBbm6boXVdNPetsrCMjDyOxX6Qu665JCqSFyfS7KSKrCQyHNxOk4iu/Um/YehFZBPkd95fcpOMHT4ndxeShPPakytZXlhtK3OzGYqmm0oFFzh2ECI1++vYZjQ5XdhmiZdfifRdJ7TI+GGxfVqrs4lN3x9gJEOLxOrWe6vZQn5XFyucuiaj+ea/o6lZJ5krvmH+MpcAkUS3F6sXWGno1m8ToXD61rriiWjzs+jguXKVbtCNlKKcyqWnMnRgTDX5pKkCiXm4jn7BlmhYt9QiX2vKvNtx/uavpdHoRWQT4lCSef2QpJU+e4/Ul693A4Zv0vhtXtrRDO1K4OmW05WL462cXIozL4eS1nOyoo6casSJ4cj3FlKEfQ4iPicZDWdhWQBw7QsBE4Oha0kzFCY9+5u53B/sKZj5/JMfMOEx7W5JCf6A+zv9nN5JsH+ngd9sYZhyVQ2Il8yNhRUHoq46W4inpzKl+okTHKazsFyksmnyuzu8hF0KxzpDxLNFBmKeKhu5Fkv/nx8MMS5qRjdQVfDecuQx8HR/hDv2d3O7aVUzTb2Gw71bJj4eRRaAfmU+NNL88TzJSbWsuzvCeAQ1ofErcq2rmojTNMa2D03FePmQgpNN9lZ9vl47V6UMxNRgm4H6YLOV+9Z/z4xZNmI31pMkcoVSeY05hN5zLJj8NH+EHu7fPSF3PSHPfRssnUN+Zx8ZXyVroDT7vhxyAJZElyfT3KiQbLm+GCo4TmwQlfQKutUr7AOWXByOEx3wCqxrF993apCp99JupxRTuRK3FhIMrmWZSqaZU93wL4JrB/xUiQJTTeZWM2wkirwwmiEkXYryCJelZDbwaXZOC/fWaXNW3vW/MaHFMZ6GFp1yKeAYZj87utT3CkPz94ojwmtd7tqRFfAid9Vu/3KawZCCATWtipf0u1Zv9lYDkUSuB0y09EcEa+DiNdJX9jNQiLPfDxPT9BNm1ehWDJ5ZXytqSI4WPXN1XQR3cQuybwxEWW4zWOrF8jrahb7e/x1VubrmVzNsFwODN0wyRV1bi+lOFd+3mKyYK2iZX8Otyrzpdv1QwjV7XHX55OMtlt+krcWU5watvp8B9s8XJmLc6A3wPX5JOlCiUROwywr5I12eLlZThTJkqg5fx7uD/Ke3U+u17oVkE+Bv765hMsh2+n6Nq/KWqZQ1httHgwOWdATcDNXpcN6ZCDIpRlr/Or4UAhZEuVAMXlhJEIiq5Eqauzs8jG9liWa0SyznfJKenTAsh/o8KuosuDdu9t55c5q02sYbvNQKBl1jQrVUiKZdXZz84l8Q4Gu7qCLdL5EulDCUd5fvn4/yq4uH3cbiFZNRXNMlWuvm924hts8+JwK+bLGrWlaQV5RNQfrJvDOnW1MrGXtfth2n8q5yVjZTsGFbpg1QtBHB0JPVBSrFZBvMaZp8t+/fL8mebGjw8eNhSSH+gJcnGmcTj82EGI5VeDSbLxmnrGyEh7uD3FxJmavEDvavdxZSpEpliiUDLoDLobaPFyZTeBWZd6zq4O5uDXBMBXNki5oHOoPkc6XeO/uDr50p3b16Qu5GGn3IksSZyetVreIV2Uo4mElVagJzkLZ7wOsJodiyeDuUgqfIjHc5kWWrdV8LV0k5HYgi1pHrKBrc6n+c5OxhsPWA2E3blW2Vej2dPltQa71otCZok5eM2pucLu6/AxErPP9+Ir1Ggd6/dxaTKMbJnfWlXUeN62AfIv53I0lZCFsMeSdHV4uTEUplVXbGlH54Ams6QndMHEpEkXdoFgyGG7zcHspVbNdi2aKuFWJaNb6pF+aSfCOHW2cHolwdznFSrJAwK3Ydcm1jEauaE2LjLR7ee/udhaTBTr9ToSwBp1fvx+taTuLZopEM0U7MKfKDQ2z8SzzcWra2Y4MBLk+l2ioCxvxqKSrVtVGIl/rMbFcwaonVsaGI9yYTzATe1BaWV8XrSbodtS10elVHikVrs+nbMuG1+9HOT8V5cRQ7aD146KV1HkL0XSDX335nt2ovaPDy3wiz+7uAD6nQmJdWcCpSDWrwOGBIF+9H+XMZIyQx8GRfqvpe3ItW5dFvLeSqRkhKhkm6YI1QS8QCAEhj8p0eXVwq7L9wZ5YzbCQsCbyX7m7yst3VlEkQckwG9b9opkiDkWyW+UO9ATqfu7yTKKpPmt/2F3TsLCcKrC/J8BmggT7e/zIkuD0SIR37WrnzGS0YZdRM0bbvVyYjuMudzcd7A009CkR1DZlfO//PGdLUD5uWivkW8ifXJhDkQSFkkGHz8laplgulJsc6gvUzD5GPA4O94dIFUqcGg6TLeosxK16omFaQdBotQl7HIyUP2jrRZyUsqLdWqZoZ0ZH2r3kNR1JCPp6XXb9LuB21CRibiyk2NvtZyaabTgp4VIkrs0nUSTB7i6/7Sy1FW4uJvGqcs3rFnWDk0MRdNNEKtdljPK/i7oBJjXv/8AW1QsqOGTB/VVrS7q/J8BsNEu6UGpoQeCQBRGvyvv3dbKULPANB7sJPSEHrFZAvkUkshqffGMKWRLs6/HT5XfypXLy5MZCihdH2zjQG7B6PQXcnE/a57iDvQFURUKRBefKrWvNxocqwQjUdJw4FYlMVUva1FqGeFazA0eVBW7Vkr6YWsvgckh1Z7RbiykO9we5UiXt4XJYz6kEb8jjYHrt4fRfNd3k2EDQni4BGF9OM6/K7O8J8MYW3LWuzzcXtGrEaIeP24spJAG3FpIbjmMVdZNvONjFD71/95Ze+1FoBeRbxP/3+Ttohsml8oe53eusmdPTTcO2nKumu9xONlH1vQN9wYbKcTs7vXa2s82r1hT8LVXvB/f/npC7xpH42GCYaKZg92i+cT9KUTc5NRyuWSmvzCY42BvA5ZAQCHTTrPn+arrI2EiY6TWrw2ar4szrW9vAuhHNNLDna8bZyWiN7UEj/C6FkbLywMFePyXDasbY6DkeVeY7Tg5u+ToehVZAvgVcmI4xuZpmfPlBaj1Z0ChoOscGQqykC03rdD6Xwvg6sd8zE1HGRiI1U/4Cq9hdOdusZYqMtnvtJoNOvyXsZMnsG6jlIntP0IUiCc5ORjk1HMEhZdEMk2L5zFSJ6Up/rd/l4NZiioBLYaaBDZ51fZX3UmgqVryeypRKNbGsxsPI2BgmzMVzRLwqiiSIZ4sUdZO+kIu5eJ693X4mVtM1KzxYCadKDXc9siT43neN0v0WGfOIJzXX9SicPHnSPHfu3NO+jMdCplDi7/z315mJ5ej0O5lP5PCpMv0RqyzhVRWSeQ0BthZMBbdDolAyGiZSAHpDLpyKxMRqtqGt+KnhMAJI5EuEXA576+dSJEwe6OhU65tW/DQqVIalO30ql2aTSMIK4rn4xpMhFQYj7k31UytUfCer2d8TYHw5Zd8gtkLlbyEEeMrb+0oZxumQODcZpVCqfb3jgyGEEBRLOrcWUmiGyc995xG+8XDPExFUFkKcbyQc3lohnyCmafLP/+QKumHaJYLeoItdXT5eLp8fBZDXdEuwqduNz6VQ0q2fz2k6+8JuMgWdoMdRt02dj+c5PRKh3edsuMJWHmv3qUyuPlilKudGw4SIx1kTMAvJB//e2+1HN018ToWc9uA5WwlG60wq0+V3kcqXmgoeV9PhczIfz7Ov228r5CXyJToCLtwO2d4pyMKawMg1UAkYinhslT7TxD4bnp+O2buJRvbu1V97VJl/8cE9fNvx/k2v+XHTKns8Qf7na5MsJAs183rzibzl+FQWDO4KuDg5FMEwTdYyRc5Oxrg4E2cqmmU5VeDaXILpaIaL0zFbi3W4zcOp4TC9IRez8Rx3l9OMjTyoi63XK11NFzk6UN/Z4lRk1CoVgqDbYa9QDlmQLpS4OB3nzlKaWFajq8n8YAWHLDg5ZF2XW7XKOGenYsSyGqdHNq/b5TSdNq/Ktfkkk6sZkvkS1+eTzMVyRDMF2/tSliWO9IcajqNJZav19TzMRjBb1Guck99KWivkE+IvrszzlfEVzq3LEO7o8PLq+Conh8Ic7gsyvpLm3kraWh0a6LgUddN2Sx1qc2HGszgdct2KeHYiyomhMC5F4qv319jZ6cOjyhiGiaYbSAI8DqmmWC8JwUoqT4fPyUq6QFfAya6y9Xm6UKqxSs9pumUrUD6TuhSJ4XYvQbeDQskglde4v5ppqJED2LqszYh4VQwT+8xbaZM7MRjm/HSMaEYjmtGIeFWO9Ae5MBPH53IwFLFa+SoNABVlhLUm2VYhrP9FPCrRJg5eL+1so3+DiZcnSSsgHzOmafK7b0zzpxfnuDAT59Twg1R8yOMod9ZYHouKLMgWdQ71Bbg6V59hrWZftx+PU6ZQcjbUkDGxWsPGhiMYpmX1relGzVnJ7ZDxqbJdPI9mi0ysZjnYF2CwzYOEydkmAXViMMzd8oe+4td4a3HrbWRXZuM1Dejr6Q25uNbgb5DTdA71BSkZBpIQZAol+2ZULBlcmUvUrb6V/tVGWMJZcWRJ2HOO/+qb9+NzKhimtV3d0eFDrFeRfotoBeRj5vp8kt/+6hTziRy6YbKQyHF6JIIQD4Z0hdBJ5q2CfzQT2/Q//vHBEEvJAjfLAbA+8VFNuqDR7lNZbSDTmNN0xoYtacfRTh8T5ZLEtbkkgxEPgxE3AbdCMmdJbuzo8KEZBlrJIF3QEJLgvXs6WEkV6tQMNsMwrczvySHLPGg+nrOztEG30jAYwZqE2dFudTQ1cuECq9zxrl3tzMay6AZ1Q86N0A2Tu8tp2n1O3rGjvW5C5WnRCsjHSCKn8a//7Bqr6YLdqzodzZHXDEIeR410oVeVkYVgd5cPf4MVr5psldp3heqVDrC9Km4spDg2GGoYkGCJC+/q9OFSpAfyjT4nqmy5DvcG3UQ8uv2zYKnMXZ5NoOkmXX4XPueb+9ik8iV7S7ury2c/vqvTz1w8x0DEw/hS2t5KhjwOFEkwHcvW9OmuZzBiOUmvNyLaCt9ytHfbBCO0AvKxkdd0fuSTF4hmNHu8p8JIu5dMocTebj9uVcYhCy5MxXi96pzjdlhZw73dPkwE40vWlvboQL2dN1jNAfnyiuFyyNxeSrG7y2ptWz9dX83JoTD3llPs7LLUBvxOB06HxFw8h9f5wCH5SH+QsZEIa+kCC/E8J4fCTK5lOT8d41gDU5ytIoSV0HIpEnOxHDs6fOQ1nWxR58xEFElYN4Cr5S3upSbTL9XMJ/KbZm1CHgepfMlujvjafV186FA3H9j/dJI3zWgF5GPANE1+6W/uEstqdQJJ+3v8uBwyl2fieJ0Ku7q8nJ2IUX3Dv7OU5j27OlhM5nHIllGMJCxV72atYEvJPH6XgltVuLWYJJEr2WURjyrzzp1tfGV8jbGRCCXdwDBNCppOoaQTy1nnsGMD1vxkZdWqdruq/Lsn6LSGd/EQ8aosJPJbshFYT8SrEs0U2dHh4/p8grxm0OF34qlqagdrazuxkmFfT2BLwQjWWXJvt6+p0zJYY1iTq1ZL4Ewsx7/5lgNbEvV6q9lS2UMIMSmEuCqEuCSEOFd+7GeEELeEEFeEEJ8SQoSaPPeDQojbQohxIcQ/e4zXvm34pS/c5fM3lnE55BrdmLGRCDcWUiRzGkG3A900ef1+DITg2EAIsLJ9Ozq8zMSz3F5K4Vat/ySGCePLVsawbZ1HYsClEM0WuTqX5MxEtKZw3el3MrmW5bV7a+zp8lMo6VyYjnNtLsnEapZ0QbeTIBdn4puqeAdcKgjB6/ejzMVzvLgjwv2VzKYlkGpODIWtiRBJMF4+t5UMEyFoeMMZafeymrY6jbaKaQpbXNlSaQ/Z3+v0O7k2l2ApVWAqmmMw4uHmfMLWv91OPFFLcyGEDPwKljfkfuC7hBD7H/GatxV/fWOJV++tcXspxc2FJE5F5vRIhKMDQUT5w76WKTAYcTMYtuqDumESz2kc6gvgdEjcW8nYQ7mCBwHdFXQyG8vRF3bX+DmOtvtqFNwM09LVqbCr00e7z2lN7pfjzaPK6KalIXNmMmqvDnOxHC6HhEO2fEHWc3spZSsbKJLg7ESUtUwR7ybnXqj4g4TtweCKYkBFCnI+nmcwUr9K3V1OoRsm91czWz7f3V5KcaQ/xGi7h4hH5cJ0nLGRCGMjETTdqGkeD3tVvve3zvPe//wlfvR/Xa7RgX3avOnGANM0P2eaZuWdvA40amsYA8ZN07xvmmYR+H3gW97s79xuLKfy/OrL9+wPXDJfsl17L80kcKky79ndTjqvc3YqjquqXzPscXB1LmmLIjvKo1FvTEQ5NRxmT5efdp+TuXiOK7MJfE6FU8Nh9vf4UR0SRwdCdq0s5FHxOS1vRNO0pjIiXgezsRzO8nnSNB/ozZimdaba0eFlKVXgaH+IowMh5hN5DvUFGpZVAPb2+NnRaakVGBtkWU8Nh5GEtco30lRN5jRUReLYYMjuEhoIu6vEsSwdm5ND4YeS7L84E8fndLBUrmWembBEv9Zb2l2djQPWjfF/nZ/le379DRYSW2vve9Js9QxpYtmSm8Cvmqb5iXXf//vAHzR4Xh8wU/X1LHD6oa/yKVMo6bxxP8rf3Frm9lKSYsmkpBv4XQp5TW9YAjg9EuGVu6v4VMXWi6kYfkoCFtephGuG9T0hHrS8BVwKRweCOGSJlVSBa3NJcpqOyyFxoDeALAl7BVp/BbcW05wYCpEtz1MqkmA6mrOztdfnk3T4VF7a2UYso9leHlfnkrT7VI4NWlo7lUJ9V8DJuYkYumkyNhyhUNI5Phji3koawzApGSYDEQ+dfifnp+N2/63PpXByOMxiIm83GuRLBu/d3c791QySgN1dfoolg/uraevGMhQiW9AxzMYD0ZKwssqNMq+brajtfmedMsPF6Tjf/Euv8tv/YIx9PQ83V/m42WpAvmSa5rwQohPLD/KWaZqvwKaW5o3+Og1veUKIjwMfBxgcfGtGXbbC39xa4l//6XU6A5bjcDpfIlvU6Q66uDafxDRNgm5H3cT+fDzH7k4/JcOwR5AUyZrUPz4YrvOGSOdLjI1EyBV1ewTKgIaJjbxm4FUVbiSTTDUptFdeczFZsK/tQG+gpnyyki7Smy/Zg7oVEjmNQSCZ1xgbjlDUDdwOyR6grpRDPKpMsaRTMqx5yztLaUJutcZro9IjeqQ/WNP5c30+RWfAyeE+lUuzCdp9alnVQOeVO6sE3QoHeoN4VBkTa2VzKhJyWQhsIOK2E0/VdddNbcqbfHs1XeAbfuHLXPyXHyC87sz+VrKlgKy2JRdCfAprK/pKlaX5+5tYms8CA1Vf9wPzTX7HJ4BPgDXtseV38IS5uZCizeesE0iq1n3pCToZaqsd3A24HSwl86ymi4y0e+jwuTBMk9PDEfKazvHBMELATCxHwKXQ7XcxE39QKB/t8HFxA0OXr95fY39PoCYzClYCwyFL9IXdzEZrpT3uLKUYG4nYkotH+ssf+Kq/9o4OL2GPisshE/GqNZMfh/uDGKZpF/GzRd0eWK60xglMjvaHuDwbx8TavnqdSp2FgFuVCLgczCcsXdrZeJawR8Wrygy1eZmJWomp6msXYE99SJIlPuV1KkysZHn3rnYKJYNopsBY+W8sS6K8mkoYpsliMk/J2LiFL5otbu+AfBRLc+AssEsIMQLMAR8B/s7jufS3hvl4rm4ecT2WALClfep0SOzu9HNzwZKmB8uePOxRmYvlWEoVambvAm6FxUSeWFbDo0qAIJErlbdszX+nppvMxLI4ZGvrdnQgyHKygCwJZmK5ukaCynPuLacxTJODvVYw7+32IwurPONxKtxeTDUdKq7ccMaGI0yupVlOFVFliYGwpToezRa5Mpcgp1nCW0IIzk7G6koSh/uCqIrE3eVUeWXL4XPKzMVzHBt8UOqpVixYvz1dTRftVfFAb4BXalyQM3T6rUxutfbN3i5fU8v2XZ0+fusfjDVVT3+reKKW5qZploQQPwh8FpCB3zBN8/oTeSdPiMVEnn1bEPpdSOTZ0e6l3a9yZyllB+OxwRALsRx3FlPs7vZT1I2aJEMlW6obJmupIiMdXryqXLeNXM/OTh9+p4JTkdAME0nQsDl9PaMdXs5OxuxrkIQgqxncWNhaX+pouxeENaUy3O5jJZVnMOLh3FTtjGF1z6rboTA2EmE2lqUn6Ob8VIydnT5Gy+UNsCZPDBOkqlPOmYkoxwetWqkJyFXaOpX/Hi5Faqj07nfVqxW4N+gw2tPtpyf49OuST9TSvPz1Z4DPPMI1PlXmE3k7o+hTZfb3BknmNRRJ2BKITkXi/HTcksJXJLrK83vtfieXZ6wEx/6eABem4xztDxHLxut+jyQgXbRWxQO9gTqzmGoO9QW4tVgr++hUpIZzftUMhN0USzrtPhVVsT76mm5s+rxIuSnexJKqDLiVmmb4+XieIwNhbpcbFNZTkceIeBzcmLdW2fHltO3NAbCj08eZiSjX5uIcGQhyuXx2Xn9dDlmgyhInBsOsZQp0BVx1tcz9Pf6GN5jbC8m6AWyw/vYfe2m46ft/K2nNQ27Cf/z2Q/SHXbw4EsHrUri/mubWYopr80nmE3mKusH4SprTI5Ze6krKUiAPeVRuLiQfZBudVvnB0cBwZjDioSvg5PhgiBvl113fL+ooyx0ORjxcnUvWbeEKJYOVdIGQp7kaWtDj4M5yhtWyBd5cPM/d5bSt6raeseEIfqdCb8iNLEt2LW+9unqhZHB9LsGero0zlI51Q8XRbJEXRiOWKkF5i53VDC7PJBgbjtjyjNVoumnd6GZjTK5l64JRkQSeJithVjNYTuf5t99ygBdH2wCr/PRrf+/kE9NZfVharXObcLg/hNfp4Au3LAW4k0PhmsZt3TBJl2uPe7v9TEWzXJtPcmwgxO4uP8upAh0+FbdqWaqtz8aClSDq8Ds53Bcg6HHUZCOH2zwE3A5bU3UjZqI5jg6EyAf0utGoPV3+momK6oA+NxVjbCTM+ckHLX1H+0OcnXqg2VO57h0dXiJeFdtJRAgKmjW9spZp3NztUWX6w27m12nwzMfzlHQrS139nr/tWB8vjLbx3S8M8pN/dr1ObcA0oSfobqjp43UqXFyXgPM5Fd6zp4P37u7gW472oSoS33y4l//wmZv86NfvofMpnxuraQXkFrhWLkM4lcb+hUcHQpyftuYDK1KE1SpmK6kCbHJGW0kVuL+apaDpvHd3B3PxHHnNmvJoNkPYiEszcU6PWM3bFamOsZEIS5sUvs9MWNL8F6aiHB96kEzZ2+1HCOv/85pOIqvhcsispgp2AR6sQL23kuFAbwCPKnNvJWMnVA70BlhNFxENaoSabtSt6q/eW+Vbj/fxrl0d3F/J8AtfuFvz/elolrGRSMOATOQ0ugNOFpMFBiMe3r+vkx95/y5CntrMadir8jPfUXcSe+q0AnITKpPwAIWSyf4enx1sblWmw6ciyxKysAb7zXIG80bVdrXCicEQsiyRyBa5vZSmL+ymw+dEFgKXQ+LVcpr/7nIKTTcIelSODoQ2TSitZzae41B/kPHlNAMRj2VVsAX1tpsLSXoCbjsYO3xOptaydXOIox0+rqes1VaRoD/soc3r5N5KpkbKsifoZLTdx+Rahrl4nhdGI7YC+KWZGE5FRgjBxGqGF3dEOD8Zo6ibLCUL/PLfjDM2EuGj7xhmNmYNWxumybt3dfBHF2ZrOni+a2yQmwtJrszGafM5yRR1fuhrdvK97xwluMEWfjvSCshNuL1krXqmaZUqZmMZDvcFWUkXGAh7ODMZZTqa44WRCCXTbJiMqSRNltMFe7i43afSG3DZE/o7O712CUMIwd6eAGcnotxtIOTkdyns6fLXyWXs6fITcCvohonASpTcX8lsKRgBQm4HPUE3PreC2yHjcsg1tcAK1+cT9k5AlgRT0SyBBgY5C4kCkpBsUSzdMO1rPjkUrulKcio5/uD7XuSHPnmR2ViONyai/Nxf3+HHv2EfP/udtSvZVDTDH56brfp7we9//AVWUgU+dWGWoXYvHz7S+9Sm/h+FlgxkE24uJPnDczOcnYjiUWXyJYO1dJGdHV5URbJ1XirIAtp8zoYpeEUSHB0IoSoSmm5wZSZOQTdrsokdPicjHV5ciuCVu1YQvGdXO1lNRwiBxyGTLpSsRumC1TNb+V395Trg1bk4hZLJcJuHdp+zqb7NVvC7FDwOuWZbWs2hviBr6Tx9YQ8XpuO0eVUGIx7ShRITq2l6Qx46fE7OTUXtncLBvgA35ut3Dh99xzAfe2mYoTYvxZLBdNRqXEjmSnzwYHfd7zYM0xazevGnv0B3wMWXfvR9b/q9Pg1aMpBb5K9vLPHrX5mgoJXQDJPrC0k7sbG7y4ciwdmpGD1BF8NtXu4spSmUdDTdxDQfDBpXUyqvDKdHLL0br8vBjoCLe8sZBiMe2n0qPpfCK3dWkURZT1VYfoo3F1I4FUHY67QbFHZ0WALII+1ejHLniacsuz8dtc6clWsebvMQ8ji4Pl+fma0gS9akx2w8Z5uWdvjUmg6esZEIsWyRu0tpjvQHcTlk2roDtmnqcqpg3yBURSLicdSVFyZWMoy0W2fNf/lN+zk+GMIwse3iKs/d2elnZ2dja3TA9mcMe1Ve/adf09Ag51mltUKWMU2TX//KBH96aa4cZI33eWGPg/09AYq6TiJbYmotQ8ijki8Z7O7y1Zz3VFlwoC9IsWStahslZzr9TgTYK9Lebj+LiRzxqrpepcMlli1QKFmWdN1BF18Zr91Whj0Owl4VhyS4XfZJHAi76Q25KeoGqiwRyxYJuVWS+SJep8L5qbjdBjc2HAFhnZ8LmtVEf2MhiUOWGO3wcruqBtoTdBF0O+qyulZLnklOM5AlQYfPyXC7h9fL/bA/+vV7+IH3NSxlPxe0VsgN0A2Tf//pG/zmq5PlSQbLz35fTwCHLJCEQAhhj/K8em+N7oCLzoATWRIMtXmYXM1glEWFQ25LFqNk1HsNNqOyuvQEXezusork61faK3MJjvaHaPe5KBkmJcOoC0awJPgdssRg2wN91plYrqn0f0WS48psgr6Qm+Vkjpl4vq5RW9P1OjGqhUSeNp9qj1tVyBZ1Tg2HmVjN4FZlZqI5hqqu52c+e5udnT6+/kD9lvR55rkPyFyxxI/98VX+/LLV8z4fz9EfdhPPFHEpMmuZgt2CdagvaE9iLCbzLCbzHOkPksiVSBZKmCaMDYVYzhSbqqhtxkIiz0DE01CV++hAqKG+TiMqW8i93X6r0T2Rtw1V13Nv5UGb3lw8x+G+IPoW5f/BUq1TFYnDfUHOTcVwKhK7u3xki1aZpFK3za6zOv/c9SU+sK/riVqEP2s81wEZyxT5h791jnsrlvL31dkEnQEnF6bjDIRdOB0S7T5rnMjqyqmXIaxMW+zo8DIfzyGHPSS2IJu/EY2OETs6vFyaidvqclulspV0OSRODFr10q6Ak+6A5QtiANfWTYxU6wIJsTXVb9M0SeY1DvcFmI3l6nRmB8JuJlYz7Oz02Wfhl+8sU9QNXNLj9854VnluA3ImmuXv/eYZ7pdXvzMTUd6zux3DgL6wG1WR+HJ5giDidfDuXe0YJtymcdP3vZUM3UEXC8k8A2E3Q21eCiWDu8sp4g8ZoI0CLuRROTWsohsmiiRRMgxmqwaINyOvGbZha2/I3XQrfbAvgKabOGVLiW5Hh68uOVNhMOKmO+gmkdNwyhIBt8JXxtc40Bsg7FVxKjJ+l4JhWtccyxQRWEmkoNvBf/jWQ7g2UMh7HnkuA/LqbIJ/9LvnocpjA6yezFi2yHDEw1w8x2DYTbtf5cJ0gpymo0hSUxFisCZD3A6ZNq+KS7WMQPf2+HE7ZK7PJ+vkIZtRPTuoSHCkrA633mznYVTTHLLl7DQ2EsHjkHjHjjZyms6dxRQjHV57qHj9VtutPti69oUsbZ+bC0lODEe4PBOvMeo50h8EsJsD1huoVrwmXxiJMDYaIexViWWe7vzhduO5C8i1dIF/+sdXyGs6q+kisw3mBm+Tpt2n0uG3WrBODYdJ5TXS+RJ7uv2sNkikVMhpOsupAmGPg+NDIdIFnVxRJ1vQ6hyJmxFyO1AkGG7z4nTIZIs6NxfiNT8jgPmqdjiHbK06jW4WJ4dC3F1Oc7FKfaDT78TvVBBCbHjenY3lGBsOkynqlvFNPEdv0IVDFnWZ6DtLafZ1+7m/mkZVZNbWCRdXZoMNE37xC+P84hfGafOq/JOv2813nx7a9O/yPPDcBeQv/8040Uyh6SpXoXoAdjGRL0+15+kLeRhu8zCfyGOaZsPa3kIiTyxrlRNkTIq6QU/QhWGYHO4PIgtL1CqnGVyfT9jZyf09foJuFacC79zZzit3V5sOKb9jRxupfInZssCxhGVQE/Go7Oz0UdB1DMNEla3E1PrXWU4VGG7zcG91c4fjM5OxGnet+USe+USe/pC75oa2o9PL9fkkLodMKl/iYG+A8aqZxPPTMQYjHrxOmd1dPu4spVnLFPnVl+/zrp0dNVnh55XnKiCn1jL8xZWFOsl5v0thIOyxhZ7WY5hwZzlNxKNiCpOZaBaz/PixwRDLyULdhH5eMzg7GaM/7KbT72SozYtpCuK5IppuosiQ10q0+5yMtHssbVVhopfg/FSisRpRFUupPOPlMahoxjLDmYrmiGaLDc98nX6nbW9Q4d5Kpi6o4EFjAoBWMrg2l2g4pTLS4aHNr9rdRrcXU/QG3fbf4uxklNMjEc5NxexzcYffyRdvr9TopvaF3K1gLPNczUP+p8/eZiVdoKNK5NfnVBhp83B7McmhvmDT5xZLBqOdXkq6iW5Cu1fl5FAIhyTY1+PnUF+ARq2Ts7EcF6bjpAol0oUid5fTXJtPki3qBD0qfSEXpmmtqq+NR3n1/hqpQolUvsSB3kDNB7eaiNdZY5kmbfJfspEg8sG+IN1BF0cHHvwOv1OmWDJsCcWZWJZdXb66KZcdHV7OTca4vZBid9mnQyuPUlUoGZas5cnye3CWZTvAUl6vkMw/Wlb67cRzs0Jenonz6SsLgDW57nJI9ATd3FtOc2WuIoGYoMvvRHVIDR2mzpW7cHqCLgbCbkqGyXIqj0uR8Dpkun0OFEWpK8Dv6vQhIdB44OhbPRXRjKtzSY4PhlAkYUtNDrd56PA7uTGXQMdSDyiWTFwOyT6jjg2H0XSTK3MJjg+GKJQMrpZLG11+J/1hj2UhMBm1r2dsJILAav+rbpB3q3Ld9L3PaekAVWql8/Ece8peIR5VqbEx7/Q7WUoVeO+eDs5PRm3JktWqXYpDlvgfr07wrcf7awL6eeS5CEjTNPnZz93GWdZHnVzLcrDXz8XpWN0ZcCllCfRuZPm2kMgTz2nsaPcyEPFgYt3xd3cHWM1onA65KekmQpgYhpUpDXoU/vrmykNfuyREje5rm1etac+r1PucjqBt6HN7KUUiVyLkcXB+KmZr0gB0BV2cb6BmN7GaIZXT7BlKsM60jeT2ZQGZqpGsdEG3DVPB2j5PR3Ps6/EzE7VKM+uV5xRJooClWhfLFPnJP7/BT33mJi+MtvH3XxrhfXs7H/pv9XbgudiyfvH2Mq/cXaVQMiiUDDyqjNfpaLpFvbucwu2QUZXGfx4h4NRQmGRe49XxNVbTBXZ0+FhNZhhfSJIrFPE4rfEl3TRZThf565srnBqutxXfDLfDUiQ/ORze0NVKYJ0Jby2m6PRbE/DxrIZRViwfirg52Bcg7Hawr6e+cXslVbAt4nZ1+djbbenSCGFJh1SaaTwOicE2L4f7Q02vRZKss/V8PG/L9N9YSHJkIGSXRjJFnbHhMPdX0nYHkaabfPnuKr3b0ATnreJtv0Lqhsl//Mvb9tdORXCgN8hKKke60LiBPJEr8cJohJymIxB2u5rfqbC/N0BB00nkNNp8TqajOW4uprm9lObEUJg9fU4Mw+Qr46t1HS5nJ2Mc6A1wezFVp3Z+sDeA16mg6QYlwySVL+FTFb48/kDecKTdy/3VNHu7/UQzRbspYHeXr0afdX1dr82rMhXNAdaq71NlQh4H8axGyOMgW9Q52BtAIHDIgpVUAa28UlasEQ70BiiUDJI5zW4f3Ntt1VglSaBIAt00SeVKmFDXeGCaDwSrjg2GuDgd58xkjKGIG1kq2UmjwYjHPpM+j7xtAvK1e6u4HDLHB2tXoT++MFuzndINk/lEloBL5eZi3H68WivV7ZCYj2fJFQ1G2r28c2cbAri1lMI0TUJelURO4+5iirFyRnI2luXOUrphNrKa6/NJ3rmzjWLJZK1cftnd5eNaWc90V6ePu8vpsipcbdBWWtpi2RQHegN2QMYyWjkzajWWG+UB5e6gE6ci0+F31jQlpIs6Lw2GWEsXmIvlONhrKeJ5HBLtPicLiXydEl2jM++txRTDbR6m1rI1V9q5iTNWPKvhcUhkNYOpaK6mPvu3jj6bg8WPi2c+IBcSOf79p2/y6SsLvDAa4fc//iJgDbH+wdlpfvmL43jKkxcj7R6CLhWXKiGQeGEkjKrI5DXd9mbs9DtRhCCvG0iS4I3yuJDPKTPa4WMtU7STHtYYlkGyvCpsFowVLs8makoQ1WfCSitZsWRwqC9Q1xNaofoz63XKXJqJo+kme7sfKAksp4rohlk39jU2HObVcnPDYMTDctIK7JxmsCvgpDvgrBGd2ojJtWzddS6nCuzu8pHKl2wzoWrafGpNv2x17+5nry/x4aN9NW5ezxPPfED+8Ccv2h/o1+9HOT8VxSFL/Mxf3SaR11hI5DFMOD4YxKnItj9FdeaymnsrGcZGwrah6QMEV+cSNdvQ9XXL/T2BprXMaroCLlL5xj2xclWkXZ1L0htyMR+v/1AvxPO0+1R2dPg4X6WZUy0f2agndr0uqaoIxpetgDXBrinu6vRtuU826HZwbCCEQ5YolHTurWS4s5TmcF+wJiAr9dZz62ROrszGbUPX20spPvKJr/LKj70Pj/rMfzwfmmc6qbOWLtR5bvzC5+/wU5++yYXpGFdmH3TBLCWLFDSDLr8TIWgYjBVuzKesM1buwTYv4FY2rFMCzMWzdAdcHOgN4G2gKVqhzasil+Ou0jhQIVWoXWV7mkgUrmWKCARnJ2sFrFbTzYNof0+grmkg4mm8vdwogbQew7TEkM9MRrk8m7ATOVfmEpwaDjPU5sHtkFlJFeoGmQ/0Ws3sLseDj+Jqusj3/fb5R56aeRZ5pgPyC7eWa1rCenwyc9EMb0xEaww6wZrzK+oGXpfCgbLlmKV1E6TNq9IbdNlZ0L09flRZYiGR52BfAFlYGqK3F5Ps2mArlciV6Ao4mVrNYJomYyMR/M7aD3aX30mxZNDud7K/J0BJNxhu83KwL8DJoTBtXrXGMbkyobGeiFdlX7e/5v2fGg5vqErga+D7eHc5xUC5wcBdFRSNtppgJXKOD1relEcHQoyNRJiLNf+dZydjtHlVSrpBT9DNgd4A+3r8nB6J0Bdyc33eyr6OtHnt6wD48t1VfvWVe01f9+3KlvYEQohJIAXoQMk0zZNCiO8AfhLYB4yZptlQc6PRcx/9si0+f2PJ/vfJwRDX5pMspJv7W1ybT3KgN0Cn3zon7e8NEM0U2d/lJVEwWE4V+Nq9HRR1K5njkCWKJR2PU2Ffd4CJtQwTq2k78dKIQkknXb4ZXJy2PCyimSK9QTdrmSLT0awt07FUbly/NhcnWzWQ3B924yvJqIpMrqjXNaWPjUSIZgrMJ2vPeWcnY7xrZzvziRzZos5CwtrWrmWKHO0PNTRZ7Q66SOZK9IXdrKQKHBsM4ZQlkjmNnpCL6/NJ9nb70XSDO0tpVtMFYpkiuknNObO6GWA9qbylT9Tsb1bJyHpUmYGwm3afk4szcT55Zprvf++Ohop2b1ceZpP+PtM0qy2GrgHfBvzqm3juI5PXdHteEQBTrylqV3NkIIgqS5ybiuFRZQolnZ1tTs5NRknma1fSar/FiNfB/m4/+zs93F1O0xlQiXhU2n0qfpdCMv9ABa7SiB5wP1jdNN0kmi4iy6JGOLmaa/NJ28i1QjxbpM2rIkmCK3MJnIrE2HCEaLaAblizm4f6rMbt6hEnRYJ7q2nm43lCHgcHewNcm08SdCtcn09wvCy9WDkH7+nyk8qVavpw5+M5JCFYSOTxqVaS6/p8kp0dXnqCLnZ0eFlJFWsy1wDt5RJQI7Z6Fg24FHKaTjRTsM+UH/6lr/BH/+gdtPs2zty+XXgUS/Obpmne3vwnnwyvjq/WCPjeWEyzo63+vLWn28/lmQRnJ2M4ZYmzkzFW0kXWcib7ejY+E0YzGl+5F2UqXqRQ0ukJubm9lEIzTO4spRlfTjO1liVf1O2Wr9l1nS1Lqdre2fXs6PDaZ8CIR6Uv5Gak3UsiX2Ji1XqtQslAlmAunrezk1fnkuSKOm9MRBkbiTA2HGGk3UdBMwiXa4zXyqWKXZ1+irrJ6/ejHO0P0RtycbgvSLtPJbtOBLkv5La3q+miYRfpx1cyLCTy3FvJEHRb9/HqxomNLPsSOc32NtmITr+L1XSRrqCbnR1Wc8LkWpb//sr9TZ/7duFxWZo/8nMf1kH58zeXar7OaiYzsTxHulxcWynYGUZn1RmssoIuJPLs7PTahqITq5mm41iVaYWg28EXb62ws9PHuUlLa7SS7k8XdcaGg0yuZfC7HLDu/BVvMpjsckhcryoXWFZ26Ybejook+O9/9yTX5hL8xZX5mhnG9TOWPUEXYCVEDvcHa/RZKyv1fDzP3m4/yjo9m/U+Gg5ZsL8ngCyB3+Xg3nKau8tpXtrZxr3lNJ0BFyXdQDdMOgMmU2tZux3RIQt2d/mtXYlmcGWu3g26moq5TuX9HOwNMBB213g8vt15ZEvzx/Xch3FQNgyTz99crnu8aMDlpTynBgOcnbY+sJlCCQEo8gNP+oGwm4vTDz4cEY/KyaEwkhAYWA5WyZxGb8htbwcrtbLx5TSdfksQ+epckkN9AXQDTEyG2jy4HHLdds4qfoc5M1GbEd7V6bcGfkMudMNsqpXjcyp877tGeefOdt65s51vPNTDD3/yIjcXk5R0sy5j3B920+ZTCbgcNVMVjVi/nZxYzTDc5qErYDk+n5960O87Nhyxz78l3WQxWWAxWfv8d+1so6CbZArWVrjSULBR22DI42Aw7KkZuAag7DDtmU1gmuZz0TDwSJbmT/q5zbgyl7AMbJowHc3R7nUw0OZlIZ4n4HagGybHBq3s6lq6wMmhIOemrKCMZotEp2rvwpUMYIVi1fl0uN1rf5DXF+6HIm47YP0uxW4ASFbpqx4ZCPHBA9187B1DuFQFraTz3v/8csOVUVUkfuIb9/GePQ+arQciHj760jA/8vuXkAScGApxbS5pT/DfX8nwpz/4EhOrGc5NxvhvL9+rm+7vC7lq1ObAWtECLgfJnEbY66i5aQE1M5o3F5KMtntt35MKy+kiU6uZuvP8+llMlyJxqD/IcqrATDTLlWz96nltLkmn38ntsgHu85DcedOW5lt58Ud57kZUZ1cbsZTW2NPpZWotQzSj2U0AV2cT7O8NMBhxky/WK8hVMxfPcXokTKFkEvIoZAs6V+etc9vF6VhTU1DNMBkpB+y+ngDLyTweVaHNqxIYcfAP3zXK1+7rrLnbf+baYsNgBPjYO4b5rrH6LXxFnMsw4fxUnNF2L51+lXRRx6MqdPqsMat37epgJprlTy7O1Ty/J+i2PTfafSqjHT7ur6SJZ4t0+J31wQhcnIrZYsqH+oOspAr0h9wMtXnIFHUuzcQJuR3cbpBcW07mEcD+3gAuh8ytheSmJkK7On3cW0njVCR8z0mTwKNYmn8r8EtAB/BpIcQl0zS/vtrSvNlzH/Wi158fG3F7OYPHIVlbUUlgmibz8TyXpmOcHm1jLbN50dk0TVbTBS7NxOkLudjX7bdb1JZTBU4MhrkwHcPvtsoiqXyJbLHEjXlrDvH+SrrmbPqjX7+HD+zvqvs9N5tY1f3kN+/noy+NNPzeb3xloubrLr+D20tpolmNv/viEGpVYf8jY4M1ASkJuFveVp8aDnNuMsZq2tqaqzIIIfCqcl0tVzOsrejODi9nJqL2VrY75OLqXIITgyFcDpmugJOldVvZaFbjZPl3bZWSYZa7rMLPjXbro1iafwr4VIPHbUvzZs99FEyz+VlrPVnNaGg489q9NU4Pbez2C5AtGrgcMm6HzFw8z1w8z8mhMOemYrbmznCbh2im2NBMdX2iaP22rcLh/iA/8L4dvHNnB+PLKS5Ox5lYy7Cnu/Yaz0/F+PWv3OfrD3TT4XeSKpTsMsZKRiOa1fjHX7ubH35/rUR/b8jFC6OWg1fJMPE5ZcZXMhzsC3J1Lm43hg9GrBrghek4bodsl02qiXhVLkzH7f8GDllwdyllyVPKEi/fsWY+TwyG6+YulxL5h9KVrSScuoPbx1D1SfPM7QOEEPzw+3fxQ5+82PRnvA6BQ5aI55tvS+eSGieHQpim4MpcvG5QuTfo4tp8kp2dXru8srfbz4VpS/CpMtzcrDPmzlJ9GeBwf+Myy4cO9fChQz0AvLijje95sfE1t/tUUvkSL99Z4SOnBrizlGJfT4C/uLrA9fkkH3/3KD/ytbvqnvezn7tje2qApTowF8sxF7Pk/b1Og+Vk3sqilrfCOU2vS06BlWQxTZNTw2EW4nlW0wUS5fNxdXP9ldm4tfpOxey650wsZ0tBNmJHh5eVdIGwW8XjlO3h6F3P0TjWM2m2oxsmH/z5V+o6P4YjbrqDTq4vpCmWDA70+iloBiUD3KqEKksgLDnCdKFEm1flzGTUckCeimGYVrfIcJsXn0vhzESUfT1+FEkildfo8DvRdINLMwlcisS+ngCSJCiWDDTdQJEE+ZLB+HKa0Q6vfc6rMBBx8xc/9K7HLlMxF8/xX744zr/58IG6Vrt7K2k+8HMv17TYucvTL5WbkFeV8ToVVlIFTB5YFoy0e9ANyzDHqUj0h90sJvKk8iV7nGu9p8d6LdaBiBuvqtg9rH6Xgmli97tW847RCK+VbxyVnQjA1+zt5Be/61hN4/yzTjOznWeyl1WWrFUS4GCvn7HhMMNtHiajOV6fiJPKlyiUDC5MJ1hIFgh5HMxGc5yZjHFmwpK0uLWY4tV7a2i6SaFkcKQ/xOF+y13qxkLS7oa5vZiynavOTsZYTRXZ2+1ntNOLIgvOT8W4OpfAIUu4VZn5WBa/U8HToLl8Jprjn/3xlYZWAY9CX8jNT33roYZ9r51+J7u7ahUCcppRc1PwOhWcDsneuqbyGmGPg8Gwl+lojpVUgdlYDsO0xq2qZysN02q8r/DGRJSdHV7765lojmimiKPcTZ/Klzg5HLYFuoJuhRODIXZ3+XhjMsZwWX2u+qixlim+rYJxI57Zd/lNh3u4vZjkl7+4cQNy5XwnCRjt8BJ0OVDW5QdimSJLiRxFo/wBGQpT0g2yBY2Rdm9NO11X0MXESpqSrrO3J8ip4TAuRaKoG0hC8FPfeojhdi8Bl4LP5cDlkPnQL3zZzqJ+4eYyK+mCLbPxpPG7HPz6R0/xt37lVbtUdKA3UFPSGWn31qxqPqdCNFMkXdQ42BfA7ZDRDZN0XsPtkOssznd0+GoUAtp8zho91uVUwe7/PT0SsT0lwWrIP19+riwJ/A0a4G+Ws9vuDSZo3i48kyskWGfJr2uQsWyGYVqlgrVMEQPY1/3gXDIby3F4MMTebj+pfInzUzEcikQsV0I3agvv56diRLMaLtVRTlAY6KZJsWRyczHFjYUkRwdC7Oj00xWwvBP/zYcP8IPv28nHXhrmiz/6Xjre4r7MvpCb//jth+yvY9naZFP1en16JMLl2QSxrIZpWrXAs5MxxlfS5EtGXTACuJTaQLk+n8S1To+ow+fk5FC4YfKrgm6YxLJa3d9nqM1DUa8vpbwdeWZXSIDd3QEGIx6mm9israeSUKj8vM+pcKA3wM2FJBVjq0q7VyU93+isA9ZdP5HTOD0SIZotMhPNkcprdPpddR0lX7u/i699iJvHk+Br9nbZ57LlZB5HVedSukoXtfrmk6+aQNnbHWhogyAJWE7VdgOlCyVODIZYShXoDblxKRJfbqAx1IjZcuKnImY91ObhD77vxedGHvKZDsilZJ7UQ4jsXp9P1pjlpAsl+459dzltB191941Dlmo+mNUUSgavl7fDec3g6/Z38b3valw33A5UPtQlg3Jjg/U+PaqCAE6sqxMup/J4VctbZH3z+IFeP05FRgjBldk4Ozu8jK9k2NPlJ+hxWFnceI7ZWI49D5kllco3tG881MN/+LZDz00wwjMekL/4hfG6ZuiNyBZ1NN0g5HEgCVHTtNxsJdzIYgAetNQNRjz8zHcc2db9lt9xsp+wV+V73zWCIgl+7I+uIEuCxYTVXlgdjHu7/ciS4MZ8EhPr/B3NFPGXtYUur/OU7A66WMvUj2UB3F5Kc3wwiEOWyBR0ptaypJr8vR2yYLLcjvf33zn8XAUjPMNnSID37e3Y8PteVWYg4uYXv+uYbd2m6SbxrLbllXW8bOa6Eaoi8V+++/i2//B88GAP//k7jrC3O8DOTj8/951HOTsZYyaWqxPoCrgdXC8HI8ALI228c2c7AbdaF4zHB0N8ZXxtw5tjXjN5YyLGtfkkJcNgbCRiC1dXCHkcnCo3sI8NR+oUBJ8HnukV8p0722sauCuoisRPfGgfX3+gm0JJZ6jNywcPdHNnKcWXbi/zV9cXubkFKX+wVsDlDSYmBiMefum7jnFwE72d7cjr95vb6lUicbTdy3eeGuD73j1KulDim37pKzU/1uZVcSpS2ePE8jdZH7A7O73cXHzw985plndIf9iNyyEzXs6+3ltJc2EqxoujEX7+I8e29W7jSfFMB6TXqfDNR3r5vTemax4vlgy+7kBXTcuVqkgc7AtysC/Itx3v5yt3V5mL5/ij87NNG7srNDtDftPhHv7fbztkzUA+g1yasdTeiiXD3rL/X1+7C4cscXYyypH+IL/x0VO0lbOefpeD//mxMf7+/zhrT3ns6PDx1ftRHLKw5x2PDYRqFBLavE7bqaua2ViONq/KsYFQTfZ1R4ePribiXm93nslOnWoMw+STZ6f5iU9dq3n81//eSd6/b/PM5mIiz+duLPKv/vR6058Jexw12zGXQ+Inv/kA/8epgWf6Lp4plOxto2Uya612lUbugqbjbKA+9x//6hb/9UtW/Xe9oDJYyaOdnV7OT1mPV1T1Gkl57Or0sZq2lNLTRZ337ung1/7uyabiXm8XmnXqPNMrJIAkCb779BBORebucooOn5OugIv9vZs3j4OVjNhszi6W1fjGQ928uKOdRE7jfXs6t/z62xlvVfdLIz+NRsEIlp5RhUKpvi6ZyGmcn4pzeiRCyTCRJWFPlzRClgSmIvHNezv5T3/7yNs+GDfimQ/ICn/7RP+bfu76D9V6EeX37ungZ7/zqK0q/rwz3OZhpN1Dm9fJ7cXmZ/F8SbeFlxvRE3RhYtplqFfvraFvwx3bW8nbJiAfhSMDIb7hYDemCWGvg/fv7eL7f+c8//ZbDgLwkVMDz8083lb4nheG2NHh539+dbJuZhKsRM9AxMOV2XjN4yeGQpZv5WwCSViqftfnH6yc3/+e0eemZ7UZz/wZ8kkwvZYlmi3WOAu3aMxsLMtP/tmNmqHxnZ3euiRO9YTJ7i4fbodcl439+LtH+ecf2md/ndf0t+2u5G17hnwSDLZ5Wp73W6Q/7OFHv34Pu7t8LCULeJ0yp4Yj/O+Lc3zh1gMhssP9DzKpPqdSlwjyOWV7CmYhkePnPneHmViW3/joqefK4+P5eactnhh7uv382Af31jzWE3TxhVvLeFWZkQ5fjadI5Xg+NhJhPp5jNVXAoyp86uIcblXhj8/P4nMq/MH3vfBcBSM84506LbYve7r9fPQdw/z1P3kP797VXusaNp/gxVHLHmExYdkAOhSJ1XSRX/zCXebiOW4vpfgnf3j5sc+Obneer9tPi7cMv8vBT374AAAffWmY3/7qlN2/emQgZNsClgyTVKFkf88hC77pcC8ffccwe7r9z3Sd983QCsgWT5Tx5RQ//idX6Qm50KJZeoPuppo6qizxe//wNCeHN+4dfjvTCsgWT5Rfffk+F6Zi7O0JkNcM7q9mODlsqcQnyw3t1oRHlv/1j15kb/ez33DxKLQCssUTo1DS+QfvGiFb1Pn01QX78fXarAd6A/zidx197oMRWgHZ4gmylCjw4V9+tcaGYT0/+L6d/OMP7EZuNV4ArSxriyeIENgqchWq1fjetau9FYzraAVkiyfCK3dW+L//8DLpfAm3Q8KpSBzuD/IXP/ROdpRlIv/vr9vTCsZ1bCkghRCTQoirQohLQohz5ce+QwhxXQhhCCGa2pQLIT4ohLgthBgXQvyzx3XhLbY3f31jiTOTUeYTecJelU6/k//xsTFGO3x877tGOdIfZGfn86NIvlWeqKW5EEIGfgX4ADALnBVC/JlpmjfezMW2eHaoCCGDZQ57YijMQiJHxKvyXWODfOQZnyV9UjxpS/MxYNw0zfumaRaB3we+5c3+zhbPDh5VLjs5W5yfivHfXr6PUe6bawVjY7YakBVb8vNl6/Gt0gfMVH09W36sDiHEx4UQ54QQ51ZWVhr9SItniLvLacKe2sHvP788z+c28fZ83nnSluaNboMNmxMfxtK8xfbm7GSU3/rqVF2GVRLQE3Tyvy/OcWMhyfv3dtq2Cpsp+z0vPGlL81lgoOrrfmD+YS+yxbPDxGqGj/3mWQB8ZZ8OgWVnEPGp/MjvX7It/D7xyn0A/tPfPtwKyDKbblmFEF4hhL/ybyxb8msbP8vmLLBLCDEihFCBjwB/9mYvtsX2Z3Itw3/+jsP4nQqqLDHS7uXoQIjZeI4rswk7GI8OBNnT5eedO9v4mj0b6+s+T2zlDNkFfEUIcRk4A3y6YmkuhJgFXsSyNP8sgBCiVwjxGQDTNEvADwKfBW4Cf2iaZnN5txbPPO/b08lKqkCqUGI+nmViNcNCIseeKku844NhLs0kuL2U4ivjaywk6tXonldaEh4tHiuLiTwf/PmXOdQX4svjVpXMp8qWm1hW4+RwmLV0AVmSCLktB7G1dIH37e3k+96zg4hHfS70i1oSHi2eODcXklydSxDPlSjqhiUDqRs1Jq+SsCY7KsvA2HCE8ZUM4ysT/NpXJvjTH3iJw/2hp/YenjatgGzx2Pid16e4XbYun4/nKJSMOnFkwzQ5PRLh9bK+TqpgjWCdHArjdEjPdTBCKyBbPAZM0+QzVxf53TemGQi7cTtkYtkih/uCDEY8SJJALwsmn5mIoioSgxE309EcerlRYC6eQ2CpqXufYynI5/edt3hs/Ks/vc5vvz4FwEwsx4mhEE5F5rV7D8x8Ov1Oe7Uslgxb3vHOUpp37mzjK+PWz87Fc+yuSgA9b7QCssUj88rd2s6qa3MJDvSGkMQDhbl4TmNHh5d7K5Zea7aoc6Q/iKYbvHpvjXftaqegGc91MEIrIFs8IqZpIq/rSx2MeLk6F0cIwYmBIOen4zgViaDbwY4OL2GPikeVuTgdZ7TDyye+5yQf2N9V4xnyvNKah2zxSAgh+D9fGKp5LORxoOkmumFyazHFrk4fh/uDXJiOc28lw7mpGDOxLPmSzuRallg5A/t2VSl/GForZItH5iNjA7T7nfzGlydwKIKLVarkmaKOEHB+nY7OxGqW9+zu4LV7q407np9TWitki0fGoyp8+EgvQ20ers8na5zD+sJu7iylya/T1Tk2GGJfT4DP/PC7+I5HcC57u9EKyBaPjV1dPrJlN6wTQ2EA5mI5Tpb/Xc34Uor/9vI9/udXJynqzUWwnjdaAdnisWCaJpfKXpAf2N/FH3z8BT50qBuAVL6EQxYcKJvcnhoO2zbxv/P6NL/68v2nc9HbkNYZssVjIVPUOToQ5Ie+Zidep4IiS/zydx3nd0aneGE0gqabeFWFf/cXNzjQG+BffON+vnh7mevzSd63p/NpX/62odVc3qLFU6BZc3lry9qixTaiFZAtWmwjWgHZosU2ohWQLVpsI1oB2aLFNqIVkC1abCNaAdmixTaiFZAtWmwjWgHZosU2Ylt26gghVoCpp30dDWgHVjf9qe3Bs3Ktz8p1wuO91iHTNOsUordlQG5XhBDnGrU7bUeelWt9Vq4T3pprbW1ZW7TYRrQCskWLbUQrIB+OTzztC3gInpVrfVauE96Ca22dIVu02Ea0VsgWLbYRrYBs0WIb0QrILSKEkIUQF4UQf/G0r2UjhBCTQoirQohLQohtLbsghAgJIf5ICHFLCHFTCPHi076mRggh9pT/npX/JYUQ/9eT+F0tTZ2t8yNYprOBp30hW+B9pmk+C8X2XwD+yjTNv1122PY87QtqhGmat4GjYN2YgTngU0/id7VWyC0ghOgHvhH4tad9LW8XhBAB4N3ArwOYplk0TTP+VC9qa7wfuGea5hPpJGsF5Nb4eeDHgGdBQNQEPieEOC+E+PjTvpgNGAVWgN8sHwV+TQjhfdoXtQU+AnzySb14KyA3QQjxTcCyaZrnn/a1bJGXTNM8DnwD8ANCiHc/7QtqggIcB/6raZrHgAzwz57uJW1MeVv9YeB/Panf0QrIzXkJ+LAQYhL4feBrhBC/83QvqTmmac6X/38Z65wz9nSvqCmzwKxpmm+Uv/4jrADdznwDcME0zaUn9QtaAbkJpmn+uGma/aZpDmNtV/7GNM3/8ylfVkOEEF4hhL/yb+DrgGtP96oaY5rmIjAjhNhTfuj9wI2neElb4bt4gttVaGVZ3250AZ8Sll+jAvyeaZp/9XQvaUN+CPjd8lbwPvCxp3w9TRFCeIAPAN/3RH9Pq3WuRYvtQ2vL2qLFNqIVkC1abCNaAdmixTaiFZAtWmwjWgHZosU2ohWQLVpsI1oB2aLFNuL/B1f9a6auBXnsAAAAAElFTkSuQmCC",
      "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",
    "nl_map.to_crs(epsg=4326).plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    GM_CODE            GM_NAAM  H2O       OAD      STED  BEV_DICHTH  AANT_INW  \\\n",
      "0    GM0034             Almere   JA -99999999 -99999999   -99999999 -99999999   \n",
      "1    GM0050           Zeewolde   JA -99999999 -99999999   -99999999 -99999999   \n",
      "2    GM0060            Ameland   JA -99999999 -99999999   -99999999 -99999999   \n",
      "3    GM0072          Harlingen   JA -99999999 -99999999   -99999999 -99999999   \n",
      "4    GM0088    Schiermonnikoog   JA -99999999 -99999999   -99999999 -99999999   \n",
      "..      ...                ...  ...       ...       ...         ...       ...   \n",
      "430  GM1966       Het Hogeland  NEE       414         5          99     47834   \n",
      "431  GM1969     Westerkwartier  NEE       476         5         176     63678   \n",
      "432  GM1970  Noardeast-Fryslân  NEE       463         5         120     45481   \n",
      "433  GM1978        Molenlanden  NEE       393         5         243     44130   \n",
      "434  GM1979          Eemsdelta  NEE       692         4         170     45587   \n",
      "\n",
      "     AANT_MAN  AANT_VROUW  P_00_14_JR  ...  P_TURKIJE  P_OVER_NW   OPP_TOT  \\\n",
      "0   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "1   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "2   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "3   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "4   -99999999   -99999999   -99999999  ...  -99999999  -99999999 -99999999   \n",
      "..        ...         ...         ...  ...        ...        ...       ...   \n",
      "430     24052       23782          15  ...          0          3     90308   \n",
      "431     32034       31644          17  ...          0          3     36887   \n",
      "432     22879       22602          17  ...          0          2     51645   \n",
      "433     22317       21813          18  ...          0          2     19158   \n",
      "434     22841       22746          14  ...          2          5     36407   \n",
      "\n",
      "     OPP_LAND  OPP_WATER  JRSTATCODE  JAAR     Shape_Leng    Shape_Area  \\\n",
      "0   -99999999  -99999999  2021GM0034  2021  122665.358635  1.095623e+08   \n",
      "1   -99999999  -99999999  2021GM0050  2021   83290.773617  1.633050e+07   \n",
      "2   -99999999  -99999999  2021GM0060  2021  156406.894023  2.085914e+08   \n",
      "3   -99999999  -99999999  2021GM0072  2021  104274.683035  3.618323e+08   \n",
      "4   -99999999  -99999999  2021GM0088  2021  152568.858991  1.624101e+08   \n",
      "..        ...        ...         ...   ...            ...           ...   \n",
      "430     48249      42059  2021GM1966  2021  321301.166576  4.875998e+08   \n",
      "431     36269        618  2021GM1969  2021   99030.762281  3.688457e+08   \n",
      "432     37783      13862  2021GM1970  2021  238426.959926  3.837930e+08   \n",
      "433     18173        986  2021GM1978  2021   88570.376691  1.915841e+08   \n",
      "434     26789       9618  2021GM1979  2021  173966.493452  2.727771e+08   \n",
      "\n",
      "                                              geometry  \n",
      "0    MULTIPOLYGON (((150213.998 479503.726, 150087....  \n",
      "1    MULTIPOLYGON (((170588.413 486792.192, 170570....  \n",
      "2    POLYGON ((196000.000 610000.000, 196000.000 60...  \n",
      "3    MULTIPOLYGON (((158392.775 580357.500, 158387....  \n",
      "4    POLYGON ((219000.000 616567.418, 219000.000 61...  \n",
      "..                                                 ...  \n",
      "430  MULTIPOLYGON (((217037.735 601967.991, 217043....  \n",
      "431  POLYGON ((215186.661 595044.495, 215190.788 59...  \n",
      "432  MULTIPOLYGON (((207769.575 603284.528, 207773....  \n",
      "433  POLYGON ((123569.533 440132.167, 123576.153 44...  \n",
      "434  MULTIPOLYGON (((269190.000 594253.046, 269190....  \n",
      "\n",
      "[435 rows x 38 columns]\n"
     ]
    }
   ],
   "source": [
    "print(nl_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hebben hier een probleem dat sommige punten de coördinaten 0,0 hebben, dit is niet iets wat we willen weergeven. Laten we eerst kijken waarom dit het geval is in de data voordat we het er helemaal uithalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                                            32\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB32\n",
      "description                               Stembureau Mobiel Stembureau 1\n",
      "Geldige stemmen                                                       99\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                              NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                    NaN\n",
      "gewoon ge-DREVEN                                                    NaN\n",
      "VOOR Den Bosch Joep Gersjes                                         NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\n",
      "geometry                                                              POINT (0 0)\n",
      "Name: 6863, Length: 973, dtype: object\n",
      "Stembureau                                                         32\n",
      "Adres                                                                \n",
      "Locatie                                                          SB32\n",
      "description                               Stembureau Mobielstembureau\n",
      "Geldige stemmen                                                    63\n",
      "                                                     ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                            NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                  NaN\n",
      "gewoon ge-DREVEN                                                  NaN\n",
      "VOOR Den Bosch Joep Gersjes                                       NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                               NaN\n",
      "gewoon ge-DREVEN                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                    NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                       NaN\n",
      "gewoon ge-DREVEN                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                            NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                     NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                           NaN\n",
      "gewoon ge-DREVEN                                                           NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                NaN\n",
      "geometry                                                           POINT (0 0)\n",
      "Name: 8318, Length: 973, dtype: object\n",
      "Stembureau                                                           228\n",
      "Adres                                                                   \n",
      "Locatie                                                            SB228\n",
      "description                               Stembureau Stembureau Drive-in\n",
      "Geldige stemmen                                                       80\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                   NaN\n",
      "gewoon ge-DREVEN                                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                        NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                   NaN\n",
      "gewoon ge-DREVEN                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                        NaN\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 11101, Length: 973, dtype: object\n",
      "Stembureau                                                                              132\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB132\n",
      "description                               Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                                          52\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 11.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        8.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             1.0\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  9.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        5.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\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",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  3.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        3.0\n",
      "gewoon ge-DREVEN                                                                       20.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12506, Length: 973, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df_geojson.iterrows():\n",
    "    if (row.geometry.centroid.x == 0.00000):\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het zijn dus duidelijk allemaal mobiele stemlokalen, die kunnen we in een aparte dataset houden voor later, voor nu zijn ze onbelangrijk voor de kaartweergave, laten we de dataset dus opsplitsen in drie dataframes, de originele, één frame zonder de mobiele stemlokalen, en de mobiele stemlokalen alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_27244/291552514.py:3: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  mobiel_mask = df_geojson['geometry'].centroid.x == 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2520\n",
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      "12505\n",
      "12506\n"
     ]
    }
   ],
   "source": [
    "#de waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is, de projectie gaat geen effect hebben op die data in Nederland\n",
    "#filter de data en print welke waardes 0 hebben op x\n",
    "mobiel_mask = df_geojson['geometry'].centroid.x == 0\n",
    "i = 0\n",
    "for item in mobiel_mask:\n",
    "    if item:\n",
    "        print(i)\n",
    "    i = i + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Stembureau   Adres Locatie  \\\n",
      "0               1  9461BH     SB1   \n",
      "1               2  9461DA     SB2   \n",
      "2               3  9461JA     SB3   \n",
      "3               4  9451KD     SB4   \n",
      "4               6  9454PL     SB6   \n",
      "...           ...     ...     ...   \n",
      "12591         703  5391AR   SB703   \n",
      "12592         705  5391AR   SB705   \n",
      "12593         750  5382KE   SB750   \n",
      "12594         751  5382KE   SB751   \n",
      "12595         752  5283KE   SB752   \n",
      "\n",
      "                                             description  Geldige stemmen  \\\n",
      "0      Stembureau Gemeentehuis Gieten (postcode: 9461...              784   \n",
      "1              Stembureau OBS Gieten (postcode: 9461 DA)              562   \n",
      "2      Stembureau Zorgcentrum Dekelhem (postcode: 946...              566   \n",
      "3      Stembureau Ontmoetingscentrum Boerhorn Rolde (...             1495   \n",
      "4      Stembureau Dropshuis de Eekhof (postcode: 9454...              347   \n",
      "...                                                  ...              ...   \n",
      "12591  Stembureau Stembureau Gemeenschapshuis de Meen...              268   \n",
      "12592  Stembureau Stembureau Gemeenschapshuis De Meen...              398   \n",
      "12593  Stembureau Stembureau Gemeenschapshuis 't Zijl...              663   \n",
      "12594  Stembureau Stembureau Gemeenschapshuis 't Zijl...              170   \n",
      "12595  Stembureau Stembureau Gemeenschapshuis 't Zijl...              222   \n",
      "\n",
      "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
      "0            2780         3       3                 700   \n",
      "1            1396         0       0                 518   \n",
      "2            1409         2       2                 516   \n",
      "3            2209         2       4                1335   \n",
      "4             477         0       2                 298   \n",
      "...           ...       ...     ...                 ...   \n",
      "12591           0         0       1                 237   \n",
      "12592           0         1       0                 359   \n",
      "12593        2321         2       0                 552   \n",
      "12594           0         0       0                 151   \n",
      "12595           0         0       0                 193   \n",
      "\n",
      "       Geldige volmachtbewijzen  ...  \\\n",
      "0                            90  ...   \n",
      "1                            44  ...   \n",
      "2                            54  ...   \n",
      "3                           166  ...   \n",
      "4                            51  ...   \n",
      "...                         ...  ...   \n",
      "12591                        32  ...   \n",
      "12592                        40  ...   \n",
      "12593                       113  ...   \n",
      "12594                        19  ...   \n",
      "12595                        29  ...   \n",
      "\n",
      "       Nationale Bond tegen Overheidszaken - DH  Haags Belang  INL Den Haag  \\\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           NaN   \n",
      "12592                                       NaN           NaN           NaN   \n",
      "12593                                       NaN           NaN           NaN   \n",
      "12594                                       NaN           NaN           NaN   \n",
      "12595                                       NaN           NaN           NaN   \n",
      "\n",
      "       Rosmalens Belang  De Bossche Groenen  \\\n",
      "0                   NaN                 NaN   \n",
      "1                   NaN                 NaN   \n",
      "2                   NaN                 NaN   \n",
      "3                   NaN                 NaN   \n",
      "4                   NaN                 NaN   \n",
      "...                 ...                 ...   \n",
      "12591             105.0                 2.0   \n",
      "12592             174.0                 6.0   \n",
      "12593              47.0                19.0   \n",
      "12594               8.0                11.0   \n",
      "12595              10.0                 2.0   \n",
      "\n",
      "       \"Leefbaar 's-Hertogenbosch\" Paul Kagie  \\\n",
      "0                                         NaN   \n",
      "1                                         NaN   \n",
      "2                                         NaN   \n",
      "3                                         NaN   \n",
      "4                                         NaN   \n",
      "...                                       ...   \n",
      "12591                                     6.0   \n",
      "12592                                     2.0   \n",
      "12593                                    53.0   \n",
      "12594                                    13.0   \n",
      "12595                                    22.0   \n",
      "\n",
      "       RAADSGROEPERING ''BOSCH-BELANG''  gewoon ge-DREVEN  \\\n",
      "0                                   NaN               NaN   \n",
      "1                                   NaN               NaN   \n",
      "2                                   NaN               NaN   \n",
      "3                                   NaN               NaN   \n",
      "4                                   NaN               NaN   \n",
      "...                                 ...               ...   \n",
      "12591                               0.0              33.0   \n",
      "12592                               3.0              31.0   \n",
      "12593                               2.0              62.0   \n",
      "12594                               1.0              22.0   \n",
      "12595                               2.0              28.0   \n",
      "\n",
      "       VOOR Den Bosch Joep Gersjes                  geometry  \n",
      "0                              NaN  POINT (6.75899 53.00524)  \n",
      "1                              NaN  POINT (6.75990 52.99975)  \n",
      "2                              NaN  POINT (6.76600 53.00494)  \n",
      "3                              NaN  POINT (6.64736 52.98281)  \n",
      "4                              NaN  POINT (6.60459 52.95269)  \n",
      "...                            ...                       ...  \n",
      "12591                          0.0  POINT (5.43290 51.72810)  \n",
      "12592                          2.0  POINT (5.43290 51.72810)  \n",
      "12593                          5.0  POINT (5.45919 51.70595)  \n",
      "12594                          1.0  POINT (5.45919 51.70595)  \n",
      "12595                          0.0  POINT (5.45919 51.70595)  \n",
      "\n",
      "[12532 rows x 973 columns]\n"
     ]
    }
   ],
   "source": [
    "df_geojson_clean = df_geojson[~mobiel_mask]\n",
    "df_geojson_mobiel = df_geojson[mobiel_mask]\n",
    "print(df_geojson_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#let's also check if none fell through the cracks, it might be some mobile polls did actually have a location 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": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>_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>Buurtnaam</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>1</td>\n",
       "      <td>Valkenswaard</td>\n",
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       "      <td>gezondheidszorgfunctie</td>\n",
       "      <td>https://www.valkenhof.nl/</td>\n",
       "      <td>NaN</td>\n",
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       "      <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>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",
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       "      <td>NLODSGM0858stembureaus20220316009</td>\n",
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       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
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       "      <td>Ontmoetingscentrum De zoete inval</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>leesloep</td>\n",
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       "      <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",
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       "      <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>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>38745</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>4</td>\n",
       "      <td>Het Hökske</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>ja</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>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>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>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>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>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>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>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>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 × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0         1  Valkenswaard           GM0858                  1   \n",
       "1         2  Valkenswaard           GM0858                  2   \n",
       "2         3  Valkenswaard           GM0858                  3   \n",
       "3         4  Valkenswaard           GM0858                  4   \n",
       "4         5  Valkenswaard           GM0858                  5   \n",
       "...     ...           ...              ...                ...   \n",
       "9270  38745        Gennep           GM0907                  4   \n",
       "9271  38746        Gennep           GM0907                  5   \n",
       "9272  38747        Gennep           GM0907                  6   \n",
       "9273  38748        Gennep           GM0907                  8   \n",
       "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  Buurtnaam  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN        NaN  ...   \n",
       "1                           NaN       NaN             NaN        NaN  ...   \n",
       "2                           NaN       NaN             NaN        NaN  ...   \n",
       "3                           NaN       NaN             NaN        NaN  ...   \n",
       "4                           NaN       NaN             NaN        NaN  ...   \n",
       "...                         ...       ...             ...        ...  ...   \n",
       "9270                        NaN       NaN             NaN        NaN  ...   \n",
       "9271                        NaN       NaN             NaN        NaN  ...   \n",
       "9272                        NaN       NaN             NaN        NaN  ...   \n",
       "9273                        NaN       NaN             NaN        NaN  ...   \n",
       "9274                        NaN       NaN             NaN        NaN  ...   \n",
       "\n",
       "      Visuele hulpmiddelen  Gehandicaptentoilet  Kieskring ID  \\\n",
       "0                 leesloep                   ja  Valkenswaard   \n",
       "1                 leesloep                  NaN  Valkenswaard   \n",
       "2                 leesloep                  NaN  Valkenswaard   \n",
       "3                 leesloep                  NaN  Valkenswaard   \n",
       "4                 leesloep                  NaN  Valkenswaard   \n",
       "...                    ...                  ...           ...   \n",
       "9270              Leesloep                  NaN        Gennep   \n",
       "9271              Leesloep                  NaN        Gennep   \n",
       "9272              Leesloep                  NaN        Gennep   \n",
       "9273              Leesloep                  NaN        Gennep   \n",
       "9274                   NaN                  NaN        Gennep   \n",
       "\n",
       "      Hoofdstembureau Tellocatie  \\\n",
       "0        Valkenswaard        NaN   \n",
       "1        Valkenswaard        NaN   \n",
       "2        Valkenswaard        NaN   \n",
       "3        Valkenswaard        NaN   \n",
       "4        Valkenswaard        NaN   \n",
       "...               ...        ...   \n",
       "9270           Gennep         ja   \n",
       "9271           Gennep         ja   \n",
       "9272           Gennep         ja   \n",
       "9273           Gennep         ja   \n",
       "9274           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",
       "[9275 rows x 39 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims-2.csv')\n",
    "df_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_id</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Nummer stembureau</th>\n",
       "      <th>Naam stembureau</th>\n",
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       "      <td>POINT (5.45515 51.34711)</td>\n",
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       "      <td>GM0858</td>\n",
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       "      <td>Buurtgebouw De Horizon</td>\n",
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       "      <th>2</th>\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>NaN</td>\n",
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       "      <td>Het Hökske</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>...</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",
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       "      <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>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>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>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>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>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>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>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>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 × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0         1  Valkenswaard           GM0858                  1   \n",
       "1         2  Valkenswaard           GM0858                  2   \n",
       "2         3  Valkenswaard           GM0858                  3   \n",
       "3         4  Valkenswaard           GM0858                  4   \n",
       "4         5  Valkenswaard           GM0858                  5   \n",
       "...     ...           ...              ...                ...   \n",
       "9270  38745        Gennep           GM0907                  4   \n",
       "9271  38746        Gennep           GM0907                  5   \n",
       "9272  38747        Gennep           GM0907                  6   \n",
       "9273  38748        Gennep           GM0907                  8   \n",
       "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  Buurtnaam  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN        NaN  ...   \n",
       "1                           NaN       NaN             NaN        NaN  ...   \n",
       "2                           NaN       NaN             NaN        NaN  ...   \n",
       "3                           NaN       NaN             NaN        NaN  ...   \n",
       "4                           NaN       NaN             NaN        NaN  ...   \n",
       "...                         ...       ...             ...        ...  ...   \n",
       "9270                        NaN       NaN             NaN        NaN  ...   \n",
       "9271                        NaN       NaN             NaN        NaN  ...   \n",
       "9272                        NaN       NaN             NaN        NaN  ...   \n",
       "9273                        NaN       NaN             NaN        NaN  ...   \n",
       "9274                        NaN       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 40 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "gdf_wims = gpd.GeoDataFrame(\n",
    "    df_wims, geometry=gpd.points_from_xy(df_wims.Longitude, df_wims.Latitude)).set_crs(epsg=4326, inplace=True)\n",
    "\n",
    "gdf_wims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_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>Buurtnaam</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>1</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>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>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>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>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>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>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>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",
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       "      <th>4</th>\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>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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>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>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>38746</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>5</td>\n",
       "      <td>Buurthuis VanOns</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
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       "      <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>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>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>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>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>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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Klantcontactcentrum gemeente Gennep gemeente@g...</td>\n",
       "      <td>https://www.gennep.nl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0907stembureaus20220316009</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>POINT (5.98514 51.70189)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        _id      Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0         1  Valkenswaard           GM0858                  1   \n",
       "1         2  Valkenswaard           GM0858                  2   \n",
       "2         3  Valkenswaard           GM0858                  3   \n",
       "3         4  Valkenswaard           GM0858                  4   \n",
       "4         5  Valkenswaard           GM0858                  5   \n",
       "...     ...           ...              ...                ...   \n",
       "9270  38745        Gennep           GM0907                  4   \n",
       "9271  38746        Gennep           GM0907                  5   \n",
       "9272  38747        Gennep           GM0907                  6   \n",
       "9273  38748        Gennep           GM0907                  8   \n",
       "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  Buurtnaam  ...  \\\n",
       "0     https://www.valkenhof.nl/       NaN             NaN        NaN  ...   \n",
       "1                           NaN       NaN             NaN        NaN  ...   \n",
       "2                           NaN       NaN             NaN        NaN  ...   \n",
       "3                           NaN       NaN             NaN        NaN  ...   \n",
       "4                           NaN       NaN             NaN        NaN  ...   \n",
       "...                         ...       ...             ...        ...  ...   \n",
       "9270                        NaN       NaN             NaN        NaN  ...   \n",
       "9271                        NaN       NaN             NaN        NaN  ...   \n",
       "9272                        NaN       NaN             NaN        NaN  ...   \n",
       "9273                        NaN       NaN             NaN        NaN  ...   \n",
       "9274                        NaN       NaN             NaN        NaN  ...   \n",
       "\n",
       "      Gehandicaptentoilet  Kieskring ID Hoofdstembureau  Tellocatie  \\\n",
       "0                      ja  Valkenswaard    Valkenswaard         NaN   \n",
       "1                     NaN  Valkenswaard    Valkenswaard         NaN   \n",
       "2                     NaN  Valkenswaard    Valkenswaard         NaN   \n",
       "3                     NaN  Valkenswaard    Valkenswaard         NaN   \n",
       "4                     NaN  Valkenswaard    Valkenswaard         NaN   \n",
       "...                   ...           ...             ...         ...   \n",
       "9270                  NaN        Gennep          Gennep          ja   \n",
       "9271                  NaN        Gennep          Gennep          ja   \n",
       "9272                  NaN        Gennep          Gennep          ja   \n",
       "9273                  NaN        Gennep          Gennep          ja   \n",
       "9274                  NaN        Gennep          Gennep         NaN   \n",
       "\n",
       "                               Contactgegevens gemeente  \\\n",
       "0                          verkiezingen@valkenswaard.nl   \n",
       "1                          verkiezingen@valkenswaard.nl   \n",
       "2                          verkiezingen@valkenswaard.nl   \n",
       "3                          verkiezingen@valkenswaard.nl   \n",
       "4                          verkiezingen@valkenswaard.nl   \n",
       "...                                                 ...   \n",
       "9270  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9271  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9272  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9273  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "9274  Klantcontactcentrum gemeente Gennep gemeente@g...   \n",
       "\n",
       "                  Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "1     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "2     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "3     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "4     http://www.valkenswaard.nl/verkiezingen          NaN   \n",
       "...                                       ...          ...   \n",
       "9270                    https://www.gennep.nl          NaN   \n",
       "9271                    https://www.gennep.nl          NaN   \n",
       "9272                    https://www.gennep.nl          NaN   \n",
       "9273                    https://www.gennep.nl          NaN   \n",
       "9274                    https://www.gennep.nl          NaN   \n",
       "\n",
       "                                     ID                              UUID  \\\n",
       "0     NLODSGM0858stembureaus20220316009  3a612b2151fa4ab491b9e331355e6258   \n",
       "1     NLODSGM0858stembureaus20220316009  9a01d765af0a467ea37f08d92db114ba   \n",
       "2     NLODSGM0858stembureaus20220316009  fc5869d33fbc4b06be659149fa615f4c   \n",
       "3     NLODSGM0858stembureaus20220316009  4427cc0b39e040ba8f75c333f19d66f0   \n",
       "4     NLODSGM0858stembureaus20220316009  a893bb9add324ce29769f1c39afcc48d   \n",
       "...                                 ...                               ...   \n",
       "9270  NLODSGM0907stembureaus20220316009  f744546cd6894e5e9a4db4bbfd81b4ee   \n",
       "9271  NLODSGM0907stembureaus20220316009  1270081b1dc74cd7bea0f45973650408   \n",
       "9272  NLODSGM0907stembureaus20220316009  447c7742604345139e41def4cf1e4d3c   \n",
       "9273  NLODSGM0907stembureaus20220316009  049cfd258c174bc49abf17883396d083   \n",
       "9274  NLODSGM0907stembureaus20220316009  1e8cbe96e72c4c6ba6303f47bec8cdb5   \n",
       "\n",
       "                      geometry  \n",
       "0     POINT (5.45515 51.34711)  \n",
       "1     POINT (5.45137 51.34955)  \n",
       "2     POINT (5.44827 51.35702)  \n",
       "3     POINT (5.44871 51.36022)  \n",
       "4     POINT (5.45331 51.36514)  \n",
       "...                        ...  \n",
       "9270  POINT (5.98266 51.69726)  \n",
       "9271  POINT (5.98127 51.69000)  \n",
       "9272  POINT (5.95118 51.72591)  \n",
       "9273  POINT (6.01556 51.70976)  \n",
       "9274  POINT (5.98514 51.70189)  \n",
       "\n",
       "[8089 rows x 40 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_wims_dedupe = gdf_wims.drop_duplicates(subset =\"geometry\", keep = False)\n",
    "df_geojson_dedupe = df_geojson_clean.drop_duplicates(subset =\"geometry\", keep = False)\n",
    "gdf_wims_dedupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "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": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "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 mooie kaart hebben van nederland met de stemlokalen erop, kunnen we gaan kijken naar hoe dit verhoud met de bevolkingsdichtheid als eerste voorbeeld. 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": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 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_2020_v1.shp')\n",
    "nl_map_cbs.to_crs(epsg=4326).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het verwerken van de 100m bij 100m vierkanten kaar duurde heel 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 (heel veel moeite), 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": 16,
   "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": [
    "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": [
    "We kunnen dus vaststellen dat afstanden van onder de 500 meter waarschijnlijk zeldzaam zijn, en we verder kunnen gaan met de 500 meter bij 500 meter kaart. Laten we nu dus 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": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['c28992r500', 'INWONER', 'MAN', 'VROUW', 'INW_014', 'INW_1524', 'INW_2544', 'INW_4564', 'INW_65PL', 'P_NL_ACHTG', 'P_WE_MIG_A', 'P_NW_MIG_A', 'AANTAL_HH', 'TOTHH_EENP', 'TOTHH_MPZK', 'HH_EENOUD', 'HH_TWEEOUD', 'GEM_HH_GR', 'WONING', 'WONVOOR45', 'WON_4564', 'WON_6574', 'WON_7584', 'WON_8594', 'WON_9504', 'WON_0514', 'WON_1524', 'WON_MRGEZ', 'P_KOOPWON', 'P_HUURWON', 'WON_HCORP', 'WON_NBEW', 'WOZWONING', 'UITKMINAOW', 'OAD', 'STED', '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>c28992r500</th>\n",
       "      <th>INWONER</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>POLYGON ((226000.000 619000.000, 226000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2265N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((226500.000 619500.000, 227000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((227000.000 619500.000, 227500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((227500.000 619500.000, 228000.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((228000.000 619500.000, 228500.000 61...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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>POLYGON ((199500.000 307500.000, 200000.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151104</th>\n",
       "      <td>E1905N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((190500.000 307000.000, 191000.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((191000.000 307000.000, 191500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POLYGON ((192000.000 307000.000, 192500.000 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POLYGON ((192500.000 307000.000, 193000.000 30...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>151108 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                                           geometry\n",
       "0       E2260N6190   -99997  POLYGON ((226000.000 619000.000, 226000.000 61...\n",
       "1       E2265N6190   -99997  POLYGON ((226500.000 619500.000, 227000.000 61...\n",
       "2       E2270N6190   -99997  POLYGON ((227000.000 619500.000, 227500.000 61...\n",
       "3       E2275N6190   -99997  POLYGON ((227500.000 619500.000, 228000.000 61...\n",
       "4       E2280N6190   -99997  POLYGON ((228000.000 619500.000, 228500.000 61...\n",
       "...            ...      ...                                                ...\n",
       "151103  E1995N3070   -99997  POLYGON ((199500.000 307500.000, 200000.000 30...\n",
       "151104  E1905N3065   -99997  POLYGON ((190500.000 307000.000, 191000.000 30...\n",
       "151105  E1910N3065   -99997  POLYGON ((191000.000 307000.000, 191500.000 30...\n",
       "151106  E1920N3065       20  POLYGON ((192000.000 307000.000, 192500.000 30...\n",
       "151107  E1925N3065   -99997  POLYGON ((192500.000 307000.000, 193000.000 30...\n",
       "\n",
       "[151108 rows x 3 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(list(nl_map_cbs))\n",
    "nl_map_dst = nl_map_cbs.drop(columns=['MAN', 'VROUW', 'INW_014', 'INW_1524', 'INW_2544', 'INW_4564', 'INW_65PL', 'P_NL_ACHTG', 'P_WE_MIG_A', 'P_NW_MIG_A', 'AANTAL_HH', 'TOTHH_EENP', 'TOTHH_MPZK', 'HH_EENOUD', 'HH_TWEEOUD', 'GEM_HH_GR', 'WONING', 'WONVOOR45', 'WON_4564', 'WON_6574', 'WON_7584', 'WON_8594', 'WON_9504', 'WON_0514', 'WON_1524', 'WON_MRGEZ', 'P_KOOPWON', 'P_HUURWON', 'WON_HCORP', 'WON_NBEW', 'WOZWONING', 'UITKMINAOW', 'OAD', 'STED'])\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": 18,
   "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": 19,
   "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": 19,
     "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": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UCrBtG+Vy2fn/SqXi/F3EWotulbQe2RoH2aLfrq4uEt3rBAlvgiAIQgm3hYRXAf3gnQ3L5apXmudT8w6ObW1t2LJli7DleNjYM03TcMubL8BvXXEepqensbCwgEQigatzOQCTdWkkw51xfPjaC2oENLU+PzNxd4YsFApYWlpCsVjcUDYRYEVgT2ctZy1BW1RDvsLAnU2ySrZsjYPocd6Eh1gfSHgTBEEQQmzbRqFQcCrbqp5W7ttmjME0TSdtgecbDw4OOq3bW41hGNiyZQsGBgYcS8B9IyP4K9OEruskrs9AGGPIZrPOLAnvKsrTc3im9XrjV7neP5rBJ56ddQQ2HyQul+qr66JKdm/KEK5x6EvXy7x0Ok153usICW+CIAgCQFVo5/N5ZLNZZLNZ5HK5hqbVGWNIJBLI5/NO5zzu5x4YGFgVwe2FT6PzWDVi88MYg2VZWFhYQC6Xc7pAWpa14TzXXj7wtTGcWFoRxt7K9YPPz6MSYmzgrWTfuqezxuMNnF70e/1FaG+3sbS05DzOO6IS6wMJb4IgiLMUxhjy+XxN1F8rBAzP6uaCu1gsYnh4mG74G4ywi+v4YsNoNOqbOMMtSZlMBowxJJNJtLW1NewptiwLi4uLmJmZWdec7Eb56FMTNaKb465cLxfDVeR7U7UVa179fuTwIqazFQy5rFSMMYyNjTldLmnWZ30h4U0QBHGWwK0e7op22EWMqlQqFVQqFSQSCbS1taFcLpPwXgW+GiJhxf3cwc44PnzNa3DTG7cFfgaP0NN1HalUCtls1kn34LMJlmWhUqlgaWkJS0tLjo+fE4/HHYuRCrySvbCw4LRA36hV7aDFjy9OygcLjURgxgwN77u4r+7xX3vjdnzg7f11zZo0TcPWrVuRTCYxOTlJwnudIeFNEARxhsKFdiaTQSaTCaxoP3BwxlmEqGvAdbtSuOPS3qa2IZ/PQ9d1alO9Cnz1hZM1WeMnF/L4yFd+guePzWH/z6ZPi/E4fu+tO1Epl/GnT/wChXK1sjq+UMBHHvu/KJZLuPGXBpFIJOoq0uVyGTMzM7BtG0NDQ87f29raUCwWMTc358yYBKXaFAoFjI6OOgtqgyrmS0tLmJycdP7dCCppIM0SNsZPRltUE/q5AcDQgGRUR6Zoozdl4K59O/Ebl5yDiYkJLC8vI5FIYGhoyPc7pmkaenp60NHRUTcoItYWEt4EQRBnELzqyDO1VSvaDxycqYndsxmcf7vFdyKRQDKZRCwWq6mcVSqVGl+1pmnQdR3xeFy5EQ4RjnuefLmmwQ8A5MsWHv3BceffJxcK+M//+BKiBlAo1wq7QsXGvU+9gn+VziMSiTiLT5PJJBhjmJ+fB2MMw8PDNaI8m82iVCo50Y/csqQC76zY3d2NgYGBukV+xWIRU1NTji2iUVoliAH/AWnYGD8Zt1/cjfufmYXnrdAW03H73i7nvbq7u51mT9u2bcPS0hI6OjqUbTymadZVxIm1hY4+QRDEJqdcLmNxcdE3Tzuo+vfEEXHW9RNHsrjj0l60t7djYGCARPQ64vZkl8tljC+oid2ixVCUjL/4Ij0e+Qig5hrSNK2mtThjDCdPnnS81tu2bUNvby8KhUIo69Lc3BwymQx27twJ0zTBGMPi4iImJydrtqVRVAVx0PciaECqEuO3eyAqtZvop/Uy/0zZtsRiMWzZsqUmBlDXdWr7vgkh4U0QBLHJ4BYSXj0MqjaqVP9syWy+zYC+vj709/dTw40msW0btm03VHHM5/NYWFhwFi4WCgVphFwYvIv0vEQikZrzXiqVaoTxiRMn0N/fj+3bt2N5edmJnVQRz6VSCa+++ira29sDr2OvQL54KI5D4wWpYFYRxCrfi6ABqewcuI/r3dcM4tYvH8dcof5L9rr+lXUP+0bSwir5wMAAent76ft3hkAOe4IgiE1EJpPBkSNH8Itf/AJTU1NKU/x+1T+OLrmn6xqcTGyiOXRdx9zcXGDjIWAlm/qzT/8Yl/y3J/Ha//pd3PiZF/EPPzyOQqEAoBohFzPUzktbTK97bszQcOueTt/XeQcJpmli586dGBgYcB6bmprC8vKyE+u3ZcsWpW0Cqt7voOuYC+TprAWGqkB+/JVszb8/+YM57B/NOK+RDSjcj6t8L/wGpID4HIiO68O/vh27B+oXF/9splyz3V4GBgbQ19dH378zCKp4EwRBbBIqlQrGxsZCL45Sqf5dtyslbK3+7kuCUy8INXi1++jRo4hEIk7coqZpsG0bmqbBMAxnweJ3jiz6VmRF9oSLh+J4+miuTlACwAW9EfxkquR4la/amQz0IReLxRqLi23bMAwDPT09SCQSePXVVwEAJ0+eRG9vL3Rdx/z8fKsOmbN/ov2p2U6PjUSUa+0VxCrfC95B0ouqRcTNeMY/UtBLR0cHenubW9xMbDxIeBMEQWwC+LR8I4kEaUliQjq6UkXji8Xci8h+69Lt+O/vel3jG004TV+y2SwWFhawvLwMTdNQKBScyrUMFZ+yyJ5wYX8GDx6aqznny0W7xmdsM+Dpozlc2J/BvpE0PvrURM3fdw9Ecfc1g7AsC8vLy2hvbwdQtZ7Mzc2hra3NyfMuFouwLMtJIWk1MoHs9zwVQaxiE5ENSK/btRKLKLOIqO6H6PF4PF63qJU4MyDhTRAEsQmYnp5uvHmIpgEQlO00zRFOpmniv954Ee5JJpFIJCjrt0ls20apVML8/DwymQzK5bLTtlw1Hi+MUHOzbySNhw8vYLnk/7yixfDgoTl858hy3eK/FydL+OhTE/jYtcPI5/M1DXCKxSKmp6edQcVqo+plFzWV8RPEKlVx0YC00ZhNFaEPVAc327dvp+/gGQoJb4IgiA3OwsJCU9P3GUlXvEzRxq5du5DP5xGNRilmrAUwxmDbNmZmZrCwsCBdZKiSMa0q1ESoVomXS0yauPHiZAnxeBzFYhGlUslJtOnq6kI8HsfS0hJyuRwArKoAFwlkLyp+dS+qNpE7Lu1tOs8eUBP68Xgc27dvp2ZTZzD0K0sQBLGBKRaLGB8fr3s8qNkNb1qTy+XQlzYxlam3qAx1VpumJJPJVd2HswHGGBhjmJmZQbFYxNLSkrSyrZoxrSLUZO+vaUArGj1yYT04OOg8xhdCxmIx9Pf3Q9d1ZzFosVjEwsICADgV/maRedn9Uk04QQMc73vzhZXNNNqRfWaQ0G9vb8fWrVup0n2GQ8KbIAhig8IYw4kTJ+oETFC2sK7r2Lp1K9rb22HbNv5jqbOmwyEAJCIGPnzt+WuzI2c4lUoFmUwGs7OzKBQKgVYS1YzpfSNpvDRVqBlgBS2I5KJelsbRCIZh1MyG8G6oxWIRMzMzGB4exsTEhHOdapqGoaEhzM/PO/5v7zaG7SjJ/37/M7NOqgmw4kUXoTLAaWWjHZX3k9lf2tvbsW3bNvJ0nwXQsIogCGKDMjc3J1yA55ctPDAwgF27djmL4XRdx7teP4yP/errMNyZgAZguDOBj/3q6/Cu1w+v5uaf8RSLRUxOTuLIkSMYGxtDPp9X8m+rerf3j2bw9NGcI6L5gki/+DmVBBAvskRCHn9nWVaNeB4cHMSWLVucyqxhGGhvb0dHRwf6+vpw7rnnIhKJCGMTRdGA3ihAEftHM7j3QH1nR+5FF6ESF6jynDDI3u8LP17G0NAQUqkUtm3bhuHhYaf5zdDQEInuswiqeBMEQWxAyuWyNCXCL1tY1mjjXa8fJqHdArilZGxsDEtLSw29h8y7rWnADY8ec6rAjbQjV/V2c2KGhjsv665bYOmtJC8tLaG7u9v5d1tbG84//3wnu3toaMgR4rlcDsePH3eiEt2ivdEW635CWOZRVxngNLqAVYbsdZPLJXR3d9ccw66uLvT19SEajZLoPosg4U0QBLEBmZycbMgjSzfw1cG2bTDGkMlkMDU1pdQEBxDbKmSLBfmAileBZZVrP1EYpptln8B/7IWLZ17N5xV9XddhGAYMo36hZzQaRX9/P9rb25HP5zExMeHEYDYqdBsRwiqLU5tZwBrmM4c6E8Ln8wWrxNkDWU0IgiDWGdu2sbCwgOnpaUdsu+PbiPXDsixUKhUsLS3h+PHjGBsbCyW6RbYKALjzsm70pQxoEHcNLVpM2k3UTxSqdrPsSxl46KatgT5mvv/8Wjx69Ch+/vOfY2pqCpZloVQqYWFhAZlMxhHlpmmis7MTCwsLOHHiRE32vEpHyUb+LkKlq6Rq58kwnxk3a6UVracg3FDFmyAIYh0pFAoYHx9HOp1GT0+P83hHRwdisRhyuZxjObEsC7quY7AjhonFevE3LKmqEeGpVCooFApYWlpCuVzG8vJy6Pfws1W4Re8Njx4Tvt5mVREYJtXEm5yRjunIlewab3QjwpIvkuRrDqamplAul2GaJqanpwEA55xzDpLJJCYmJpz4S13Xa2ZuGk1quXVPJ+49MCv82+6BqO+CzTCpJqqLPd3wLHxd1/GuPcPYMjCA+787ivGFPIY6E/jwteeTzYtwIOFNEASxjkxNTaGzs7PG+8mJx+OIx+Po7u52pvk1TcMfFTsopWSV4Bncs7OzytnUsq6PqrYKmT2hz+X1DpsA4n5OIykiXngeeX9/P6ampgBURXU2W13oaxgGisUiyuWyU/keGBhAPp9HJBJxGgrtG6m+38OHFzCdtaBrtYsZZdvlTjVxDyJ2D0Rx9a62wCQRP1Q7T4ro6+tDf3+/829N07BtG/Abl4w09H7EmY+m2kFrLdm7dy97/vnn13szCIIgVh3btjE/P49yuYze3l7lJjZffeEk7nnyZaqqtQjGmNNlMsyiSa/o5uweiGI8Y0kF9UM3bXX+7Y2gA1YWPTaSTb1adHd3o62tDXNzc1heXkZbWxtKpZJjvdm6dSsKhQLi8TgYY05VnKNpGjo6OlCpVPDN/zuJv3p2Vnmf/bjtsTGl49wq3Me/L23iI9dfhJve0PrPITYvmqb9kDG2V/g3Et4EQRDrD89EbmtrI3/3GpPL5TA+Pi6MbgzinRKbCAB86IoeZUGtKqZFIp3TFtVw+8XdStXuRsV7f38/Ojo6cPToUei6Xiest2zZgsXFRafxjoz3/uM4Jpfru3oaGuoq2rKcbs4Njx6DSMloAL5+8w7f13KaOf4xU8Of/9puGvgSDn7Cm6wmBEEQG4BYLIbh4WFUKhUUi0XEYjES36tMpVLBqVOnsLS01LIui26C/MNBovi+A7NCv7Is7WS5xHD/M7POZ8uaubw0VcDTR3Ohm8ZomoZsNotMJoOenh7HcsJhjGF2dhaJRALxeBzlcllo19F1HVMC0Q1AmtPtJ76bTSbhGeGc6ayFew/M4sHn53H73q6aYyL07VcY7nnyZRLehBIkvAmCIDYQpmkq202Ixshms5ibm6tp624YhrKnG1gRzUG4/cNuQZ2OashXGCqn9b6qKA6KCrQYnExs2eJO3gnT+zjfH9lAwTRN5PN52LaNfD4P0zRrEkuA6gLgxcVFAHDiBr3H1TTNULGHspxuTqMLNjl8sOJluWjXDUhkvv3xhbzSZxHh4Wtb+Hd1sxck6NedIAiCOONhjGFpaQlLS0uOMHQTiUSUhbef3YPDuz7KXrNcqn+tiihWgYtDmUiUNWDy5od7RX+5XEYikXAyvb2iG0DNMZQdT8MwpFnmjbBvJA3TMPDQj+YwnamgL23ilt0d2DeSRjKZBGPMiT4U4bcJ3uY+8oWwpiMQifDIZpz4MeV/96bkaJq26Y455XgTBEEQZySMMWSzWUxMTODnP/85Tpw4IRTdAJyuiyoEtWUX+ZJVW7nLRPFM1lIW331pE8lkEn1pcW1Nlg/OE0bceEV/K0SOpmnYN5KuyTLvTzVeB9w/mnFEd2/KwC27O/C213QBQE11Hqg29xE1/fHDPYCR5X7fsqdDKuyJYHg1m6c3uZs1ASsCW9M06Lru/G+ziW6AKt4EQRDEGQZPipmfn29owWQQskqy32I+1c6LuiYW370pQ/k9btndgVwuh1t2dwgtGFftTNbYWfjjQZ0yE4kEIpGI0jb4wRir87f/zhu68eTPF6QJMbFYzBFavOJp2zaeemUBnzw4h2Kltkofi8Zw+fDKtpbLZSSTSZRKJYQNlXB7xf18+7lcjjpRNoiu60ozBmfCrAIJb4IgCOKMoVgs4vjx48rdJTmMMSSTSQDVpkbeqW+3UNQ0QKTd/BbzqXiaq6I4haePZoV+5UdeXMRUpt7e4aYtpjvi0CsS3RaMC/vrF3bybG0vfSkT7e3tKBQK0hmDMDz184U6S8snnpnGh948CE2bxeFTK+fuDUMJ/Olb+5229V4+96MV0c0pWgz/48AEPhM1nCq416vuPr+7B6JSH7nIKy7L/Z6enkZnZ+emF4brwWa0jDQKCW+CIAhi08MYw/T0NGZmZhpKKPGKumQy6UTief3ZItEdtJhP5Gk2NCAZ1ZEp2uhNGXj/JQN407YYLuyP1Yniq85thwYNf3lgxnc/bt/bVfNvt0jk/mzv425EFfJb9nQ42eaNxhB6By4iH/unn5sU5m7HYrG6mQv+frLBzHKJYblUHaR4veqVSgXPnCzj089NOvuxrd3AiaXa9+qT7N8DB2eEXvzdA1H8xfUrD27duhWpVEp+UHwol8soFApIJBK02PoMg84mQRDEKsAXdN3yt8/h2dF55/Erzu3GF97/y+u4ZWcWhUIBMzMzyOfzoavcgFxIuu0IQf5smUBz42dRiMVisCwLlUoFtm0LRbFt23j7a3vxnV8s11SE3Vx/XqqpRjoq8Yd+iy9lqAxcALkdx3teVRa31r2Ha5GkaD9ihoYPXdETePweODiDx1/JCv/24mQJ7/uHUXzqxurgYWpqCl1d1YFQW1ub1FvOGMPCwgI0TUN7ezt0Xcf4+DiWl5cRj8exc+fOUGsQiI0NCW+CIIgWUigUkMlkkMlk8HuPHcGLk7Wi4cAv5vDuvzmAL/6/V6zTFp4Z5PN5zMzMCK0PjTZDqfUHrzzPz1ut2h1RtE1v3dmGeDxeV22XbX8+n8d/v3oLHjg4g2+9knWaxsQM4M7LgkWjirfZr326LJ7Qnfqh+joRqrnbqu/nhZ/HRvcDAJ44IhbdnBNLFvaPZrBvJI1sNotsNosDJ0v42+emMZ2tYEt7DB++9nz86hu3Oa+Znp52MtG/f6KAz78wj8mlEnpTBj5w+RB27SLRfSZBwpsgCKIFFItFTExMIJPJOI95RTfn2dEF4esty0IsFgudunA2USwWMTU1JfUah6nKygTYZ56bwuU3DTsC2E/iqSx4lG2ToRt48w6m9Fy+/X6iO2jA0WyTINm+Bh0DlWPkZ9Xx7pefV74vZaBQYVgu1u8rF/Z++xF4DBX0vlvAf+9YHp94Zto5nxNLRXzkKz9BqVzCb152LmZmZhzRLTr3f/7dMaTTafw/l+4M/mBiU0DCmyAIognK5TLm5uYwMzMTOi3B/R6jo6OoVCpoa2uDaZpIJBLo6OggEe5ieXkZJ06cwNO/WJKKozDVTJkAm8pW8MDBmbrkDxEqVVrZNn3uhTm8ecew0nMfPryAl6YKdTaHogXce2AW3zmyjJ/NlH0HHM0K70Y7RMpep59epBp2VkIGn30QtnV3CXvZ9qRjeuCgTZY648Z9XX3uhXpLTNFiuPepV3Dltjjm51dsaLJz/5fffgVvOSeFtrY2JBIJ4SJExhgKhQIikQgqlQri8bjzt0qlgkql4iSu2LaN5eVl6LqO9vZ2/50hWg4Jb4IgiAbgvsxTp06F6ngoep+xsTGnGUk2m0V/fz+i0ehZs8pfhaWlJRw/fjywIhymKutXPZX5eN2odkeUbdO0IKHEb/v9bA6iVA73gEPTNJimiadeWagbtAByX7ebRjtEyl5352XdNf7x2x4bq9sGVVuJezuCvOqy7QFjgYO263alAq8N90BEdI6B6vl0i27+mIjpbMVZOLxlyxb09PTU/D2fz+PUqVPIZrPQdR3JZBLnnHOO8/dTp05hYWEBsVjMyRpnjCEWi5HwXgdIeBMEQYSAMYZcLoeJiQnfjOj29nZcvrMbzxydq/vbFed2O/89Pj6ObLZ6I4/FYhgcHEQ6nYZt27Sg6jSZTAYnTpwAEFzRVq3K7h/NoFBurAKswb9KK/ps2TbFYrGaxYN+z1Vtse5mJmshEomgXC7jWy/N1Mf4PTsLxla6N05nLdx7YBb3Hqi2UW+L6bh9b1eN9ztsqkksGkPMXMkJb4tquP3iWtEtG0wF+etl2+HnVZfFLN53QNw63r0Nd1zai5NLZWn8oKnDGQBEo9FQswRBz2WMIZPJ4PvHC7jnyZcxvpBHf1sEN/9Se82sRjabxdjYGEzThK7rWFhYALCySNVtpxnsPI4/vPYCvOv1w3WfS6wOJLwJgiAUYYxhZmYGk5OT0ufouo6BgQF0d3fj727fjt/+9LM48IsV8e1ONWGMYXl5GYODg4hEImhra3Oq3CS6VwY5x48fd2w8QRVtWSvy6ezKordGUjE4/SkTX/jNnUoJKolEApZl4X2X9OO+752qq7C+75L+urbrflXljz8zq+QxdtOXNlEulwGIBy2VgLHHctHGvQdm8dJUAXdc2usraEUcOFmq2/eS5xT6DabkLdrVFrXKcO8Hj46UxRN6RfLd1wxi/2gGDx6aw3JpZbvdgxQAMAxDej7jBvDOR4/VvO+2dqOukZF3RuG7v1jCX+wfQ/70oHFyuVxnh+GzcSK81/74QgEf+cpPAIDE9xpBwpsgCCIAxhhKpRJOnjzpZDt70TQN3d3d6O3trenu5xcdqGkaRkZGyFbiw/j4eI03OagquG8kjYd+OIeiQJ/zKm6jqRg807pYLCIWi0HTNJRKJaF32p2ZfcVwFNblffjcj+Ywna02dHnfxX3Vxz02Jb+qssjjHbS9793b6/y7kYo55/FXsriwPx4YG+jd7kdeXAy0b/gNpj54RY+yvaXRjHH+nb51Tyfuf2YW7s01NAg/K2gAous68vm88HzGDdRlhgPVx7rjGsp21Ueua8BVO5M1n/M/nxl3RDdHNZGFb4f3fOTLFu558mUS3msECW+CIAgfePVoYmJCKLDi8Tg6OjrQ2dnZUDttajEtZ2lpqa6yfPFQXCg+Lx5aWUw2V5CLai6AguCt1Q+NF4RCjm+XpmkwDKNGQOu67lSZOW/ekcBVu86BbduIxWLSARwgF3V3XNqLn0wWhKJNA/D281J123vVrg7HEqWyMNAPP3Ens4sEtaEH/AdTqvaWRjPGAdScP00D3DE2jY6H4/G4c46959Nb6XbjvnZtBjx9NIcL+zN422u6YBiGtHOpyjXt97zxhTzZ29YIEt4EQRASLMvCxMRE3bStaZro6upCZ2cnVatXiVKphFOnTtU9fmhc7KuXPe7FL5JOJWXDC2PMEdO6rjutr7lv3025XMb3j+fx0A+PYTpkVZZTkOirdEzHHZf21j3uHhA0I7oBf3Ens4vI6E0ZQruGm+mshdseG8OtezrrbCXe6nahErwwUgYfCD18eKHOelOx/QccMsrlcsMVeO8+PPLiIvaNpFEulxtOlnE/T/Z6+h1bG0h4EwRBeGCMoVwu49ixYzUV187OTnR0dCCdTtNNahUpFAp49dVX6/zPQONZ0hwugOrsC6aGOy/trhFG1SrqrGNb4VVlr8BljDnXiWEY0tg+UVWWL2RU6X7pt58ZQW41sBIh+MBBeav5tpiOuKkFWlHc4k7TtJr4TNXjD1RnEy4eitfZOkSIKtdhIgZVtosfozDXlp+ojsfjwoWsfD/C4k5GaTRZJuj179nTRb9pawQJb4IgCBc8D/f48eOOXSCRSGB4eLgmG5dYHfiARyS6AbUsaY9boAZv5rdbOL3jon7HHrB/NON4wjkMKzGDouoyAF8biZ+3XNUaEbT/H31qoiZxY/dADFfvSvt6w/mCQL926G5xZ5qmY0vg7e5VU1f4AOPhwwuBopvjrVyH8ejHTA03fuGY45m+bpd44ASo55QH2Vo0TfNdMLp7ICpNRRHh/vxGk2UCX78zjUKhEPo3rlKpIJPJODM9FE8YDAlvgiCI0zDGkM/n8eqrrzpVsFgshp07d1I1aA1gjGF8fLzOH+1GpeL3wSt66kQzAFx/XsoRHiIfdS6XcxZF3v+MOFoOAL71SlYqvP2aKAVVX4sWw4OH5nxFlN/+f+BrY3X+7xcni/jptH8CC/+86j5pePyVTM3fDQ340JsHcflwdQ1DpVJxIgr5ION39/bi/n+e8hXEGuBYRmTRfTLcx061uq5rQKFS65kWDZy4HUc2E/I7b+hGPB53ZjaCIi01TfOtnj9009a6ARJQTTWZytkoVvyr2WGTZbyIXs/3TUV487Shubk5LC0tOde8YRgkvBUg4U0QBHGabDaLEydO1FgFmmmOQ6jDGMP09DSWl5d9n/fSVAEll+gxNCBqVIXcw4cXfCvaQWLFNE0nicSvoMoAJ5rQzf7RDB45fNJJLvF+pkpVeLnEhO/Nke0bIE7KAAC/uPK+lIF4PA5d12HbNn5wor7ibTHgkR9O4srtO5zcce/g6MptceBN/fjs8zPSfXRXbsPmkrtfm45qUl+4cXoBqd/7P3EkKxTe/Ng+cjpWkB/bt+xIolAoOE2I5I1uqo/ncjn0pUxMZetnbfh+3H3NYM3jyWQSxWIR3zmy2LQvXISK3zyfz6Ojo0P6HpZlYWFhAfPz88IeBrZtO4k/QNUyxhhDIpFoevvPJEh4EwRx1sMYw+LiIk6ePFlXsaxUKpibm0NXV9emWfFfKBSg6zqi0eh6b4oStm1jZmYGU1NTvs8TWSEsBkeEeaf8wwoW3mrbrzESR8V37H3OrXs68YlnZwOzs4MW84n27bbHxgK3WcT7Lul39nf/aEaaCHNiyYJlWb5pLG/ensDVu87F/xnN4C//acJ3VuLWPZ3CWQkRdVVfb/SIC4sBuweiuPuaQWl6iHeRKReHhUIB113QIz32jDFUKhVfK9MDB2dwx6W9eN8l/bj3e/7HgOOXgNIKvN8bma1J9vtmWRbGxsaQyWR8Z3R4F96RkRHk83mcOHEClUoFO3bsQFtbW93zK5UKZmdnEY1G0dnZedbMKpLwJgjirMa2bUxOTmJ2ViwCDMNAJpNBd3e38O8bkcXFRczOziKdTqOnpwfJZHJD3tS4n97P0+3Gr2U6p2gxZ8GizNPrh+pxUvEde5+zbyTtm+LBCbNQsZnXXH9eClcMrwzOHj68EPo93HC7wlW7OlA4bcnw6yz54PPzWBYsCm2LaohHdOlrRa9xwy0csvhE3XOKNU3D/d8fxzdfXvL1gvMUFr9P59X0q3a1o1gq1uxjVBI8IluM2wr2j2aEvn1R4otMeM/PzzszUQ8cnMETR7LS45TP5/Hyyy/XzBSeOHEC5557bk10aqlUwujoqDNzkslk0NHRgXg87nTcPFMh4U0QxFlLPp/HyZMnfSucnZ2dGBwclP59I9Lb24tkMolYLLZhq96VSgXj4+NYWlqqedxvSjxsHJ7M06uCygK4aQXfsfvx/aOZQNENVO0IvJuiF5E3uC9lIB3TAwVpf9rEdEZsg/HbBxmic3X16dxwlcrt7Xu7hH51dzt50Weqct2ulFB0vvOCDuf4RqNRfPLZKXz9ZyvXIb9uvjuaw787nXSzfzSjNFths5Wc7pQJVNiKyl8uMWGluVQq1TRcaiV+gynv+Zb1FJiZqSbieCvnQZ5553m2jePHj2Pbtm2Oh3xubq7GrrS4uIjFxUUA1WJHJBJBJBLBli1bzrheByS8CYI462CMYXZ2FpOTk75TpwA2pT/RMAzh1O5GgDGGpaUlPPrPL+NzP5qr8yn72TUabQDDF0O6hWI6qgGahkzRrhGixWIRkUgEd18zKBS5btyV06BEDG5FCYLbEUQzALLtmc5aMDT/NBddAz77rmHnGIg88X6+6G3taskesWgMb9oWq3mebCDViBc/TFWei0FvhfauK4eQy+UQiURQKpXwjZ8tCl9fqKzMnjRC1eKtli2ez+cbFt9+x9hvMOVNa+FRmLzaXC6XYRiGcy3KZpy8nnkRxWIRv/jFL3DOOeegVCpJZxiBqnC3LAvFYhFHjx5FLBZDZ2cnisUiotEouru7N+QMniokvAmCOKsoFos4depU4CI+oDr1mkql1mCrzg5yuRxmZmbwjy+OC0Vb1KhvuuIWKrIKZhB8MaT7M6uVZ7HAj0ajKJfLzgI4Fa+wLG3k/ZcMAFCLwHNneZdKJWchI8dvEGCxqkVDVlG3WbAPXbQPANAd1/CpG2sb2MisNZ9+bhKXD1efq+J7D+tpVqnK7x5YmeW549LeOlHIK7Lf/vk8Hj680HRjobDI9qERy0nQMfYbTHn95qdOnYKu69ixYwds28bo6KhSAybV48cYw6uvvhpY7HA/37Is5PN5Z/ZH0zRkMhm0tbWhvb0dprkiY+fn59HV1aW2MesICW+CIM4aeJU76Aan6zq2bdtGjXJaSLFYxNjYGEqlklS0FSWaigsVUQXzdf1RjGcszGQtabUXCBa+XOC7s7w5fRLx0ne6+6K7ih419Zoq+q+MpFAqlXwF44euEC/oMwy1boScTIn5bmuQDz1MBVrFWqPiew9LUBqKoVUTQ2RVYE3TUCwW6wTrWpKO1fuX3ZXlMAQdY9lgyh2tySmXyyiXy/j5z3+OaDSKUql2oKfqmfdDVXTLXsMYQyaTQT6fx8TEBBKJBOLxuDNbsBkWaZLwJgjijKdSqWBiYsLxEPqRSqWwZcuWTWkx2agUCgUcPXo0sEOgDLdd49B4AYxB2Onx1754TCjeY4baZ05nLaEwkFWzLx6K11XRY0Y1R3zfSBq6rjvipS9lYEqwDW0x3bF+eIVuPp+v6xDpR1/axC27O6Q537LsbPexUa1AqzSbabbLqEg8y4QkUN3POy/r9q0CX//aPuTz+VBNeFqO4Hz6NV7yI+gYhxlMceHPBbgX2YzTdbvWdlaQp8sA1Vk0ftySyaSTMb+RIeFNEMQZzeLiIiYnJ+uqNyLi8Ti2b98eutJIyCmXyzh+/Dg++eyUU6mW0RbTUaowoWhUsS3ceVkP7jswW1P51k4//vDpbOYgvnNksSbpw/3+XvGi0kglHo+jXC7jFoFgNHUgV7KxfNpNMp21cP8zs3jw+XlkivbpyihDpsjQmzKwvd3AcUlWt6EBt+7uxPUX9UGDhs8fnq8TWrJj4PX6quDXetz9vkGfJxLXAOrSX/j5vvOybtx5WbezL7wK6x6I3fbYmPS8vOOifgCNpcC0iozADtRosonKMVYdTMViMd+F5jLPfNiFy6tFLpdDuVwm4U0QBLEehKlyA0A0GsU555xDoruFFAoFnDhxAvd/fzzQmx0zNNy+tyraRNU5PzElW6wXNYCSBdx7YBYa/Bcfcv720DSuGB6W/p2hKgL9FtxxUccXibm37ZEXF51kkaWCBW8QicVW4vLcKSXTWQsxQ8O2dkPYKMdiwN8cmgUDw1XntuP6i/rqKpcqXT+9yCwbssHItRd0O770oM8TDabuf2YWmgZhegg/3w/dtLUmP51vA1946VcF5scjbAOfVpKO1lshGrVHDKXr98PU6/3bKmiaFtjIR+SZ30i4Pd8blY2/hQRBECHhzXBUq0i6rmP79u2b4kd7s7CwsOA0JPLL39YAadqFG1XbAheF3ugzLv1ip8W4TIBPZSp1nSPD+oEZqgsyY0a12u5dSBiNRvF/RrP4//aPK70fp2gxFCy557w2rq567fP4Nh7xB0ApWxoIXrgnaz3O8YpzXavNWRdhrax5FeKNZxRtnyxasS9lOsLbslYvOzsQTasZMPSlTNyypyO07/2BgzPCBbdBkYcyeKLKMyfLgbNLG5Xl5WX09PSs92b4cuYmlBMEcdYyOztbJ7qTySQSiUSduI5EItixY4cjUIjmyWQyGBsbc0SYn73k6zfvqKlgypDZIWSPy8R+2a5+Zp+PveKTP5hz8qI/+tQE7j0w25AfuHi62u7NnjYMA595zr9Lp4yZrOVrk+BVYc63XprBu794BDc8egy/+9WT+Nl0EaXKyr5wsS7Kx/az0qiybySNh27ail8aiKIVlmr3+ZZtHxhDzKitIMcMDe+9pM/5t6xDZ7PETQ0a4Ht9LRdtfPIHc9U1BQCmshXce2AWDxycCfVZfgPaZpohfebQVNPnfb1YWFhY700IhMo7BEGcUTDGavzchmFg586dNU0YbNt2Kl+RSOSM7pK21jDGcOrUqZrHWpGGIFtUd/FQXGiHCIo+81ukV7QYHnlxEd85shzYREeFT/5gtmZgkc/nMZ0Nn2ABrAhPP5sEF+beivBUpoJv/rxeYMuSRmQCfzpr4bbHxgIzt/k2qHTrVMFri5FtX6bE8MEreuquiWvO62xoAaMKGoC3n1frd373l44L91tDfWwmEL7Zk9+AthkP+3RGfG2upy/ejV9ueT6fr8ki34iQ8CYI4ozDXe0WdT7Tdf2M64a2UZidna1boNWKNIR9I2m8NFWoe58nj2Tx7V9knel1Pi0u83Nzsc9v1DLLw3Smgin1Jom+FC3U2Vca8Rhz4Sk6Dm64OA+T3DGdtXDDo8dqhIzfNorsB94Iuv2jGdz/zGyoSrdR7WtUZ5doi+m4fW+X0jFMn06K8QozUVJHq/igKBJSE1+Ffofj8VeyuLA/rmTp8Gso1ciCWU5fysSUYGAY5j2DWss3isoi640uvDfulhEEQTSApmkYHh5GMplEd3c3Ojs713uTzhps28b09DSSyWTNYrE7Lu3F9eelHNGra9Uc4bA34kPj9YkLFqsXaUWLSb3LbrG/byQttQQ0I1xEPHJ4AbFYzLE8/e7e3jo7RBB3XlZtXy46Dhx3VThshZIvHOXWk1v3dPpuo9d+4BU7Dx9eUBLd+umum30pA3dd3oPf++Ue9KUM57EPXdGDL/7GtjoxKto+nhTDbRzu/XHj7cTZLB9/pt5SlBH4zFVQtXTIBq4a5Isr949mcNtjY7jh0WO47bExocVIdG0GLcJ1w9dX8EEBby3vttI8cHAGN37hGN756DHc+IVjyjYbFftTI1nhawlVvAmCOOPo6OhAR0fHem/GWcfy8jIsy0Iul8M/Hcvh8z+ax3S24lQdg4S23xQyEE5IevO8ZVU3v+SNRluFi5jOWjVdKK/cFkfldCwe39+Lh+LSSvb151VF1rv/9wnhwkEOF+dA48kd7vQQAL5RjPyciNqdq56v37+8vlqsUvEVJasUynadvaNoMTxyeBFX7+pAJBJBJBLB53/zNXjP//q5MCGmEWyGusqr7Pj7dRgF/I+b9zuyeyCKH0+WahYPuxf0el+rsmjy6vM6UK6UlbK/Rdsl2zPeWt678JkLcyDYZqOyyJqEN0EQBHHGwxjDzEy1aiW8wR+cQywaw9XndQh9tvtHMzUZ3Dyy794Ds05Gc6NC0q+67iR9uHzIMbNa7ds9EG2JxxsQV9BFqSAX9sfxyR/MOgMH7h2+sD+OTzw765tY0Zcyat5PNqi4amcSh8YLviLJ3YCFxzkKO2KmTaHo5vsc1GXyLoHoDoP3GN7w6DHh86azFei6XhOx+Ll/cx6u+czPWtYy3uuVlx3/O365H/93Iiv02wPy2RbR92qpYIttLgJUOonG43EnAUf1vKim/vDjLFsUyoW5Hyq55SS8CYIgiDOefD6PYrEI0zTFN/gKw6efm8RbzkkKX+9XXZ7OWvjEs7N427kpPH00V/PeMk+wG5Ubesl1L186nTpx52XdmMsvNF0VDTNNLxM8tz02FhgT5/0MWdb2dRf0ONV3maBmp//GK52ianzM0HDL7g6h6ObbI/J4mzrwe79cLxaDZjxU8BNmXo93Pp+Xrj9oFG8XUKA2u/3WPZ24clscV26LgzEmPKaya0VFOKtum+xxXddhmmao9vWqawm41Sxo4bMfQdnwpmlSAx2CIAhi82DbNjRNC93QY3FxEalUCt/++byvLUG06OnWLx8PfP+KDXz/eN7pWujtdOgn3INu6H6C5qGbtuKjT000VfmOmo01R3GjYtsQiS+RkC+Xy4jFYigWi77pLryhzV8fnEOhUv/3a18jzp52C+h0TEepYjsVfNEiSf6aVmRHh20SxAdk33olG9hcSQV3c5xoNIrrX9vnO8Boi1ZHjpmiXTfY8A5Eguw+QahUi0ulEqLRqFR4iwZHqp9/3a6U0FPOUUk5Eg0mh9IGPv5MdXbM0IB3X1rGf3/X65S2aT0g4U0QBEE46LoO27YdAa6SDvDYj8bwX/7xJ1gKWEzWlzJrfM4c1Uzl5aItrQj7Ce+gG3pQJXA801zFm+c2A3IRGVTtDbJttAm6Icre07ZtlEolxGIx7BupPtfdVMeNxQBLILoB4Nnjy7j9jbVrKbwCerloI2Zo+NAV3b4CutlqLkdW5fd7D96N8U++O4UfjYur96pky8xJsOHfIzd1x6fEEDPqU1FEAxEZqguBVQYlpmlKIxfDNiziuNdX3PbYmPR5qilH7t8Ar1/cYsCjP6gO5Deq+CbhTRDEGUMul8PMzAxs20ZPTw/a2trWe5M2JVxsM8Yc4SCqgv/2p5/FgV/MKb2nt4FJq/GLVgu6oQdVAluRX+wnIlWqvUGLPfMVVhNZGPSejDGnqrlvJI2HDy9guX5M5Mt01sI7Hz1WI6waFdCqnUlVuP61fbjmvM5QdgkAODzRnOgGqtfgvQdm8fFnZnH9a9rwwbdsrdkO1eOjat8Ia2Pi7y0alOi6XhcF6sa99sC97VGjuh1eQe9e6MvxO5+NxA3K/OJfPHhiwwpvihMkCOKMYXJyEktLS8hkMjh27NiqNcs4W+AVb13XwRirWbQURnQD1bSNa87rbGp7RFVdjkxcb2s3nBu6aZpIJpN1XUovHqrvWuoWNK2KFpSJDpWItH0jad8IvIpdG0On8p6WZSGZTPpumwruuDi/pjt+NgPZMU7H9Jr4uwcOzgjj8AzDQDKZRDQaRT6fDy26+X6oEhRHaDPgGy8v4/f/8ReIRCKIRqMA1AcYfufDHbUoErcygmZV/Lr3PnBwpk50czIlhjsv61baLr/vkt/1IUN2zqwNvMCSKt4EQZwRLC8vI5utrX6Mj49j586dG7qZwmbBewzDiG532gYXeu5BUXdcU7Kb3H5xt/PfIhEBQNi0Q9M0xONxJ+qQb0cul8P+0QyePlo/QLtqZ9I3naIRZKIjSIy599XQIM3Gdr+PqsDL5/NIJpMNJ8a4eeJI1vd9/Ow2omOsa1WrCq/ET2etGlsBT76JRWO4fBi+A22VhZt+syZudg9EcfWuNqW4yRcnS/j2z+dx/Wursz1+syvubdQ0QKYd+eunsxa+c2RZSXirzKr4pYF8K6Bhk9cCxvPCvcfbb+YmrK0IkJ8zI+QalbWE7kYEQWx6bNvGyZMn6x4vFAqYmJhYhy0iOKa+kraRy+VQKBTqfK8P//p2dMf9b5TXn5eqs1F4m6Rc2B/H1357B75x8w587bd34I5Le2GaJkzTRKFQqOmqWCqVkEgk8MjhRaGgdjep2TeSdip6jeJnCZAJci7G3Pvqp/3d7+P3nm4YY8jn84HNclSwmbipDcdbcXfjPsYaqoswVSvQf7Z/3PfvsuvFW2FV8RjvHoji7msG8eAh9YHnw4cXnEQV0fGJGRouHorXbKPqvr84WcIHvjYW2BQnaAaERy3K8Nsc73Xtd7wbsRv5ITtn7750W+j3WitIeBMEsalhjGF8fFw6tby0tLTGW0S4MbTaCmcsFhP6SB/+9e34xs1V0fyhK3ockcsXRh4aLziCQsVGAVStMtFoFOVyua6aV6lUkM/nMS1ojQ3Ui4B9I2k8dNNWfOiKnuCd9tCXMvAffrkHb3tNF+LxOBKJBJLJpPO/913SL+0U2KjXVybwROI/Go06wtfPzhOErq0IaBmq4ipbUu/6aMPfpqB6vcg6rH7j5h14+v0X4Bs378Dd1wwCgG8DHC/TWQtPvbKARCKBt72mS2jLODReaHhG5cSS5Tuo2D+aCUxE4UkmpmkiHo+HiuTziumg493KbrF3XNqLGy5oB7/UDU3DzZdt37D+boCsJgRBbHKmpqawsLBQ97h72nagbQx/fP1r8a7XD6/9Bp6hXHFut5LdxOsL9auqcfiNXDY1rmqjiMfjNVVuESoRa25kFVsNwC95Gu7w6ijH3bzFzRXDUZQEMYn7RtK4z8fO0JcypNaJMOkehmE4r3n48AKWS3JxbGrARf3ixkK8+sjfJ8xx9Vohwlp0H3x+XlpNDbNwkyeceJsChY3X9MKv3at3dQgjBv3Oc1jcizX5cZXBz0elUoGmaahUKqhUKojH4zBNE5qmIZfLIWbUf5eBaqdM1dhD/njYyMcg7v7V3fgf7e0NvXY9IOFNEMSmJZPJYHp6uu5x70381HIJH/nKTwCAxHeL+ML7fxkjf/zNUNnHYRpz+FXNZDd3Tat2LlwRmVUvt99nhhUBMhHHAEdk89zvFydLeOejx+oEuMxvvG8k7XjPObJ97UsZTkt3v/f1PkeE2/oj2z8NwNdv3uF0Nnzg4IzQT88Je1xVK/sy/OLswg6ugHqhza+haDQKXdfRFhCh58UthguFAqLRaM2gMB3QRj4s/Dz6HVf3+fB+R/isVCKRAFBtQ+/uLAtUr4mrdqaUYw8B1NhNVCMfNU2T+s+j0eimS68i4U0QxKakUqlgbEycCSu62eTLFu558mUS3i3k4/9mD+76+8O+z2mLVR2N+0czdR38Go2X++AVPcLFjtwX666OX73Lf/o6rAjwq+jtH83gO0eW66rBL06W8NGnJnD3NYO+i9yuOre9LudcVcDK3tfQDVy1q90Rkjylxi3u3dYfmQBMRzUkk0lYVnXfeWVYRlCjE69Yb0VkowzRMTS06me+09Vi3j1A4oMR2QDj31++BX/xT+OB3UTd8H0UikhNg7+TOhwqUZgqiSjFYhGJRMLJe/d+T8IOmPjgI0xL+kgkIs0Xj8fjTc9GrDXk8SYIYlMyNTXliAAvspvN+ELzOb3ECu96/TD++C1bILvt6Rpw+94uRxROZSq+i9vc+C0O9C7EEzXI4RXGWCwWuB/cv/3B0/7t+w7MShep+U2HP3x4Qdrhkj/uV8mPxWJ117R3X0VRbclkUrhItGgxPPSjWZTLZZRKJZRKJWeRaTQaxTMny/jdx07WLsqTiBhuOfBLvvDCj+svDUQxnbXw4mTJGRy5IwiB5iMbYwakCwzrFm5GNVisXubyARJQHaDw5izebf61L1bF+u/9cv1ahLaoJv0+eDtE8moyAGRCVM+DUInCdCcN+WHbtmO54efz6zfvwMVDcXz8mdnQSThhBli6riOZTKJUKiGXyyEejzvpSvxvfhGIGxWqeBMEsekolUqYn59HIpFAqVSqmyb1m1rO5XJOpB3RHLZt46pd7bCsCj7+zExd9e+6XdUkktseGwvdVCWo0uuumN3gqlq6mcla+M4ri/j0c5OB1eyguDW3jUOGiqjwq+S7PcVuZNXBSCTiCOIpxUWiQHW2SLa/suolt1WEEd4A8IGvjeHEkvy4PHEkizsu7ZWeb5VqqoZqjrk7Zu/eA7N4aargVNTdx/C2x8akPnb3wEnWnKVoAfd+bwJ3XtZdY+Xhx1S0xaJZCnelttk4R/10/KD3Gm+VnzoSiTjrE7zdIsOgMsBKJBKwLMsR3JxCoQDDMBCLxZxZGxLeBEEQqwxjDKdOnQJjDKZpor29HUtLSzU/0H43m8nJSYyMjKzHpp9xaJqGYrGIz70wL5xyf368iFgs5is2Y7EYDMNwWtSXy2VUKpVQFhCZaGmL6bj3exO+2cWcoCQGlRxvFfHUiN9YRDweR7FYBGOsoZkD2f7KcpH5+4QR3vtHM76iG1j5LNn5fmmq4Cvy+lIGlgqWcOHf469k8ZPJAj51Y63PXWWAVC6XfSP9ihbDfQdm8dadbc4xkdkudE1s63B7vJvJipd1iQTCW6lk6w8Mw3CEt2xAooJX8BuG4czyRCIR6LruDEBl2+KeFUql1NrMbyRIeBMEsanI5XJYWlpCLBaDbdsolUpOKgPH72aTzWaxvLy86RbkbET4DVDerbCakNCXMoUV2d6UUec3TiQSNa3MVabDZQMtBqZcafcbHKj4WPnATuTxBqr+Yb9tDVOB9CZuyJJWgGpXztseG8N01nJEdZ/PAEEkNt3b581g98Nvuzhum5DofO8bSfsK70KFSTsqAtWoPbe//uHDC0pOal3XAxvqMAC3/O9j+NLNr0GhUJAvvGXipkE8wg+o/c0KGrztHohiPGMpCWn+3l/6yYJj87r3wCy+9JOFugGJ36zPOy5amSUM0+FTtC1A9RouFAqwLMupYBcKBWcQo9LwJ5lMoqOjo/GNWSdIeBMEsWlgjGFpaQnJZBKJRAKZTAaZjLja5yfaTp06hXQ6vekW5Ww0uGjwq+J+58gi8uX6v8XMqpjzVlB5J0W/LoRe9o2koWsaPvfCvCNG3n/JAD4maaziFkgPHJzBt17JSsVY7+nIPhkaaqf3942knVQTjnvRnmhQ+L5L+nHFcFSpu6JXdHv3x8vTR3OOeHEvPg2Du4tnmIq3SmXZZlXrh5949BsoqCSLvDhZqhNyMngedLFYxPWvacM3Xl72ff5cgeHJn83i2gt6Qs9meI8lv378tvX681K+i1pFiOw+J5YsfOBrYzXi22/W5x0X9TuPqXb4lOH9fnsXFAdty76R6m93X19f4xuxjpDwJghi0zA1NQXDMDA8PIyxsTHhD7YKpVIJy8vLaN9E2a8bEXc3PlEVl3fj895A22I6/u0lPbjugh7ptPL7LxnAr4ykYFkWLMtyZjW8iw95O/i3vzaJt5yTQjKZdLpjBgmhIK+qu4mNaqQfgJroQBGiQeGBkyWlCh9vc+8+VrIkEl1D023ugdountFoVPl7p+pbFu2rex/TUQ2mjlAJIl5U0zfuunylQdKdv9yPp44s+1bUAeBzL8zjLeek8Ltv7MH9B6aVZzNkswdh7SFByOw+3sf9Zn3c23rdrlTDHu9YLKY0qA7KXtc0bdPOWpLwJghiU5DL5TA9PQ1N0zAzMxN6kZebdDqNaDTawq07O+ExdDKhIBM7cVPDW3Yka0S3V3Te+70JFEvdeMdF/U7uMa+G5/N5MMac7nr5fN75b8taEQlBtg4/r6rXl9vKhh8i/va5Kd9qY7FYdES391iZerVS63656sJEjl9V2S2CisWik+UdhMy3LArO8zZ9uf+ZWWd/lksMGoD2mI6lBtM/gmYt+lIm3ndJP64+rwOMMWdxn08vobr3vvq8TlQsSyiYRbMZV50rD5YLE7fXKvwGqm4/Oq+4e2MWL+yP468PzqFQEV93uiaubofZFndW/0fybfjVN27c1vAySHgTBLHhqVQqOHHiBIDq9GwzohuoVu0242r4jYa7cuUV335eVa8ICppWBuCI9Fwuh0gkgkgkUvP5jDHEYrEa+5B3m/rSJm57Y7V1ez6f9/fvuny5+0bSeGmqUCM03PaLVuB3rNz7KTpWFbs6ixA3tbqBj0rFuS2q4aGbtjpecC9uq0Q0GoWmaTWL4vyIujoetsV03L63S9qlkV8XDx6ag3fMwAAwMKFoD8LQgO6kfyMiPpvgrcaqVO01jTeGgbArZVB2exjfvJ8diS9UFiU9yXAnPL13bx8+/s+TwgGmbduIxWKOcJbluIusVhze2VQF2aDNbZf6j1/9v9B1fdP1ZiDhTRDEhoYxhpMnTyq1Glelp6cn+ElEHV994STuefJljC/kMdQZx2+9rg1v2VG9cYvEhQyv5zVMS29A3Hqdt7qOxWI1AkHUEbJQKEDTNF+val/KdCq7+0czePporibP+emjOVzYn2mZ+Fb1B8uOSaZo44u/saPucRVf83KJ4d1fOo4rdyRrPOHAivDSNA2JRMI5hnxxs2wQLPIpl05XQoP2VdbBcbnIfCvzMrh9RDRr8btv7IFpms4gwitsLx6K1x0TLzZzt4Q3aqL3APnA8uPPzCIaiaBULivZSvwE/HUX9NRVk3mzpO3tBo4L7Cbb2o2agcabtsVQvqwbjxxexHS24gxUr9xWLVJ4F7HLuPuawcDOpkF4B81A/YCrULY3ZVM0Et4EQWxoFhYWsLxcv8BJZSGaDG5LINT56gsn8ZGv/MRZKHlyoYC/eqYI267aMVQ9tCKLhqroVDnnxWLRabLB8S7mYowhkUj4elX3DsUcga5SkW8W1bSTMAv4wiRlLJcYHn8li+64hva4UXOM3/aaLgCoWxB3YKyIzxyaFp4Pv2PWTLJL2Ni9mFGbKOLMfqRM3LKnA78ykoZt29Js86eP5nDVziQOjVdTS9KSVvHu6yEWi9UIb9lgyWbAPd87BcZWbELTWQufPDiHaDSKt+xI1lSuZcf0kcOLuOa8zvr3t23Yto0HbtwqXWD57i8dx+0Xd9fM7nivaZ464p5N4hGgsoHXHZf24vffPNzwOhz3tuwfzeBeySzJZmyKRsKbIIgNS7lcxsTERN3jKlFTMjRNozSTBrjnyZfr0kncYsPPQ9uXMnzFsooQ8958eSwaUH/Obdt2xLYsIcWyLNx15RCAcaH45hXta87rDF2Rb4Q6W8xpYdjIsfK+L29ipFIpnisw7B5YWTTKBZbXVhL0HfQ7ZkGLB9sk4rYtpgtfe/FQXDqAihq11qN9I+mairR7v2TC9tB4oWYR7Q2PHhPaXWT77GdXES0YLVYYPvPcFCqVbnz+R/OYzlZ834PHdvoNTD9141ahgF0uMdz/jPh75GzPafHMbSl8RimRSEDTNPzBN17Fj8ZXBPAbhhK45x07pKLcL/Un6LleelMGxsfHsWXLlroB90aFhDdBEBsSxhiOHz8u9D82U4Ek0d0YssoSFxsyYSBL/nCjkuLAxYGX+5+ZFZ5z3tVOlqDAF4vdcWkvDo0X6radX0/Xv7avZU1vglBZUKdyrEQC7NY9ndKqoRcev/fWnW2OZ9iLvPq6ANM0oZ3upOiFHzO/fb19bxc+8exsjSg19erjstfKIiEzAttKuVwWetRVB1hB10Mul6uJffzdvb24/8AUipJFhyKmsxb+6pkZJetWX8oIHAj5CViLQXn2JpVKOd+pfD4vrKT/aDyPD3/zVfzpWwfqXi/ajhcnS07WetBzvdy6pxNzc3OoVCrYvn174PZvBEh4EwSx4fjqCyfx5996CaeWikJh0UwFcrNURTYagx1xjC/WJ1lwsSGrxMYN4J2ulu6y6laQ6JQ5C/wcByrJG4BfAyALV3/6Z2iLGcLUkEZTTSKRCEyzevv1DgR5dblcLtd5hTl+x0qYEKMouN188gdzME0TV24TH2DZMZvKWrj/n6ekjXjeu7cvcGFmffXfwPsuGcDlw3KLWNjBkWgbVN9DZdahXC47i32v3AZULu3Gx5+ZVc6/Vo2CjBkabtnTiUd8ihGypk5uVGZDGGM1A1m/zqQ/Ghd/92TbIXo8aJvboppzrWymggoJb4IgNhRffeEk/vgrP0ahXC13iWwkzVQgN9MP9Ebiw9eejz/+yo9rqnZusSGqxMaN+qxgWXWrGW57bKypvGO/aXwGYKlYjexri2jIlJj0c7wxeED9QINXQv0WC2uahmdOlvGZ5046NgPV/VL12gdRtBg++/wMrty2VVhBlx0zmWDk8Yxv2lb1C/v5g4HawUU0GhVW3d2EteCIFgqqvofKrINlWTX+bP43byVfRFAUpMi65ZcUoyKqdYWfRe9v54OH5nyfz73uYVJbVIkZGm6/uNv5t+rCz40ACW+CIDYU9zz5siO6OV4bSTOLs0h4N8ZNb9iKqekpfOa5KanY8FZi3ZVuN0GVrLBwYRHG6+9GZcFexQYSER3/cPPOOhG4fzSDBw/NCdM4vAMNlQi+7x5dbngNQyt95zNZS+qtv/68lDABRXYM3fGM5XJZuTtpJBIJFN1A+KYzIjEY5j2CZmhkgwo/0e3ugipbENufMvHZm+pTPPrSJqYy9RGCqk2MbLaSj60yyNs/mpGmz3CKxWLoLrSquDP2ARLeBEEQDRPkJQbUb5DiphXtYIyRAA+JZVl409YYrhj292s3i2yB2O6BqJJgbyRtxHs9yeTEdLbaRZNXbPn2Bol293ar5Cs3s4ZBVWip0JsypN76J49kcdflPcKmSSqzUe489mKxKB2QyOw2IsI0nSkWi8L3Xq3GNfw68ePrN9fGQYqKC7e9sbvm+uO87+L+atMpQTFC1WrEoD7Ie/jwgu978TWtKoMmGX7fef75fBtJeBMEQTQAYwx9KRNTWXHlxk3QDdJvsdEFF5DwDoNt2zhx4kTTjYuC8Dtnd18zqLTYCmis6uu+nmQJIH0pE7quB2Y0++G34JPTzBqGMELLjyDRZjH5d1B1Nsqdx55KpWDbtrMgkdNMHF0QhmG0tD+AHw8+Px/qOpEVF655TRc0TUOxWKwR3289tw3FUlE4aP3STxakXmwRokFePB6vOTdB1+Jdl/cIq93XnyeO8Lz+vPrmOn7fee8AgYQ3QRBESBhjmJqawi17OlrSntuvanj726oLn4hgbNvG3NwcBgcH8Ytf/CLQr+muWHsXJHJ2D0SFrw2q9Hp94SqdFhtBZmW6ZU9HnVBrpbWDs1YpKjL6XKItrIiXxf09fHgB9x2Ylc5OlctllEol6LqOeDzuJI+oLpBthEKhUJM+okKYKDzO/tGMMB7Rywe+NoZP3bgyo+Qe2CQSCVQqFed4RKNRVCoV5/toWZZ0IFRo4BJ1X9c8MvDwqZVBkOy7rQH44BU9uOrcduG5k7WblzXX4cdW9F13/zaQ8CYIgghJuVzGzMxMaK+mjLXIXj7TsSwLCwsL6O6uTm+n02ksLS1Jn++tWMtEt0yohD1nzXj9/RBdg7e9oQdv3pGos8Kko1qg13X3QBS6riMWiykJyWb2K8gCIN/GGO6+ZktDr/XiFoAqmfu8QyhQHejxKqmfLaeZBlpuyuUyNE1Tms3xi8K7elebdHtUz8mJJatOfPNBiHdwUCqVEIvF8OTP5vD5w/O+x0FmPeKe8qBB3n9+erJGdAPi73bM0Bzvtd/MjqzdvB9Bvw0kvAmCIEIyOTnp3PxUfJZBN16/XOloVFxxJVawLAuLi4vo7u52bDm9vb2+wltmu1DJ8gbCV3pbNUiTvbc7qiyRSOCb/zJVJyJNXV79A1aaiYhsFCIikYjThVC2X5qm4f+MZvD5FxbqUk9UBpZugQTUd/Z0I/PZymYtvKj41WW2L9V29I0uqgWq4l51AaBfFN7PZsTbc9W57aEG+15LCB8YiH7vgODj8NGn6huQcfj7+A3yotFoTXMcL6KElUgk0vIFlUG/DSS8CYIgQlAsFrG4uKj8fJUbr+yGcseV28jf7aFSqUDXdRQKBcTjcVQqFWSzWXR1ddUcq2Qyiba2NiwvLwvfp9lZhkYqvau1GM5NLBZDLpcTisiKXe2omDA1TGct9KVN3PaGbrzlnJRjA8jn80gkEjWvi8fjwi6qjDHk83nsG0njmvM6YRiG066bMQbGGJ782Sz+6tlZ4fXvF/PHGOpEfJDnXOSzVbFXcFSuiXw+7xyPQqEQWH0Os/hUpTKey+UCs8WDEG3Pg4fm8PDhBeli3SASiQSKxSK+c2RR+HsXNcSf6z4OfmsivFV57zGKRqN46pUF320UDahN05R65/3Oh9/fgn4bVBYtbxRIeBMEse5MTU2Fer7KjVd0Q/nA5UN4z1te25qNPsPI5/NYXl7G7Owsurq60NVV7RI4OzsL0zTR0dEBxhja29ulwrtRb/IDB2eEC676WljBlqEizLgXWCYiM0UbX/rNnTXCzeuFtywLyWQSjDHYto1SqST0y1e7PlZFdqVSEQqKz71Qv1CvaDE88uIi3ru3Dx//58k6geKNX+NVfJXKZDOZ66rXRKFQwEefOoUXJ1csDTKBryLm949m8ODz8zXe6ums5eRde88xH1y1kuUSw3IpvJiPRqMwDMOZIZH93hUlb6060HX/VnqPh2masCwLn/uRfxKLG03TEI1GpTM7fgUTAL7FlKDZrbVaJNsKSHgTBLGuhK12A+qVVf6DbRgGhoeH0dbWRtXu0xSLRVQqFUfkcXENoK46OzY2htnZWbS1tdX9zU0jFetbv3wccwVxTXAobbREdD9wcEa4mCuMZaFQKPjYl8zAammpVFKKVotGow2nnkxnKnjTthjKl3XXCJTfeUM3rt7VgY88ebLGNhCmct0oKtdELBbDH33rRI3oBqrV2j/57hT+7LqtNccuSMz7RTwyAJ/8wazw/G4EdnTW55aHXZfSikW4pmmiUCj4frbbbqRpGmKxmGP5EKXR+BVM+H+L/uY3QOCQ8CYIglBkfn4+9GvCVlY7OjrQ3t4e+nPORMrlMorFIuLxeE2yC6+w6rpe8/xUKuW0is7lcvi/y3Hc/cQJp5LYFq12kFOpSnn56FMTUtENtKbRjreabjM4/z40XlC2LGiaJhaRZjXtpFUUi8VA20PQ9S8SKO/7h9GWdxFVmS2QXRPXnt8N0zRRKpVQLBalPuIfjedRKpUQiVTbxZfL5UAxHxTxKKoUq3RX1DVIW74HdZsUoQE1NpSoBhxbKDuNp/jASHa+22I6ShVWdz1ePBR3urmGTRbi8JkW2WcbGuo6sroHjMlk0sln13Udpmk2ZEVTHXSQ8CYIglCAMYaFhYXA5/Eb/HTWkt78ZJXVtrY2DA6ublVvs8Czf9PpeiGsaRpM06zz18bjcaTTaWQyGewfzeCvfnAcZdedfLnEnCYrXPB5PZuyGLlWd7AU8cSRegsLf1xmJfbe7E2zmt/tFZF9aRO37O5oqRXGsiwYhlGT9OEl7MzC/tGMNMe50XMQZrbAe9weeXFR+Dw/yuWyI76DBnirlVx03S55BvWF/fGa7SlUmG+EoNf+45eYIjvfV25P4PvH887jbVENV+5I4unRHIqVxpKFgOpCRS68ZZ9952W17dq99hLumwfgWKuCBozNRGg206hnrSHhTRDEusHtDn54b/Ai0e3nBbZtm+wlqHq4dV33tYqIFvsBwMDAADKZqoguC+7kFkNdlbiVyRPNRMfJKpQ2q143Kjd7xphzY+cDC1H+s6zZR1hLh2VZvtds2JmFRiMG/Qi7wNF9LUxlKg1dC+6qpp/tIKh7p+jIxmIxabMew6gmIf3Bvu0ATuCJIxnHtvTOCzpw15VDyOVyvte/G9HvlV9iyt3XiLPRnz6aq3n/kgV8/9iK6PZ+pkqyEIAan7bKtfb94wV8+rnJur97Z22CBoyi41WoMOwfzQReJ1TxJgiCUCCbFVcj3QRNGxuaeGU9x2udONvgNpFYLAbTbOwnPxKJYGBgADPZY9LneKuMzbQ95+weiDYt4GUzJLqmXjmORCI1IoIvknTj11XTbelQHUTwBikywqS5rEYFOIxtQOVakFkieOvxMKkjovPq5u2CLoneODr3eXLPbHzoV7bijktrB1wi0SeaHXnP67vwlh1JpX0QvZ/7fN/22NiqLLgE6hsL+V1rB06WcN/3TjU08yG6/h88NFeTi79ctJW+7+VyGYxtjo7EJLwJglg3ZOkYboJuGH62ykQigeHh4bCbdcbAGEM2m0UymWxqAGIYBhKJhG8l0Vsl9hNmXNT4wavEMoGhEh138VAcEV3s6b1uV0q5cuyNVMzlckgmawVUkGXjxclS6MWcpmnCMIym26b7nTfVPG7V9xRZA1RE+l2X9wi7ZN51eQ+AlZQNFdzn1b2Nfl0S3eLZv0Jf/3m8y6Z3+/aNpPG213TBtm3htruv17Cs5oJLHmmpwt8+NxVqgL1vJI2rzm1HNBqts1LtG0nj4cMLdUkwKgN2xhgsy2q4uLCWbPwtJAjijEXlxz1o2liGaZo455xzNlVjhVZiWRby+TxSqVTTVSAeE/a+S/pxzz9NoOKxrhqnq8duZOctHdN9q5FeW4ZqZVUkakV+XADY1m444iuocsyF74GTJfztoWlMZ6oNa96zpwtvO78rlLc0zCxALBZzFh42i6wCvK3daHhhpcpsgWEYiMViSiI9aBAU9hoOMyPg9dM3MlsjGxjoui6siPtZUdzIBkZhF1yqdnM1DAOGYYAxFmjfiMfj0t9m2feWn0fZ+oVmegGUy2US3gRBEDLK5bJSBevWPZ3CSpiXmqnhlIkPXn0uLjhLRXe5XEa5XBYuomwExhhmZ2fxby7dCQD45DOTwlQTNzJhBsaEYkPmQVWtrAZZktycWLLwwMGZwLbVvLotEvX/4wfVa/L6i/qU859VRYVpmtIqaSOoVvbDeOn93lPXdcTjceTzeeRyOem14E7f4K+X2cZW00KgaZpjH6pUKg2JP1HTH+4bFx1XlevVb22A7Jjevreav+/9vHdc1O9cp/F4HJZlOfsLVK1NfHH14z+dVroOLMvy/X6KGi997NphRKNRZ0DiFfeN9gIAqgss/dawbBRIeBMEsS6o+LuB6g3+pamCtHop8gFPZSv4r4+/gng8gXe9/uyymhSLRTDG6qwQzaBpmpMMc8PrtuCK4Sg6Ozt9E2lkwuw+ySBKJmpUfdhhp94ffyWLQ+MFqahwN1SRVUA/f3gevzKSQjQaxesH43hhQp4FvXsgivGMpSQqKpWKI4Ra1ZEvqALciJfe+56maToL89yDEdG14F0cGPR5buHdzGJbL6JEjr60ialM/XH3E3+i88QYkx5XmejWAHz95h2B2x00mBJ150yn0ygWi061ORpdqaYbhiEdZIrOCx+Uyr6fcaPefvXiZAkfefKkM5iIx+N1wruRXgCczbLAkoQ3QRDrQpiGFXdc2osL++O4/5nZGk+3nw84X7Zxz5Mvn1XCO5/PO9P7q0Vvby/m5qo3Yl3XffOPRWLP67t13lcialSrtY1YkmSiQtO0mmpzUAW0VCrhv101gD/57pQwj5pfpyJ7gUxU5HI5aJpWZ4Nopeh00+hiWD7AsyzLN6VIdXFg0Oe1Mi0HEC/avGV3RyjxF4lEhKKvVCrhkRcXhfspW/Qbxosdxk4DAJlMBolEwtnWUqnkCGjGGCKRiNJ1oGmaY4GSfT9ls5RuMS6axQib2OOGhDdBEIQExpjQu+onKvxuMjJhNL6gtkBos9OK5BJVotEourq6GvbOh7EdqJx79/uqWJK8iMSetxmI6vT3n7613xEyIsKKCsYYCoUCYrEYNE3Dt16aaanodNOIvSKZTArtAqv1eUBr0nLc8OhGt1Uk7HkyDENqDZoWVM6Bquj2Nt1RrewG4fc7ms/nncSS6vNWvnO/+8YepfPi/X6Ivp8q30X38frA18Zqsua3tRtKlX83JLwJgiAkaJpW9yPZSCXLMAz09vZiS/sEJpbqF7kNdW58v1+z2LbtpGysVXRiT08Pjh8/rtTtD6gXAlftTOLQeKFh24GIIEuSH25REYlE6oRzmOlvfi78xHdYgcgHqY8cFldPRRnqYSuGYb218XgcuVyuxq7AEXl7vV7lsJ/HB5bNLL4Toeu6UDCHOU98RiKRSMC27Zqigsy2wrO8ReepmVkNld/RfD6PAydLdc+7/8A00lGtJs6Pw8+LaZrKaxr80DTNWZjsFd1AdR3GB742hk/dqJY9DmyeJjokvAmCWBe8N7tGKlnbtm1DOp3GH739tfjIV36CfNlVlYkY+PC157d+wzcQlUoFy8vL6OzsXNP8Wtu28eTLc0riQCQEnj6aq+naF9Z2IBMmd1zai28fyULQP8QXt9gzDKNuUBi2AhokvhtlOiuunrpFp4rwEh2/MIOLeDzuiEvvdefXgdEtvhvx8tq23dTiOxEym4gbkTB0s63dwKdu3Op4xfkMhaZpuO2NPbj/n6eE+ykS981aaVR/Rz8jiQGMmjpiBqTnJRKJKK07CMplZ4w5CyFlx9bvmIvYLBXvs7uzBEEQ64ZXeMsqVtNZCzd+4Rje+egx3PiFY3jg4AyAajdFntrxrtcP42O/+joMdyagARjuTOBjv/q6M9rfnclkMDExseaiGwCe/Nkc/vrgPKazFhhWxMH+0Uzdc/2EACdMFZMLE/dnf+LZWbz7S8dxw6PHQotuU6+NQpTNGuwbSePWPZ3oTRmYyVp4+PCCcH85oqzvZpGJS/fjQcdbdPy4sLvzsm70pQxoqFZk3YMjoHpskskkCoWCY83wXnt+TYTc7BtJB36el3K5jPdfMlBNx3HRjEUjSEQGiW6gKhBvePQYbnj0GG57bAxP/GwWlUoF+XweV26Lh9pPle+LH6rfJdnzMkUbd17Wjf6UWbe97o6WQfD8db/H8/l8qLU+QViW1bIkoNWEKt4EQawL3oV5fovj+CIkm1XTKKLRKD5+80U1z3nX64fPaKHtJpfLIZvNor+/f106tf3lt3+OgifMW1ahVhECYaqYImFSsSGcHldBkAJXA68Oe7dPpRKZy+XqFkc2w617OvHJg3M1LcG9ojPoePsJu4du2lq3L9Fo1Ml1LhQKdVX8Zq6/Rmw3lw9HYF3Rh8/+cLYlC0xLpRJisRjK5bLze/TAwRk8cSQrXPwogz+VXxe6puEt51Q7ZLaiy6iqlUb1u+T3PL69kUgEpmk6YjuMlU11lkgUw6iKaOZm167yhu/dQMKbIIh1wRuVFtTm2c3XfzqP+zdBa+DVIJfLQdd1DAwMrNs2yBatisSBihAIYztodftzi6FmwGDbtrPYLqjJicqivlYOjHhG9ud+NCcVM7LjzQC889Fj0veezlo1f9/RGcHfvGv7hvTNXn1eJ67c3pr1G94FhkNpI7ALaRBFi+FzL8w7wjsMKufP0KqVY9F1p/pdUnkeXzhrGEaoajdHZcCh6zp2dEZwbKHeJrKtXS6gZZacvt4x/OYv7wq1nWuNkvDWNO1VAMsALAAVxtheTdP+G4B/DcAGMAXgdxhj44LXXgfgEwAMAJ9hjP1Zi7adIIhNTCwWq6kE8h/oR3+8hKnlMvpSBqYkIkuxT8oZBW//nkgk1r2iM9SZwEmB+BZVqFVu8GE81I12MvXDLeYLhQIikQg0TVNqcuI3EPCKOtXKrMzDnkwm8ZYdwFt2yC0sYQawfhxbKOP9X3k1cHGbd2CxeyAqFK6NtqYXUSwWW+KhF4m3Vl1bwdeF+FpXOX8WW0kN8V5Pqt8l7/P6UiZue2O3M6BZrdhKN7FYDJZl4a/fOSRMNfG79mQzN/d/d/TMEN6n2ccYm3H9+x7G2H8GAE3T/gOAPwHwb90v0DTNAPDXAK4BMAbgkKZpX2OM/bS5zSYIYrOTSCSwuLhY89i+kTTe9pou7Nq1C4wx7PpPT67T1m0sbNtGNptFKpVas+QSPz587fn443/4cY3dRFahDiMEVG7sjQrLMA1sLMtCPB5Xqq7LfNeNLpLze911FwTns7uPd7MiMuziNgC4+5pBpVSTZsnn8001GNJ1XZix3SoavS683xe/rZPNtqh+l2qvlQoe+uEcgG5ULKtuGz/x7CwePDSHTIm1RIh7B05h0ksA+cBmcrkExti6WPBUadhqwhhbcv0zBQivj0sAHGGMHQUATdP+F6pVchLeBHGWE4lEhI+Xy2W8+uqr62ql2EhUKhUUCgWk0+kNczO57sIeTL6pH585NK3cXrxV1TKvMAHEN5+2mI4v/sa2msdUG9jwqLyg6rrfoj5ZRe7eA7N4+PCC9Hj5ebDfcVG/dFvc8OPtZy3Rtaq/fTVmEIJEdiuEOWOsIeHNPeulUkmasd0sjVwXbhHt/r74ncNmbVeijr/3H5hGzNR811FMZy3ce2AWL00VcMelvaE/txWzFbLrdkt7bMP8TspQFd4MwLc1TWMA/oYx9iAAaJp2N4BbASwC2Cd43TCAE65/jwG4VPQBmqbdDuB2ANi+fbviZhEEsVnx666Yz+fx6quvoj9lYkoQoTZ8FuRzA9WFX5VKxUlv2ShEo1G85ZwUrti6Oh0yg6a53cJk/2gGn3h2Fu61nqYO3L63q+59/arvvH21ZVmOKPCrrvcFDDb8RJFf9dtvcV0ulxN2WmwExqqtySORCK596EjT76fKv/lfx+D9Sr84WQqd2QxUbUG8GUwQwoxtye9Lo2iAc00BEDaEamUOuUqEonuhqK4B1+1KOWJZNghQnQV4/JUsLuyPt9yCooLQwmZq+KO3X7jm2xIWVeF9BWNsXNO0fgBPaZr2M8bY9xhjHwXwUU3TPgLgTgD/xfM60bBDeEZPi/kHAWDv3r1noYOTIM4u4vE4ent7MTMzU/e3gYEBdHZ24g+va8N/+tpPUSivqKqzIZ8bWGnK0epIulag63pTaQR+hLVohM3YFlXfZRW4ZtpXB1WSZQsz/RajxmIxYcfXRuhNGYhEIrAsC9vaDamt5LbHxlrm7/3oUxN1optzYsly4hnDHO9isViXkMTRdR3xeBylUkkozt97SR8+tn+isZ3x0J828dl3VVOV/K7hsDnksjxsANKqOueBgzM1DaV4KhQA3HFpb0sWKjfaMbRZRN/N3/uVczZFspWS8OaLJhljU5qmPYaqheR7rqf8HYBvol54jwFwz/VtBVC3AJMgiLOTnp6eOuHd3t6OdLoaZfXrF++AaZq458mXMb6Qx1BnAh++9vxN8ePaDLlcDpFIRGrH2QjIOv41SyONlLxiev9oRtp+XoSfmG3UJqPiRRcJH7/FqO5FtSqL3/p8xP+tezqd5jGfunGrNK9axZuuuhAvKC3kwefnUaqwUL5427brBk78u5PP530tDVdui+Nv4hrmCs0PIn/3jSuWC9k1/ODz87h9b1eoxkF3Xd4jbL9+/XmpwOvyiSPiLq5PHMnijkt7pYOAtpiGUgVKle9WpwyFwfvdPO+8kXXbljAECm9N01IAdMbY8un/fhuAP9U07TzG2Cunn3YjgJ8JXn4IwHmapo0AOAngNwH8Vms2nSCIjQ5jDLZtB6ZwRCIRdHd3I51OO93MOGdTPvdGSi4JIpVKYWFhoeaxW798vEbEdMc1PPzr4ayDzU7Fq1TMk8mkY+NRtSqERWWRo6jKKauyX3dBj7OdqrMCMvHPRZu7SsxtHrc9Nla3vbKBTywWw7d+Ot1Up0U3y8X6qrVKZCNvJ8+9vYVCQdjF0DtAeM+eLvzdb+7E+7/yakMLSd38ykjK8ZvLzjffvzsv6w41QwM0NusiyyHnj8sGebfv7QYAoeD30mjH0DCoDOyi0aivfXEjoVLxHgDw2OkL2gTwd4yxJzRN+wdN085HNU7wGE4nmmiaNoRqbOD1jLGKpml3AngS1TjBzzLG/mU1doQgiI1FsVjE8ePHoes6tm7dKvxRNAwDW7duRUdHx4ZfELPa8OSSjbSI0o/29vYa4e0V3QAwV2C49cvHQ4nvZluCB1XMdV1HLpeDpmkNNbd54OAMvvVK1vFMxgzgzsvEmcq8Iqe6qNP7Oo6mabAsy7H3qM4KyETb9a/tAwDhgENl4BOPxwFUBe7nXpgPPUMRFpVBV6VSgW3bUguUdy3AdNbC/c/OgIHhUzduxQ2PHvNNEFH5fI6uyUWvrFGRH43Ousi2Q9eAA2NF5zriz/OuW1AR3o12DFVFdZDZ1ta2qtvRSgKF9+lEkt2Cx39N8vxxANe7/v04gMeb2EaCIDYhExNV7+Tw8DAMw0C5XK6zTui6js7OznXYuo3FRkwuCcK74FM2XR92Gj9MMx0RQcKRCzPeiTEMXs8sABQt4D5JpjJn30gapmnioR/OYjpTCR3H5s28DzMr4BVtbluGqJLoN/BJJBKwLKvhbZFlfHPaopqwA6nKoMuyLN+0jAefn4en2SoqdvXxfSPpptJdvI1e/DpetsqaoVIFvm5Xqu56BYDX9Udx3/cnne+YzVa+Y+738LMqcRoZEIRZH6I6yDyjhDdBEERYyuUyMpkMNE3D1NQUstksbNtGKpVCLBZDOp3eVCJzNdmoySVB6LqOtrY2LC8vt/R9VafWZZF0QRVzxljDixS/JRAxQDUx4JM/mPUVIftG0rhyW7zu8f2jGTx4aM4RnG0xHbfv7ap5L13Xa4SWpolb3QcJVK/oFlUSr9qZxNNHc3VpEb/zhm5hhTzMDMXd1wxKveTXn5fChf3xwEGXn+DklhPRuRXZWNyPB3nyda2aFuH9c3dCq0tj8ROsrbBmqFSBE4kEfu9NgwAmasR33NRwdL6sJGZv3dOJ+5+ZXdeGZSoDO13XN+QidBnr34mBIIgzDl4RY4xhaWnJmSbPZDKO8PGK7q++cBJX/Nl3MfLH38Tr//Tb2PNfv42RP/4mrviz7+KrL5xcj91YdQqFAhhjm+qm4aarqz6yr1lUKnle0Q1UF+599KkJ3LqnEzGj9tryirdGmxD56Y+iVa2IyxB59vePZnDfgdmaKu9y0ca9B2adhA8A+M4ri/jkwTlMn26oIqqo+s0KmKbpZJNzZJXEQ+MF3HlZN/pSBjRU0zruvLRb2i1T5Xi7+dSNW3H9eSnop1+ia1XRfcelvdg3kq757L6UgTsv666JjvzkD1aOAxec7mPVKO7P9tIW0/H7l/fgrst7arbtD6/sxxd/89y659+6pxOm4BIztNZYM/yqwIlEwllYWi6XcWF/vOb8FCpMOKsA1IvcfSNpDLXJBwpt0cYKJ2Eq3rKBivvxdDq9IRqLqUIVb4IgWo7oRzASiWD79u11iyeBquj+yFd+gny5+sM/n1tZGHVyIY+7/v4wPvb4T3Hwo9es3kavMZshuSSIVCoFTdOQSqXQk9Awm6+/oXbH1W/Oqn5OmV3hxckS7r4muGLuHvS1sjU2T4sQIfpO3P/MrFTM33tg1vHYyiLl3E1wRNsdiURgmiby+Xxdoxm/SuK+kTSuOrfdsYj5EXbx3/7RDJ4+mnMGDzYDnj6aw4X9GccWI3utiu1AtihZZmNxi0cVL7V7gS4Xt7LnPPj8vFNRb4tquP3i7oavLTd+5847KyE6ZjJEItdv0entF3crvW8zqFjPNpPNBCDhTRDEKhCPx2uydXVdxznnnCNddX7Pky87olvG5HIJ19y7H39/2250dHRs+NQPGZspuSQIwzCQTCZh2zY+/2vbm041aSRKUITqYrRG27rLkHl7949m8MiLJzGdqaAvZeJ9l/Tj8Nii8hS+7Hm8CQ6AmkEcYwyWZaFUKkmFc5BFJBaLCa0lsoGK6vFSOcf8M9zb57dgkQtRXdelvv3bL+6us00YWmPiUaXzYiu7tXoJY+9R9ZRzMes9v34E7Z/sWglT8VYZ2G02mx4Jb4IgWo5hGNixYwcmJiZQKBQwODgoFN1ffeEk7nnyZZxcUItze2U6h7c/8DzueutOvPvyXa3e7FXHtm3kcjmnUryZ4YsT3YvtwkYHemllVz8Vwgr9tpgu9Qpzbnj0WI04ELXlvvd7E8pVSD/cwqhcLgtFttdTva3dwKdu3OpbSYzH41LR3exAJegcixJgAP8Fi/w4uO00ovSZa3elcGi8gJmshb6Uife8vhNvOSeltN0cr2WnlTMmQWiahmg0ivdfMiC8hi4eql9DIM/q1hE3tZrtBlB3fhvF71q57oJwsX9+g5h4PL7pZg1JeBMEsSqkUimce+65YIwJp9m99hJVJjNl/NfHX0EikdhU+d6VSgXFYvGMEN1AVQTk8/nQySCAXKyoVvJk6Ri7B6JKn88rbmGF/u17uwIj1tzeY0Au7ptFJelFtJDxxJJV057dex7eurNNWiVvxYxE0DkOY40AVo4Dt9QA8vSZb72SxQev6KmxiwRVrr24j02rZ0y8RKNRmKYJxhgqlQrK5TKKxSIuH47g8M5k3T66LTsceVZ3V9023vbYmPKxf/1gvch343etXHt+6ywqm81mApDwJghiFdE0TSoyVewlMgoVG3/x5M9w4+5B38/YKJRKJViWhVQqXHVto8JnKsYX8qGrfH5iRTVK8O5rBusWWBoa8OPJklKLcy68w0zZ88GCKlxktLJa35cyQlVWZf5c/ri3kmgYBqLRqLShUCtmJILOscp7ibztkUjE8bH7pc/wQUIsFgsU3Xw9Cj8e3tz3VlmjvMRiMZRKJed/Ig6N1w94w2S5i7ZP9TzuHojiY9cOw7IsfPfosvC9/a4Vd+OmIGTpRRwS3gRBEIqMK9pLZEwsFKBpGhhj0qr6RiCfz0PXdeGi0s2Id6YibJXPT6w8dJO4Cit6X37zbaTqyIW3qtCX2R8A/+g4vg/NTNm74cen1SQSCXzo66M4fGolhs8rcAC1gUqQ9SJICKocL7e3HYCT4uH83ee1XBDyQYau67AsS1rlz+fzzkJKr2BcLWuUXyOgRj5b1W8uO/Z9KaPu2qtUKjhwsiT97knfK23WLfSV4ZdedPc1gzAMY1P+rpLwJghiXRjqjOPkQnibwsrrExuu2s1vmLquQ9M0ZLNZRKPRTedB9EM0UxGmyhckGNwiQdM058Yqq042UnXkAkq1GiizP7TF/Ad7/P388qFV8TZpaYW32DAMRCIRfPBrR30FDidooKI6CPITgirHyzsjoZK+4n2t93oS2U54tZnng3sFYyMzJirnS2VfGu3w6rcdYZtXfea5KeF37/5nZnHX5T3C93rvXnHqjwi/9CKgWu3eSL//qpDwJghiXfjwtRfgrr8/3MTrz2/dxjTBV184ib944meYWCxgsDOOD7/tfNzwS1tQKBTOiOQSL7KZCtUqn6pgSCQSKJVKjhiSNUZppOpoWSt/U6kGyt5ruWhjWdKHx9SBQtnGfQdmkY5qiJrBCzP9GF+2sH80I1ywKRO429oNod1kW3u1UlgsFlEoFAIFDsc7UOlLm7jtjT1OY6BWWC/cnyG6TrxC0NvVs/qcqqdbhExE5nK5GiuJpmk110mxWKwT543OmKjMyhiGUfP5ov0IGgR5BTZQv3jSvR1hoyFl3wuLAd85sow7L+uuX0NwbntDzatEbEabCUDCmyCIdeLG3YP4z1/9ccNiZCMsrPTaLsYXCviPj/0ECwvzuOXNF55xohuozjSIUmhUO/IFCYZIJALDMOp8xrJj2Ujlj1e8VauQYe0ibTEduZLt5EYvlxhihjxLWgWLrfiTVQXup27cKkw1+exvnCv1cQfx1p1teMdF/ahUKiiVSkgkEs57tcp64RaBjVT277ysB/cdqM9Iv/68lO9rK5UKotEoSqUSotFonUDM5/M1griZGRO/AUk0GnUiIWX4fbZM6EdNLXA7+LHnx/2+A7N4+PCCcL/8vhcvTpZw9a7VtUe1t7evynuvNiS8CYJYFyqVCm7f29XQNLyxTtOLjDEsLCwgk8lA13X8+bdeqrNd5Ms2PvPcNG576+vWZRtXmw9fe35dGo1KwgbHTzD4NSXJ5/OOKHIjFPKmhvfu7UMikXDWAViWBcuyYJomSqUSvnt0WShOvvSThRqhunsgGsouoqHalttbCS9aTFqFVYUL2DAC19vOnNugwsK7zRYKhZqqb6FQcM5Lo/YHP/xmJNyi3/saQL1yy+FWEn7deOFdd93738yMid+AJMhu8sDBGTxxJAubVRebXjwUr9lvkcCWXb/e7VCt0N+6p9M35efeA7N4aapQ01QqTIa3X3rR0NDQprSZACS8CYJYJyzLcn7EgyLavLz70m2rsUl1WJaF+fl5FAoFlMvluoYkp5bEU6bNLhzdyPCZhr948meYWCg05C/2ipVYLIbvvLKAz/5wTCqUGGPCqrdIZL3vkn5cMSxO5+BVRJk48Vozqjf++mnzQtkWVq97TyePhKEvZeCL796Fd3/xiG9lnQvYRgVuJBJxxLPbNuEncNzdL0Xwxc2A3J89nbWU0mbCwK0yMpppYPP4T6elop0vlg6TzBH2fAXNlHkXHdoMePyVLH4yWcCnbtwa+vrzbodqhX7fSDrwt/vxV7LYPdyGq8/rdK49VUTpRbsHovifv/mvNuWiSg4Jb4Ig1gV+s+ZT52Gm8v/7u1a/mlypVPDqq6/63ihkN9TBTv+M283Ou14/jHe9fhivvPJK037NZDKJb/7LlFKFTVb19oosb+ybiDDihLeid3+GKOmEV/5l13NbTEepwoSvKRQKeO/ePtzzvVPCTpWGBrz/kgEkk0n8zhu68VfPzNRV+f1mHbz+5Fwu5xxLkcDZMxjHx942JG3M46ZcLiMWi2HfSPXfov2fzlr45ME5RKNRvHVnG2zbRqVSCVUBBarea1mDn1YQVO1ljCGRSITK/w67aNGvkrt/NCP15J9YsvDAwRl505yohpKFwO0IU6GXDdrcfObQNK7YGq5pDsebrGOaJvr7+xt6r40CCW+CINadMFP5bxham0rH9PR0oHgTbXfc1PAf3rLD51VnDt3d3ZiYmKh7XNYt0QsXg2E8sEHVwKBFaZxmY/6C7AyypiV+r7nmNZ0oV8p48NBcTTW9Larh9ou7cflwBLlcDm/ZkYRt1y9ce/uFvSiVSjXV2EQigXK5HCgU3QInHo+jUqkox74BcAZg15zXiesu6MFv//1RTGVqX1+sMHzmuSlcMbzS6EjXdcf+EwRPB1ot0Q2oVXvz+TxMUz0Wr1Hri2z7/HjiSBa/L0kUuf3ibqXtkH03NA3OAl+OaNDmpZVZ9oODg5t+7QwJb4Ig1gV3VUd2Y/rOkeW6acY/fWs/CoUC4vHVrSqrTInKtntvX7Wiv1k9iCqUy2XhdLtKt0SgtgIbpsKWz+cRiUScKizPY9Y0zanOqgjvVsT8yewMQUJLJrjy+TyuPb8b+0bS0HUduq5LxZ3oswuFAgzDQCwWg2VZdfnWooWK77io3zkPuq4jFoshn88HLmqU/Z0L9umMeLu955RXvkUzGW64/58PJFYLlWuRMQbTNJ1FkEB1P2TfCaA564vK9nFs1vj1x7l1Tyfuf2a2bubFZhDORN19zSD2j2akthNNA2549FhTAw6g2g15sy6odEPCmyCIdcF7gxLdmGQ/0CdOnMDw8DCSyWTLt+u3P/0sDvxizvm3qJGIdxtFAmhpaQkdHR0t376NgkwUBnVLBKoVVS729o9moJ3uROhF5oHVdR3JZNIR2o1UQEXiZCZrCZuvGA2MnxoVWryaF41GQ/lhOXwRKYCa8yOzUGjQcM1rVlquc9HtZ7cI+rtpmuhLmZjK1l8fonPqJ751XUc0GnWul1wuh+8fz+OzP5xtunosQtWPLTo3fBCoUr1vBL/vivd5zQp9TYOwE5FsJmrfSBovTRXq2tgDVcEOhG+2Vbs92qZeUOmGhDdBEOtCmMVJHHdDlTDT4Kr81qefxTMu0Q2IG4moMDU1hfb29jPiRuHG3S6+vy2Cm3+pPdRNNBKJOMKECzhbcIOPGRouHorjtsfqF1yG9ZXLqrNecSKr2t11eU+oz2uGfD6PdDqNTCYT+rV+VWqZheLzh+exb2e6poocZLfw+/tV57aDMYZb9nSE8jWLxHc8Hke5XK4RuftHM/jkwTkUK+qZ2GEI68d2Y1nVdujuVBTGGGzbRqlUUvazi57n913x0mjLen79BFmwRFX3/aMZp429rsFJW/Fub9hcd05vby9iscZ84hsNEt4EQawLYRdVAahZ1HT8+HF0d3ejv78fptmanzKv6OYELR4SUSwWsbCwgK6urmY3a8PgzS2fXC6HEj26rjtCBJB3hNQ14KqdSTx9NFdTVb33wKwjjGW+cS9hmpe00ovbKLFYrGHR7beffhYK73dR9lyeTiITZjNZy7GqNHIsufiOx+PQdV3oS3/k8KIjujmNijkRzV4DjDHpDAxPlQmqiIt+G2XfFRGNeKpFi4VleKv/3tfarDpYUY0vDCISiaCvry/UazYyJLwJglgXvD5c0QKdPs9Nz3vDmpubw+LiIgYGBtDV1dVUdblV3dTcTE9Po7Oz84ypev/FEz8LbBfv1y0xEonUHGfZDZgx4NB4wVcEiHzjQH3Vt1C2QzUvaZUXtxFEbctVkVWh7z3dACUdE3fOFFk//Bae+lVD+9K1sYONHEvbtqUWm3g8jmmBfQUIL+b8ZgdW6xool8vQNC1wYaZojUKY/WskN11V2Iuq/7JrT1TxbmT7hoaGoOt6qNdsZEh4EwSxLritJrd++TjmCvW/0O6q3fWv7XNu6vU3zUVc/9o+DAwMwDRNp9lHEI/9aAx/8cTPcGqp2FSTDxmlUgnz8/Po7u5u+XuvJaVSCXNzc5hYFAsityiQdUv8m3dtrxMUfn5aFaHhFfiiqq+MViYtNIthVAcljYpuwH9/prMWDK3axr7i0t6y9uaNpL3EDA3vUWyi1Ai8NXwrmvQ00sK9VTDGEIlEfIU3F+juyrdqCk+YZlZuVL4PPF0HQI0FTLZdosp32O1rb2/ftK3hZZDwJghiXeDC+4GDM0LRzeHVyesuqPpsfW+a+TxisRiGhoaQSqV8P/8rPzyBjzz2kxqvqIzdA1Hp34LgVe/NWrEplUo4cuQIbNtWFj0iC4ht23WCw89PGybbXdWb6rfNawmvepqm6TQVaWQhpZsgYWYxIKYDtst/e9XOpJLHXUbf6QFSb8rAe/f24U3bVt+D24wHmxO2hft64F4LAcj3+6qdSRwaLzRtjfK7ftwzj2EGt/0pA7ec/i43sn2apmHLli2h92WjQ8KbIIh1gQvvJ47Ur4L3MpO1HItC0E2zWCxidHQUPT09eHa8gnufegXjC3kMdSbw4WvPxzv+VT+Wl5fxZ9/6aZ1XFKgmWLjfPijVJIhyuYzx8XEMDw9vKsvJV184ib944meYWFzpTqkqemTT+MViscZOETYLW0QYb6rfNq8V/BpQaUwTBpV4RHfLepsBTx/N4cL+TM15UKUvZeChm6oDrGYsMqoYhgHTNFviw2+khXsrUTnv3qzqZvc7KB5S9t2+87LumucpW1JMDbe4FjE3Qn9/P6LRxoseGxUS3gRBrAu8mqOySr8vvfJTpXrT/PLzx2puJCcX8vijf3gRJ8aqNxJZzrDNgG/c3NoGOAsLC+jp6dk0bY6riyh/jHy5Ojjiswp3XtZd1zpdlO/sN42fy+UQi8WcgZRKFrasqqZBTQi0xXTETW3dFky6Cdv1UISswr+t3UDB8q9CuvFWeVWFp3vgshaiG6jGCOq6Dk3T8I6L+vH2C3sbniVohV2lGSqVSqDPWzRIb1TEqlhrVIW93zXingG57Q09ePOOxn/vYrEYent7G379RoaEN0EQ64LqTTNmaLh1d6fzb9WbprAyXlkRGmt9881ms5tGeN/z5MuO6OZwkfbQTVudKeeHDy/gvtOL9/hNOmhGQtd15UovFxoyC8QHr+jBfQHWCN4xciNYCFohUvePZoTNTYCq5333QDRUcyC3kAqyq2inn3Prnmp3SsbYmohuTjwer/lM3j4eqC6OVo0obYVdpVmCfN6NxK3KULXWeIX9Awdn8PFnZh1r0nW7UtJrxD0DEo/H637fvet4uuMaHv717dJtPlMyu0WQ8CYIYs1hjMGyLKVpxA+9eRCXD0ecf6veNIMq42t9852enkZXV9emaHc8viCOQ+PHzq+CFnTcudfbm3Dih7cal45qgKbhvgOzvg1FvKk4jeI3TR80hc9RqXSrdIsM8mC/OFnC3dfUVy8LFRaYanLrnk5590EAX795h5Olv5aCm+PtDOmN7kskEkrNlDZCbGSQqGylDakRa80DB2dqmuHYDHj8lSx2D0SxVLB9fzf5olC/tRdzBYZbv3xcKL47OzsD1+hsZkh4EwSx5hSLRafaI4uc4n+7cnu8Jg2Dd0h74khWukgMCK6Mr/XN17IszM7Oor+/f1Xev5UMdSZwUiC++bHzq6CpzCSUy+XQzTDc1e+q6K8KMJHoFnlTG8VvkAFAKR3DNM3AGR7VbpGqiJoDBQ00/boPfvCKqlWqVCqti+jeP5rBIy8uYjpTkX5Xw0SCrmdsJBDcAIz3JhBFC4alkdk92dqbn0yV8PuX90h/N6PRKIrFotLaC9Giel3Xz8gFlW5IeBMEsaZ89YWT+PNvveRE+L2uPyptUHP9+e11N579oxk8fTTniHXRIjFAraK91jff2dlZ9PT0bPiq94evPb+mUQ5Qe+z8Kmg3XNiJr720UPe3i4eqlgBd12taxofFr+kOY2j5AMpvkMH/W/Q3/vn8XAc1jGqkW2QYVAead1zaiwv74zXP+53Xd+HaC3qUqsmrgWr8H+8aWSgUlBt07R/N4MFDc1gurTyfx+at5m9DqVRCMpkULrLlliTVCn4QjczuyYohNhP/bmqahkgk4sxiPnJ4saHrlUfCnsmc2XtHEMSGwtv5cDprYalgY/dAvfi+/rwUPvjm4TqBJhMo9z8zW+dX5M/fCIvqgGr1amZmBgMDA+u2DSq86/XDAOC0hh/siOO9F/fi0i1VESn1eaZNPHt8Wfiez09UE00KhcKq5FUzVrVCtJpGpundf4vFYkr769ctcv9opunEDVVLDFArrERt21fzs0WEif/L5/PKXnqZX365VP09AVY315tvYywWg67rKBaLiEajzuNP/GwWn39h3rfKr0Ijv4WymUjd45CJx+PQNA35fB6lUslZNC9rdORHIpHY9D0PVCDhTRDEmlFdtFff+XA8YwmTRERVK5kAsVi1+6U7+m+9p5NF8Kr3Rq/qvOv1w44AB6rnYnZ2FqdOnZJW0N6zpxN/+c8zwvebzlRaYlFY60WxQZ8XtC1B7cGDPgeo2lnSUa2mKhuGRhvGcAErE87ebrOGBtx1eU+olBvve4jiO1cr/u/hwwvCRapA9fdEJde72UEFsGKRMQzD8X63uslP2N/C63alhJaj63al8P0TBfzl9yZ9Y1dVG/7c9tiYc8zO5AWVbjZnRweCIDYlQYv2vIhEi5/AkllWVpOPPjWBdz56zPnfR5+a8H2+bduYmRGL042Mpmno6elBd3d1Cv7Oy7rRlzKgobqI8c7LuvGWc1LoS4kHFI0I4/2jGdz22BhuePQYbntsDPtHM7h1TydiRu3NuZFFsbd++XjNebv1y8fFz/P5vKBtSSaTgV5ev8/hFC0GKAqStlj9bT3ILuPFMAynUs8F4HTWAsOKAPzA18bqvm8WA+49MIv9oxmlz/aKbqD6HfZ+h2TXjuxxVV90kDAMEvb7RzP4xLOzNcfmE8/W7n8YLMtyhGfYc9Zq7ri0F9efl3Iq3LoGvPOCdlw0kMCf/9Nk3YDFe978rmc3/Hp6fkbbNKlPzbKxSy4EQZxRBC3acxOJRIQr+/2SF9YaP+Hg13RndnYWHR0dzjTtZkHTNAwODoIxhn0QV97ee0kf7vveqdBpMd7K4cVDcTx9NFdX8QvKEu/u7kZnZyfm5uawsLAg/Kx/87+OwTsTLktZUJmmF/3NNM1Q/lz+frJrO1O0cf154iokx9SB2/d21T0epmIcj8dRKpUCG1adWJKLUpVs8JmsJRW+3u9UWI+y6iyD38JuIHiweN+BWXhfXrGBvz441/BMW6lUgmEYLanyq8wm+HHHpb2449Jqljaf/bjtsTHp892f5f3e9KVM3LKnQ5hyUrQYPv2DU/idX7lIeds2MyS8CYJYMz587fn4o394saZjpOwGKhPe+0bSG0Z4yyrsQZV3xhiOHj2KnTt3broqj6ZpGBoaQjwex+TkZF3e8DXndaJUKgUmULgRTauLBKY3S9xNLBbD0NCQE0OWSCQQi8UwOTlZ91ky+6koZQHwn6aX/S0op1n2XrL4td6UUbfwMR3TAcaQKTHnOAPV6Xv3QEDVniPyRjdi51DJBle1IgDhPcrxeFxp0BPUvMtvsPjRpybqRDenUGHYP5ppSHxXKhUkk0np8dE0KL23rCjwga+N4VM3bg29Xfy3OMz14P1uJBIJae7++ELjawg2GyS8CYJYM27cPYixsTF8/vB84A2U+7t55rNlrbSNFy3G5I+3klb4N2Xv89adbS2JClsPuO2kvb0d4+PjWF6uLqg0TRPxeBy/vncH3nd1p5Mwkc/nUSgUkM1mhYv0wiR2zGQtpNNppFIpmKaJUqmESqWCLVu21KTFaJqG9vZ2R3hrmgZN0wKn6oNmKwC168Ir/FSvpaDqrt8gQOYLvmpnsmb2wPueiUQC5XJZuKYijEB2v0Zlf8IMoMN4lHnWeKlUgqZpTtKGd1DR57NvGvy91EGDaxV/uJf9oxk8cngR09kK0jEdhoY6S4fNqp7/l6YKODRekF5Psu07sWQ5VhjV3zbDMBzh3cj1wCkUCuhLm5gSdA0e6txcBYhmIOFNEMSa8b+fe1VJdAPVyo+maTVxW3wa/O5rBpueRg2iVYub/N7n17qWkE5vrMWfYYhEItixYwcqlYoTj+YlHo873QUZYygWi44NhFfLw1TRBjvjOOecc5Se67Yc8Cpo0Ge9OFnyrSiqXBfeGLgw11IzaTwyW8ih8YLQnvO211QbOvFt5dVWt0CVCef+lC61m3gjO2X7I+vAqWAN9sUrsPl+ibZTtg0fvKKnqW0Ic01rmoYDYyV88uCcMxu4XLRh6oCorF60WM2MUNjfpgcPzaFkQel65Hn7vEjgN2DyFj5Eg81bdnfU7CcAJCIGPnzt+YHbfaZAwpsgiDXhqy+cxH/5xssoVKpiS/Zj7yeoC4UCDowV8ZlD06d9g2JR0opKtUqE2bZ2Qyg+3Dcgv/e5/rV9obZpo2KaplJKC2/xPTQ0hP7+fkxNTWF+fl65ihYzNfzhtRcob1c6ncbAwAAsy0JXV9X7PNgxifFF/2ltv2qlynXh9e2HicMD5DnJQdnUfr5g93uapunE1nntXF57jJ9wVkk1ke0PUH2uSMTddXmt6F2tQTbfJneOd1tMx+17u5pOQwqzmJgxhs88N1kjRoGqX1wVv+vJiygdx/t60zQRiUTqZm74370DFu85kQ0277ysGx+6chCffm4SM1kLA+1R/PHbX1uToHSmQ8KbIIg14Z4nV0Q3x/tjH7RYUaVy2KpKddDipv2jGUxl6++M29qNmhuQ3/ts9EjB1cQ0TQwNDaGvrw//7krgY08dq6uqXrUzWTOd/nu/ck6oG7Smaejr64Nt247V5A+vu6CuOZCXmawlzYIOui5M01T2SatURbkAKhQKiMVivt0ZpfnqqaoFiFctNU2TRjvymQv332XCuVnxq1Ldb3QBsxfGGHRdB2OsZgDTaOSozO4GNJay06h9w437evLbPr/Xc5tOLpeTrlFQOWZ+g82//+3X4E3bYmCMIZlMYmTk7BHdAAlvgiDWCJUowaDFiiqVw7DVRRlBC9JkvuSCVf982fuczcKbE4lE8Du/chHa0234i2+/jMmlUp0A422kedU6LLq+ErHHhft//MqPkSuLS4q9KQO5XA7xeLzOkx50XUSj0TrBEiZ7PBaLOYMEoFYkB3U8ldlCbtnTEaoBzjf/ZSr04thGZ5iCRJzfb8INjx5T/jx35TZoAKOCyO4GQDoLF0RfysSUYNVvW0xHqcKU1kC4r6e7rxnEDY8eEy4A1SB0sKAvbcIwjJbk7fsNNt3vfzb+Bp59e0wQxLqwpT2GiaX6m12YKVmVymGrmm0ELXJT/Ry/99norePXkl/dux2/urca5ZfL5RyhFI/HkUgkasRzWIrFomOrKJfL2NNVxj/eugt/8I1jeHGy9pp0n+NCoVDn1/Y7n7IulapxeHyRo1u4u4VJoVCAYRjSRbneCnI6VjUJ33dgFg8fXlAShGFnjFrd6CUM7lxx1c+LRqNNi25Oq9aUJBIJ3LKnQ3iN8HhIv6hN/lzVKjs7/fya15sabtndETqJR4bqYLOv78yw24WBhDdBEGvCv718CP/fU682fLMA1H7MW9XZMGgaXPVz/N7nbKz2qJBMJoWL4Rphbm4O4+Pjwr/dfc2WwGptPp+vEd9+51M2kFJdMGnbdp3wqVQqzjZ6rzeR15lXkBsVxGFnjFo1w9QMYT5PdI5alV7UCNFoFIVCIfAa8W7Phf212/y7b+zBW89tr/Hsy61H1fdeydg2cIskirLR46Ay2Eyn087C67MJ+tUnCGLVsW0bV26P+zY+AYJjAlV+zMM22/DDbxo8zOfI3oeE9+pSKpUwMeHfSVTFryoS397XxONx30qqyueIFk96BbQbP69zo4I47IzRarVz54gi9Rr9PNFiwbWo2MuEvaqXXoTouZVKpcYe5fcbddW57bj+tX3O8ViNFvVA7cLVqFm76PhsrHYDJLwJglgDNE1DsVgMvLEExQSKqkLvv2QAlw9HnOc3E8cWhlZ8Dgnv1YMxhvHx8cAkEFW84ttLuVxuKpdd9t5BGecvTlYXQ/JFg1x0NSqI/RZohnl+2BkmGbLkk0Y+zzTNuhSX1a7Y+wna61/b2uxqfv75tST6jXrPni5cf1FVcLuvt1Yfh/2jmbrOnstF29n3d1zU37JZrc0G/eoTBLHq5PN5ZVES5JsUiXfTNGum6BtNKghCVLl66KbwXeA4JLxXj8XFRWQymZa+Zz6fF6ad8DjFRoT3/tGM70JGlUque3sSiUQ1zSVlYKoBQSyrkt72xm5hpGErZ5hEiHzruZJdUwVX+TxZN8vVrtj7Cdqrzm1vyWd4cQ8Svb+FsnUIjRwHWSV//2hGOlji+/6et7y2LnbzbIF+9QmCWHXCJCo0QiPtucOyGlPSJLxXh0ql4msxacbT662Y8u6cPBqtUCg4jYGC+KdXszXNRETXVNhOgVxc3iIQxABw8ZC/p1Y2k3Pl9mp11luZX4sZJq94bOT8yQZFq12x9xO0jDGlfPZG8M7QRKNRp4GViLDHwe/3MKg77EzWQltbm+qunHHQrz5BEKsKYwzZbDb4iU2Qz+cRjUZrOhW2mtWYkqZUk9Xh1KlTUqHV7ACqXC47Ysld/basakxaJBJRFt6ff2GhrmmK95oSVZTdeLsFcvaNpPHSVKGmwyEAPH00hwv75Z05+WtFf+dWhkgkUjMAWa0ZprDb54dsYL7aFXs/6w7Py14tvL+L3kGjG9l1Np21cNtjY3WDG7/fw6DZgoG26Flb7QZIeBMEsQaEvbnIKlq3fvk45gorP/bdcQ0P/3o1gm61RWyrp6RN02zZzadSqVD1/DTZbBYLCwvSv7diABWPx6HrunBAWS6XHbuH8/7FYs1AgCc5TAtym4Haa8pdUVZJNXFzaLx+ponvK39Plaqx9/v4u3t7ceW2zZNGESaCsdUVe79s9dUU3ZxKpYJUKiW8VkU55HFTQ6FSL769g1O/38OgWZo737I91D6cadAvNUEQq0qxWPSttHiRVST/58FZeHXKXIHh1i8fx8O/vj3QX9tsZFirp6RbJZQrlQosy4Jt24hGxdXPswXbtnHy5Enf57RiAJXP533Pn8hLnEwmUalUoGmaY70KE0nZiBCU7RP/Trm/Y/cemHV8uX0ev673uff/8xSMNw/WLGreyESjUemiWGB1K/b8fR85PXASLQgHqr9PDz4/j+VidbakLarh9ou7m25cZNu28Pf3A18bw4ml+uujUGHCBjvewanftXvrnk6px1sDcMPrtkj36WyAhDdBEKvK0tJSqOfLKpKyoDZeAfcT3q3wZ7d6SrpVFXrTNJHNZlEsFtHV1YVIZHOIodVgeno60G7UqgFUpVKRtpUX0UxjnUaR7auuwTcphQvx7xxZxnjGEn4fP/3cJK76rfN8Ba0X1cFvLBaDYRiO9znMZ4iwLAvxeNxJV1K1ArWKfSNpXHdBD0qlEhKJBGzbrln3sn80g088O4uKa7OWSwz3PzPrvN6L6m9aJBKp+07sH80IRTdHdmW4ryW/a3ffSNo3iaaZZlhnAiS8CYJYNRhjvtP+IhqxbuwfzeCtO9vqHuM3eU0DbM/dJKy9oNVT0q0UyO3t7aEW9Z2JFAoFzMzMBD6vlWI3l8vVtR/3i8P0sl42B5X244C8XTtQ/Z4WCoW6RCEZfkLxHRf1w7IsaJqGUqlUczwjkUhTCxBF7eHXWoS7B2iiAdjDhxdqRDfHYmi6cZHXj89f2yyia/fioTgePryA+w7MQhf85gLVwSAJb4IgiFUin89LK5Cy6lfYFAeg/ubkvcnL7tlhRX4rp6Rb6UnXNA2JRGszgTcTYTK7Wy12i8Wikx4h8sz6Nbnh27PaNgfvvor84mHpTRnCaqoMmVB85MVFvHVnm3Pu3L8LfWkTt72h20lUUSUajcI0TeTzeaHI49XmMDMWjRKNRqWfIetI6qaZxkWapglnC5o99xz3tavym8sHuCS8CYIgVglZtduv+hWU4iDCeyMJajrCaVVkWCPQYsjWMT8/H0pAtVrs5vN5GIYhrRD7VY5ltKqNuWxfvdaGMMQMDe/Z0yUd6Ii2Xeo3z1RqRLf7uz+VqeD+Z6ZRsfy9zrquOx0bbduGaZrI5XKIx+O+60uatbAE4Vep9+tI6kb2G6VimVrt1BQ3st9cXauKcPc1fLanOdEvP0EQq0KpVML8/Lzwb7Lq18efmQVjQDqmI2rAaTUcFpVKdiu9tI1Awrs1VCoVnDp1ar03o6WWhdVuY75vJF3TyluFtpiOTNF2BNTbX9uLx386XSOwLcuuSR1yb3s6qgk/zy0Uhb8LFYZHDi/iugt6UCwWnW6HXFDqug7DMJDL5RCNRmEYhmN9ue+fxvDEkSxsVhWA1+1K4Y5Le533Xq0MbY6f8FUpDhgapL9RsgLFUHrleIoyu/ePNt5UShZdCch/cxkDvn7zjprHqOJNEATRYr76wkl87PF/wdRyOVQ3Pu4JXC7aiBmNR+0F2VVUEgNWi5X0gmMAgM5EBP+/Gy/Cu14/vObbciYwMTHRcp9uI9XmIAGn67rydq52G3MAyIQc1JYqDB+8ogf7RtJIJBJ4/KfTdYMDGUWLIWrqiBm1izpjZu3gV57CUkGxWEQkEkE+n3cy1HlKDBeYbtvLAwdnajLMbQbn31x8R6PRppt7ya6VoGpzUHEg6Ddq30ga3zmyLLQ2PXBwBn+wb3vd5/MBXaO8OFnCOx89VrNuge+/7GpiAG78wrGaQc/ZLrzP7r0nCKLlfPWFk/jjr/wYk8tlMKxUvNyVFhWLR9FiiJtq4lv3PO3WPZ2+wr3UGotjaHh6AY8MA4CFfBkf/t8v4qsv+MfgEfUsLy9jcXGxpe/Jxcl01pJevzJkFcHdA1Houu7EPe4fzeC2x8Zww6PHcNtjY3XvvdptzIHwNisu/JPJJPL5vLKdi5Mp2rjzsm70pQxoqEYWfujKwRph6WerAKoZ6XyAk8vl6hZiuvnWK+KmXe7HmxWAsmvle8fy0u3iyPa1L2XgGzfvwBf/n+2Bg6yfTIktTE8cEe972HMmg69bcO+/H3zQ88DB6uLns7l5DkDCmyCIFnPPky+jUK6t7LmbdgDBwth5XYXh+vNSgc+7blftc/aNpJ2bvPB9PduzmrhF1r0HxL7ass1wz5Mvr8n2nCnYto3x8XHp3x84OIMbv3AM73z0GG78wjHnph+EX7U5iLuvGawT37w6WKlUUCqVcOBkKVDYBwnQVqD6HXQzk7WcKmrYQUBvysC+kTQeumkrvn7zDjx001a89dzaJCLRNmmoHqN3Plo9l7/2xWNKgyC/CmzN+zchAmXXyudemAuc3ZDt68zpfVW5ZkWpIfxx0aLXVg7cXpwshRbyTxzJwjCMs154k9WEIIiWMr4gXrAk68Yni/sDqjfrOy7tdaYoqxWWWRRPv5UG4O3n1fo23Z+xbySNGx49JrwJt/ImJEN1ARUgP26EmKmpKenCORWbgYxmq81+nSQB4DPPTQXaSFY73xvw74gZ0YGyQDf2pQwnwSVM+pBs2wuFQo3P2vu7oGvVSD03RQu474A439o0TSd+UAU+iOCLMHkvAMMwYJpmYNXab8FoEN59jRpwftcAtWtWFtmna1UbjTfmUeazb5Sw6Sg2I5sJQMKbIIgWM9AWxanl+mqLXzc+kUAV3azdr+ECIAiZQGAAbntsrKW5yV4eCVERGurcPC241xvbtjE7K2/QIZtqf+JINlB4t7pDqRcVYR8m8rCZ9BNZ4ons+3jLnk6nkquaPqQBuPOyWq8yb5BTLpfrBk98m/aPZqRNWBjqI0T57wEXmzGPkF3Zj/rHCoWC4xnniSiMMcTjcTDGnIGBrus1nvBmrxX38b/xC8eEz/G7Zq/blaoZYHJsBvzmF17BrXs68SsjKecaCRLdHzrt4XfzzkfF29UIukbCGyDhTRBEC2GM4T2v78T9B6ZDVesayVbO5/NK4ttPILQ6LUL0/qr8wTWvafnnn6lUKhXfxYx+U/BBrFc3yUbaxK9W+slbd7YhYkbw2R/OYDpTqfk+FotFRKNR4XfWm2qyrd3Ap27c6vw7Eok4+dpBBFl7vAMYb5X7zst6cN+B2ZrZLu304xy/QYu3uyRQn0TUymulkWuWC3Ke3OJmKlvB/zg4i59O5fH00ZxSAYAfc/e1s3sgGioOM2Zo6E/pws6Yr+uPkvAGCW+CIFpIsVjENa/pQsWyhDc0vxudSGgEVfOKxSIMw/BtF+83pQ60Pi0CWJnyVp2O70iYuOmN25Tem1cc//HwOP7wyy/WWAKuOLcbX3j/Lze0zWcSflPwQaxLN0mzMbHW6vQT0zRhmiYKhQLetC2GN20TJ+2YpolSqaQ0OOBVY9u2hRVuGUHWHu9Ahaee8PcPOo9hBy2iDpCtvFYavWa5Fe+2x8bqfmuKFSYU5TJEx+DuawaFjaHc9KWMugZNIsYzFglvkPAmCKKFZDIZFAoFvP3CXqGIDnOjU3m+bduIx+O+wps/X8XvvX80g0deXMR0poK+tIn3XdyPq8/rcJ7Hp525kHBXXXmesKZp+Oa/TIXqDvj/7u3G/35uFPd/9yjGFwoY6kzgw9eeL4wYPHHiBL724wnhNPyBX8zh1//6n/BXN50H27YRi8XQ29t7xi1mCoruk03Bexfhymi2wU7QABOoF2vvuKg/dLOTVqefGIahFK+nGsHXTGdIv0Grhvp8a8uyYFlWzSyY33kMGrR4z+H7LxnA5cORuvfZN5LG217TpTygAMTXR7PXbFBEqyqigdvd1wxKfzs1AA/dtLXmsfskFqGZrHXWN88BSHgTBNFC+E3Wu6gHUKvOuW9IogWXopsC92e6b/Ay4SNarAVUb/IHxop1XfPu/d4EiqVinT/Vb9GV34JKw/P5hgbcdXkPLNvCf/rHl5zXnFzI4yNf+QkA1IjvLz03inuefNlX0D9/IoO5uZWs3mKxiKGhobOq0uSdghc1T1ktVAaMIkHIG8CotmAHwnuMW9UN07Ztoc3LnVUuEt1hPl9mEePfGdHrdF0PHIRz/AYtonN47/cmULxMnKsdZmAruz7uvKwbQOPXrOxakFXS/XAXIvj5kr1FVHCp+V2XZ9PvkAwS3gRBtAxeCatUKojFYiiXy86NOKg6502ikBU1Re+Ty+VgmiYqlYr0xvalnywIRTdQvcn/7fMzStP2QTFhsoitvpRRVxni3PbYWN1r8mXLiRi858mXcTJk6kk8Hkc8HkckEsHk5CQGBgbOmJueSrdBdxrOWtKM/YNbOFQJ4zFWGRCEuT685yCRSKBcLjuLJr2D77AzXo3YOGzbrhHefkLfTxyGOYdhq/p+7/3QTVsbvmZl18JVO5PKHm9Ob8pQTmQS9UTwuy7PlN+gZiDhTRBES+A5xZxisYh4PI5SqQTbtn1vdPtHM8JpVhGyal4kEkGlUpHe2ESLfTj7RtK+06MyRDf2Rqb/ZX87uZDHXX9/WPq6IBYWFpz/Xlpawo4dOxCPU3rKatKM/SOXy4XqcBlGnKqIyUKhUPf5Xn8vzyUvFArO+gpN0xyxres6UqkUstna73MjA5Kwlh/e3AcQC/17D8zi3gOz6EsZuHgoXidIuTj0+y1we715AkoYVqs5kvda6EubuGV3B/aNpHFhf3Dl2g33aauIdVE6lN91ScKbhDdBEC1C5PvkjyWTSd8qyCd/II+Gc+OXGJDP52EYRkM3sGQyqTxtzyt9H/jaWI2Y5xW8dEyv6Uwpex83MgtMI/AGLt6KZLlcxuzsLIaHN39repWK93rRbMRcPB53xJyKNUNVnKoIPsZYTatz0aI63rXw7msGEYvFkMvlal5j27bQarYW3Tjd6y78hON01sLTR3O4amcSh8YLdcdXtj6DAbj5S6N43yX9eMuOpDPL5ibonK1mXKX7WtA0DYZhoFKp1DwetFCSm2bCnJfprIVPPFubrS67Lkl4k/AmCKJFeIW3+wbUlzJw295e3HlZt/CmJMvrBaqilDEIb2Lem8gbhhKhGntwisWi8rR9pVLBn3x3SlhBL1oMUaP6Ou/7XDwUx22PjQlvyK0U3byBi6hq2uhCt42Gn/BuxsfcCg90sxFz3CrRSFRgo9YKN+5ZK5lA44+Xy+W6bOt4PI5CoYD9oxnc/8xs4LXdym6cbq91kHAsWqxmlm06a+Hjz8zipakCLh6KS2fgprMW7vveKeDNW3DFcG2XUpVzFtYe1Oj1yBd7ewcGQSklPCNddr1oEHcFrdjAg8/PB24fLa4k4U0QRItwLzj03oCmshbu/+cpfOjNg3U+56C2yL9/eQ9uev1WZDKZmpuI6Obxo/E8dnSYQuEry5Z9w1AClmUpTdvzG6GfsM+UGD54RY+nI139Tb4VecsxQ6trTsIRidN0enUaBW0Umsm19l5P3Jrw0lQhlO+22Yi5YrEI0zRDWzOC9l0kJmUDSy6egyiXy3XPtSzLt/lN0Oc3ittC9YGvjSlZKrzwbpFBEX5Fi+Fvn5vCFZ7fMpVzpnp9NHMtR6NRlMtl6SJwPjj3S3n64BU9wgECwISNiQDUzPR5ZwR5pjtVvEl4EwTRItyVMtkN6NPPTeKt797l3Ki9CypF7BtJY8uWLcjlcjh+/LjzuKxic2yxgg+5hK/7xuYVV3u2xPDfrhoAYyywuqS62Kg3ZTjTrH7712x+eF+AoBNVvHkU4maPF5RVvBtd2PjAwRnp9fT4K1l8/3get+/tarojpCrRaDS0NcNv3wHg6aP1sx1X7Uw2ndLhFt18oWFQ8xsN4hksoLEqbzQadbbDK/gaQSUFRDT4Vj1nKtdHM4t0+UzEd44sNmR74VVvrxXHbyaAs380gy/9ZKHuHJxYsvCBr43hm3du93392QAJb4IgWkI0GnUWVMluQNNZC3/wjVfx36/eAkDe2ptz/XkpJJNiL6Ufv753B/717iEsLS3VPM4rPRwuFFSqS6qLjdwVvKD948dJtTtckNh2w4V37WDjGCL6C7jnN/YIM8I3O436iIPO03LRdhbcrUaHUy+MsdBeYL99l127h8bFVe1CoVD1CEvWHhgSXc4rrEHH++s37xA+HqbK6xXo77ukH1cMR5sW3ar0pUzEYjEAK/vdSv92M554xhi+f7wgXVyqAfjgFT2BXX2fPpqrmVG77bGxwM/2K06cWKIcbwCgmj9BEC0hEllpLuF3ozl8qoh/941xAMGVpTsu7XXsEd3d3bjggguUFgcODg5i69at6Ovr891e7nl+8FD9zcJdLQTUbnjb2o3a6EFFf+vd1ww6iyJFaAA+dEUPHrppa50A0XUdpmnWVSn3j2bwzkeP1Qn6sg3c9feH8dUXTgbuz0ZFVvGWXXdBwkelwskA5UXAbh44OIMbv3AM73z0GG78wrFAaxWwsuYg5lG4ftYMv30PK+L4Isu7Lu8R/l30uLuRVaO+7aCqPYcL9OnTKR3cd71/NNPQ54YlZmi4ZU8HisVijXUi7Dnzo9FrmfOZQ1NSAcwAxwp052Xd6JO8Z9FiuP+ZlWte5TcwqDhBwpuEN0EQLcI95Sy6Abk5tlDGP58o+nop+c3ALehN00RnZyf6+/uxd6u4o9sV51YbUei6joGBAYyMjAinzvkNc/9oBsslefoB34a+lP8E4e6BKD51Y63nM8grevHQii/17msG8Y2bd+BDV/SgLbby09wW1fDBK2obhpimiWQyCcP4/7P352FylOe5P37X0lW9zb5JGo3ECElscSRjCQkENgOIRSwHfBwnjgFbtuHECufEBjuJDzkn55tf+NoxYXMw/h6wTSwgXuIYglkNeGxjIWTJRoTYgCUYJM1oNHvPTO9dy++P1ltTXfW+VW9192itz3Xlihn1Ul291P0+7/3cj2SlSBAxKkkSXt6fY0aiEUhG+IlEPYUPDZa3lcXtLwzjmT1zI7uJh9hPfBuGgU1ndliiSED5+8Dy8wPer70aEVcqldDXm8RtG9qs7yL5PD+4cxIf+9cDuPrRfdj8+CD6B9IV3zGv8+21wORdILAE+oM7JzHfON8H+yKwrzcZ6D3zotbP8ljaf4eQ2FYevm4xWD9Vuln+HAP1aYSV5dBoEZ6BkJCQumD/QSUXGq8Gq2/vGscVK5J4+vfuKpV9JDTZzrX+TRDQ2dmJH97SiY8/tB3b3pm72G44tRWP3XRuxe0TiQSWLFmCkZERa3Fgn7rn50f9+XsZXNibxA2rm6jbqA2KgJvX0i+urDHQhOf3lv3D6YJR4cFkXagjkQhkWUYul2Nab3Rdx7d/PeHbXDaUyuFPH9qOf3Gcr+MBVsW71sbGetI/kGbah57bm/Ft2Mzlcth0ZkcgXznAfu1eSRqsrG5VVdHXC9f9ywvVOQvDfdsnoEQi2LBYrTgWZ6qJPXWHBq9VgyXQWQvoekEbglUoFCBJ5YmMgiDg8tPbcOVZnTUnCNX6WeZJd7KfR6/bk8+GlzXFDiv5pKdRCiveCIV3SEhInXA28/nFBI5mNHz+g90wzUE8uydj/VCrEnDL+rkKr1N423GKbBYNDQ1oaGhANpvF5OQkZmdnrX/z2z79x1+OIxJRrON5cNdURff+bNFk+lCdo8ud6OZcEgCvn9WZ+S0dHgldTRb4K+9M4uMPbec+j8cKXnGC1TQ2Bhmr/dknB107GzS8FnS8z5XL5aCqKjOdwgnrtXuJOK+s7ruvWWbdz0tsaQbw9e2jKK5psUWIyvirCxfhg0tjvv0ZXmlBtCpvNZGh9YD2W2GaJnRdr5iYWa8hVX29Sby4dxZjGd3yaL+4d9a1eKE1pN64uhn375hEQWO/b/YFzY2rm32TaOyfI9b5J0lLzgbLnkYJ//faJcd9Y3c9CIV3SEhIXaClaPg1Df70nVnf0d71HJYSj8cRi8Xw29/+1vqb30XcBPDVnx/ErRs6reEasw4d5EwbcF4IP39eG+7e5l+FpqUW/PH39yFTmruNU/+Q/642C9y+Y3CywiuEAXA373kt6PwsSBW3PVxJrfV7wBLlXlnduVwOgiBweXtnCkaFcBvNaLjrF8Morm/DxpXN0HUdhmG4FhJeaUGsZmJWFrYqC5ihDK/yY9OKBLasa8fmxwc9fwtYVgtWo2et+A0wIs9Na0i9ZX0rbj2/C1/52SHm7459QeNXKLHfjhax6lzQ0T5rYbW7TOjxDgkJqQv2OEHCHRsXoqeR/WP7zZ2jno8pCELdKyRkolssFkM0GuXyTGoG8M+/KQtUPx/qAzvGcde2iYrGr/tfnURS4Xsd5HFisRhu/Lf9FaI7pEy9J1eymstqwcsPe/lyen8CjVwuh1gsVo9DqgpVVav29hZ0E9/ZPYVSqWQtzJ3faVY1ndg6WBV8mpf6pjUtVF/0bRva8NT1S60eCvv9btvQZi38b1zdzPQ62+1vdqiNni/Xp9HTb4AR4N2QumGxihdvOh2tUferkinqj+W/9/LlE4/4j69fyny/rOcM/d0Awop3SEhInaAJbwD4xjWLcdWj+6j/NpbWKipgpHmyqakJkUgEkiTVVXiXSiWMj4/DMAzL493Xm6TmzrqONVPeLvfKvv3YD/ZTfaYF3YQii1Al/67/jqSMSCSCXC6HydyxOxr9aFJv4c2zzV7NY9Iquau6lEADeQBwW03mA1EUazo/zoWqfZQ57d9Z93PiZSmyV2BvOqcL53WXf0vIoCzW/eb88BMVjbRO+5vzuVzCV6stoz8Ifucvl8tBliUAlXYfzYDrGGlTLf18+UEIK95lQuEdEhJSM2QbmUWHR9NUqVSyxHYymZxXD+DY2BgmJ+esFaTJ8hvXLPYcowyUBTFQFlSsUdhezV3pglEx0TKpCMhpJjTHacsVdfzk9/6jl+sFSYE5menrTeLN0bzvcBAAnjs4zscE6tPoGYlEKjzE9YRlByNVzmKxiD2T1W+7OKvluVyuQoDVM/sacAtyURRhGAZM07TOoyRJVpOy3/39qCVvux7wnD9WwgntGOslsmmEwrtMKLxDQkJqplTyvjCzPJk3rm6GYRjIZrNYsGDBvInuQqGAqakpTE1NMT2Jd2xciP6BNFVUyyLwyfeXBWpfbxL3vzqBoDrIPtGS0D+QxkO7UpixldfszZr14to/aMVPfj+NbLHyoM/tbca3bzz7uJtmGbTi/cCOcavBVRTKVg9n1XnLunac0Rmt+GzouoHJ/NxzkbHXvNQ6wZI1dptQzZRHJ35Vzp/vy+LJN2dYd/fFac+Ix+PQNM1aSHj9NtQDUhAwDKPif1dre3Ce86QqVjRbE+zCt9r3yW9RBPCdv46EjNGMW3zXIx4wCKHwLhMK75CQkJrxqnYDc9U/eyKIPXe3rzeJAwcOYPdUBP/z8TeQK5VvIwrAn65bgr+/9n01Hd/o6Cimp6fRP5DGfdsnrCozSQr4wRspfOOaOX/igzsnrep1gyri5jUt+ODSOZ9t0DxnAPjk2a0VEzhVVcWlKyPl9AtGs2ZrVKgQftXQEo/g7j9dB13XrWY50zShqipUVYVpmpZNSJbl4+LiSBYKPAL8gR3jFZVskqUNwCW+axXK9YQ2+pyM3f7GNYsDTXn0w6vK+a2dYwGPfI5NKxKuYymVShWfsXruDJTPyZxNRABwxQr3IgsoW14ikYhv0cD9+JXnXBLKC3P7zpUqCfjUB9qY9+F9n3isHzzn78bVzfinVyfmbXHDy/Hw23IkCIV3SEhIzbD83U6IoCbMFu2T0dIuH6lhAo++uh8v/PYQdty+serja2howPT0NB7cNeWydgBlQUOSAuZDfAkAfnsoi++8NoWxtIaOpIwbVjVZUWE0xjM6fnz9Utz4w/0V4rs1KmDrR5bgwV9P46m3Ur6JHH979VkQRdEaGKRpGmRZtgYTCYJQMfqaCCP74KJjDSK6ZVmGoigwTbNiiJCiKFaOMmscPE+W9tGE1XNA/u7VVMeTOsFDPB7nGsTiJCYL2LLOnW0fj8fxie/9nlrFr/U71z+QdiUHmaAvssrnZDDwOaGdc90EGiICohGx4vEuOrURpVKJ+31ywrNLQ/D7zbqwNwFBAP75tam65tsH9YOHzZVlwrMQEhJSMzzDIrbuTlFFr27Cd+LcyGyx6rxpwzAwNlau2tG2hAmvjxQRj8crXouqqiiVSpa4I01uDYztZRZ2AQAAo2nNN16QbANv/cgS6r+vbJXRFi+PA1ckehV+w6mtuPb93dZ/RyIRT0FNXqdhGMjn85Bl+Zi8WD7z2zHc21+OfrMP6yDDjK48q9O6LWthEiRC8EjDk2LC4y2uttqqqqplAePNzBYAa8IqWdgJglDxfdr8g72eVXwv/BYQW3enmN+nZ/fMLbJqqUCzznm6aOK7H608frII9HqfWK8pyC4NL5ee1ooPncKfpuMHT9Shk7DiXebY+0UNCQk57qA1KTnxunjzTJyrNm+6UChwp0Jks1mrAiyKIp793VhFlWjz2W246NQG3HJeF77cP1zV8RC8XrHXNnD/QLrCCgOURTdxaJsAJEHAx9b1BLbokKg3URQhyzJKpRKKxSIUpfZM4nrxxGtDuP2pPdZ/28/jbNHEXdsmcN8rE/jCBxfg/B6VORwnSJb2fMASXaqqcn2fkopA/d7YYyurqbaSzwCxYPBMKyRDU8hjappm7azY2Zei2zr8EoV4xLJfFj+BdU4eeX0am87ssLzgNAsKaxHSkZARj8cBAPl8HoZhWB521n2Sqsh8Tawm31rEt1301iO5hCfq0OsYTmbCHO+QkJCaePw3g/jYv+zB1Y/uw+bHB6n5tfXItK2WdDqN/oE0Nj8+yHV70zSRz+fx9G9H8bXtlXnc970yhhf2pHD+YhX/s28R5HkSb3YRY4cIEJrgMlG+yP/6i+vxzpc31eyLB2BVLYP4YOeb236w2/c2mgn8w88P4WcDGWZmdpAs7XpDy36+/9VJ9A+kUSqVEIvFsLSZvjNhpaqwmmFtfw+auBGLxazPP4GWmb1pRcKVoU37vGqahlgshng8jkTC+3wrimINuHLitYAg8C6kWK99LK0hl8uhUCgwd3luXN1MzQm/YXUTstksstksTNNEIpGwRCbrPjBN39dE45k9GTywY9zzNl6wKtX/5bF98/47HQrvMmHFOyQkpGqeeG0IX3r8DeRL3mPP/S4m84Vpmvi3Xft9K3aAe0iEX7XwvO4IfnzjMkQiEbywJ4V/+PlI3Y6bJmKc2880xjM6mpqa6nYcQFl8F4tFlEqlo+77fuK1Ie4JnSaAra+n8O1ry1YbXr/skcDvs5XL5fD1qxZ5ppqkGVYn+995ouZEUUQ0GkWxWGRW2mvpeyCP6WdZ+uLT+3DHxoXUzxjPAsLLOqTa9B7PObEn/AiCYC1INq4ovwYvy4tpmshkyt/TeDyOS1dGqPe5m5GLzmPrqaY/gVTgWRVp3UTVzbm8HIu2taNBeBZCQkKq5s7n37ZEN4G2lV2vTNu/eeKNQJXcQqGAb+0a4xLdzq1Wnou9ruvQdR3f3lV9BYp2LE54RDdQ3vKej4uboigoFotU+8CR5M7n3w50e9IYuGVd+zHVSMlbiXb6nmOxGPL5PEzT5BKQrKi5z6ztgCAIiEajKJVKyOfzUBTFStyZDzRNQ0+jxLSVEH/wPf/lVNcOC+u1CkJ596CvN8mcFQCUh98QgsQXqqoKTdMqfOpBFiHkfpvO7MBlp7VWNKFv3Z2iHi/LGmWnmv4EnveWp+mTwBN16CSseJcJhXdISEjVHEzRK2ROAeHXoCWLAjSOq8l3d+zHZ9e2oru72/e2ADA5OckUOQKAH1+/1PrvavJ5CfVaWLC8lqxkDjuqJOC/nTd/wy8URUGhULAmDx4NWJ83Fkc6p5iXaofG5HI5JBIJ5HI5LgHpjJojaTobFpdjJHO5nOXnt9tLeKHZFrx2FL5xzWJqTCLh9ZGi9fmyDwxi+cwNW5WWdRtnpCFvfCFZ5Pz03Vnf2zr7LkgEKbkdqfpHo1GrSZv1/vkVCYDq+hN0XefK6uf9LetujLjeez+vOElWOtkJhXdISEjVLGqOYYgihpwCwqtBSxTAJbqB8nZokPHZ09PTXCInSD7v2kVRbH68MoqMJdKDwrpo+Z2eBlXEn53Thk986Myaj8EL0vinKMpREd+szxsNAe7hLSzqMYgmCLUOjVmxYgV6evJIJt7DA9uGPI+7rzeJi09tRCQSoX53otEoVyqRE9akV78Ejm9csxhXPbqP+bhkuI2qqtZxkdd0zysTru8CqdI+fF15d4DnffSrWpM0Fp6mTtrQrdmCgfu2T1TcDoC1uFFVFVecEaUeL6sSbqfa/oRIJMKsVBN4FqusHbjuRrYVTZKk42pI13wSCu+QkJCq+eJlp+Gv/+115DVvAUGrMq1dFMVL72a5Kjx2do0LWLaM77bRaJRL5PDm8y5KShUXnLkLcf2z6exi0IsGVcQzn/kDdHV1HREbiKqqyOfziEajR7yC9cXLTsOXfvQGciXvcxKVgFs/uAjndft70us5iIaXaofGCIKARYsWWbGQmy96Hz78gSUYHBx0DRNSFMXKb//H/gN4bm+6rh53L/EGVJ+TXiwWrWq3Pd6zrzfJ9EWT70g9MvhjsZjl0eZJhdm6O0XtO9AMMG0bZAF08amN2HRmh6uh1asnZfUCFf/PNWehqakJkiRhamoKiqJgamoKs7Oz1u26uroQi8UwPT2NVCqFSCSCWCyGrZ86B3/2vd9i+8CU67F5F3/PMmxv9thGJ6G/e47wTISEhFTNte/vRio1ha//0n8YhfOi+KnHBwOLbgD42x+/DSWiWPnUT7w2hDuffxsHUzksbFLxl5efYf1bd3c3Lj3sq/QSOTz5vP0D7gE/AKp6DTTswQdOMchCAHD75SvQ09NTl2PgQRRFq/Ltl1RRb8j7eufzb2MolYMkCNBNE4uaovj4+5L40CkJxGIxrjg+QrUDTpwEjWirRiR2dXVZw44AYGxsDKlUCs3NzZiaKgspSZIgSZLlJ56PTGie9AuvXRpW1XX1ArXCYpLNZq1my1KpFMiiU80uRjQarfjs8HjxvRbGfotmwzAqbCj5fL5C0I9ldMvzvbBJxX//0FJcu7rbii4EgPb28nvY0NBgZa+rqmpFgCaTSSxcuLBikfzd/3YeAPdv55+dtwhnt/nv3LHeWq9fq9DfPUcovENCQmri4uVNWNMR/H6jVfqicyUddz7/Nq59f3c5VcVWAT04XcBf/9t/ACiLNEVRsHTpUlykaZ4XXZ4L+nwns8QjgtUoRhODTqIS8OUP/yGu+8CRE90EIu5I5ftIcu37uyuGAhEmJiYwPDyMXC4HWZa5GwWDRu7RqGaYSFBisRja2toq/tba2grDMKCqKiRJwuzsLHRdr2ji88qE3rKuPXBDJVkU+uHlQ2aNQr/r6l7Xook0WsbjcW6LTrW7GE6fO8/vglf/Cm+PAdlFIpBFWWtrKxYtWsT1GMQb39DQ4Po31s4U7bv01ltvMT8TkiRVvcsV2kzmCIV3SEhITVST8VxLDi0w12R35/Nvu2wHec3Al5/+T1ywJIrW1lZEo1E0NjZienqa+Xg8F/R6NVAS7BMXgfLwFyIO/BpCI5EIVq5ceVQvZsQbbJrmMXFRbW1tRTqdRrFYDNQHUG2jo51qhokEIRaLoaenx3WeJUlCZ2enNfhpcnIShsHfayDLcoVI54FnUQj4+5CrWZDwWnSq3cVwLtjWLoq6Fi7O34UbVze7PN5AuT+E17NfLBZdDaWNjY1YsGAB1/3ryZIlS1AoFKDrOiYnJxGJRKCqKiKRCNrb28vxipF3kSu5P2cq4ysjSRJ3Q/zJQCi8Q0JCaiJoGkL/QJorGs+LBY3lkdaslIvRtIbh4WEYhoFEIoFCoYAHdowzs5zJxdg+xr2gm/jBG3MXat7R2X40x2Q8c9P7cO2338BourKyRMQB67m6GhWccsopx0yjUiwWQyqVQlNT01FPLBAEAV1dXXjnnXcC3a/WRsf5IhaLobGxEY2NjRX2Eif5fB4HDx5EoVCg2iu8iEQigSvevAvQamwsXseSzWYRi8XQ11v9aHe/Y5ckyTqG/oE0XnrX3XR6enuEmpLilWriB0kMIqiqSl1oHQni8bhlZSE2Fidf/vAf4tbv74ZdeosAvnzd+7B4cSNyuRxyuZyVnNPT03NMTb892oTCOyQkpGoMw8BL78y4miZ3HswzK1L1sGz86fuS+N3vfudbrRwZKQ+14fG5/uCNlMujeGBGx2efHMQ3rlnMNTrbj4gk4P9c8wdYsGABxtKvUW8zntFx64Y213PFIhL++oozkUzOX9pGUARBQDKZhGEYR114A+UqfEdHB0ZHR7nvU22j43wQj8ctsc0jVNLpNPbv3w/DMKj2ClpPgh17hZUXngWoNV0zAJIk1W1CKm+SkfM9J0kjALuy//pI0bKEEerR1AmULSHNzc1WZflYxd5rcTCVw6LmGL542WnW35ubmwHAEt52T3pIKLxDQkKq5InXhvC3T76B6dzcBW4sozNSP+YETj0sG+SxeKuVrBxse/ICK1v4wIxecaHlifui0RKP4G+vPsu6OHlFMTrFoPPCdiwRiUSQz+ePmdSC9vZ2TE9PB7Kb1CqcqhkmQojH42hqakJjYyP3ZFDDMDA7O1uRZsJrAbEfWzUNb34LUPt0zSAoiuLZFFsWyv5N3IIg4KZzunDXL4aZvwssD7iiKNjQXX7PvH6n7nllbkFTjwWbJEmIxWJYuHDhcSNSWb0WdgRBOG5ez5Hk2PilDAkJOa544rUhfO77u7lua/dWKopSs2Vj04qyd5RUrAq6aXX+dzAufqyEBd4JcPbFQ19vEpsfH/R8DRtObcVjN53r+Zi0aDxVEvCJ1S2IRqO44owobrjgdKt6dCxDtsq9LBFHClEU0d3djXffffeIPSerWZDlY04mk2hoaEBTU5PvgiWdTiObzSKZTEIURRSLRczMzCCVSlXcLsh3ihxbsVisiOzzgzb8hvWdC4pXhTdIs2QsFsP5PQIK61srRPEnz27FFWeUm0lZHvBv7RzDhsNeZK/fKcME7ts+AdOE5e2uJYaSnP/BwUEsX778mNg9Cpk/QuEdEhISmC/+6+5Atx/P6IjH43j6t6MoaNVbNTatKPuynRdiw5yraNEueqwxzLwT4JyNWV7NjwNfuZLrMZ3btZ0NEXz+omX46Lplx92FVxRFCIJwzFhO4vE42traMDHhbbWoJ17NgsSS09jYiHg8Dk3TEI1GPSvOpmlidnYWBw8ehKZpLvuMqqoVVX2eUeMA8JRtWquu69x2E9bEyajkLTR5Y/28/N1+zZKxWMwS7kTEXnZaa8XzxGIxZLNZRKNR5vd3zNZzcePqZk+rjkbpYbUfk/N1L0pKFQuzqCzgz9dVHmOxWMTg4CAWL158THyPQuaHUHiHhIQEhtLQ7kl7QsJP3p6q2iPdkZCsyXRA8NSCy5cnqA2d9uSFnkaJaTcBKsU2qxq2qDnm/UIc8GzXHi8oinJU4gVZtLW1IZVKVeVjrgeCICCRSKCpqQnxeBz5fB7T09OYnJy0FimlUgnd3d1IJBKWCCe+2P379wdqfOQR3bSFJu9zeFmxWPBWqgVB8ExX8WqWjMfjFXnY9sckixNZli1LzrNvjkMQAJNyvjqSc5KorzeJN0fzgRvBxzM69XU7fy/ymmlZVuznYmZmBtPT02hpaQn0vCHHD6HwDgkJmXc+sboF39o1VpXoFgV3LFfQ1IIt69ohSRKefnvGSjW56vRG/Pn6ThiGAV3X8Y1rFjOrekBlYxbN5xqLSPjiZacFfHUnFpFIBKVSidurPF+QSL2VK1cilUpRxaVz0qP97yQLOxaLVdzOeR/avxFfq6IoKJVKyGazmJycRKlUoh7H/v37oaoqmpubkc/nUSgUfJOCaI2IHRwWLlrEn300e73hXSA7c6ydeDVLso6d7AY4LUDOGE/rGCQBmz9QmZO+ZV07zuiMUkfVex0rr9/eMOnTLY/WYjHkyBAK75CQkHll04oENp3VgX/cVl129+fPa3NdmIJmL/cPpPGTPTPWxdM0AU3TIcuyVX3M5/P4lxvOwq5R4H8+8VtXPvjaRXOV3L7eJFRFxUO/Gjnmmx+PJCSO7Whme2ezWRiGYaW/OIfO8EDEtyAIlo0myH1nZ2fx3nvvcd+nUChYCTw8yLKM596acKUJPb83Qx1fDpR93bSIP9YCpB7wLpD9bBWshs6ZvI6rH93HtLDQFtK0VysKwC3rW3FBj3u3hjymX0IMMGd3Y422p0E7R8dSclFI/QmFd0hISGA2nNqKbe/4T68DyhfVj2x9q6rnuW2DW3QDwbKX+wfSFfncQPni+8yeDFpaM7jjuj9EOp2GpmloampCT4+AXx9I4dFX91c8zkvvZnFG51y6ySUrmnBedwSNjY1YsmRJVa/vRIQ0Wh5JywmxGhArR2NjIxKJRFXi3zRNFItFmKYJVVU9HyOVSmF6ehoLFy5ELpdDsVhEIpHAoUOHank5npBeCaeV4aV3s7hseQIv78taedIA0KAIuHltK/V71D+QxiOvD2EsrfmmcrCsWF7RgbwLZL+hPyzbR+HwQ9MsLA/sGPe0wdgxTW+fel9v0lN4C0DF+QuSfEQrFhztHaOQ+SUU3iEhIYF57KZz8acPbscr786Jb0kAtdr21Nuz3I/bkZC4ormCZC9v3e3O5yZ871eDuOO6P3RVmF560119dG6Rk0phPp+HrutVRbOdiAiCYE0AnK+IQdM0USgUkE6nkclkkMlkKsTbzMwMJicnq6p2T09PQ5IkFAoFTE9Po7Ozkym+I5EIcrkcBEFAqVRCQ0MDZmdnA0+DDEI+n2daOHYezOO7H/VeBPYPpKmTFv1SOWhWLL/oQFaleiyjY/Pjg9Z3lmcI186D3rdxNjYG8WbzTCltUEXMFtwLhAZVxHf/qKfib7yZ/zQbnaIoYWPlCU4ovENCQqpi66fW4q235irZVz+6r6bHkwRUNFD6wZu97JXHqzO22Q9N0zOgxzI6tg0VsXFFc6Cc6JMNWZbrnu1dLBaRyWQsse3XFDg8PAygPMwjyKKI7HxIkoTp6WlP24wgCOjp6UE2m0WpVIIgCPNqsSHRf9VOZuwfSHtWbv3GqgfN5/bKvicDfvZM6vjcBQut88zybPPk/5PbBBnSxTul9OY1Lbhv+0RFmokslv/uhFYY4Ek1AYCGhoZjenhOSO2EwjskJKQqnM1dteZzf+GDXYhGoygUClY1mTeKzAuv45IYF7iOpOwa5064+xeHUCwWreOQJCmsUFGoR7a3aZqYnp7G2NgYJIndSMdieHgYw8PDiMViiMfjSCQSiMfjnguCSCSC9957z5ocWSgUEIvNpdXoug7TNGEYBorFImRZRjQaRSQSwfT09LzaBEhlOGiPA4FHkNbyHabR15vEZae14vofDFC/U0++mcKK1vLQKPJdMk3T5T3n+X0hr59HpDvtITyvA+AfmFPtUKbwt+TEJxTeISEhVeGs+Prl3nohALigJ4pSqWR5g5/53Rj30AwCTaiTZidabftj63oofwU+u6EbX3lxP3Wr2FkVzOVySKfTaGhoCPiqT2xqFRCmaeLQoUNWFnctnvFcLodcLmc9lqqqSCQSlhC3i+XGxkZEo1EYhoGpqSmXADQMA+l0GqqqIhaLIZfLQZIkqKqKaDQaaFy9E7+FJolsDNLjYIdHkPJm23shSRIikQhEUYSmaSgWixUZ2U6+vmMSfb1J6LruyicnuwifPLsVX3tlnGnfsL9+L5EuALiV0TviB0tMO9+3tYuieOndjOVBFwBccXgGgR/hpMcTn1B4h4SEVIVTeFebewuUL0rA3NjoWCwWOKublRl8y/pW3LqhDfe/OmFdCEUB+NN1S/D3176PejwfO3c50mn2tvxYRsdVj+6zJgCOjo6GwpuCKIpV+99HR0crBuDU09pTKBRQKBQwOVleyCmKYonwRCJhVentlW4AmJ2dRSwWQ0NDg1U1F0XRmiJJJkFGo1Eu37IdnsxrsghwVl87EjJuWN3kKyZ5qsb22DxRFCs8xyR6U5ZlKx7RLrINw4CmadA0zRWJ5/XcedtQLednhVS/P7Q0DsOYm0aZVEXANJEumuhIyrhh1dzrZ3msWfaOaim/Z3O/K0D5fXP+BpJmbgC+4nt0dBSxWGze+iNCjj7hOxsSElIVTqsJUL6o/OGiBnx71zjGMnNJCS+9k8buQ3Th5Iw5EwQB+Xw+sI/VS6g/fN1ifPLCs7jFsSSVt74f/Y8ZjMy6Xyfh9ZEibn9hGF++rDtssKQQiURQKBS4zovdSz02NoaxsTHXvzuroTSqsScVi0UUi0VMTU1Zx02EOBHZJJ+7UChAURRLZJL3PZMpC6t0Om0NzAkCz0KTPDexOm06swOGYVjn2C//mWdXqjNZts6QarUoii6LD/nuk0o/jwWId0fM67yxKs7OhU5QW4gftM8UAGqTqhfP7Mn4Cu9cLod33nkHS5cuPWaGUYXUl1B4h4SEVIVdeKuqaiVBnN+j4vwed571m2OFisoQACxpknH3NcsAlAV3oVBAJBJBsVgM7GP1Eurt7e2BKtKyLGPFihX40qYWfOlHb7gyve28PlK0xE+4TVw9+XwemUwGoigyM639BLyzeZA08AHecXFOSqUSUqkUUqkU4vG4FStIxDZZJAiCgGg0imQyCUVRMD09bYn3oPAuNCVJQjweR7FYrJjWyCOAyTlgWa9kEbhhVVOFiC0Wi8wFj67rvlGA9ufmEd6GYQTeMcjn81bF3f589ahss3YiFIme4lQPSqUS3n33XSxZsiTM9D4BCYV3SEhI1ZAKoFcVkpajTdg/reHWJ9/FHRsXWn9TVRXFYjGwj5Ul1Bc2RbFgwQLu1wTMjZsmA3HufP5tDKVyzNtvfnwQ45l94SAdBjwDdRRFwczMjGcGtl9FlzW45O5tE1WLsGw26yloZ2dnkc1msWDBAjQ0NCCZTOLAgQOBnyfJiKtzeq6do9Htf3eKTxpEkPYPpPHgzkkr87tBFXHzmhbqefJa8MxHdCJPqoezCn3TOV04rzt4Y6sgCIjFYsz3mLUT4Swi8OI18MddWZ/BxzesRGtra3VPFnJMEgrvkJCQwOi6bm2t++GVow2UK8Yf+8F+SwA0qiJusgkAnu3i218YporuqCziLy8/nes4WVz7/m5c+/5unPLXTzNvQ557KJXDl370hnW/EFjWCL90k5mZGZe9xEmhUIAgCOxx74z7zd9sxjKZTAajo6Noa2uDKIpWnrcTIqyCJIfoZnkCo1+Un2mangLSSZCKMM1WRjAMw2oy9UOVQBWsqkPX+1W7+wfSFdF+YxkdX/35QXzhggW49LQW6zH8FiEkuSabzTKr7DwNqUEwQffvsz3+v8cfrT0FXV1dYczgCUIovENCQgJDq3JVIyoI9kl7MwUD922fswf4iYPbXxiuyMclCADuuPbMugngiAiUOHbVcyUddz7/dii8D6Prum/CydTUFIaGhrgeLxqNcom8I83s7CwkSUJ7ezuamppcwtsprIJwYEZH/0Da97uQz+epCxMvbzxJcPGqXJdKJW5x7UWR8dPg/DtZRLCe78FdUxV52gCgGcDXXx3F+T1zCzxiB7L/H/k7mVBKKJVK1B2DWmNSWTj9+94e/3EUi0UsXrw4jBs8AQjfwZCQkMA4K0NEVNTrAqUZ/EMwaKIbKFeWfrN/ui7Ho+u660LvxUEPW8rJAmlYFATBM9s6iOgG+GwIRwviC6dV92nCKgg83wdSfSbEYjErT53WqMc76EiWZW4vtxes/gyeyZF2aJYc2t9J3rqu69A0DaVSCaVSCcVi0VXFJ1GGTm5c3QxVqvzMOf+7WuzVdD+P/8zMDAYGBuryvCFHl1B4h4SEBMZZPatVVNAYz+iIxWKuSLf+gTQ2Pz6Iqx/dh82PD3o+xr/86gCeeI1f1LGYmpoKJA4WNcf8b3SCQsa5RyIRKIri6Q+enJwMJLrJ47PoaaQ/F+vv88H4+DgymQx6eioz4mu1LPDe3zAMxONxSJKEXC5XUdV1CmxitSiVSkwrkKqq1ntKgzwPDywRS+vbyOVyR3yRlcvlXOehrzeJW9a3oiMhQQDQkZBwy/pWNCj8x9bBseBg/b4saFTR0NCAzs5OLF4cbHJoyLFJaDUJCQkJjNNHWm8fJFC+ED3zuzHKYIpshQ/SCxOoi+1DkiRqs6dcjhKuSDdQZQFfvOy0mp7veKZYLEJRFEs0sRorJycncfDgwcCP7yW8v3HNYnz2yUEcmJn7XPQ0SoFHndfKoUOH0N3djc7OTmugTq2WBb+FXyQSgSzLTBFMKtskdlBRFOt7TMbdx2IxCIKAXC7na/cg8MYJAsFj/li2ogZFqLCn2f9eKzQrB8vyxmoad8LTKE67TSwi4a+uOANLl4a2tROJUHiHhIQExln9CioqOhISHr5uMa56dB/zNmsXRV3NRtUM56mH7cM0TaZooP3tstNPzhQCIoqJ0C6VSpidnYVhGNaWv67rKBaLgce/O5+DxZEW2SyGhoawaNEiS+jWMtnVK81HlmVr8FSpVCo3Hr4yAdtMGsgC8Bfnlac1kjxyp3XENE1L5JLH5HmPgqaa1CPm7+a1ra4MbUko/90Pv5x33kFN5D72ZBgaPY0S9bfjzy/owcYVzchmsygUCtZtHntjFiMzxTAh6QRG8PsROxqsWbPG3LVr19E+jJCQEAq6ruPNN9+s+FvQxjEBwIs3nY4vPPUeXht2Jwn0NErI6/4VbR66m2PY9tcX1fQYQ0NDgfKZGxsbsWTJkpqe83ikWCxClmWIogjTNPHOO+8EHiTjB88QHV4e2DGO5/ZmYJjl2L7Ll/ON9eaFWKXIhEyvhSYNAfCtCsfjcUsgO3PMnWziHFvOSzUTOoPCikisZlAS7XdKlQTcsr5ymmW1jaRBdluam5st64iu69bCqaWlJfDzhhx7CILwa9M019D+Lax4h4SEBIJW4SIXLd6KniAAlzz0FjoSMpY2ydg3rVn/RsawXx1ApHQctqE4K+KxiFSz7cOZfkDwuvDPzMygVCp5NhWeiJimaW3V67o+L6Ks1mIRKwXHMMuTBYdmShW58rWQz+crPMMdAXaGyK6QH8+/NYGHfz2JsYwGP0v0M3syOKMzir7eJB7YMY5n92Qsq4QqAbesb6vbOPV6EY1GqZX3airnPNNBgeobeIPstqRSKXR2dlp9EOGgnJOHUHiHhIQEgrW1zDuZDiiLHAAYzWhQJQG3bShf8O3VO177iioLuOmcLlyyogmXrJJx14t7cTCVq8tWrWEYGBoacmWWszN3g01IPJEgo9MJ09P1SZRxUovwZoluO6+PFLmi+3gwTRONjY2YnZ217Cb2/GkvWNYSO87PIc+puf/VCXxt+4QrGrOglxfOP3gjxSUgSSLKfFOPNBUC73TQejsBWIv0iYkJLFxYn0VeyPFDKLxDQkIC4bXNv6pL8RQ2AtzDTAq6iXtfKU8WzGaziEQikKTyJLqv/vygS6QIAJKKgHTRREdCxife34zzuiOIRqP48JpF+PCa+lk8hoeH8cTuIddFk6dyNjExEXhi5vGMruuIRCIwDAOlUqnq0el+1CKK/EQ3wVkBrQVJkiCKInRdn/MF75piRuIR7INVWDsr1aQJ+U1cPDCjcw3sURQFmqZR/60aGwiLfD5v+eS9sNuGCE77EGsx72xcDfoZc04BJb9zHYyGcLJIv1gU0dHR4RvnGHJiEb7bISEhgfBquLpj40JqVTEqC/jzda3MirhulquRd2xcaGXtntcdQUx2pxeYAKIREd/9aFkYkCp5vatv2WwWP/rNAWplmyV27JWziYkJtLe3n1QXVcMwYJomxsbGkM/nPSvMxFIUlCPRl1TvgSn2qi2xSDywY9y3WdhvZ2U+0oSAsvi+6tF96PAQzaz3YT52g/ySU1jnktiHAGDLunaudBEAzAUFjf6BtKvRk/xPVkO4fZE+OTmJzs5O7ucLOf45ea4IISEhdaFUKln5vwS7J/IfrzoFmqbBNE0oimI1Rz3/lrcNhSbQ0oy0AJLxbRiG1QSVy+WQyWSQSCSCviQq2WyWWdkWBVRU1gj2yplpmjh06NBJkb1rmiZ+9Ov9uLd/ACMzRbQnJGQLOjIe+uX1kSL+y2P78LnzgvmK/Sqf9aKedpNIJOI67i3r2vGTvZmK9BFCg1r2yfvtrCQZsXr1Yiyj4+5tc1NkeeD1UQfBz27it4B5bm8GW9a1c8cZaprG3cS7dXcKATcdAMwt0skCPZxIefIQCu+QkBBuisUid6JELSPkCaytYUUqb0Hbq26maWL//v3o7Oy0hu6QXOKqnru9nVlRNMxy1T1vM8rSKmfT09Po7u4+pqct1oMnXhvC/3lmj3U+eN9z3QTuf3USb47msfNgvi7WBC8kAdwi6cGdk3U5hmw2yxRVf3Fem8vzLYvAzWvKyRZenuT+gTRyNNVeZ0wAX9s+QRWnNFjvfS2/A/l8HpFIxDVtkhf7Ipm3KbNYLHKlm1S760AW6bquY2pqCm1tbVU9TsjxRyi8Q0JCuGGJbrunM6mKyBaNqqpABHv2MW1IRUEHvv7qmCsaTdd1DA8PW/+dSCSwcOFC6rhsHhY1xzBEyQFf1BzFX152Ou58/m0cTOXQkZBxw+om9PUmXfaKiPge7vyj1Sd0Hu8//uT3FYuQIBR0s6JiyWNN4PH80vjceW3cDcD1qiQbhgFZltE/kMYjr09jLK1Rvdq0RYeXJ3nr7hRXk2Y9cL611cbtfexfD+DmNS2+wjcajUIQBCsVhox7rxaxinUva/CTk2oGIzkX6ePj42htbT3hF+ghZULhHRISwg1NeDs9nX5NYyxWdZXtK68MlfDQrwYxntHRkZCZk+HI9rEXmUwGe/fuhaqqUFUVyWTSagD8s+/9J7YPpKzbbji1FY/ddG7F/b942Wn40o/eQK40d2GNRUT85WWn49r3d+Pa93cjk8lgYGAAgDvHFyiLls99fzc+9/3d6D5Bh2LUY0iRHT9rAmlWDErQ2Mt6EIvF8PL+nKfvua83aS1e7942ga27U7hxdbOnJ/nuI/gaCJIkIRKJVN1PMVswcM8r/tYVURSRzWbxs4EMvrP7QM07IZcvr85+pmkaZFmGpmnYNlTEt3aOuRZON65udnm87aiSgIuXxT13dAzDCEX3SUQovENCQrihVbmqSVZw0tMo4Y6NC10DQEY9TMI0jzUrTaFQKKBQKGBmZgYAPVZu2zuT+PhD2yvENxHIpLLtjCg0TdMae94/kHaJbidDqRy+9KM3Kh77RGBhcxQHU/VtbmVt4dfqheWNvSQ+61ppaGjAXS/8ytP3zGpIvGV9K25Z30r9TLNsXKxx6vWAjJr3anBl9T8QDLOc6uIU0PbvbkdSxpqFKjMNxH7f/oG073FXOzSoWCwiGo3iZwMZ3LNtBAWNfSysVBOexYI96z3kxIdLeAuC8B6AWQA6AM00zTWCINwJ4GoARQDvANhsmmaK5751OfKQkJAjimmarjxroHqPI0HA3OCJoFU8ewNckDQFVtLGtncmXX8jlW0aExMT1i7A1t0prmPOlXTc+fzbJ4zwvv3x/8Ch6frnOTsj3giSJNVkOwD8xSEw57OuhWg0ClEUMTJL/7yR745XQ+LD1y2mCjdqNVwWcPPaVrw5mvdtOAwC2Y0CymJUEASm+L58ecL3uZ27Ys7v7mhawzN73Itu2k6I3/du04ramq3z+Ty+tWvMEt20Y6lmmI8dZ7N6yIlNkIp3n2ma47b/fgHAl0zT1ARB+AcAXwLwV5z3DQkJOc4oFovUhqpqPI52bt1QbirqH0gzbSUs7to24Vm9rDVNwYtSqYTR0VHrv4MsQOptzTha/M0Tb+CxHQfq/ri0RlVCraIb8BeHAuozCEmSJJimyfyOdCTLl2DewS52aP7wz6ztwAVLYrjyrE78wYIJPPybCYxn9MDfKzvO2Edd1ysGXTkh1eUgwj/IrpnznHido00rElVXu3meo15xjqHwPrmo2mpimuZPbP/5KoCP1H44ISEhxyIff2h7RTXYfjGmVd54cG7DPrjTXW2uB/OVdXzo0KGKmLOkKnL725vjx/8oedM08dir++v+uA2q6NuAR3y31bJlXTteejfDHCZzRY1VUkI0GsXU1BTTq/2J1c2QJIl7sIuTvt4krjyrs0IEG4aBbDaLC3sTuPS0FuTzeWx+fDDw4phMkwXcFq5Pr+nA+T1se8SWde2BhHeQ76jznDAXNQmpLqLb6zmSCr8v22lvs/+GhsL75ILXxGYC+IkgCL8WBOFmyr9/CsCzVd4XACAIws2CIOwSBGHX2NgY52GFhITMN07RDZStGre/UE4PuXRlC269oAtSwN6gT6xuqbiwz5cvlSZe7Fvndjac2sr1mOl02j0SPcBgl0JpfhYDRwrTNMtZ7fPw2FFZ8K02RyK1L1yKHm9BvQRbMlnuL+jrTeKW9a3oSEgQUBaFt6xvxYdOSUBRFNy4uhmq4wvkVfUnxONx5g6AYRjI5/OIx+Nc4+edOC1cY4cr52MZHff8cgS/PMAXK0rD6Z/3W2AQaOeEdu4AYO2i6pKMaNy4upn6+5bTTPz8Pf8FBq2nxP4bGgrvkwveivcG0zQPCoLQCeAFQRDeMk3zFwAgCMLtADQAjwW9rx3TNB8E8CAArFmzZv7DSUNCQrig+Z6B8oVDEASUSiVsWKwGjg/8p1fHceUfdMI0TTzy+lAdjtQNS7zQJmzSUk1oGIaBQ4cOuf7OGvZDI1tl9N6xgmEYKBb5xq8Hhaf6WQ+7iVeltF5omoaJibkUD9qCIpfL4bLTygu+IGPWY7EYstksBEFANBp1JY1UNCsmZERlAXnO3G/VdgpY/vNv7RrDpaetrKi225/TC6d/nuVXv7jXOw0EKJ9Xmqf9pXezOKOzPkOQ+nqTeHDXlGtHSzOA77yWwmWnt3kmvbB6SsjfQ+F9csElvE3TPHj4/48KgvA4gHMA/EIQhE8AuArAxSaj04J133ocfEhIyNGFfO0f2BG8haOgw2rWHEtXbxugIQC+4oVs874yVMJ3XpvCK+9MYsNXfuob9zc5OQlN01xZxrV63Y8HTNNEoVBAsVjE4ODgvDwHT/VT0zRPnzEPvOPDq6WpqYk7dk+SpEANevbPnmmaKBaLFQNmXM2KGS3QjlRBL3+nt6xjD5Eaz+gV8aLO52TR0yhRxTNQufD41Jp2XNDDV7XeedB9noP0d4ii6Nu0m2bYyMYympU3Ts6H05rD89whJw++wlsQhAQA0TTN2cP/+1IAfycIwuUoN1N+yDRN6q8f6771O/yQkJBjgVoTFOopWoM0VP38vQy+tn3CEgtDqRz++kf/AdM0cd3Z7lHvpKHSMAxomoZoNApd11EqlXDTOV34cv9BLvtFc+z483gTsW0Xu5tW+CdYBIVX+OZyuaoH6QB0sVfPiZnt7e1WtduPXC7HPZmRNrzGMAyoqmrdn1alDrojRXLyvfznkUjEOv88DZLORk07tIWHV3qKnVqbH6PRqPW5liTJ+j+SrW2aJpKMmMb2hFSxCKSlK3kRiUTCDO+TDJ6KdxeAxw9/MGQA/2Ka5nOCIOwFoKJsHwGAV03T/DNBEBYB+KZpmptY952H1xESEjJPnLusBdvfnXL9/exFUciyjBf2pKp6XPul5sbVzTUPNRGFcloFr+hWVRXfeW3IJRbyJQNfff4tqvB2NlSSiqaiKDivu5zQcv+rE8ymPaA8Evxvrz6T6xiPBUzTRCqVwvDwcMVrB+a80M/tzfjG85FsYy82rUgEEr6KolQ1QZFQawwci5aWFmSz2UDHRhPesVgMgiBYoi4ajVY8pr2y2qCKMGEiXTDr4r0n7ydrZ+CTZ7dWVPRZIlcA8OPrl1Z1DIqiMKfl2qm2OZWGruuuxVz/QBo5ik1HEoBPrWmvWIwGSWhZ1VV+fYcOHUJnZ2fNGfUhxwe+wts0zXcBrKL8fTnj9gcBbPK6b0hIyPHD/f/1NHxq628qfIqrF6j4u4u6oGkaHtk97XFvNvbkiL7eJP6/HRPwmJfji2GWt5zt2d5OSAWNNOeNMZ7w0LT7Yk9tqDwM8TvbhdzP38vgX/4zjaFUHpIgQDdNdDfH8IVLV+Kq93UFfn1HA03TcPDgQWvwEI0t69qxZV07Htgxzqx+9zRKVlb7jT/cj8l8pTDhHTRCiMViKJVKNYnu+UKWZXR2dkLXdQwPD3Pfzykw7VVUsrNi99X3D6Rx3/YJa2z8TJUTY/1w7gx0JGR85pxOXHRqQ4Xwrqf4JfBaMKq1DcmyDFmWfS1BW3enrPNsJ6FIuPz0tor5BrxVdnv1f3x8HDMzM1i8eDHi8TjX/UOOX8LJlSEhIUxKpRJGRkaY28MAW7x64bSDPLBjvCbRPXcsOu7aNoE3R/Ouyrd9K17TNK58ZYJpmp4iijUx85N9f4BEwh1NV4/mwPkmnU5jcHCQO7bPWf1m7UBs/ciSqo9JURQIgnBMCm5CZ2cnIpEIc5HGQtd1qKpqVT3tVVTyHth3HB7cNUUVg/UiKs/tSfX1JnHpyhZrXDxJTLEzH555HpsJOT7A3zYky7K16H5p7wy++atyzKKfzYglpmcLOjKZTMUiyatp9+Hr3Lto/QNpW+PmHjSqIv5m02n46LplXK895PgjFN4hISFMiL1AFEVsGyriW78aw8hsER1JGTesakJfb5LLn61KAm5Z34q+3qTLo+pVKa2WZ/ZkcEZnFH29SSiKAlmWK4QMSYFgZZCPpjWc++UX8cVLT8OHP9BTMaHSidfETEF4DytWrDiuUgt0Xcfo6Ci3P9kOqX7XG0mSaraVHAkURUFLSwtM02QKb9YiDSgvyJx2HgAVi5/y583bzlQPyKRGcu5JPjiL+fbM++FnGyLiWNM012/OWEbHfdvn0mecsPzdyuGCvP234ZNnt+Jr28crJl2yFiDOXQugvHPxpSfeRL5QwA0XnB76v09AQuEdEhJioWmaZccolUoolUpob2/Hy/tzuPsX+5E7nD89mtZ8p0YSJAGW6JYkySVg6y26CY+8Po1NZ3Ygl8u5ou/IxcwuFpyLh+HpAr70ozcwOjqKC5aw0xVYcWuPvD6NS1eWB5g4hfeTrx/EXS/uxXAqj0XNMd8klSNFNpvF0NAQl6/2SBKJRI550Q0AbW1tEATBGqvuxGuR1tebpIpu5/3v3jYxL/npTuxNg7lcDj9/L4Pv7E5hLK2hIynj02vacfHyJivphryGegpt3oq3F6TKTSr0/QNp6m+OZpR3EWjHz0r/LOiwrG3/+6ej+M3Buc+oJJTtb14LEJaFRTeBf/r5PlzQE8XixYvrkltfb0zTxNTUFJLJ5HFVWDgWCIV3SEgITNOEIAiQZdm62MmyjFNPPRVTU1O496e/s0R3UP794+XGKkVRLEF/JBhLa1SxJstyxd+JWKBN9yN5xef3uLeIredhVPtH0xpOO+0019+feG0It//775A/fDUfSuXwpR+9AQBHTXybponx8XGMjo7WRezUGz9BGoTPPjmIAzNz75ndf14LqqqioaEBxWIR+/fvRz6fRywWQz6ft84pa5HGG3u3dXeqrqKblUojoDJdxhVPmNZw98sjKJZK1i4WANdig9hSqqUen0VFUSqOY+vuFPO2rMmzXvnnW3en8OLeWVdWt256p7gA3n7w8UzZxrJ37150d3ejoaHhmKp+79u3D+l0GrFYDKeeeurRPpzjilB4h4SEwDAMSJIE0zSRz+dRKBRgGAZKpRLy+TyGUrVVGyVJgqZpdRVQfrCauhRFwQt7Uq4t8WojybzSOv7miTfw99e+r+Jvdz7/tiW6CbmSjv/3qf/E+T0q2tvrb9XwghYTeKxRLBapMXpBoTV2HpjR8dknB2sW3w0NDVAUBcPDw8jn84ctJYPlhsTD1izWZ2kso2Pz44O+1gzexr1GVUSmaHhGCJKR6qIo4um3Z63PsCoBt6wvj4vPZrOIRCK+Cwav90WWZSiKYu2gzQcP7Bin9haIoghBECp+d4KMpwfKiw4vxjI6c/HNGpxD8LLpkd8vXdexf/9+RCIRNDY2oqmpyUq7oWGaprVgEQRhXsR6oVBAOl0+L/l8Hrquh1nkAQiFd0hICERRtCK0ZFnG4OAg4vE4UqkUfvrubE2PTTJx52vSIYtFyfKFwOmpPWdxHC/uTbu2+5OqSK14+aUyeNXkvrvjgEt4H2QsYsYyGtra2jyfq96kUikcPHjwiC6IqoXYN6qtgvYPpF2im2CvgFdDY2MjcrkcHnphNx569RBGHWKKWLO8JJDTdkKDp5+iMyHj29d1W5972u3tnuPPXbAIf7Z2zoaxdXcKd2+bwNbdKdy4uhmbzuyoKSdb0zTLox6Nli1bvIOFRFGEqqoVYtI0zQrPu9OvbZhz9rXbLuzhbn5k4VUhB8pC3y9Kk8WNq5tdHm+gbFNxesJLpRImJiYwMTHBFNT28wTA2sU0DAPLli2DqqrVHagDe/+HaZqYnJxER0dHXR77ZCAU3iEhIRAEwapYSJIEWZYxNVXO7va78HjRkZAgiqKnsFMlzEuj2OsjRTywYxwvvZutENlPv+1eSBR0E4pUFiT1TGXQKSJxQZOKYUpc4aJmdhWr3ui6joMHDwZO3jia6Lpe07TKWj7HXiSTSfT09OCRl9/CP/QPeSaN+OkzexWZ1oTpl3evSgI+c04ngEq/tfOxPrO2AxtXtkDXdeszx/KfK4qCjoTkWkwAwaMCyYRHP5w7E61RwUrDicfjFcL7ub30HpHn9mbwhb7yaysUCtbvUNCZAX6Li2pFN1B+jwQI+L+7Jq1Ff4Mi4Oa1rczFl1dzrhO7ta9ePvFSqWRdGwiTk5Nob28/pqwwxzKh8A4JCXGRSCSsbNqgW7N21i6KolQqWZUrWtPeLevbXA1jPMNWeAjSuJkumrh1Q1tdUxkkyoXov527EF9+cV9F6kEsIuGLl7n94PNB0JjAY4laplXW8jn2oqWlBYIg4O7+/XWJ9xvP6EwRfMv6Vs/7/o9z23B+j1qx0I1EIrjyrE5cfnqbJcRM06zICAfY/vNv7RzDp8/pxN2/OOS5KA0iCL2g2YEm8yZu/OF+PPrRU9xTOxk/FIY51xug67plVerrTeIHb6SouxyruuaaBEVRRDQaRUdSxmia/V3p9Pl3P644sx0X9rojR2n4NeeyEAQBIyMjKBQKSCQSaGhogKqqVQnlyclJ164TydQPM8j5CIV3SEiIi4aGBkxPT6NQKNQ0zv2ZPRk8tzdjeS5pPl1WDNmRSm8gtCck61geObxFT6qk1Yrvj63rcf3t4xtWormpGXc+/zYOpnJHLNXEMAyMjo5ifHx8Xp9nPiFjvKsR3l6f457G6vyp8XgcjY2NAIBUrj4LmfaE5OmpXtWlUL3Dq7oUXHFmhyWoibDK5/Oe3mpyLpn+87SGDd0KjA0d+PavJzCe0ZFURcA0LUvK2kVR184SST0i0o58ry8+VUQ8HodpmlRvOMsONJk3YRiGa9eDZfUQhUpLSy6Xs35/vnHNYtz+wnDFebQ3QpLqcDabxQ2rmqiRo4T1PUn0vztDtak1qOxJlF7ngAVvcy51EXRYLKfTaYyMjECWZTQ0NKC5uRnxeJxLhBO7C43p6elQeHMSCu+QkBAXsVjMqmrUOs7d7rncsq6dahegxZCx/KnzxWRWp1pT7BUl58Va8rlWOf3dhGvf331EE0zy+TwOHDhwRGICWTsb9UAUxap7BViZ7a1RoerGys7OTlfzXq2QRSeN8YyOh69zi8bVC1TceeVSFItFK3Pb+R6w0lzIqPqOhIxRyhQrYie59LRWXLAkRq26eu0skbNd+V0yqhZppOGTLCYuX05PZrnq9EbX34j4zufzzLSR/oE0Hnl9GmNpzRKtt6xvxT2vTFAF/qsH0rh5TYvLqy2LwM1rWioe1z7984bVTYEX9Dxee96quKZpmJqawtTUFFRVRWtrKxobG5mWFE3TcODAAeZn3T69M8SbUHiHhIS4IPGCQPnH+s3RfM1528/uyWDLunZks1kury5LKM0Xukm3ppCKEisyjMXfbVqGQqGAbDaLxsZGKzXmSGKaJiYmJjAyMnJEnpu8r2RA0Xw8drXUe8BLW1sbksnyfUdGRtDAGLIShE0rEujrTTIXnUQEO0WjX+KLX5qLqqq4cXUz/unVCaadJJfLQVEUatWVF3t1tharkyRJlvCmTUy96vRG3PyBFtf9nEkzn1nbiYuXN0LXdZimiZ+9l2FafFhfn7G05vvZcsUxZjQui4gT1q6N3WtfTWRloVDA8PAwhoeHEYvF0NjYiMbGRsuPXygU8N5773nunITpJvyEwjskJMRFoVCwGpIURcEX+pbgDxdN4Vu7xiouLEEq4fZLARFn9uEbTmgXs0VJyTeiaz4Y94gMoyGL5a3XPXv2AACGhoYQiUTQ3t6Olha3IJgPisUiRkdHkUqljsjzxWIxSxiTJrp6Vb5rFd2Eeg14WbBggRX7mE6nMTk5iZvXttZkj+pplCwRGWT8ut+54UlzKRQK2HRWB0yYtvHlc5MZCaIo1uyVJ/cvlUpUu0VrVKAeb2t0bnvJaYvYsq4dn/9gt2WtoUHLIr/rF8MoFAvWZ+KbvxplilY/0ev12ao1v53A87moJYFGEARomoZUKoXJyUkIgoBoNApd1y3R7eXlz+Vy1mI0hE0ovENCQlyQC6FhGNaF7PweFRedugyiKFp/q0Vo5PN5y1uoqqqVOlAqlSzfKe1idtWj+6p8xuoJ6nPXDLguqk1NTWhpaYEosn2f9cAwDExMTGBsbAwAqm5GDAJN/BUKhbpVvguFQk1RgvVk8eLFaGpqAlBeQO7btw+maaKvN1khWoPgHLTCW523L3ZY8Ka5kHNbtDX9zhbNispsPp/3bTb0gwhV0uCpKIol7iKRCLZ+ZIlnqomTWCwGXdddizynQMyXDF/x6yVab93Qxr0Ych4H67eD9XzOiESgvBtCFmZenwueqjiZ5klsUuQ31zngTBRFZLNZy17iZ2MJhTcfofAOCQlxwRJLxF+rKApEUURcBii2UCqqrXr28oE8Hv71RIWP8rLTWq3HlyQJkUjEEqnkgqBpGrMiNl+Qi2tQn7v9otrW1oYFCxbU+9BczM7OYnh4uMIHTUTNfEAqYizxR6Y31jr4ptYowXogSRKWLFmCRKKcQJFKpTA4OOjyTnM/ngB87rw2ZsXTrzpvH4PuBW+F+sU9KaqP2SlOac2GqiTg4mVxXzsaTajaP6ulUgmRSAT/8ifLEIlErBQbVS0ntZDfg1KpZOV70z5bNIHIwn5+vERrNVYlchwsaHGMNNENVPbJeD0nqyp+0zldiMViKBQKFdnqXhiGUeHp9qvcT05OoqGhwUrKCaETCu+QkBAXZCoZi2KxiM8+OcgtuoFyVjetWk2qJqqi4rzucmOPrutUsSiKIn5w/Ur88WN7MJGbn6Evm1YksGu4gLG0ho6EjM1r2nDZaa14cW8ar4/wWyfsF9X5rgKRit++fe7zS2wfpLJVL8hgJD9RbU+TqIVsNjuvjZtexONxLF68GIpSjpurVXQD5f6Aany+wNxEQp4dAJ40l/6BNO7fMcmM5rOLU5oA/eT7W7BxZQt2DQ8wq+EdnJ56Ej+ay+Ws4S+sBRdL4AXxodu/p35Wjr7eJC47rdWKZLTTP5DGgzsnLZ9/w+HkF9ZxsKrlrFxy8m+k6s2CtUA4rztS83fQz8ZSKpUwMDCAU045BbFYrKbnOpEJhXdISEgFxN/tR63T/iqeUzfxzZ2jOK/bO+mDWF++81/LMX39A2nq5DcBwJf6FuEffnbQswHSSU+jhM9/sNv1+rPZLO7YuMCVJiELwKbTm/H8numKXG77RZVkmM8HhmFA0zQYhoHh4WHm7cjrIdvytU4RVVUVmqZxP069xPfRsJqQ3QoidA8dOmRFqtX6HSjoJh7cORlYePNYTAg8aS5bd6cqPr9OnJVZWjW+WCyWq+E7Jl3fhVvWswfC0CBVVr+qLLGrOc8Fb5XfKX55qtrOBU//QJpqMfKzHLHOiddAHvJvf/y9fRVFj4QMfP9Plla8Dvtjy7JMPZdBs9d5bCy6rmNkZASnnHIK+4Wc5ITCOyQkpAK/Zrz+gTTufaX6eEEWY1X4RslFwn7ha1AE3HJeF87rjgSeKndgRsdfPXsAf3dRJ/WixIogW9EqWRFkHUkZn17TjktPa4VpmmhubrYqpfVkZmYG09PTEEURqVSKS5Q+87uxuUizpIwbVgWPNKvW8lEP8V0sFufFcqIoClpbW61Kay6Xg2maWLBgAZLJpJUdfuDAAd/dIIIAvt6A2aKJn7+XwYdO4RuiEkR0A3xi0kuoBpne2tebhBKJ4Js7x7jFXK044wUB9nlvUEVEZcHz2FgWH2KrMk3Tej6npYWXDpt1xYnXCHpRoO8aZrSyGLeL74r7UfpKaHacu7ZN4OFfT1b46e2/g0lVhCRUpjnRPh/pdNqKtgxxIxwLzSpO1qxZY+7atetoH0ZIyEmHaZr4/e9/z7QkVHuh4aEjIeHh66rLU2ax+fHBqrLAVal8cbFX0oNU7hobG7F48WKYpgnTNCHL9atxFAoFHDp0CLOzs4Hu56zW03A2+dkhvvtamyVrabiUJAmKoqBQKNQlO1uSJHR2dqK1tbUiKUPXdYiiaP2tWCziwIEDrkWDV6PvU9eXRRDPeVcl4N8+RhdNdiKRCDRNq3vln/U9EQXg8x4+dNftDzdIO3FWhf3GotPwGnjjbCCm/U5VU3mXZdnKRbd/Zsni72P/eiBwM60qCbj1gwuwoZsuSlkeb6Bc2fay95HPHA1FUSp2qLx+G0nGO+08yiIQkwWki6bnwqq9vf2I9LUcqwiC8GvTNNfQ/m1+2+tDQkKOK9LptKcPuJYMXy+CVNWCUO1jFnS47CukicgPQRCwYMECiKIISZLqJroNw8DIyAj27t0bSHT3D6Txke/t54phfH2kiNtfcFtWyECleiSUEM95UEiTaC6XsxrtFEVBLBZDPB4PVF2TJAldXV1YuXIl2trarBg1Yp8pFouW6E6lUnjnnXeolXrWxEv73+/YuNB30FKBY20oy7K1kPOjfyCNzY8P4upH92Hz44PoH/Cu0n96TQdUx0GqkhBIdAOgvq/EDmYXqLNFE/e+MuF7XATa4oV8ViORiKsfpK83iVvWt6IjIUFAeVHPK7oVRbE+T5qmIZvNuj73uVwOP38vwy26GxSh4jg+uCTGzLvesq4dm1a4dz82rUgE6qlxomlaxfvjtctBLFS033vNAKIRET++fikevm4x85xOTU3VdbDUiURoNQkJCbGYnGR34AP83kkepMNbqu0JCTed02U1VtaTvt4kvr5jEnkP/2oQ/F5/U1MTOjs767rFapomZmZmcOjQIe7myAd2jFsDRYJS4WGXZciyXLM32wnZhub1iNMsKoZhuNJb/JBlGe3t7ZatxPlvdkzTxNTUFFKpFDMV5hvXLGZOhLTzufPcUXRBiMViVqqPH7yTC+2c36NC/OBCPPSrkUCJHU77ykXLBFfVe+vulGsRC5R3lO45bFnzE8SsRePrI0WXzYRQTWY7ad61f65YPujvcMY0AmWh+t2Pzn0mdF2HqqrMz9WWde3UJspahpgZhlEh9nlsUNVkgtvP14LGQfzVFWce0Sm9xwOh8A4JCQFQFkNki51VqRAF72mNvDgtDfF4HKVSqa6pG0D5IlAv0Q0AggBc/eg+qjCxN+HVi0KhgL/8/i78+M2UNZXv8uUJz2QDr61qXki+ejabrWnCIAvTNKFpGlM02eH1hXsdpyzL6Ojo4MpRNwwDpmliaGgIMzMzVnqLrusuEfbpNR14+KPLrbxjFuRzwoqkZH1iyPjuIAsfVuSbXxPned0RXPSx5fjJ21N4+DcTuHvbBLbuTlEFuJe433RmR8Xxeok0o4ZkF0K9bDeyLFOzwFmvM0hPCu0cFAqFuvYrJChqzvl5JQWO/oE08iX/ajRPM6X9eZy3HZ4p4q9++DpmZmdwzR8uRENDQzjZEqHwDgkJAfDEa0P4yjO/w8hs0RIUl57W4hLD1YruL2xox3d2T1kXgEuWN1T8O7n4EPuAn5BxQqtKAeUBP/WEVJCdVURBENDV1VU30U0sBX/1/V/j33+Xqnh+e54vUHnR82rMCvr8852ZTewiXuI7iDChCW/yvtAq3DRILvShQ4cs8UgWo788UKhI7BjL6PjKzw/h69tHcPPaVlx+eptnGlBfbxJvjuapi6IrViQqohIFQbDi2IK8Dw/sGGdWMWeLJvoH0p4C99k3x3Hf9kloxtxrvG+7uyrtled80bLK73ZSFT0tGdVMcLTDWpQ47Sl+uenEWmLH63UGGarVkaRLraARmT2NEjNJx9lYSW2efHkYu3vjeOndrOfuC7FK8UzK9Ov7Kegm/unn+3B2q45FixahtbWV67WeyITCOyTkJOfjD23HtnfmLCZjGR33/HIEJa1UTilQFGYcFQ8CgHu3j1vbzU7RytrKpeUUOzvsYZpWbq79+IMOu6kGu2CIx+N1m0hJdhuy2SyefHOKeptn92Sw82DedeGvh+he1aXU3VrCQtM0a7HltJ0EEd20+6uqip6eHqoFpVQqQZZl10JpdHQU4+Pjrs+dYRj41q4xauTebNHEXdsm8M+/mbJiLlmQxRKxAdl3MHRdt5r5CoWC9dp5zwPPToefwL33lQnX4lozyqlBPCko4xm9IvUDAMBRkfazcK3qUqh2k7MX0bOiaZ5w3ZzbcaCdA5rtw3eSpSM6URLKu2LOpuwbVjUhHo/j6d+OzqUKJWR8+pwOXLoyYQlvv3g/XmsTwFg0aKavBc0eM8mTiMPT90PO4/T0NFpaWuq6K3g8EgrvkJCTmHV3vICRWfcFzb41TZrNqm0SNOHdqEiLtCIXyAZVxM1rWiyBbr9tNaO56w25oJBphrVABDfJwU2lUswLpAnvaXzV0tMoMVNN5gsy2MeedhI0Ms+5fa0oCpYtW8bc1iYi1/7fxFrCwu98T+QMfPbJQaoIssPy7ypKecHjfN3ZbBbRaNR32iCPvchL4N7+wjBzR8v5XfOyIDhTa9JFf+FNm+Bo546NC6mpJndeuZS6SPRqJL6LYaGhiUGeSZaP7J7GWKY8bEuVzApRHBHn8rqf/u1ohVAfzWj4cv8wHv31KDVBhOXNd36+SCOtUxiz3mu/xXmmhIqdET+vPE/fD3l/M5kMMpnMST9WPhTeISEnKR9/aDtVdBOcW9OKojArT9UwntF9qyWzBcPa6n5w19S8JKrUQntCsqwM1WJPqpiamsLIyIglwutlHfFDlYBb1gdLsKgnJDElHo8zx4B7YRdNJMrRaweCVMFLpZIVE+jlFX5gxzjXcVQzUEcQBEQiEc+FRj6ft+wntexGEAFEq6z6fa/tvwVUC4Is4DNrO1wJIH5WE5p1gVZhpS0Iq51iShb4d2+bwBUryjsONOHNM8nyyrM6AQCf//d3XOewZAAv7p1FX2+SOaTowIyO//3TERyYLnmOY6fhJdZZiwa/35Sg1p+g7+/s7GwovI/2AYSEhBwd7PYSFvYfYE3T0N0YqZvwbk9IXNUSstV9LFS47aiSgM/1Lau5YUgQBBSLRezfv98lJC5fnqi5UdIL3vzoI0W1vnKyUOnu7kZTUxNXA2U+n8fg4KBvskr/QDrQdXEp5wABAABJREFUexBUHEejUa7bkwVJLBazGqGDcuPqZk+x5oW9+uq0IHQkJNywuhkbFrvjBIu0SBMb9pg/3qqvIAiWJacWTMztFNz6IfdOBY/VolAoQNd1z+QV8lpY/OZgntlgO57RraFldl2+qkvBwbTOFOusxdHFHB5v3vSq/oE0skX2+ysK7gmdMzMzdW9CP94IhXdISAgT8gMciUTw/NuTdROBpApC64SncSyJbgGwpj5uXNlsJU/UwtDQEFVEnNEZxbN7MpiPorcsAv99PTsd5XhBkiTk83m0t7ejpaUFhmFA13XqYmh8fBylUolq6WARdEprLpfj9mVXk2qRy+UgimJggd/TWLZHbH58kCrW/HBWQokA93sNXhnlrVGBq2nzkd3T2HRmBwRBsBq+vUR30J255/ZmsGUdPaPez2qh67rVCFsLHQkZo5Sg7qQqUntWvF7feEanLho+c04nNnQrOKOTnkJC8LL+kJ2XbDaLrbtTng33hun205P3jif+80QlFN4hISFMTJQnnJ27pAFPv5Wqy2N2OKpG8zUJc74Y+MqVyGQyGBoaQizGHoQRBFaF9sFdU/Miuol3ftNZHfOeXjLfkMmCnZ3lLX/TNF3viWEYGBsbw9TUFHRdDxRBF+SjSdIgstmsryBVFKWmCn8ul7MSgPL5PBo8tvzt8Z21ZPHb70siQGsZkmIfTe51bGMZLdAig+YJ96IaO5fdEsNKLSF89slB38e7YXUT1dbC05zqhAhn56KBLNbI31kTPr0Gj0WjUavvwO+zJDKK2rOzs6HwDgkJCWExltHx5JupujyWcyy8X74xoUERXOklR4sz/tez+PKH/xD/ZfWKqrb7aXR1dSGddk/xm69K/3f/qJy+QS6g9ZhIebQoFApYsmQJRFGEaZoolUoVwtswDOzbtw+ZTHm3hiWIyyJkwqrQCijH/PHiTJfwiooTBKEqwcryP6uqilvO7cSdvzhU0cgsi8BfnFvp3e9IyhilZFDzfMfsldBbfzyA3cNznxtnNn81+OVG+6V+2Llj40Jc/eg+roUrSyCycIr60bQGAaA+V0Lm8/739SahKqpriJFfJKoqCYGEs/M5AW8rDYt8Ps+s0hPIgkaWZUQiEQiCAF3X52U2wPFEKLxDQkKOGLQLQl9v0lN4NygClrXUz1teK7mSgc99fzc+9/3d6GqIYMftl3renuRVexGLxdDa2orJyckKcTFfXPXoPksolkolz6FJR5uGhgaYpkldmJB/J5NCdV2HIAiYmppCoVDAfb88hO/uGqq8vSJgy7mduKBnruLWP5DG3dsmKoST3f/rhSQA//5xuk+exBY6hQavr9sOGb1uj+Wcy9gGNixWUTq3HVtfT2EsrTFF1OYPtOHeX466dpmI6I7KAnXolF3QeY1wd4pvlqBvUII1MwadyNk/kObeLXpfJ9+kWefizI6JcoqJcy5NkDHvFy9vdE3w9bPj3bK+lVs403Z6gk74tC/S1yxS8cwe9gvsTMqQJMmVyBOPx7mf70QkFN4hIScptIvEfHPXtgm8uHfWdXH28mQWSuYxI7qdjMyWcMpfP417/3g1cywyGcDiR0NDA656cDcm80emsn9gRrfi72pNy5gvEokEFi1aZC0MUqkUNE2DoigQBAGyLOOS+7ZjNPMfFfe7cmUSpmlShfNs0cQ//mIEmm2YytbdqaotPZ87r435b4ZhuGI4q51W+OCuKVcspzNj+8LeBC7sTSAej0PTtIrGUdKQeNlpceiaju/snqIKurxmYtOKBM7ojDIFnV8joZ2b17a6GgMlofx3J14VWJY3nZXAQeJKeRjOGIjFYigUCswF6JzwZz9OyQCeun5pIJuLnXw+71oE37i6mVmYWNWloK83iYuWNUBVVatRm3w/TNOEYRh4ce80vr1r3Fec++0o2PPZ+wfSeOld9udYFoEbVjXVbVfwRCIU3iEhJyn/+/JT8b+eeeeIPy+tMnbHxoWuwRACgLgcrGJ0tPjiv74OAFTxzdt8ee3/3XnERDeBnO8gDYFHimg0iiVLlli2EUmS0NHRAWCuwfCD//gL6lb307+nV8cJugk88vq0JSqqGeBiz5j3ggghXdehqmrV55hlO6L9nXjMJUmyxKRpmpbt5cLeBDad1YFLHnqT6m8uNxu21yVeMqidgVRgnYtBr2E2Qf5OYzRd9pB7JW3wDIohBBXdpDfANE1Xhj05T87Fy9mLoviHK5ZA0zToul5RibafN+dgpbGMbjUM298Dnh0FYuPSde8oWL/vRr2GjR2vhMI7JOQkxDRNrF8o4bYNbdzJIvXEeWHqH0hjNFMpIBRJQIay5X0sUjJM/J8nf8usevPwzvjRrTjncjnP8e1HEkVRcMoppzAbV0mKhFcOvR9jNp+z1/hvUUDN3uVisYhIJFJ1/F3/gPdCgvWcfl5aVlNhvbPjg9oZALj6Dvz837S/8/6uicKc/YG1MJpP69dH39fs+e+088ezS8WKwtRNWAPSCKxEGeeOAlk8ss6HgLkeEhYnc5QgEArvkJCTkmw2i0Kh4PpBJ1uNYxn9iA1vAdg/+scTqdzRF6zVQAajmKZ5VC6Izm15WQC+8uE/wMoqJ6Xy0pGYe3zSxEb7xF2+vPappJFIBLquc/vo7Vv+SUVAphTsu+BlGYjFYsjn88hms8zvuF+zIcsatqqLzyvtB60p1W+YjRMvi4YTw/TPkOcV8tUskuyVZd7EHZ6GaC+7jdN3z7tzQKwjQRdCduqRBHU8c3LX+0NCTlKmpqaof+/rTeLh6xbjqeuX4smPL8Wzn1hWt4upF/NZTTqWIBdV4r2cT0ShLIQ6fC6E9786aYmFYrF4RBufaF5YzQS+8G//iSdeG2Lcq8zfPPFG1c8rCeX4NvJa+3qTuHVDG1TbqRIAbDo81bBWSqUSt+WIbPmPZXSYKAukIAtg5/2JZaB/IA1BECqmdLIWFX6LjTs2LnT9Lpy9KIa7r1nGf6Ae0HZd+nqTuGV9KzoSUjlLPyG5hrM4b9+g8kmcDltqyubHB3H1o/uw+fHBChF94+rmcryfB61RgWsYkRNSWVZVlavXgkx49SPI76rXzgEhEolYopl2PngSVaLRKNra2H0RJwNhxTsk5CRD13VMT0/73o7EzAWJ5eLFef0Ksi18rNKoSp5VY8MwrH8TBMHy4ZK/LW+PYW+d7CYCyuLJb0Id4N5O9orBqzdeXtg7n3+bad154rUhPPbq/qqes0ERcPPasmCzL36qsUMEgbeSGcRLTLCPc/eyDGxc0cwV5TY04797Q7Pf+PUK8MYBGoZBtVIEfY9uXtPiOydAFv0nejqnddJ+q3oaJeR1oJCv7ndsPOMfsxeNRmGaJnefgNfvqnNR4rejIMsydF23FkXVRBEKgoDFixeHHu+jfQAhISFHlunpaS4RYP9xrLcwdiZB0H70jycEAJ+/cHGF6H7itSF88V93VyTHnLusBf9y07kQBAGJRGVV8bnPfRDL/+Z55nN0BHgPeKPwCLTt5PmOGHxgx7jnvw+lcvj4Q9vx2E3nuv7tL3/4euCFIC1nmiyGggzUocEjKMlugp9oqmb3555XJnD3tgnP7ylN2LE+I6+PFHH1o/twBWfF3/n6bzqnyxWL1z+QrrB+jGV067/na8HjFIdJRUBRN61kEnsTIE9qCk342xepVz+6r+pjbU+UF+7JZNKavmpf/JJBSU68Pns3rm52NWUC5d2wm9e0VPzNT0iTWEDnfYK8d11dXSf14BxCKLxDQk4iTNPE5CTfVqj9R74WYWwfLGGvNtpx/ugfT/I7Kgv44oXduOGC0zE5OYl4PI4f7nwPf/O0OzFm+7tTuO6+l/DoZ9bjxT3TLmEuC2WrBY3xefTdO7eZNU2b94jB5/b6Lwy2vTNZIb433v0z7BnlX1AQZEaDZLFYtAbvVEuQfGlaXJyTaha55DPhdb/2hBRokWFfvHmJb9rrv+vlYRTWVX7PSZKGk3tfmaCKt3o1+dLEIW0BVG06SqFQsL4r1RYoSGU5Eokgm81an49oNGplYMuyXBEPCfh/9sjrfnDnpOXppiWO2Ht7CBNZHW+O5q3bOZ87KIIgnPQWE0IovENCTiJyuRxXUw5tmqEiwTPD1ounrqcPGLFjv1BsfnzwmLaekAmckiRBFEWUSiUcOHAAhmHg4MGDuO9n7BHRuw8V8HD/f1Ibv7xCXBY2RXHRGZ14tEqLBQuWLzOXy82r+OZdQGx7pywkqhXdAPAXHlnbtVa7edMggHJai9/3j7bIJZPDq91/IO9xNYN7SLQgC+rr19yvn7VmZ/39hT0pPLJ7GmMZ9jCgaiAjz50EaRZ0Vpk/sboFl5/RFqihkyAJ5SE4l65swYt7Uvj2rycqKs6Xn94GTdOo9gyez55fVZo2Nh4ofz+f2ZOBLEfwuQsWIp/P1/RdITnjIaHwDgk5qeCtdguCQK2CVANPl7uTairsQawYtZI9vAJRVRXt7e2IxWLQNA3pdBqapvlWyYIM9wCAWETCX15+uuV5fmzHflRzDVQlARcvi2PnwTyXL7NQKFi5vfUmaPW+WtHdoIrM1ycIQlVi1E49cqTteG35BxnM0pGQMJ7R0ZGQ8YmzW3DxqY1VCR+/96jerx8ItosQBEEQmD5q3tQU2rH906sTMGHiyrM6AwnvVV0K7r5mGQqFAn7y+ynma1YiEXxz56Dr81Drue8fSOOeVyY83+Mn30zh5g80cb8mFmG1e45QeIeEnCQUi0VMT08jFovBMAxm85woinjmd2OBKzcsJqu4AJOLK2s8M40jmYyS0YDPPjmIb31kGW567HXs2DcT6P5+x3rvH6/Gnc+/jYOpHBY1x/DFy06zRPffX/s+/P2178O6O17wzLGOSAKuPK0Z2/bNcDc/OTEMA9FodF6E9+XLE4F86NWgSoLLy2pHURSrsq/relXb6byV0kgkwrXbBLirlP0DaXzsB/stuwCxb7EWL2RHBoBlbdE0zRXj5jUxluAXLVhLrByLILsIQFlQq6pqVYXJsCCnpYekgSiKYvmoS6USZFnGFWe0Q4lE8K2d455Vdq9ju3RlC3oapYpBYDTs/Qakisx63Ad3TqKogyrIazn3ZAHBs/j9yPf2488d1iHnwLOeRgnfuGYx9f6JRALNzc3+T3SSEArvkJCThMnJSZimaVX3FEWBJEmual80GsW9rwwEemy7j9uJDuAqW9NRB6cAJOLjgR3jeG5vxvcCkVRF5nS/+eDAjI6/evYAXhvmE1OEVV0KDqZ1z+r8te/v9h3Gs+P2jZ72i5Ju4onfTeHc3hY8cdVSZoSkH/l8fl6mWm5Z146X3s1wLax4UnicsPoJCPbXRL4DRLwF2VbnrZRWm+TQP5B2NciZKKdxXHqqO7nG/tx2qxDJ77Zzx8aFvlV0v2jBT57diq9tH0dB8379QbK/vSq5kUgEsixbfnVN01AqlaiLGkVRIMuy1USbycx9V2784f6KSbEJGcjrc9aXsYyOF/fOuj4/XscmSWXx6RSldhJyZb9BPp+HLMvMx3XmbQNzQj9otrmdIOk5ec3EPbZpl7TXd2BGx2efHKSKb3t6U0iY4x0SclKg67rLZlIsFpHL5SDLMuLxuCUMdF1n+i5Z+FXF7JA0g4/96wGuYRNb1rXjyY8vxVPXl//vtg1trvxYWQTSAUX32Yti6EzIqOVyEFx0q7hj40LPC+PZi2KW6POrNL9w64V47ytX4r2vXIl7/3g1IpRf9O0DU/jLZ/Zj5cqVaGqqbss4m81CUeqf537Levd7SWN4eNgaq+1HVBbwxQs68G/XL2eKbudYbkKhULCEKq9Y4MmXjsfjVcczbt2don4fNQPYeTAfKNs6Fou5UiXu2LjQ+m5tWpGwvsuiwM4xt+ddf+e1KVzcG684hs+f3+U6Blr2Ny1pBvDOlC6VSsjlcshms8jlcp5NmMViEdlsFvl8vqLA8Mff21chuoHyLpbzPL8+UsTfvHiI69g6ErIl/r9xTXkWAm1RkdHK+fV2JEkKvEMwntFx+eltgd5/5/2DYJhzFjnWooL195M9PtBJWPEOCTkJmJycZCYpaJqGF/akLE+pfaIfL9WkAM4WjKp8mzQP7Exeh386cSX/v4u7LIHrjDqrJ+995Urrf5dKJQwODqKvt/zfzkrmqi4Ff3dRJ8bHx9HR0QHDMLimvD3x2hC+9KM3KhJS7Gx7ZxKKoqCnpwetra0YGhqi2ipYzZSiKFJTFWrFLxsZKCeSvLAnBZ54ZFEoV+f++TeTgGli48oW1zHzWD5IVjJvlc6rga3W3QIvgTSe0ZnPLQhCxeu0LyhYbFnX7hsf6PQ4j6Y1vPSuXiH45MNTR51+aprIplFLJdeP/oE0MgF+LHYf4puguXmN28PM2kkgf1dV1bLFBO1raU9IKBQKuGR5E676gy6USiXu76coilUlsFRj54tGo0gm5y8f/3gkFN4hISc4hmFgfJydmey6kAa5KtWIl2/TCyI2iFC8qor83K+/Oo6dB3OWeD8SRCIRnHLKKRgaGkJfL33BoSgKRFHE6OgoOjo6XP9uGAZKpZL1f/l8Hn/7728gV/K+KJ7y109jw6mteOymc7F8+XKMjIxgYmJusUEEItnKJ6Kf5AnX22pCIO8la/Fz2YoktyCxx+rd+ctxmCZw2emtFdVmWZa5ourq0VTKStAIgpdA8vrcsppGyXtcTVyfJEl4ZPe0r/9a0zQIglD1ooM8ziOvT2MsXd9Uk6CNzTQUWbDOAbE0XdATDZwCJAiC9dnkWYTaGc/oeGDHOLasa7f86vF4HIZh4Nk3x5l53OQ9qSaBpZrfyba2NsRiscD3O5EJhXdIyAlOKpXyFBDVTMqrJ9U2RdZaSXxmz5zNZT7TUJ54bajCr20YBtOz3D+QPpy5u8f1b+cua8FXr+hBJpOpqCQ+sGMc05zT8ra9M4lL/vGneOG2PixcuBCJRAJDQ0NQVdU6l0TQH2mcOxmLmmP47PnduK9/oOrP5z2vjOPC3oQliGg9DSwikUhNwrtevnjWEBQycZGFl0edZ3olUBbaiqJAEATrczHGWJg7v8dk1yAajaJUKnmeS2c83yfPbsXlp7fNy2Cdan5viJ+c5ocvHn44SSrnpPMuamKxmFWhJueY7ITxCGKSsy7LEfzZ2nIDbTabLRdSdkxannt7M+aVZ3Van/++3mRg4b12UdmmxGogddrBRFEMq90UQuEdEnICY5qmZ7UbOLJpIDSCVlEkSaqoWvL4xI8mztHnpmlSRRGtic7O9nencMsPMxXb9d/YORk4GWTveA7/69//E1/auAwTExNYsGCB72fkSEGq3x0dHejq6sI777yD/1XD55OcS5JcIggCtxh2+lJpoos2jARAxUKmVniHoDiPndhMaJMNrzijHfl8njpQJxKJIBKJQNM0PP/2pOu+QZM0yNAgVjWYFs/3tVfGYRjGvAjvoBaLiFgWxvf8YohqHbFX+8l7ThZdrIbSsxdVngsiwGOxGLbuZs8AoPHkmyk8+WbK8zbkGC8/va3i/Q4awfryviy2rAO1gZSWarJgwQJEIhHnw5z0hMI7JOQEZnZ21tf3V+9x8EHh8W3axUNHQsYNq5vQ15vEK0Ml5kS8Y4WDqUqxIcsyWltbkc/nK8QZq4nODrmIx2IxvLgnhaffnq3qmB59dT+WxDT86YYVSCQSaGxsxL59++bNThKUeDxuNdHV+vnsH0ijrzcZOKvbbk9hJX/MFgzct9099rxe8YtzOyCVH4zZgkFN3CAQi4tXHvZlp7XCMAwrWk8URWiahmKxiJ/8fsr1vOS+Fy+Leyap0DAMwzr/xDdP/v8jAaMDayWol1ozDkeseixwncUL8ptLS41ZvTCKv7uok/o4uVxu3n6LxzK6azEZ9FzYPw+s6ECCLMthhCCDsNU0JOQExTRNjI6O+t7uxtXNrmQJnqSJeuF3cSXiYezwKPnRjIb7X51E/0Aa/7RtuKrGThZB0ll4WdTs9jd2dXW5fI+8F9yXD5QTGr65c6ym43r41xOIx+PI5/NIpVJYvHjxMbEtrKoqYrEYUqkUAPrnMwjVenrtzchecXua4X4OTdNc6SFB6R9I4+5tE9Q4OXJMznQMAjl2Vjb0XdsmcOm392DTd97BvS8PW4vAYrFofd9YMXZBk1SckB0fwzBgGAbzcz9fO3EkhYb3E9WekPDFp9/zvY0dewLQly/rxgufXomXbjodT12/FH9/cVfAI64fd/3sAICyKFZVlZrIs2mFd3wkL62trWGaCYOw4h0ScoKSyWS4BnawJuXNV8qHHYXj6uc1sIIlSqqBTHV0VvO86EhIePSjvbju0XeRZUSKfPGy01x/O3TokCtXm3eS4wPbR3FBz5KahcmhmYKVVkIqkkuWLMGBAwcwO1tdJb0etLS0QJblCi8qwN905qTa8ySKInflmvYctYqOB3dOMrPxCawFAakm+712wyxbFfZP5fD3lywA4N/z4ZWk4gXN8tLXm2TuaCQVAZsfd09rZD3217ZPuFJ9WDMDyH/fvW3C8xxLArh+C53VftJYahgG8vl81VGS9ea5vRlsWdcOTdOsMfQXn9qIK8/qrNjt+ulAFnnNfWYaVJH5PjqpNrr0ZCBcjoSEnKCMjfFXRPt6k3j4usV4/lMr8PB1i+dli9eJAOBHH1/qezuW2KrnlqwkALesb8WWde34/Pld6OD0nZML7h3XvQ8RSlX2I6s6qYNw2tvbXcKMd3w6WWzUmsRCKvGRSAQdHR1oamqCKIpYsmTJUb1oNjY2olAoYGZmxtoVIJ/Paqj2PAXJLZ+PVJxaFpXEx8t7XLsPFaxeCT+xTh7TnuW9+fFBz14L564Vsa30D6SpOxqSAOQ0k3p72mPfvc0tuuFzv77eJG7d0IYGlS6DGhQBnzuvDZcs9/4urOpSKn4vVVVFJpNBNpvFs2+Oc5+jI4HzN4bsOpAmWBJd+ufrWiE7TossAhcsiTHfRyfhwBw2YcU7JOQEJJvNVkxp40FVVZRKJUSjUe7R1tXCGpxBg7cSXC2tUQFbP7LE+u/ze1RsXLkCuVwOf/y9fczMX3LB/ek7M9i6ez9Kumkda2dCwmfO6cLGlc3U+yqKglisPCinWCxC07RAjU4f+d5+XNQbr2nk+m0bV1D/LggCFi9eDFEUq552WS2xWAyKouDQofLQEudEyaDUkv2cy+V8m+QAdroIaSpk5efPJ2QaYhAPL/FU+3nq8yUDD+wYr9gZsnvHaYt2r10rsqCy93DkNMM1hZbl+966O+VZtfbyizsr92TSpd0K45ej7/wdI++3l7/eq7Dh9VmrFbuVThAEK01FFEWUSiVrsXnlWXGoiopv7hytiHP0eh+dr2l2dhZtbe5s85BQeIeEnJA89su38eCOEa5tWmCuOkG2Rr2GbNQC77h4+3HVU3S3RgVIkug6L9FotGIEta7ruP2FQ0zRTSb6OaO7DLMs9j5zThfO645YF2+S1zs8XPbkRqPRioVRPB6HrvMLtLxm4tk9GWaslx9Xrkzi3EXsn39BELBo0SIIguCaeDqfkEq7sxGSbNV3JmTunPmgnzUaJDmHNVrdK13EMIy6RQpWg6IoLhuZ11dpPKOjfyCNGZ9oytmiSV3weQlcrzHrgFsAX83I5ac9Do+VyOs2giAgFotZA2iczeilUgmrF6iuQTqAe9y9/f0OIlLt0D5rq7oUdDdG8NzeTE2/h5cvn/Nv06a32mMQz+uO4Lzu7orXdTfDcjOW0XHNY/tw+fK5SadHI5L0eCEU3iEhJwhPvDaEO59/G0OOFI2xjG4lf/CM0C57+IJFWtEg1V+aAGL5BJ0RVfVEACoq2xXHKoqui9DrI2xfJrm4bN2dskQ3oaCb+OavRnHedd3I5XL43e9+Z4n6inSWpIzNZ7figiUxfOJ7v3eNsPbDBJAqGLjq9EY8/daMrx+YsGlFAp89pw3T09NQVRWtra3U2wmCgIULF0IUxSMWN5hMJlEoFJi7NTesbqJWcAWUz0cQsc3jVbVnMvPu0NipZeeoQRVdVV8nogArJpFgmmbFwsUuah/YMc7cJWlQRV/Psx8sgRs0gjDI7XlSb2j3k2UZiqJY4+e9+PtLFuB//3QUvzk4d16du3aKolQ8jt9iwwv744qiiJfemcH9r07WJLo3rUhiy7pyBVqSpECfzWw2i3g87nmuDbOcK/7Mngw6EhI+16fg4wsWVH/AJzCh8A4JOQEgI8NZ0wt1szyUwd4kRKq2wJwn1OvCHJTPn0cfgMHagn3415OBxefRhnURHc1ouOrRfdbFmYhu56jte7eNQRS7ql5szBZM/NmaFvxqMIvRtHcl2ClKNU3D8PAwxsbG0NjYaFkrOjs7LVuHIAjo6uqCIAiBegZ4IdXGxsZGJBIJKIqCh/v/E//fKwepgpjVaGminCP80IdPgaIoKBQKvgNb/GwAQbK4Sfa1aZrI5/PW9ymIz5XYHEik35b1Hbjr5RFoHtr78uUJ1+4A2a2iZcVvWdeOoZmSq3KvSgIyRaMm0Q2U3wcyRVYSgM8d/g0IOgI+yO1vXN3suWBw3k+SJOu95R0kBAB/d1EnVFWtaJQUBAGSJMEwDNf55l08PLBj3KpkiwIqqsZAeeeEFrkYhJ5GCVvWtUFRFEt0ew1YopHNZnHTOV246xfDvscyltHxd8/tRTwWw3Uf6Kn6uE9UQuEdEnICcOfzb/uODHdCBPbnLliEXC6H/oG0r+gO4rdmbamytmAL8xwlnmQ0UQHeU/688Ku2kci3OzYuZL7uWmMBr3lsH9d7QmtONE0TpVIJExMTiMViGB8fx8TEBJLJJGRZhiAIaGxsRFdXF0RRxMjISE3HCpSFT0NDgyW2JUmyzv93t+/FV386SBXEgHcKxYEZHTf96D1845rFiEQikCSJmWHPYwMwDAOqqlqiitiGgHK1lPhigcppn0TY6Xo5N5mVH66qqvXaC4WCy+ZwQU8U2rltVlVekcpTEk3QBRqhVCohkUgwveV3bFxIrfbXO8WILPYBdnISa2fCeXt7dj/rtjypJmTnqVr7T7FYtGIiSTIIEe/O8+23eCgv/iYqfvdI1fjnAxl8/0/mGs9rbSQnC3u/mQ5+nNcdAT64EA/9asT3mAqaia8+/3YovCmEwjsk5ATAOaSFl+f2ZvD5D5arciz/np3Llye4K+KsavB8DIiwC5H+gTTu2z7hqhRmi4Y1TMVJ0OEqBJ7mNVJdrGXr2QvehdADO8apQg2otFSYplkRJzg5OYlly5aho6MDgiBYjY9BEEXREttlP7uObDaLiYkJyLJsjdu+96fvUgUxbYgMDSIwSqUSRFFkju/meS9Isxm5v19lkkBeGwBXVru94sgTMUeL7SOi+dk9Gew8mHcJ2FKphEgk4vmZpj3ufMWHksVM0AhC5+1Zky9pt6URiUQgCEJN4pPsaPDgtdiY23Gh3zejlX3ut24o7xh0BOhtmG8uWBLFed2LuRb8h2aOjRjFY41QeIeEnAA0xyOYygZvZjHMucY1Hv0WxIYyHxFrNFRJqBjg0debpAo13aRX4RVFoV6MN62gLzLsAyYuXdkCgE+0sKrjggBUWXAPBHktNLH4s4E0vrlzjCoQHtw1hdnCXLNboyriJo9x5QRRFNHS0oLGxkaUSiVLhO7fv58poMYYdpkg0XpkcUUqkDTxzWsDkGUZxWLRZcEilUmAfj4J9s9VPRoteZMyqt3BmQ+cixz7AobA480nVij77gIvR6vJlbUg8MtKB8q/x+S9/fQ5HfhK/3DNViAW/QNp3PvKRMUwMlbyFLFw8RRh2hPlRWatw6RONMIc75CQ45y/eeKNqkQ3MD+TGgnVxrgFhUziu+rRffjYvx5A/0AaaYZQc4oAWZaZF/Et69qxaUXCdY52HsxbubWyLKOvN+l7Hll5xUB1UYnVvm3PUi6U/QNp3P3yiCub94Ed47hv+4SrwW+mYODubRPU7F6SCd7b24vTTz8dCxcuhGEYGB4eRiqVwsDAgGclth6LNfsUSZIoE4lEKm7Dmtbq/MyS6uZze+kCg/V3gq7riEajgYVf/0Aa//W7+3DVo+X/u/rRfXhgx7inRcZ6HapaVVVXnad1sv09JQsY52feKw/aTjabhSzz1wvj8TgikchRS5ZhwbvLRd7bjSua5+1Y+gfSuGvbhGsCsNdk1Egk4rngJNy4uhkTE/M/iO14IxTeISHHMU+8NoRHX91f9f0vX560BmHUkwZVrCrGrdZ1wGzBwD2vTCDJGInZkSh7c6PRqFWB9aoOblnXjs+f11Yh0uwigTTP2WO6aJBKu308M+u1diQk3MYY7CEJwJf6FuLH1/sPHqJBe6WP7J6mirln92SYjX0mgG/+OoWmpiY0NTWhu7sbp59+OpYvX454PI5CoYDR0VEMDAxg37590HUdmUzGt5mNJYhZQ05ojGX0ioElJCfdXnWjjcqmjT03DAOxWIy5OOJZNJFx7LyQgTB2G4KJcoWdZ5iUJEncEzft3LJ+fjKX7YsZrwqpcwFRC5FIxEpqqlesXZCBQX4EWWCOZ3SYpllztfuqR/fhmsfKCzg7XueclSdOss39Bo319SYxNTV1xOcBHOuEVpOQkOOYv/zh6zXdf1V3Ene/PBKoY74jIWFRUmL+KKuSgJvXlC0YtCYu1oAIkolb6/AIwwRKRvk4aI1NgiAEitLyqjJuOrMDwJzdgCUsnHnFpMrEuq39dvYGLMME/nM4gw3d/FMV/RhjeEf9PhHTeR09PeXGKV3XMTExgZmZGea55RGDLF8sEMyDbK/ck8fN5/MVthNez7Fpmsym4vnYMfIbCMPigR3j+O/ndVUMcOFtZgTK52M+fN5BFuA8lWDi32c1j0qSBFmWq+7boEGz+DhTorwy3Z0EGWzUnpCQy+XqMkjMaZHqH0hX1XNDUo/8mnKvsvLY9+GcpY34wWcvCPxcJyKh8A4JOY4p+vxwe2UBb1qRwDd3jgUS3US88mRys/yot6xvhSRl8JuDcwKNDIioV5RhXjPxxfPb8c+vTVUc14W9icDVQK9GPHsFd8u6duw8mOfyDt//KvtiJYvA5scHrSQLZ+Xzx2/N4IW9s8z7B0FVVa4cZBaDg4NQFAWpVMrX3lAoFJjNjna8BHFQYehMKqE9P+3ze+nKFivVJZfLMf2sfjsd1VBts+1zezP48/UGisUilxf8gR3jeHZPZt58w9XAUwkmg4nSaXfFWRRFzyQZO0EWJjye7NmCgfu2e89LIDgXmAB9oWu3PwVpbPeD5G1XC9klJK+DJ//9V/tm8NFvvByKb4TCOyTkhGa2YFArJau6FGxZ186cEEdDFCq3g+3NjEFiAx/ZncK3KdF21zzGfyw8GKZJjdALilcjnlPE8eYPe0Unlow56wDrdnmtOrnUQLHgBKm+2WlUJaRSqUD34RHeLPp6k678bh7sQrZYLFZUS3mbFcmOBk+qSa1UuxAyzLIgkiTJNy6RNoUzKEErsH7WDFZOt6qqFbnyuVwO6XTamjZLfPzkf/OkxRA7Dzn8sYxupTrRfst43w/NYMeoOmEl1jzy+nTFmHZyG79dNUJbTMR3/mt5J+qqAL/vNJyTOQFYU3jttCckawGTLxnMZuhf7ZtBOp1GMln9NNkTgVB4h4Sc4BA/sf2n8D9GioF/lMlFliVOnPDGCZLKUz1HwwPAg7umahoXTmAJ07GMjs2PDyIqoWIATk+jhIIuYCzjvnjON7IIpi9bEoCb11ZOqSwUClR7B4/Q2LK+I/DxPfu7MXzntVTV54a1sLllfStTlNurqJqmWRGBsiwz/e008bRlXfu8CG0nfgNh/IhEIp67NP0D6ZpEtz1FKMjALS8vcVQW8Ofr3B77eDyOYrFIFdM0S5Oi8Fmw7n/VfX7Nw3+nfR6DLDJqiUu97LRWXHFGO9OutWVdO/58fQdisRjy+Tzu3z7qWgx+7oJF1u6T83c/KJcsb3D9zTnl2Llw9YP4w09mQuEdEnKcYhgGRADeQ6Xh6lYHavsxBtjihFBuPKTH5LUnJGswyU9+P1VVtZUHv3HbvLCmJQL0C82BGR2rF6j4l4+dWtPI8KB0JmXcsKoJb47mA8W1kWQW+7/5LcoEAOf3qMx/t2/jq7JArdCPZXTc+8oEVEUtD+bgwG8QC89ug67r1uAgVjbyfGTNByGpCIEiFO3k83lm7nN7QsKDOycp92IjCUBrfK6i+akPtOHC3iRe3DuNnQe9P9/25jsvC80P/2SJ62/VRADyijrWThLr70GKAn6+/88+OehaqH/jmvLOnCzLnq9ZFMWK29x2YQ9u/dBctrgoihWWL6dVLSi0XQC7vY7HguPEmW1/MhIK75CQ45Tx8XFf0T2vz8+oXHuJFlUW8InVLVYFi/eHu6dRqnqsuh88Xk8iTDc/PsglynYfKniKbrXGC6ITSQAe/Wgvnn97Ei+9m60QCjRfPiEajVqeWTKqHPCv8P31hQuY/+asgnnZYnQT+Kdtw7jkk6dziyx74+nW3SncvW0CW3encOPqZqvy7fVe2j3+R7JpkgfnuQsCOWbTNPGpNe2455cj1EVIEJ+8vbpNqs+apuFn72Vcuc+0+9oXPaydFL9kjCDkcjnPQTvV0hHA/uP1vXGKbqC8UP/sk4P4xjWLufLX7cKavE6S1ASg4ntUrPE3xsScdYb2Oxm0H2HDqa3+NzoJCIV3SMhxiKZpGB8f979hFUgCvUruxL6FzysYTm+L4MLeuYY03h/ub//Rqfji0/uw+xD/JDSan9kJr8cXKFfgap0ySbhlfVtNdgInugl8/PvvUsUByTm/a9uEJTTJ/ydVcvJao9Eo8vm8ZyPXphUJbFzZwhTKQatgs8XyCG9VVbn8uQD7fbtlfaunr98ZtVdLTGAQeBZ3/QNp3PPKRNXPbZjlnYpVXQr+4YoelDT6IoRXeEdlARER1sLmM+d0YuOKZmiahge2jzJ/I0g846fP6cQly5sgCAJ0XcdnzunE3S8fQkGrXAx88uxWa3KpPXO9mkhEoPbhQZsfH3S9P0H6ILwWEqziAfm7X9ymYRjU74lhGNTvYy2N04SxjO7aASOpLqxf2EZVRKZoVHxGNpzaisduOremYzlRCIV3SMhxyCMvv4UHflnf7G0Cj2ZSJQFrF0Wt9A2B0wP5xmilt5TnwnD2ohgKhQL+/pJylTUSieAnv5/yFa7poomrHt3n2Qj34E73xZRlozFNsy4XMsDbvlItPI9D3iPy/0fTWsVCg+SSk3NlT71QpfKCwT4Vkka1ixOvx3Ti1zzohIypdwoWViWzM1G/SyPP4o7cph6C//WRIv76+SHcddUp1HPhlXQElBesFyyN46V3s5bdZSyj4+6XD6FYLOLy09s8bTD2jHl75XlDt4LiOvdi4ENL4xUiu9bc7Xw+H2gR54T2/vCmd7AaRHngsdYEtd8E3eEICu1cxCIi/u7aP8S17++et+c93gmFd0jIccITrw3hzuffxlCqvtuovHQeFintCQlrF0Xx0rtZS0zwFpmcwuLG1c24f8dkRRXMzuqFUfzdRZ0VfyOeZAD42vYJlBwaglTsySOyxnv3D6SZAsIuxgRBsCLKeCtftDQAJ0HtK/OFXbAS4Q14NxPaUyacFcZqFyelUgnRaBSlUsm32unVPGiHZDqzxAq1WVMW8Om19Wui5FkkVOOV9WL3cB65XK5CgJKqO0t0CwBu3dBmfSZdx6x593XwwJudXiulUslTfG9a4R3NR1vEkWN32kXIN6bWRmrnZ9S5S/KZczqxIaCWna9sdifC4S7ORc0xfPGy00LR7UMovENCjgOeeG0IX/rRG8iV/AXNphUJ3PqhxfjwI3swU6cGQ1EAvn3dYivC62P/srcmHyqhrzeJqKriwR0jGM/o6EjI+PQ5HbigJ8qsgOZyOSiKwozjYl1ontmTqRCSvFPyVFW1/Nrk+bz8rT2NEu7YuNB1XCyrQb3sK7VAhLLfVjfBNE3E43EAwAu/n8I3d45Zr03Xg3/m+gfS1pAbHo+uV8QjIRqNMhMxCM5mzY7D1psNi9mNo0HhWSTM12eANBt6WcFojbd+x8yqmvNOGO0fSOPBXVPWYzQoAm5e6041qRYSK0isU06c8ZA0WOeANEJWA6tXZWlzZXMxbZfk7pcPoUhJfvGilumaQTBN4L2vXHlEnutEIBTeISHHAbf9YDeXBQQAdg2XG/v+/NxOfOVnh+riIyYXJ3IRY0079IM2cOTi5WWhY/cv+tkOXtwzjYd/M+ESsn6JDVc9us8SGrxih1R3CX5VpLzjYf2sBrXaV2qNDCMQwauqKiRJgqZpKJVKVM+saZrI5XJVxYnRsFcXycLKayCPX156kC15+wKOJdRqgWeRUC8LEwtWRb0jIVE98X7HfPOaFty3fRKaQ7U2q3x9Ffdtn6iIvZwtmrj3Fb7hM0HI5/PMzxLZ0WHtOLUnJFfe+aouxbWoDsI3rllMTTX5+lWLKir01F0Syo6DV0IK+W6GHHuEwjsk5Bhn490/4xbdADCW1soJBKV0oFgy0oxIu72zYagaoUCG9jgxDAOKokAURTz921GuJjSWkOV5raQxiJdaJ136WQ3WLopWPUWuQRHw3zcsxF2/GK54DlksV6GqcS84K8S0aMG/vKATD/9mom5iMWjFlxYr+Kk17bjstFbouh44ho5QLBYhyzJ35Z8HnqFKtXwGaBCrE/FL81Td7bsySUVwZcLbj7mvN4l//s0UJnKVH7ADMzpuf2HYU5xu3Z2iZs3rJv/wmSDY7VM0WO9PVIIr7/z1kaKVQOKFlyBm3ddebOB5v/wSUuptX/KiJc4XBxpSJhTeISHHOHtGg12QBQG45xdD+MmeWa4fXru3k7YlTWsYqqZp563xkmUpeHl/Dg//ZhJjaQ0dCRk3rG4CUGnhIDnPQGUVzEvI1ouexrmFRtBmL+fYa7+LqF8WMgtVKm/PX7KiCYViwbVgAWpv3mTleX/15dGqH5OG85wVi0XEYuWmWjIGXBRFS0QJgoArz4pj05kd0HXdqmiSdJRqMQwDkiS50k9qwS97HKj+M0CjNSpYwrdUKkEURd8KtvN7P1s0IQll60i6YFQcs6Io+NlABhM5+q6U33Aer0XWfFhuCoWCp9+b9f6wft8OzOjW7xgNP0HMgmR0K4rCjl5Mzkk2v4SUepzLVV0K17Clv736rJqf62QiFN4hIScYhgn8+K0Z7tubcHfv28cWr10UtfKSq4klI9jFsb2hcjRDkjVMV4VWN4G7bDnNfb1JTyFbD9uFvToVjUbx7Jvjrouy1wXJuUjxEz3VXCCJXeby09us6ZM0IRBkPHi9s495YSVBkONh2Y5ovvmNK5qrTrMgkMa8eglvwL+psJ6CM1NChTBUVdW36k5bzOpmOVLwu3+0FPF43Hof8vk8HvrVSNXH57Vb5lyAAYf94Dsnrd2sBlXEzWtaAlXGSVY9sUg5ob0/Xr9vXpV5P0FMg4y71zQNmqbhk2e34mvbx13Ri58IkJhSq32pQRVxx8aFFd8z0RE1KwnAXR9dHTZTBiQU3iEhIRaxWAyXLJesvF4vW0c1jGf08phuzV2x9sL+vF5CttoLjdPrGo1Goes6nn1znJkXDcxWCFpJAP7qwkWuKYx+oifIcdsXBQQ/gXjHxoX48GP74OXC2bTC7b2fTzoSErX6y5N3Lcsyfr4vW+ExJvahPZM6bv5AU83HVygUXD5xUgknmdMsEVcN9fR4OxM5TNP0rbp7LWZFUXRZd2pZKNy4utnl8QbK3x/nAqx/IO1qZJ4tGLhvezA/eKlUQqlU4h4p70e1r5/EWgKo2MGxD68CgA8tjcMw5qIXya7ghb1J7pzyWqMEb17TAsC9KDnllFOQTM5/Ms2JTCi8Q0JCmIKnWlsHKx+5LDCq888WdBMP7prCzWtamEK2WmuF80JKIu28Xj+tKY22pe0nerwukKJQ9mrTRChvI+Bnnxz0FN0s7/18JiI4z50gCPiZTxNqJBJBqVTCC3tSzDzlJ99MYUWrxBRkPMKeQGwrL/w+RW3kBaoba06j3nnL9s8zEWpeVXevxSxN6HktFPyiNMkx8KSabN2dovYpaEZl1Zn3fQ0yXMdrV4tWmeeB9VlhHb/9NcRiMSutBWAnpBCbXK1RgrTzl0gkQtFdB0LhHRJyDGOaJjqTMkbT9Wv2omGfmGcXPF6VMJa4JjYImjj+1Jp2fHvXeNXVPXKhdo4G/8w5nTj/cARcNSO3nRdScoFmvf6xjI5rHtvnGszDSuLwEj19vUm8OZp3NdfZx3XT0PWy1/SR3dMYy2hMweG1xQ0A/zFSxCtDpYpK/ZFIRFBV1ar6FQoF/PNrU55NqKVSyTour3eXZQMIMqWU8NxbE5734Ulg4aGvN4kfvJHyfa94IZ9nURS5rDdeuzKmaVoxoiTphpVnT4vSpMGb583jBw/yvpKseJ4F6x0bF1L92n5DcvwEsZMHdoxXfPdZx092V8hij5WQUkvcoR8tLS3z9tgnE6HwDgk5hpmYmMCnPtCOe345Mq8d6s4sWyJ4vCphXhdrWpX3pnO6cF53BJpWW3WPVJudF9VoNIq+XrPieZNqOd4jXTSZCS/OLW57FdOrsucczKMoCjRNq2pk9Rf6luCMTv9EF0IsFsMzvxvjmojohwmUU1FsIn8+ExFWdSmIx+OuBBvWeR7P6FbD5Nbd7sEuTliPE3TaJc99TNOseUQ5YWi2fj5v8nlWVZXLDuO3K0OEqizLEEWRq2G0HvD4wYO+r6ThlGdS6jeuWRxol4TcZ8uTg9jPIYj7B9LUNBuv489ms1b0p5/IZi0CqqGhoQHNzc11eayTnVB4h4Qco+TzeYyMjOCCJVHg/C58a9fckJLJrF5VVFwQxjM6bt3QFkhc2//urGptGypaI+ZrPS4auVwO8Xgcfb3sCqbf4I5YLFaxHcwzqZIM5iFVz6DjqiORCARBwOWnt+HSlS0wDAOmaVYIA+fFf/PZbb6Cg+Ql81DQTTzy+jQuO60VpmnO20CXVV0K/vGqU/D0b0e587/LQ3l0aJrGdVzOIU0E3mmXQe8jy3LNY84B9+K3WlRp7vPvl+hhx/59LVeRJ6wFsgDgihUJa4HpvD0A3P7CsGtBvWlFgjn9lIcbVzdTh1XJ4tziIuj7qus6YrEYTNOsqHyTqr6u6xX59bTqvKIokOWyfKLZRx44LIj9rEhelj2vz2U+n+d6X2lVcR7s3yFRFKGqKhYurD6/PKSSUHiHhByDmKaJoaEh68f/g0tjuOjUZZa485rQWC9IRUmRBUsgOYVqX28SL+6dxVhGtxrcXtw7S53cyGMB6UhIWJSUPFM4vPyV5CKnKAokSXJV+7y2uCORiGsL2r648BKH9uxi58AdGtFoFKIoWu9nJkOPjJRlGT8byLhE6n2vjDHPJblgP/L6NDUvmcVYutzgFY1G0ZGQMVqlF9+LS5Y3oFQqcVfUVUnATed0WQN9eJoQWQKWZ5BN0PvwTNnkRRRqF9+yCNyyvs36b8Mw8MLvU/jnw5nrPBVbp/UBKO+K2Hd3gMoeA1ZyjvM+QbH84B6pJtW8r+Q9SyQSME0ThUJ56Jh9gduRkPHpte3YuLIFpmlaySPFYtH6P+d5cJLNZj3Ft5e4TqqiVahwvm+maaJUKll9D17YB+rYiw5efPgPO9Hd3Q1VVRGLxXyz0EOCwTffNSQk5IgyNjZWcUE3DMOq1ADlC9J8/hSKQnmox/2vTlb8UBcd1wnaBff1kSJuf2G44m+PcAgtUkm/Y+NCPHX9Uty2oQ2qJFBvQ+gfSGPz44O4+tF92Pz4oGWtKBaLVgWcl0gkQrUN9PUmPT2dQGV2Me0i1T+QxqeeGLKO89k3x5HNZqFpGiIR9vAJTdPwrV1ukV3QTWZltz0hIR6PYyxgX4Aqlx8wn8/jE2fPj5fzwZ2TMAzDU3B0JCQIADoTEm5Z34rzuiNWZc/vfSD3p3Hj6mbfz1PQ+9QzcpA21ZXFqi7F+o6Q89WRkPAX57ZVVK0/9oP9+OrLoxjN6DAxZ0diWZBY1gfCc3vn/i2fz1uLTK+Fsv0+1dDXm8R3P7oET12/FE9dvxTf/aOeioUD6/3j+awYhoFsNmv1S9z/6iTGDp+r0YyGu18ewdO/HUUul0M2m0U+n3dZVPL5vPW7TBAEwfod8FqIey0O0gXDOhZS1PjYD/Zb751hGNbwMR76epP47h/1uD4zq7oU67dEEgRcv34J/vFja9HS0oJ4PB6K7nkgrHiHhBxjZDIZjI66B5Toum5tMRaLRVyxIlHXaXd2DBN4eV/W1zvJuuA6/+5XpaRl8/pZWXiaqkgyBbEqeOHVIBdkOI9dvEejUbz0zgzzOC8+tdG3YuXlMVclwWUD+vSaDmSz2cARdXnNtPKfLz+9DXe+PMZ9X15I1dLr2LwqsqxGVIKXkK7Gl+x3n2KxGNhaxIJUhZ/bm/GsfCsCcDCt4+pH93FPd7Xj5R/2+5zbj4vXJ10vC40dnurtD97wn4JpF5XV9ADQHgcoR08C5cV8Op2GLMuIRCKu3REvKxvttM0WzYqhYrquW82v+Xzeyionx0RiFO2wdv0WLFiA9vbqbUEh/ITCOyTkGKJUKuHAgQPMfydbjNFo1LpQz5f4Zo1fr8b/25mUMeJRgY3KAnMADDAnfIgw8Is6tD8WmX7I2hKORCKQZdnTMhDkNWuahng8bm1ff/NXo8zjJANwWDywY5z5byQ9xtoaT8rY/IE2XLAkCknynr7H4sGdk+jrTeKlvfwDmKrB69j8hM6Wde04ozNq2X+IRaODU0gHbQD0uw+PtYiXLevaK2wZtB2lojm3GGMlYPhZearxuwOV3l9VVaFpmu/rZ+3MAMHiHe33oeWAO/GbMAlU7lhUe07sj0My3skin/ydDMaJRqOWXQWgW2l8n8uc+54C5co3KcjQLC2RSASRSMSVFW6nra0NbW1t1H8LqT+h8A4JOUYwTRODg4PUyqzzAvXJ97fgijM78BfnL8SWdSXqoIn5gjfDlowb70zKWLc47jlNczyjQ5ZlSJJUIUS9qtpeF0rWBZ1M4CMDUIDyVrFf1dmvemzPLnZWmbyO00t0+237r10UtUShfcS5aZpQFMW3OkxjtmjOa/9Ag1oWaV4ZwzxCJ6iArkbg8VKvVBMaPBNHaYtNv3PI+g4nVdGzinzlaY3WIjabzSISKduAVi9QsfsQ/bPMstBUE+8IlBcVvL0LXos4WZYrvn/VeMUJhUIBklTOPLeLeedngwhkO6SIMOv08XlAE+ms3xL77xEZSQ+UFwWGYaC9vT0U3UeYUHiHhBwjTExMUJvsaBeoe14ZL48UPvxbHRFRd9HdqEooaAY10UQQBCiKgrMXxfCbg97NZaNpzXeEfUdShqZpri1b2mLCL+owqQjUC7qqqDi/Z86jybtVDnhXaCUBntnFfhd0r+FFXuw8OFe9d3qNyeJty7p2vHogi8k8/4fjkdenuW8bBFkE/vt5C6z/9hqy5KQW4XzjD/dXvH5egXc84RTaXgtFlh2nfyCNbJH+fSCpJv9tTTl154U9Kdz/yohvo55Xqkm11o4gu09etyVVYILfhFnA+3PI6/enLdTmK0XICam8A2UryuLFi9HUVPuk15BghMI7JOQYgEQH0qBdoDQDsNfFSwHSK3i5aU0zFEXBN381alkZPrO2E33LkigUCigUCvi7izqZiQa8qLKAG1aVf/zJWOdisYjPPjnIXEyMZXTcxog6hCCgoFeekIJu4qFfjeC87rncW1alkjWUwmvIDe0cENHhdUGvpqJPcP67vepdLBatxIOtH1nCHSnWoIqBmzJp3LahDaIg4DuvpSqG+1zYm7C2u3mEDkBfeN61bQL3vjKBz53X5inSPvvkIHXRwevdPV5wLlZY3mFaLwXhkdenqd+3BkXA9/54qRW1yWv1YE1EJVRr7WDl8dNwnhdJkqweGVriEVBbTwkPxP/tPM4g/Rhk54iGX2Qqobm5ORTdR4lQeIeEHGUMw8Dg4CBTCFY75bFW+nqTUFUVF56SqLBOOLc0SbWXWEt4IHXtqCwgp5m4a9sE7nllApcvT+ALfUtQLBY9haIosC+Ud3NaGGjnmyZQD8zo+OyTg/jGNYsrvMUCygKOVQl/Zk8GQzMl6/zQrEJ//NjvmVU/v4txe0KqqMAllfKiI10wKgYWAagYtMGykggAbl7T4hudyMNd2yYsz/XGFc0Aytvcsiy7/K1+lewHd7knWgLlHZ67tk3gwZ2TVGEBeE/tDFplJI1rzl0ZQRCY6Tm67m0nqge0xQrt3H5idQs2rmyu+C6TPOp8Ps9ccKWL5SFB2WwWP9+XrZhy64XfYpz1+e5I+MgSQQC99dCN/bwQwe2Vq+1lYfKq0JN/59mRof3u8MwLsHPzGnrqEG1R5GzIJDiTWEKOHKHwDgk5ipimiYMHD3qOMOa/zNQPEsnGO3I6KCaA9y+M4rXhudc9NwnyAP58vXd3Pbnw0y6ULOHI8mqSC7JpmkyhRv5OnovXT//6SNFq8HIeZzab9az63bqhjVlZlGxxj+RiXa4CzlXj/t/+g9Stfquhi1IVu/jURgCoi8fbWREkW9yqqlpefj+vdv9A2tfOMFssL37eHM0Hyot2fh5Iky3JawbmYuE0TfMUbF7UMlKeZccRBcA04SnyaOeWDPuJRqMAyjtt5Nj8LFEv78/ha6+MB0op2TZUxCXLy1VVQRCQy+UgCAJkWcYnz27F114Zd+14fOacTs/HTHPkUAPlHSdnk7XfQBsvKwnru0o+56xKOG341QeXVoreIP0Y9gFJTlj+d910+92DRK2G1JdQeIeEHEUmJyeRSqU8b3OkRTcA5EsGrn50HzqSMm5Y1WT9YDstFau6FKuiqwjlxAVe7KLbznN707jtQu9RyPasZkEQoKqqdWHntTAAqIjh4hVWW3enAvnp7391gnmh9BI7NIFM0E3/2DmgvJA5ozPqen6W4H35QD5QdKIfNEvHF556j/kZcvLgzknu52K9VhbOz4Nfsk21FIvFChtQEFif5VvW0yv8fuTzeSiKQl3os57rM+d0QhRFfPvXE9wVWcJXfzaMDd2VOdOmaaJYLOJDS+MwjFaX0L14eaPn++C3E8SyVgBzA21oMXt+VhKv56VVwr++o3xf2vAr3XAfn71ng4WAygFJTninsJJplCFHh1B4h4QcJdLpNA4dOnS0D4MK8VCOpjXct32CGXdFhuVcsrwhkOj2wjDLF+eeRolZgb5xdbPVoU8GWwiCgFgshk1nxiBLEr796wlrAt0Nq5uoF2IiQMgFmYegFoWCXo4FpFVjP/WBNty7bYy5SHCP8Z67iPNWHnm9zLzTRYNiP19eA5do4pvXy0twvlbWZ6g1So+vJNQ7BUUUxaqEdzXZ4154JbCwnmtDt+I79IiFbsKyabGe0/la/Bqea12MZLNZ6tAZv2bPoHaQvFYW37wNpH7nNyIC/+Nc754Gr8WBfYcnHIxzdAmFd0jIUYDkdftFkbEmzB1JNMNbAL0+UsTBdKpuzycKZUH80IdPwU0/eq9COAkAbt1QvvjIslxRpTZN06qUXdibxCUrmmEYhlXZ8hNT2WwWSxol7KcItZ7G8kUrHo8HboQCytXpLevaEYlEcN8vh61qtSgA7+tUcDCt+worltfZD17BxDvGPSj2Cz7vwKVqcb7Wb1yz2OXbX9ok45sfWWbFvxEBQj5L/QNp3L1twtppGsvoVt9AtYK3FpFTTfY4C7+dHa/nquZzD/DlaRMikQhEUYSiKFYmNlDpla/HYqRYLLrOhV+zp/N5/aIXgbL49npMO2zPu4SHr/PeASTcuLqZak+ThModntBmcnQJhXdIyBHGMAzs37+fWQEjApH3IqeIACMF7IgRtBqmSgJOb49QBRfJ/Y1EIsxKGeBdvdN1veL88iYS/POfrMQnvvd7aqoJSXWoZjCNYZa9zff8YqjCx2mYc6KTNCMCwObHBy1RsXZRFC/vz/le5Fn4xRYS5iPSzG8ke72xi3yynf6dP1lpfR4URfFtePza9gmXvcs8/PdqBTAtyeJII4piTVaaoBVfO1/fMel57uzZ4LRMfadQJAsEWZa55h7QhLmzss6T421fmGx+fBCzVba/0PpNgljkWHj1b4SNlccOofAOCTmCkGZK1gWwmkE49RLd5YgqE7OF+XWV2ycMPrBjvKL6e/nyuWZAv615vxHwdngzg7PZLL7zJytRLBahaRpisRjy+bwlWsgFvRo2fuv3nv9ezmefgIC5TPaxjF7TZFJy4X5gx3jF45BIPntDYrUVTS+CeJF5q6Je3HROlyXGDMOo+J7x2kdY0Zy1RHYKgjCvQ3z8HjsejyOfz9c07Mer58APVuU3FovBNE3k83nPSjwZUEN+EyKRiNWk6fwd4F1k289F/0Aaecob7CV8eReqqiRwiel62Yr8dkja2tqQSNCHGoUcGULhHRIyTzzx2hD+nx//FlPZcgWnOSbjlvMWYMNihdls9eDOSW7RXa+0k6euX2r975/vy7qSBnjgvbWzkc45Iptgj52zQypjzvHHXk2fADuSkXbxtAuAXC6HRCKBTCYzbx5oO0ESI/wQBeD09gge2jWFGYZQsjckfuacTtz9i0NU7+yLe2ersoM4BcCqLoX5ODRx1BAgs7lBEXBed4RZAa1HBnO1/OTtqXl7fudifSyjW/FxFy1rsPoggj4mTQCS/wsSHUqDJMjwVuDJbgVJICJTF2nj6nkX2YVCAbFYDM/8boxZ7Lh4Wbwm682mFQkrgtR+Li87rRWyXJZf9t+yetqKqMfc3o4FCxb43zBkXgmFd0jIPPDEa0P44g9fR8n2a57Kafj7lwYhAPirDy3ABUuirgoUr8joTEj4xNmtuPPlsbodcyQSwYWnJGAYRiAfYxC8JjzaURQFL+xJVVywPrO2A5ee1opisVixHe3XsPfAjnHm8yQVf+8tWSDNlwe6XggAJBGWv9NuY/Fi6+4UNp3ZgQ3dAD64wBqY5BRcBN6R8sQXb+eOjQuZA5do4ujmta3ctp6b17Yy/81LjFW7qAjCt3aNcTfZBYW2WNfN8t+vPKuTKbpZ4nq+FymxWAy5XI5qKfGiWCy6FuM04R1kMI+maZ7FDlpSDq8V0D5AyHnenK8l6EIkCCT1qbGxER0dHXV//JDghMI7JGQeuPP5tytEtx0TwFd+fggPxURM5OZE7aoud6e9E1KBvOKMduTzedz5svftefzfmx8fxCdWt+DC3vL2o1NosYRS0Iq7RNG4tEr1nVcuxdO/HXVd/O9+eQTFUgkXLWuoaIzya9h7bq+HVYOj6Y1EsB2psc7VsKpLwXDGwGgVUyfHMzry+Tyi0Sg2dAMbfBq5eK02NH9+NBrFVy5fjE3feZf62XGe40tXtjATdeys6lKqGjM+ltG57TU838+gz1+PzxTr3MwWTfzxY78PPIWx2lHuXmxaMWdtCGIR84Mm3nm82sBclKjfZ+vBnZPM82ZHFMqL3Y4qLCIk3lCSJKsSTrBnyp9yyikAKm0y5H/b/78gCBBFEZIkVTSphhwbhMI7JGQeGEr5Vy7sohsoC0U/MXvxsjg2ndnBVRkhTYHXPLbP08IwltHxT69OwIRJvViQqvGzezLWsalSOU82SBPo586rzJ9lVar/8tkDGJopeV78s9ms5b/2w+u18w7jEEVxXjzQ9UAA8NVNS3DZw3urun9HQkIkEuE6l4C/WJQE93sNzFU6JUlCR1KmLhLs4ogMr7l5baunxYc2JIj2uLW8d15Z4zzwisF6Q56TePrv2lbuIUgqAvP75bVIIXhZhuwIAK6wvT9E7Nq58Yf7MZmfO5bWqICtH1nC8/KsgUAVj8fZpMgb72gX5qxdL1byiDNRx57KRMPZFG4nEolQYxBDjj9C4R0SUmeeeG2o6vv6VZCf2ZPBM3veshoRWZPtGlTRqjhedXojnnxzxvNx/SpaZ3RGsfNgnlo942kGvY1ysWFduHcP58Gqz9hFQS6XQyQS8X5izFWiaPAKn0KhUFOqw3xiAlWLbgDYvKY90GTFpIfvmohu2ufIXnX79Jp23P3yiKc4UhTFmm4J1NZ0xhJjXu+lvffhs08OVviayaK21uevR+JLQ0A7mAl2lZycX9YihTTA0ixD5L3fdGYHCoWCVamVZRmRSATFYtFXdAPAZN7EjT/cb4lvr8bRQqHgEvM8nxf7NNEg549354JlxzIxNxU26O4BzVYTcnwSCu+QkDrz//z4t/P+HGS8+pJGido136wKFUIhEQEyPpZK1kXFWbWhJWJ42QFootsP3gphqVTC6oVR7KZMwSTWgMuXJ6jJIALc0wtZRKNR9PWWX189xqkfK/Q0SrjstFbu5rv+gTRyjIQKuxgl8W/2bHUA1hb4hsUqiuvdUwvtnxNZliuym2vxF7PEGM976fz8A+Vsaq/BMH7P35GUsfnsVlywpPZYt5vXtFCzm6vB77zYF+fOHQBFUSAIQoXoBsrWEpa9xCm6nX/385sbhkGdPEs+L2SiraZpVrU4m81WxDvevKbF83NQTnsqw/O7RHLgvajGthNOmjxxCIV3SEgd+Zsn3rBSTI4E+2d0XHNGM17dP4uxw4IiKsElFDKlsjDK6+yEj46E++fg9heGmdMj7Y1Hdg9kPSLTglQI77rqFNz65Lsur/glyxusPGxJQEVVnmy3371tAlt3p1zH6XwdxAP/4t6jP9CoWkQAdm1G7BP25BY/tu5OUQWefYeF5DETyIjuXC4H0zQtawD53EiSZA1OISJJFEUu60uQzxtNvLMaK+1+btbnn/V3FrTnr0dTHW1RUdBMZpINC/L96utNMoWol82oWCxCEISaIgudBIkBVVUVmqZB13XrM1UoFKzjIeI/Ho9XLAy8du5ksSzMCTy/S1t3p3x3Llnn0evzzLO7F3J8EArvkJA68cRrQ3j01f1H/Hm375+t8Beyor4OzOh46vql1AYhVRKw+QPuVAg/H6fzAhikMrl6gYrdh+gTKLbuTuHiZXGmvcWJs/rmjFhzXlDt2+32+DVWqsM/bhvHt389wazQHWlkW3oJL5937DxEo1EIgoBcLodMJoNoNIpiseg5spslGIhXXlVVl+fWr5ru9LWS6iVpCjNNkypIANQ8YZKVsnIwzT9tsRZIU50de0OcJElcuxHO793P92V9E48aVBFRWaB+v1QJKFDeaj9rlqqqFQumWhfiQZpSC4UCZFlGNBpFqVTC3T8fpM4IoJ1Pcv78jpfHxsLTMEs7j37V/Wg06vu4IccHofAOCakTf/Vv/3FUnjdoMgLr4nHRqY2BI76qTWWIRqO4Y+NC/M+fHKSKezI4phqbCgDc/2qwIUQkfq2vN8lsoDpWRLckAH9xbltgy4szEk4UxQoRQgYFxWIxq/Ls9H6zttpNlBd8fokO/QNpPHK4IddPiBmGgUgkguffnqQKEs0wqRMm79oWbMLkHRsXeoqeI419IVLNaO9YLIYPLQV+8nvvBsib17RQz9MDO8apohsof9/tCxJZliGKIorFIhKJRMXnhSeWsDUqUL9XrdFyP0DQplTTNFEoFFy/K8Sa9+qBrGfjJk/hwO82PI28tJ07VnX/kden8amL3hcK7xOI0K0fElInCvUwWVZBkGQEURQRiURw5VmdePi6xfjx9Uvx8HWLq67s8Tx3/0Aamx8fxNWP7sPmxwfLU+Lyeaiqijs2LsRT1y9lNlP6eSUB9+j4/oE0Uzh4Ya+AH8voJvDmKF8CiR2yRU8gVWW7uCPTHrPZrGUdUFUV8Xgc8XgcnzmnEyotF/IwxP//sX89UPF+9w+k8bF/3Y+7tk1gNKPDtN22f2DOvmNvIDNNE7IsMwWJ18Lqs08O8p8YeFsaaHnkAD2nvN4Ejd6zp9PcsXFhRYyfHbtv2YlX/KYJ4P4dk3hlqIRYLGYtzkRRRCaTqXj/vM6pdZuPLLFENsGeanLj6mbX541lOSO/bT99l53LPpk3cfsLw8zXVw9uXN3M/D0D2D0vzDSZtIZEIlHhSw85vgkr3iEhdeDx3wS70NcT50WIFfW1tDmCT/7bfqva+KkPtFlV7v6BNL7+6gTyh3/7SQyYV2yY8wJo36YVBbe9A6isel151pzgY2ko1t/tz9WRkHHD6qa5kdY7j06l8kjimU3uwXhGRyQSsd5z+zn89Np2bFhc2cBFKoiEDd0Kiutbcc8rE54xjSQlYiyj477tEzBN+ucBKC+uyHv3s4EMHv7Nfmsn5qZzuqraVTkwE8wq4mVp+PH1S10NlkFTTaol6A6U02NNJsNuGyxUpMjMFgzmUBy/6akFzcRDvxrBed1znmPDMA5/ngZ9k1Gc59qvAg14WztkWbYmWebzed+c+fkelkSO7f5XJ6wCgDNWkYZXdX92dhYNDQ3zcbghR4FQeIeE1MjfPPHGUfF2E5wXTppvtTUqYF9q7iI+ltHxD78YxT/8YpT6mCbKW7OkYua8WDktBc5tZa9qJKl6XbK8iev1kQmUBOdzjWa0ChHBO/3zeKaW0fKlUgmvDJVc5/Dul0cgfmghLl7eBF3XUSqVqH7vvt4k104EwW8jyET5PX1w11RFrNtYRsf/238w0Nh4O0GSI/wsDUdCZDsRRdHTb+/Emexh//s3dw5yD8XhGYxFi89z2kpYBM0u97N2RCKRip2BY2HQVTUpPKzGzU+sbgnzu08wQuEdElIFH39oO7a9c2xWVgVBwD3/5VR84an38JuD5bSEav3Jz+3N4MmPL/W93YM7g+Vbj2d07vQDp+ifj8l6ANCgCuV0DY/c755GKXCaxbEEeVkP/WqEeg4f2jGKcxeVK5llP/Y0xjIaOpIyPr22AxeekkCpVKr7MKH7d0yiwIgpTBdNamSmbphg3AVAMAE2nznb1SLLsstjT9I6BEGAruvWv9OSURRFgWmayGaznhV9Z5VcYTRW2hEE4OpH91kVaFZfhJP5OKf5fB6SJFm++PkYdFWvtCYvaNX9T57dik9f/IdhlOAJRujxDgkJyLEmuu1+VkVRIMsyPv/v71iiuxZYAjQWi0FRFKiqileGSoErkh0JuWrP4nyM35YE4OY1rdA0DVed3ky9TWtUwDeuWcz0zR5PsKcTliuHpII5mtFgAhhNa/hy/zAue3gv/vdPR/GZtR11PR6W6AbKi4Vb1reiIyFBQHm35Zb1rfgLynRMO0Eqq329SepzzHeqCQtVVaHruuW/j8fjiEQi0HUd+XweuVwOxWIRqqoiGo1CluUK8UxuS6wqrHMhCMAv9lcOoipyfI0ME5ZP//5XJz2F7nyfU9M0K4QpzRduxx4VyQNJSBqz9Sbc+0plb0K96OtN4uHrFuOpG07Bv/zJqdjc9wdhU+UJSFjxDgkJyLEkuoGyn/WBHeP4Qt8Sa6u5Xj5GkXH9EgTBqrY99KuRQI+pSgJuWN0U2L9KYFW0lMPaohprgm4CD/+6nGpy8weaAJh46q1pVxQZUPbN/nasWGHdmW+8qvBB6R9I+1orvCqYvzmYg67r3NX/aqIPnXxt+wRKhx9jLKPjxb2zuGPjQrw5mqcOR5IE/uFIhFqH9NQLu2Ukm81CURRmpKDdf09QFMUV0ciaumqYwL2/HIVpmPjQKXGYpulZMaZ9Dgu6yfx8skapVwur8my3mtgrx87XIQnAJcuDeaUf3Dnpss7ZU5BqRRRFxONxJBIJxONxq3hin/QacmIRVrxDQk4Antub4Z4+GITLl/tXd4NUmhtVetXLK2XBWaFipQYUdODBX0/hz8/t4j4eO2RUNQDc/IFm/OTTp+G5T56Kn3z6NNxybqd1O1VV8a2PLMOmFQnmwoQcd0dAPyuNTSsSXHYfXu5/dRJrF0U90yL83tPXR4oo6PQXf/aiWEWV8y/ObWNWGRMyuM5RySHcXx8p4vYXhrFlXTtu29BW8flRJSAeKQ9HIqkqxwOyLENVVdfwIafdxAmpiMqybCWN2EU3MFfRp31eC7qJr748is2PD+JnAxlmkshtG9qYiz/DBHf6SLWQXRh75fn+VyfRP5C2EngIpHJ824a2iuPSTVj34YW1iHf+PRKJVGUJaWtrwymnnIKOjg4kEgnLShRy4hIK75CQEwD7BfGBHeN1ecyEjIoufEEQEI1GXdnCvFv6DaqI2YKOrbtTrgvfzWtaIFN+jXoaJddwHK8q01NvzeD8HhW3bWiDc7dZEmCJQRZ2L3w+n4emacjn8zAMA9FoFKIoolAooFQq4Qt9S/Dc5hV46vqlFSJcFMpi+Y6NC323vf2QBHgmIRAElGPKiOBtUNjPWdBNvPBOxtNawfOejmbmqoxEmD11/VJ85fLFrqhKEm3nPEff/5OlVZ8jsqvT15vEd/+oB09dvxS3bWgDUN7xcIqzYxFi8YjFYtB1vaKC7RThLEiEn6ZpyOVyzIbMvt4kvNoqRtMa/mnHBJRIpCrbzcXL4hXv78XL4nXdQfCLJ4zFYoHvUy8EQUCpVEKhUEAsFrPiN4Hy4ikajTKtdbIcGg9ONsJ3PCSEgyDpAkcDeyWLtvVeDRkNrmEqJCPY7ju8cXWz5zAXCYAsCxURc/e/OokfvJFyRbTldXA1MLH0A1mA9PUmceVZncjn84hGozBNs6L5jDXdE4A1Zt55DPaJfLquI5vNQhRFqKpqxbY54W06Y2G/q3PsvZ2kKuCR3dPWcX/qA20wDAN3/pK+CCsZZfvG/ziXnins9546IWJm44pmpoWIdY68rAFBeGDHOPWzX4/G2/mCWCRqGRkfBL/Gw4Jm4ps7x/C9P12BS1e2BLKDvfRu1vr+GWb5v8/o9I90fGDHOHXCpBO/3g5as3Y9+kHKBQP37z9rl468l0SAk8VTJBKBYRgVxylJElpaWqiPE3LiEgrvkBAfNE3D/v37sWjRIhw4cKCuftt6wWMJqQaWIHBu63qJNB2ArrmrTk5/8IEZHQkZ+PH1dFuF3d/JQhTKi4J8Pl/hkwXm/u4HESZkwMubo3mqECA7AGTColOk3P7CcF3TFT53Hn1apQBgtmBitqBZx/0PvxhFxGc/s2QA975CH7He15vEgzsnA3nlxzO678AXSZIqtuNJMgfLX7358UGuc8gS3YSxjF6x2FrVpbh2Uo4GkiRRzxnZWWFBkkjIopiXG1c3477tE56e+7GMjo99dy9uWNXkek+8fvuqSRpyvm9kwiTg3ukJOsWy2vs4uXlNi+ucyWL57wRVVV2/LYZhVLyHpVLJ9Ru0YMGCiqFDIScHofAOCfFhfHwcsVgMo6OjeGnvzDEnugE+O0I1OCvDRLDMlwcxo7lzu4Gy6PYTDABwxYokU1wXCgWoqopCoYC2mIiJHN8uxjN7MjijM4q+3iRkWbaa10qlkiXqndvFzhz1/z97bx4mV1nm/X/PUnVq7aqu7uq9EzoLCaKToAlbVAgQElbFUWdwgBGXjCDzqjDM4Djv+3tnYXREQGcQ34mMyOI4o444iCwCRsUEQiIkMgqYpdNJL+mleqt9Oef8/qg8p8859Txnqa7OQs7nurhC13Lq7Of73M99f+960aeM6BsEEUEclXjkSgo1Em7Oi6ZRzXlNGTy0o34Om9cmsHltglqQx4q8t4YFiKJIFYJkvxWLxZr0Catz6aPvTOArL4xTZzj0eeNuGwqRHPGFFt+iKGpWdyyBTUOSJOag1+/3a90iSbt2pzgdUI1lKtQGO5uWhV3NqNlFllnLenpftuaeZmf5aM5rd/IdJ1g18aH5zxNoTZbM50AkcuLNwngsPJ7w9vCwQFVVTE9Po1KpVIt7dpxYjiYAEBA5iKIIURQXPHpCBMvdV/VpUbdG58/uGS3h/h0Thgfvll1TlqKbTFHfdDbbYk5VVZTLZUiShIf+sBc3/OCQY39zErljOUxUKhVDNMuN6GY1LBE44M/WttQ4OWxea8y3tUqbcUJRBory3M5Nl1TcvS2Fy5eHccu5iRrBAYApZvTC2+fzae4MuVyOGZlVVdXgwwzM2WJe/rYwRFHEV34xYhhImCPW9QyG94yWcOWjAwsS/SYpSPl8Xttunufh9/vB87yWbsCKalsNRoi/t6IodaXAOZ3FoEWsyTVpTg3ZOVxwHVm2at1OO552XSxLpRKCwaBhwOKk86UTaDMydsGAw7Mybnp80CC+OY7TCmZJ+p7eytHj1MAT3h4eFpRKJchytf20XZvs40WhoqJSqWgP+MVx34Ja3e0ZLWniwW6Kv17M0820iJL22Rv6tIYiduinfx/+4CJDDqaVgCWiwmr6Xx9RdwNJrfnFwSy+/eoUxrMy+KNR5a9sM+ZoEw9hwLrItBGQSD/LDo4mZgqFgiaazXn1esyDiU+c3YZ13XMRbJ7n8ZWthwwC73Kbltv10ujoN4lEm7edtDSfL27PLzNuUuVoEWtarr65cyVgH1m2Gpyy3ILsLB+LxWJNB0+nNpHmRkJ2PLx72nYGzpxOVy6XtZS0UCjkuZeconjC28PDgsdeOYw7nxo4qdqQH3IhuiWRw8oWH14bK2kCx8lDOZfLuRbdPAeoR3/DSb0hbbqZRiAQYLo/2HWcc/qg5TnURNPMqKoKRVFczwDcv2MCn3l3Jy44LQxFVW1Taswewk5afNfLvdtSVNFiJWZKpZJl+gOtvfg9vzyCZ9oD2D2Sp55/JPf3yb1Z6hT+fGmU7z1gnSbSCEhjnXrtQ90ED5IR0dFvuY0s210j9dasKIqCUqnkuJ6DEAwGoSgKBEFwvF+dFmiyirVzuRxUVdUCBiRnv97GYh4nD57w9vAwseGen2PvWOOjuAuFOTrkRoTdck6tTZjTgja3ebXkge/U5EMvEFhNcaJ+jvmgNA8MiJsKMCcUnEacFNXeeYKIfLcFlU/uzUIUJ7D5XTHblBqCfl9ctpyddztfUa4ANdPl84Vl8ea00+rhWRk3/OAQHv7gIu215AK0Ca+H+QhiNziZ3aHhZlAoCRyuXxVDLpdDKBTSBqlkFtCM08gyGXhZ4WTAbdVMx6l4JZ7ZxWJRS9txegyTERFjGfvCVn2xtvn+MzAwYEgX4jgOzc3NaG1thd/vrsOmx8mDV07r4aHjZBPdAODj3T1Q9bCs5Gie2gRS1LbQaTf6AcXmtQmqL/enGDndNz0+aGktRyCiArBuJZ0MC8xczC88O4IrHx3A3dtSdYu/J96orpNVSg3td4GqSLl8eZjaVKi3STD4MQdE91PbTrpTusGNlRuLyYKKmx4f1P5e23X822r7fL6GRbrtZmKKxWJdkVGn/tVtEdHg3Z3L5ZDP5y19wt2sg5XFppOW7lbNdIDaIkYzHMfB7/drEXL9NuVyOdtGOKFQCNevilneJ2no7z/EXlCPqqqYnJzE3r17MTQ05Kpw1uPkwYt4e3joONlEN1Atjrt7Wwpbdk5i89oEJKH6mh2JQFWE0SJHf/GeDnz9pbEaIbiqXcLdV52GQqGw4LaK+ulm2lT2x9a04j29tYLrC8+OWIpFs/AjD9o7N3TipscHa75LclV9Pp8miMiDvVHuJfUWBxJuPqcVQ7PlmnU5NCvjnV1BPHhNtfMmLRdX4KqDHCsXlK399n7MTrHzknbK4VkZX3h2BJcsi+L5A/OLMjsRe3YIguDK99oKJylQThrsmK9tq/2ePHrtX3Fmm2Xq1iO7ZzCerdRdqGg18HJa6GrVGGd9XwSyLDNTw/x+v1bYyIJEzfWRfUmSNPvHXC6nbffXd0yiUHF+AZPtp1mQElRVxdTUFKamphCPx5FMJuvqiulxYuIJbw+PtwjEjUJyEAhLBDg8/MFF1Hzbu7el0CTx2LymmfpQLRQKCAaDrq3F3EArpCNT2dWH/zS+/ItRfIvy8LcTwiSSTjy4BUHQHsLfuLqHOYVNxEgoFNKEd6Nyg3mu+iBmpdSw0Ati1rq8MpwHz/NQFIU6gPnk2e0olUo1hZx6nDSgscunJ9As3uplz2gJw5n5NSlqhKuJXf6/W5wIb7t0E9q1zSIZFvDgNT24f8cE7tn2upaeJAnALee2aNedeXk0y0E7WAOAZFjAJcuizJxoPU4a49Ai86SA0i5qL8syAoGAIRWFVtSqvyeZz31W2llrWHDclRQApqenMTMzg+7ubsTjcUff8Tix8YS3h8dbjKJcze2NSDwyRcXyAcaa9p0tKtpDldZh8htX9+DWC3oA0FM65kNU4pk5no14+JPN5XmeWoDFylXlOE5zrAiFQnXn2dLYtCyMSqWCzWsTrjpGOu3IqBca+u0LhUL4yW/HNKcUFlZRSlrU3+q40MT/fCLg80ldeYLRrEkPOeY8z2s1AeRfVVVde2k7wU4YEi95K5x2TSUzOrRiaTKb9vpYATuHC3U1yTHD8tZe2xVwfG07aYxD0nF8Ph94nsczb07iwV+nMJ5xFq13U5zJumfQtvOTZ7cbRLyTAauqqhgcHISiKEgkEo7Xy+PExBPeHh5HURQFLUEOqfzJ42DCQgWQKynMLpAEy/bRskoVgXp/2tsu7MXN5+QbaiuYLiq4+jsD1NbRj+yZacjDH6gWS7IavgDVCDRJLymXy6hUKpBlGZlMY33LL18exmfe3YlyuWzbBdSMU8FKIt56iBvMlp2TtgWvLD9mq1Qbq+OiFyrhcBjr//V3DraCToTR0ns+cBynWUOa/bLNQumTZ7fj/G5rL2answEEfcTbvI/f2RXE31/cbhsVtxqQJMNCzbrcY3HeWV3bbgc++oEXsc4syqpmHamnKKvYsnOyZt/ZNcYx7++1XQE8fyA372i9Hrtjyppd0p8rTgrA9YyNjUEURUSjUc+K8CTGE94eHkd5cOv/IGMTuHKbCnA8kVXUNKLRM5/GNyQCns/nEQqFcPM5rTijLYBv7prCrK4D4k3nJPHlF8ZcL1/fOvrPz2+HJEkol8sYZ7gITGRliKIIWZaxukPC7iP2XseqqsLn8xmEN8njLBaLmueuWfg0uuHKzee0WuZ72hEMBiHLMla1+6kieFW7v8ZykTRhAewbqlj5Mdul2oxnZdz42KCl0CwUCvir97bhn37p/jxZ1e7HganGe9YHg0FqKoC5acp4VsaXfzGMz5zXYmmdR4vkvj5WwPMHsoZ6DCcuNK8M5/HXPx2mnoNOag5IWomZeu9q5kHZ/Tsmahrs0NLGAGNEmFXnkC6pSJeMziC3nJugNndipcRYFVqTdXEzOHI682aeXdKfU1v7M47WS0+lUsGhQ4fQ1NSEnp4er938SYoj4c1x3EEAaQAygIqqqms4jrsLwFUASgD2A7hRVdVpync3AfgaAAHAA6qqfqkxq+7h0Timpqbw/7YPNyTv9ESCWP7RHoRbdjamC2cul4MgCNi0slZ8hEKhuoQ34cm9WTy194D2ILSaYiYC+h8u6cD/+dkY056OFNIFAtXCzGAwCI7jUCqVavI4aUJG33ClETZ2W/szkPxlfPPlUUxkZWZLdhZ//O97MZGVkYyI6G0SDGlBZJCQy+UQDoe1ojJSJGZHW0TEn57VjAsWh+rZNABzdQNf3Z7CZ883niNEjLxnURBPMwYOLMi2XTWPzp2solHWvqHZPVaU6usskcYqBKSJLqeHnbafnIhut+3S7RB5oFBWcNWjA2gNC+iKCIZ10A+gzeLbaSqMGSJMH7ymx1X6HA0SrXebwmZX3EnDnBpk5TBjN4swOzuLAwcOYNGiRZ7t4EmIm4j3elVV9dU3zwL4vKqqFY7j/gnA5wH8lf4LHMcJAL4OYAOAQQA7OY57XFXV+ucVPTwaTCaTwfDwsCMBdbJEuwn6B5/+76HZ8ry3RS9aZFmuebAEg0H85Ldj8/aSJnZhd29LIRHgIAmcbYe8f7y0C5VKhRqt/sqVp+H5fbP4t132RVwsIUNev2F13FVqCI0tu6ZQqqjaNrnVIuS8HctUIAkcbltHj76Srp08z+PpN1JadI91fKISj2+9v9vQ/nw+yCq0dAayfvoo/yXLotgzar8vrz4jjk+f26p9dz454jTB7PP5mPnTrJQWq1SXRtgn0jAPGqxENwdo5/nlb0vWHMv7d7ALa1lEJR65kqLdR8azMvM40JphzWe/WB1vN8sl0Xq3QtpJcacZ82DO6rOs1C49hUIB+/fvx6JFixAO19dwyOP4UPc8haqqP1VVlZxJLwGgdVg4G8A+VVUPqKpaAvAfAN5X7296eDSaXC6HQ4cOuWoV7Ibb1rXgr97bRvWgPp44iSzaraKdJzDHcXhk90xDuypOFlS0hXmDNzXxG+Z5HoFAAKFQSJuCvXNDJ564bjGeuG4xnrlxGe65egmefiOFe381yvQAdsP6voilFV1Usr/FpotKw2ZazD7lADT/cRLNf37/rMEDmfbLIg9sXtMMoCrYSUoRKVYjKTlubfhUzJ03wWDQILztzqdkWMBfr+/C5nfFDPmtN6yOQ6rzgqIJZpKy5JYbHxvEVY8O4MbHBg3nkhMRVQ9f3Z7Sfsfu3P2Ddr82eL34m29oHvAEt82wOAABkaurGRaBtV9Y7eKdfsbp/tYP2N0KadZvsF6nDeas1tPprIQsy+jv78fkZGNmLz2ODU4j3iqAn3IcpwL4V1VVt5je/xiA/6R8rxvAYd3fgwDOcb2WHh4LQKFQwPDwsCHftVEkddGlQqGA9ywyFjlu7c/MO1K6kK3CcXTZIg9mJ0XWQ0mfK7kQ63d4VtbcKDiO0wRcuVymOhEIggC/3498Po9yuVzXNLEVd27orMlrvXJlDJvfFQcAXP2dgbr9zutJZZnIylr6TLlchiiKKJfL8Pl8KBaLzKl4ngNUFcwZAJKfSgQEx3G4931L8bn/3u8qRYScN2YhYhUB5DngPz6yXIvUchynWcNdenp1gKDPzy2UFcczOhzHIRAIgOd5yLJMtY0jWNV46DsU3r0thbu3pcBzwDva/AvSVVNWgS07J7G+L2I7aLFKlwLc+8i3Hi3OdApNKLMKJG85197Zh7W+W/szVE9tSeCwYVkELw/mqR7kdi4p+q60rP4FVmk8tBoOlq3m5cvDlrnltDz04eFh5PN5dHZ2ennfJwFOhfc6VVWHOY5rA/Asx3FvqKr6SwDgOO4LACoAvkP5Hm1cSr1kOI7bDGAzACxatIj2EQ8PS1RVdVzpXSwWcfDgQVQqFYRCoYYKb1K8ZNV62K17BQ2/w0Y59UIGD6z1pEVsaA1aFhIyU8EqTAyFQlrHPYLT6JY5KqjHHOm9+ZzWmql04iRy+YomPPHGLHsjGJDz6MbHBqmigCUAyHHJ5/OaIwswF/Fmbb+qwtYFx/h5FblcDve+bylyuZxBnFjBc8CVurxsYk9plTJy2fKI4RgWi0VIkgSO41AoFHDFmW24aEkUqqpia38GW3ZNwcmwNOqvincS0bezkNu8NoGvbk+5ivQ2yuudhj7Nwy1kvQRBcNUMiwhMJ8eaoG+GRaC5fhAh+dy+tOV+S7q490T9HDavTWDjigTzPm/lkmIOktD2E3FmIQMgJwN4q+2nYZeHnk6n0dbW5gnvkwBHwltV1eGj/45xHPcYqikkv+Q47k8BXAngYpU+Vz8IoFf3dw+AYcZvbAGwBQDWrFlzciXSepwQTExMIJ1Oo6mpCbFYjNniO5fLYWBgAM/tm9FuesmICB9v3b3P8XpkZdy/YwKffU+XJvwamcpChhYLKbrJQ+e5fWnq+zxHnw51U9jEAbhM1yiH1jXSCblcDoFAwCCagsGg1mHOjBMPYKtCNb2riZUTgiiKEEURe4YHqcuxwsk0uKKCme9OhKSb7ZdEDlc9OmCQq1GLRkqA0alB7+Dwvu8MMMWp+XViT8mKAK5q9+Oms1tqllMsFsFxnDZw5jgOvziYM7iO2LF5bcJwDCWR0yKmNEcOsn1bdk013MKwXm7+8VDd3yWWiVbNsKISj6DIUyPFNLG6stWH18ZKlq4mAPB/fjaKV4bnrtnuqIhLlsXg91evL9Y1yIoss+49AR9v283SSgQ7Kd4lYtytTaG+Ac+WXVPaTAkZLOiXYTdTV6lU8Oabb0IQBITDYS+AeQJjK7w5jgsD4FVVTR/9/0sB/N1Rt5K/AnCBqqqsFkw7ASznOK4PwBCAPwbwkcasusephKIoSKfTyOVy4DgOTU1NCAaDUBQF5XIZfr8fk5OTKJfLyOVyOHLkCEKhEGKxGGKxGESxeqpnMhkMDAzgZwfSuGdbShMZYwybunpQQQoah3HzOa0IBoNQVRXFYnFeApxDNSLJioDOB0kAmgJGb1+AHa1TVPqDxcl60bpSAtWukXpYQpyWV1wqlSCKomYPaFUIaOcBDFhHKfWi2yoCxfM8nvrduOvBRFtExPWrYrbT4GRGwo0/NEDffp4DdYo+XVTwtReNBZGCIEAURfA8z5zR+ez5LYbry47Ds7LrCCAwF3UnfOPlCceiu7epOtDS7wv9PiCFyESQJnXXRbZ0YohuADg0U/+9i8yC3HxOK4ZmyzXnvSRw2LymmRotZh2vS5bFDN0hRVHU0p4In35iCAPTxvXefaSIO54exBc3dmviG3Bu82c3kyXLsuWA1Mxz+9K4d7vzc5hAS1uzuu+bLSqB6kwGaWpFluN0pk6WZczOzmrpZR4nHk4i3u0AHjs6hS8C+HdVVZ/mOG4fAAnV1BMAeElV1U9xHNeFqm3g5UcdT24B8AyqdoLfUlX1twuyJR5vSRRFwejoKKampgxNLCYmJuD3+1GpVKAoCrVBSC6XQy6Xw8jICILBIEKhEFKp6s3svpfc31Dd8uTeLM5oC2B931weaT6fxx/9xwCydTwrL1sehiC4y610il/garx9b3zMPlJrfig6Yeews45wH35HvGZa3+yhrf/9ZETEmk4JO4cLlg/pegQeDasI1BVntiGXy+Hbr065WiYAfGJtm6HJhtVAgdUxD6gORmgRPredIytK9bMXL20CQHewIZBB5qaVEvx+P/7t5XEtUvrxNUl86RdHLLfdanusINe/0yg0h+r55WaGhgysZEWtO2f/RMI8gL1zQydT5LLSF8zHizSkIucdycMnKX2yLGPrgUyN6CbsGS1BUZS6msM4mckC6CKYNohuZDdVq06kD++epg4WZbXaNfTh3dO2Vqo0CoWCJ7xPUGyFt6qqBwCsory+jPH5YQCX6/5+EsCT81hHj1OYsbExTSyb0Udg7Fosm/N8FzJNQ8/dOvu0fD6PP/rP+kQ3UI1K+f1+5g04oJsmd0tGVzC2fajqKW334KE9rJzgZOBAokBmTdTd5DN8Rv/7Y5kKntw7t3Pt2pabX3Pig+xkOyayshZRq2eQ9MDLYzj/mm7DugLuBwqVSgWVSgWCIIDjOIOdmX77v/DsiO2xm8jKUBTFMlpoFvnruv1Yp9uO+WKeASG54QBc2x0SdxW3x+dk8vmP+jmUFKBIuSewmkDpzwtJkjTBTdxsSKGuqqqQZRk8z2uFg0RgS5KEUqmEUCikpQOJoqidN/+y3XrwdfV3BrTiZKtZpQ3L4+B5XhP7TmayWKkm9XqKszCLYavnk921N56V8dXtKWxcFjZ03wSq7liFiqr5qOvvC4KwMG46HvPH61zpccJSKBTeEjZJZNrR5/MhW2eTvbawqOWyfnxNEvf+arTmAfPpcxJ4faxQV+t2ffW+0xzZeotDnUTGaY1KAP0sQsTRw9JpdzqnolvggG1DJVy8tAnJiEhNUdJvXz0e0+PZSk0reyeRYJICIssyfD6fJjB8Ph+zaPD+HROOtjty1BaR5NPr06aIjaO5Kx9tP5sb/BBI2gcLWtoRyQ3/xtU9KJVK8Pl8rjrLEoeKRjqJXr6cnSu9UCxqEjCaVWrvB+e1o1wpG2aE9ClMLIg4JQWsJB2FdUyJuAaq5yDp/JrL5RAKhbTiVYLdrISiAo+/PoNKpYKdwwXqrNIju2dw6enNKJVKWkOoDcvjANgDVDIApTmM1DuL2NskYIyy78056KyGTE4tTGUVeGEgZ+jWGfFzyFdUbX+aAw31WGJ6HBs84e1xQqKqKoaHh20j2fVSrxUfB4A76gDAc9UUDbso80RW1qzK6uUTZ7dpD7JLV/hRrpTxyFFXATKN/+5eCev7InhmX7auJixXzqMDoFMERlGmGauHMxHSTh+WTrrTOY10yypwzy+PoFQq4fpVMdy3Y9IQUZRE40OXVTBoRUTiccP3B6jFbFboBXalUkEgEADHcZb2eI79m3XqtFAo1NjvmUU3az9/4+qeGhG9OO7D/Vd1W6QApJgzVGQ5sixDEARsXmtvRaen0Skjf7F+EURxBD9+fbrm/uK2I6kTVndI+IdLOmpE8SfPbj+arlS9JxDHFrv7qXlGg0RNWcf0uX1pZiGl3mKzHp7el2UOisaz1ZkcIqBlWYYoiti0sgUbVyQgy9UZGnJO+f1+cBynue88smcG45m566ueAfLqzgDuvKQDPzuQtp2NCgaD1JkiOxtIPemSahiA3/jYINIl4zrrAw3T09OIRqOutsnj2OAJb48TktnZWUcFMPVymU1kqrdJwOCs0YeaA3DruhbN6kpR6QVpZpJhUfNQtoIVrbv6jCYt55cIqyvObMOG5XEtkqJPJ9ho4VBwPKFV6tcDEdJOH5ZOutO5Qd+yGgAe2T2D8WwFEYkDBw736PIyNReMnZM1x1bkq3pWv0oij2o3QH0Ua8ckJL+EdT1+pjjV1sHPARyHTFFBa1jAJ85uw7pudpMbp6IoXVI1b3BFUQwRdLPoK5RrGwIVZRVbdk7ORV9NAkVVVU3Ml0olVCoV1173oig2xKbTCuLaQXfbAH7y2zHcdHYCm98Vw9b+DO7fMYn80XuErDY2Iq7vUKoXZLSILmCd7iCKouZ1r4csh3XtsNrDA5j3dioq28c+GRZrrgX9LA9QnYkhgpucr9QBxI5JbFwewzO/n3E0QDafu5ee3ozL35YEx3GQZRnlctmwr63SsxqZR25+3Us1OXHxhLfHCYeqqhgbG1vQ37j5nFa8NlqgTnsnAhy+cXVPTeHe9atitv6yNK5fHdNEd1gENcc7LALf/fAiy+ImQRAgy3LNtD5Qjfj4/X584+XUCSO6iQtLPVilDBAh7SSaPJ/udFaQ7+jtwKrrQp/2JZ8xH1vAvvFLsaLimy+PYsPpK1Aulw21DVv7Mwb3kOp350TFPb88ArynHRctbaIO/Nz4Nz/5u/GaQZNZHFsJiXRJ1SJ0tPx7vZgPBAK4Z5vzGRie57Xv1xtZtmoWRZZLuqTev2MCT+3NGgbmRbmafnXfSymU5OryzPakx+LapIlu2oDN768OyMhghyYOiTOGm2vkyb1ZR90n7SCWpbS8bf09lWBO51AUpeYz1AFERcWLh9KGNI62iIiOMM+M5m/tz+DGxwaZUW6SDw/AMoDk5voLiMadaldsGY/HnS3Y45jjCW+PE45SqWQbHW4E37i6p6bjoP7mqo8ikaiF22ja7e9uxQWnzTWP+M8/XlzjahIWq6+bf5NEADmOQzZbfWCT6VIaz7w5iZ/83n3b84ViPq2yN69NUO3oRH4uVUVfdKjvKEf+TRqm3K0fVF0RwdWAyrxtTrphsvK09a+xPIMnsrJ2DujTBr5qY3dWlFX8264JrOuRtAjgz/an8cDOMYxnKq6aMNE6e35te/3RZatuoZVKxVUqmL7ws57UhrawiBtWx/GvuyaZaU6yCnzvter63npBD3YN78cYZRRN9mcjegJY4cYvmia8BUFgFqQagg5hEREXufNAY1J4Ni0LG65xq1SOakE4WwgTrAbf+uvT7/czm+3Y2YgC0Drpbhss4oGd48z1crOffCZjGdqgJCDy+OvLz8Tb394LjxMXT3h7nHAsVF43DVrHQRqszoh6nrhucc10OQ0isp1ARLbZLpEWPV3IKXa3WLVPdgItRYPWzIXWyEPfzOLJNyZxfnc7AHtbvv/zszG8MmzvjEHbtkZF09me3XO36q9sPeQqckoKQBVFwW0/7jcMMNy4+9C2pU4THQ1zbQFx22BdO1YQoVRPvu5YtoKHdk9p5xer3uHwrAxJklAoFDBerz1RgyjKKrbsmmI289G7vtBEJMuyr8YtKFuByHOuZhLcRHJpJAIcNQDiZH2t3IycWPJJkmR5/jkZZDtdL1YqDQ3zwMc8KOmKB3D7xpV4/1mNcxLyWBg84e1xwkGmQE8kyuUyQqGQ5Wf8fr9ty2mnbPn1FH78+mxN1I8HsGm50VZqPCufEKKbPMadtD52Yo3n1NPZyt1k90gBVz06gFt1+bC03/b5fPi7i9oAoKZ7oxmSbqDH7oHudJutptaBasFaPekK9++YADC/9uVuZzCS4bmGTAWd+4IVe0ZLmlOJWyqVCniet01B8nNALFR7vPTCyAoyG1ePwG80Vvv08KyMG35wCD+4YSV1lowWBWedXxVFRZMkICByWtGv1bZbdcJ0wmTBuWp/ZE9tbrZeCJvTsczoB9JOanGcDrLt1gtwV3xNS98h98iVK1dqqS0eJz7ekfI44RAEAfF4HNPT08d7VQzkcjmIHDvK98ybk/MqHCS2bPf8cghPvDFL/YyCY5Mn6haeA25/Txveuzhk26XNaXTKKXZRZRXQWjGbC6MIkiRpsxp2osKNYL5htbUXsTlCRgYR+nSZT6xNYl2PBMCFC4mJer9n3hY36BsymfeBFYdnZWztzzhyHor6q2qE4zj4/X4Ui0Vtnz6ye6YmFUQfBaZ1gHVTbHssZplagjxS+fpnACcLKp55cxIblsdtgwJ2g7p0UcZ//vESrYibZcG5qt1vWUPTSEKhEMYZXYcnsrJtga75fqB3SmHBuj+ogDZTYjU7oL9fmYMBEYlnDqYUlT6Av2hJ1CukPMnwhLfHCUkymTzhhDcAfOb8FuaN/F5di1+r3HEzW/sz2LJrEuniydOcQ09ArHqIX7oiYdvExOk0rR67aLGbyCNN9AaDQWQyGc2/+IbVcWaEjNauXr8s2nre+Nig7TabhamiVsXux9a0aqKbvF4Pbr8XlXgERM42Qr+q3c8UX3rW90Vcecw/vHsat65jX2tAVdxsXptAMBhEsVg0RCrX90U0pwlWTYRV5NKJ37jbbaqH+Yhuwl2/HMU//WLU8Fpvk4Bv/9Fyw2t229EaFrSmOaFQCHdu6KwR371NAoYzstbQZT7YXfeiKCKfz1vONtkNosjg0OfzMd1gzOuxtitQ08jGjNX40rxfzDN7tAEhUB1k0gbwoiDgzDMbUM3qcczgrKJTx4s1a9aou3btOt6r4XGc6e/v1wrKTiSspi59PLBhKX2aldYt7oVDefzTLxfWweVYwqFq1cgaZLDSOFgOKKyGPvrIpVvbOaAa6XroDxdpDULMXRm39mfwzy+mDAVyrG5/djjZZtbDti0s4lu67o9Xf2egLvFNpqmdfFcSOGo6DQuz+GLtJ9Y20uAAPPfJlbj4m28wP3PbuhZccWYbKpUKSqVSzXq8syuIL23qYRYRstYnGRbw4DW1fuP6c05PPeffiYCfB374ker5Zxftpp0T5HohVoTP7Z3B3b8cqemsWI/DDGvgo7dQDAQCKBQK1NkUsr5WKSZAtS5HvywzrGVfvCSEncMFTGRlV0XATq4t1m/6RY4aDW8Li3j5f290sRYexwKO436tquoa2ntexNvjhCUej5+QwtvKK7issCNHe0ZL2NqfMTw4vvLCwjetsWK+RVBmVMxtP018Oylu0sPqYHl4tlqUR6aK3fojkxboekHmtlOkU5xsMyv6ai7gqzd3dtOyqrOOk++6Ed0AHA9G3BSatoYF3Pr4AcvPrO+LaAOlv3nuSE3k/ZXhPG7/yQD+8dIuaqtwuxbjTvPMSRfV453v7ZaSAi2f3u680KfgkHODNPQi///Nl0drosCyWp0Ro/U7IDOBIxkZr47Mid5V7X78zxi9FuGr21NY3xcxHE+r2SYnx8WqyRRrhu7JvVkkw4LtrAxgrHVwWvsSkXj4BSBTUrXv3cP4neNd5OvhHk94e5ywNDU1YXh42DJnuB6i0Sh8Ph9KpRLy+fwxba1L0guI80mjO9m5pdGd+whP7c1Shbed2DFjV5A3npWZDyQraEK/VCqB47iGn29OttnpgITsU5ZQouVFX26agbDqJhj1cw0bcJhxmhIkCRw+eXY7/nHrMPMz5kKz3UfowmnPaKmma6AoiuB5Huv7Injw15MGZ5ewr75aA9YxDvvcFQoeaw7PyvjCsyOOPktL08rlcuD5qs8da2BVrKhaZNmMXkCTdI9cLsd0lSG71+zIwhooW+Xhk7ShQCCAJ383ThXuVoNFJ0XtZPbEDnOUO11UIAlcTVE47frpaJJqXvM4sfGEt8cJiyAIaGpqwszMjKvvBYNBNDc3IxKpulWoqopisYiRkRHkcjl0dXXB56t6O6uqqgnwTCaDmZmZhgsvPRNZGRzHQRRFpk/sWwHWHnTqyzvf37Kb4mYJfUmStAhYo2wtWdsMQGvCEfFzNQ1cWAMSJxaYfr8f5XIZqqrC7/eD53moqorPvbcbN59TxLXfP0wf1DAs5hoBS5zqp+3JviHe6yxIBN8pgiDA5/NphYGiKOITPzhQI4onC2pdrirmY8xz1cgoEfWJAIfposoc8NgVkjZ6ZkqPG6cbfeTbfD5bDR6duPoQ72tJshaS5Bg6gfyGOeVEnzb0099PMYuf5+tc88mz27V1tnquOKl9Yfl2/9VlZ9S9fh7HB094e5zQxGIxR8JbFEXE43E0NzfX3Lg5jkMwGERXVxfGxsY00U3ekyQJkiQhHo+jtbUV6XQak5OTltXt9bZ+bg0Lmg/wqUoj0zhY2GkU1u+Xy2XIskxNTQDgOO+X9ntWHr/pkgqBqxY1ZooK2iIiPr62DRcva7ItWDXj8/kgy7L2oNcP8IhVZ4Yxk8B6vRE0ctDlxHufQKLdsiwjFAqhUqmgXC7jEMNxo14njvV9EXzvtWmoqB30EYG/qt2PS5ZFa/aB3q+exufOb8Glpzdj04P7XOUULwTmSC8RqhcvCdUUHUoCh7VdAaqw9ft8WEe5dOwGvF947gj+4eJ2x+trdb8RBAHf2jXBFL1u7P4My+WAz57fgvO7fdqATxTFugp99dsBGK+f2zYs93y7T0I84e1xQhOJRJjRAo7jEI1Gteg2qyEEIRAIoL3d+oYdCAQQCAQQj8exd+9e5kOgXrusT6xNolAoMK243ipIx9ndSt/B0oxVO2urtCOz6AaqIq2eCCktwkXyYX90w0pNbBeLRYiiqEX4SIMm/bqS/FRBqA7qrFpUE9sxt7n29UJaZ5dKJciyjEuWxbBpZYu2XSTlioZTxxQ7SNpCb5OALdcsXrAZLdr5Yaa6PWk88qHToCiKdn+xS5e6d3sKr48VkIyIWkMkPQsZEXdCUVaxc7hgaLtOBhWsaG61o2qtaCyXy5YzVrtHqvfPegqdzUiSZNvNEgCzSZGeqMQDqop0SYWsVr8DzAlmK59tp9ejfhDR3d2N5uZmy3XyODHxhLfHCQ3P82hra8PMzIwWJQ4EAmhubkYsFnPdNMBuGpPg8/kQiUQwO0v3097an8FY1l10MCpxWNcjOXpAn8xwAG45t6Uhy4pa+NpaQQq3aLMSTtIUaLMdrGNWz7G0etjrI9yBQADAXAtr80xJMBjUorilUokpunmeN8y0uM21dwrJ01VVFeVyWft/URQhiiKKxSJeOFTAAy+PaY1YPramFZcsi0FVVcPg+e6r+vCXTx4ydBNlOaY4mYE6PCvjU/99GN/8wGm2940rHx2g2oBapUw4PQ/2jFa72upnVexSGhS1mte/qt2PmTxHdfAgzWK0Aj0/h3xFpRYnLwTmtusEZlFgproPyDGXZRnFYhFb+zO2tS97Rkuaww/Lm98pdqKXFGmmrfvq1Nyn0kUFX3txzmI2n88zg0hur8dkMumJ7pMYT3h7nPA0NzdrXsvxeFwTIwtNb28vSqUSDh48WCPErLolssgUVWztz7ylRTcAQ0HQfPn0uW34ygujqOjCeTwHqKp1OoleMDn1U9dTqVQ0sesGpx0qma3hI8ZbslX0GoDjNBQSWSUP/ZrGHX4O4Djcsy2lTbHbWZ7pt/Nj72rB+iVRLU+XQCL1RGTSmgl99Vdj2uf0y/zT1c0Yzxj3/2Sefu2YjzWLgekySqWq8F0UE3Fohp0rTMQuWb5VI6T54rQZz2tjJdz+njZ869cpwzlGPMuvODOkDWIkScKTvxt3FK2l0RYRsaZTcmybx5otsRK2+vOXzMY4bWBEjvN4VjYIXDeoqupI9Lpx5NFTUeYK6gVBAM/zqFQqiMVi8Pl8SKVSUFXVcRqW3+9HU1MT2tra6lofjxMDz8fbw8OGcrmMw4cPG0SQXVtxGsmjD6aTzXbMLSwHAzfwPA+/36/59NIKE2m5l3Y+4laYf+dPVzfj8jOT2nFnOS0A1WNLa6zB8u2levWKHP78nBZc2OeucNApJEXFnD5l5YNMEzJuPw/MeT4zm4NIPEoV1dFg1klevdWxIucnx3G46b8PM3O9CTwHPP4niy19vwF31/UT1y2u8Y7e2p/B17anmJ1x9d8Nh8PaIKpYLBpSpEg+sX4AZOfTbUYSOPyv81pwyfK4thwrH3ar409LqzN/ntTaFAqFuu6tQPUc+u6HemteZw2G9TMOdgNmNx70ZvR+/bFYDB0dHYbi/snJSYyMWDvLcByHRYsWIRwOa9exx4mN5+Pt4TEPfD4f+vr6MDU1hSNHjkBRFNfV7iIPSy/Wtypb+zOGwrGoxGPzmmbqA5rV7dOqOMpNoZ7Vw5UWzfyXl1LgeA6XndGKXC7HbOpBPk8TNkVZxZadk5oVmL4VvNnN46PvTOCCxSHrHToPFEWhFo2ycnDv3pbCvdtTNbME9XQfJQKTFTl0E5Ft1IyRqqp48I+W44//fa9tmgfgrADOCWd1BiAIQk3akP48ZzVKIvUJ2WzW0PBJD0nz0XPzOa144VDe8X4uyiq+/eoULuyLaAOEG1bHqc2sAODiJSHmNU3L01/Z6jN8PhAIOE67YUHbNtYshbmw067g2+mMBI3WsIBIJIK2tjbN95zAcRyamppQKpWQSrGXHwwGEY1G6/p9jxMPT3h7eDiA4zgkEgmEw2EMDAy4uhFLQjXn+WRttOEWUmxI6+iXLiraa/oHnTkiZ57mp+HGHcUqTYAcF5qY/PYrk7hgcQgcx+EbV9d2M3RCuqQiXZK17SK//8y+LD57fvW8YImoRpPP57VunQQr4UiOw9BsGcMZ2TLlYDwr10SaF8dFfOtDyzSROV97Nqc4afkOVGez7IQzEbt2ucBOtmtVux9/f3G7be8AJ/UJuVwOgUAAsixbOjARNq9pduXQMZGtOuMIgoBoNIr1fWC6r+wcprs0Pb2PHmV/zdQgRz/zXq+TCA3Wdf3AznGUynHHA3fyOuueLwnVtBLzKvt4Dn+5cQVOO+005jr6fD60tLRgdna25jjGYjGEw2HEYjGbLfU4mfCEt4eHCyRJwpIlS3CFKDoW3rGgaPBiPRnbS7vh8KyMrf0ZfHU7ezvveylleMixHtBP76M34nEKiXLTRJE+SmsXzSTC4Nt/tBwAcMk335i3rZuszj3INyxfmFuxuRseVBWZkopkRMT1q2JY3xdxJIbrdeAZmK7go/+5V0sNYeXT+gVY2unRYM2QAKAOkmgpKpVKBcmwiDGL7n9E7NrlAluJxWRYwLc/0KulU5jTL8xFo07qE8zLWN0h4R8u6WBux/q+CF4fK9Qsc+dwgXr825v8WLFihdbUhuM4ZBjHiHX9sPLtza/rhTcr39nOcjHqr7UrYneElS0H4lazY1/dnjIIbIGbKybXr2MsIOJv3/d2R3Z/fr8fS5YswcDAgMFEoKenx9aty+PkwxPeHh4uEUURfX19aI/uw2jaPtI0nqkW6omiiE0rJbw+VsSTezOOfisR4E7ozncsHt49belMUJSr+5EUgTl9QLuBlotshjyY7aKZoVBIa7QUDAYbGrm9b4exG6AVTos3yWfN3fAIY5kK7t6Wwjd3TeHdi4I1uemNRC9+rZoJOY1y9jYJ+KP/GIBeK5PIPMfz+My6DgiCgIf++HT89M0pfGvXOMazMgpydZ+Y99fH17binhdq252b6wWcFMDRxKEkcPjE2iQCgQAqlQo153nPaKnGltKqURJtGbuPFLUulDRRv7U/g+cP5LRrSj+rZCboE3DHZW/TcpFDoRC6u7vRGduL4Zna6DarsNKppWexWNSK5guFgjabRc53cwMcGpvXJqjrRbtOSYMjwzromgNZiXLAeA589KxmXPmODsTjcXz6imjdOdgkpfHQoUMQRRHJZNIT3W9RPOHt4VEHHMfhjk1n4I4fvmYrFlrDAkqlkuaQcfM5LXh7RwjffnUS45kK84ESlXhMFo6RF1iDcSJKiZNFLpery3PbDifOM0Qw2EUzzWkgTrswOnGDKFas86MJZBaB/CRpZHL3tpRmqaaPaDphtqhoNnXDGfmYpIHoU4S+8OyIYQZI5GBZXNjbJGB4VgZrLZ/6fRo3HRVgrPQiyS/hyddThjbzvU0CCjLm1diHbNeWX8/giTemtajyxtNjWNcjaTnMrNmDw7Myrv3+YWSKiu06sJZBe33PaAlfeHYEwxnZ8nog3TO740HcvnFFTaRWEAT85aaV+PwPf4N8ee6+ZGV7Z5cyQxtIXnp6MziOwzNvTrpKOWG1jKddp6xlTmRl2xoG8l8ikUBTUxNCoVDDCh4FQUBfX19DluVx4uIJbw+POrnmXb3IF/K492cHmIJF4Ojtyd+7OIj3Lq4+2Lb2Z2qKlkS+mpP5Vk9LIczHc5uFXe6uXjC46aqoKIrjz1u5a+gZz8qG9vHgOIMAA2rbXpu/f+/2VN0zBHtGS7htXQteHyvU1ZHVDuKLfeXKGP78/HaoqopP/Fd/jZ0fS3RffUYT/vz8Dnzs+/uZohuoDt7IfuQog7mirOKuXwyjbBrPHp6VsapdwoPXsN1S7OoEyGee2TtjiCo//vo0dg+lcb+DJktkVoK27PmwZ7QEuzGsCqAj6sPPb3uPobuvHiLG73rmTQxP5w3nvVlEr+0K4IWB2roFSQDOaAuwCx/9fqzr9tdl2WqGdZ0+smeG2oiIDJZpkNcjkQg6OjqOma2tx1sPT3h7eMyDa89fjjXJalvurf0Zg2du1M9h81q2xRrBSsSdKsK7Hs9tu/1tlQ5Ca7rhtFizWCyC53lHn0+6SEkhn6umKsyJkXu3p7RopBXz7Vy4ZeckvvvhRQCMx+EdbX68kSqjaOdz52D9Hn99BpVKBWe0BSw9tM088cYsPvPuLkeFrWQ/spxyzaKbsGe0iO1DZVy0NIpKpaLNyBDsIqFb+zPMwc+hWRl/89wRV90WzcvW3x/qwUl61Gi6jL1796K9vR0tLfQmWO8/qxvv7pUwNTWlFenSRDRrAFeUq6kcfrE28lyUVfzbznGs6+525RYjWIwqaNep5Jdw9y9HqDNcrJqQ1rCAzs5OJBIJLwXEY154wtvDYx5wHIdIJILJyUlXLhtm5vNdgpXd3YlGQKx9cFnltJqhzRKkS6pW0Lm+L8KcZrbymzbnzrJSEARBMPhh8zxf448NzFlIzkeyHqtW4OmSikAgYDgOpOPl3T8/7CqFxYqn92WZLhgsFBV48nfj8/9xG+7+5QiKpSLW90W0bVcUBcVi0TISSoSn1f7ZfaSIXx12t93j2Wr6iT4/v950ICduIa3h6nk9MjKCaDQKv99P/VypVDI447iNThdltmf7+NFItJs6is+eb98pVz94SYbFmrQw/UDcvJ8CIo/PrO9jDkY8PNzgCW8Pj3lChPd8oVnVsXKfzZAc3ZOFT59TWwjFguZOUZBB9ROWVRhyMQHnXt+0gjX97xqnwquvBQIBqKoKnueZXSQjdba9Px4UCgUEAgGUSiX4/X7IsownfzduKMqbL4rq3vua55x3NLTCKr8XOOq7vmuKmnecjIjM9ASnwvOLPz/iep2dnjurOyTwPIdXKIOaVe1+w/VAE7Q13RonJtDV1UX9rY6ODhQKBa32od7OjjSS4aoscWMr6KQ+Qr+ssWwFzx+QqYPw9X0R8ByHR34zi9HZEroYOe8eHvXiCW8Pj3kSjUbR1NSE2dnZupdxww8OUd1LWGLnckp3xqsc5hMfb65cEXUc3acNRuyi+noR4GYmwYllHpkK37B8Ocrlsmb9RSuu+nl/1lVh13xxOkhjEZWq20C2hWxbI3Jt9fAc0BJy5wpz2elRPPlmmvm+ACBh4WChqlVBd/3qGJ7bl7Y81umigvTRYK4+1/r6VTFqt9GPntWMr/xqwvG20OAACDx9MGnFbetatEHCULpyVDhzeGVY14qdAy5ZVm2+or8e7Bxy0mn2/uZ5HosXL8bg4CDS6XRdLj9RP4eSjJrr40/PikMURduBghusmkTdvS1lSG3z+/346Po+fPrKhekg6+HhCW8Pj3miKAo4jkMoFMJXth7G0/syjvOUgaofsVPLQJEDgj4OT+3NYtdIEZ9Y24aLlkZRKBSOWXOS+fIpiu0Xi3pSZ+rNgXXKWKaCS775uuHY6tNMtvZn8MjuaYwxvMMFrrbRRj1IAuAXeUMRptmn+R1tfkcDClLMy3FcjYNLvdHMsAjQ7LE3LQvjjLaAZTOSsgJtGy47PYqb1ibw8mCOen5zAP77usW2rexJ1871fRHq7AaLoqzWeDcDgI8HbjkngQv7Inho9zQ1Gm7H59d34t09ElRVNaZCMKLrZswuN1/dnsLGZWFDTQDxi9+yc9JQA2E3KC2Xy1AUhenYIQgCFi1ahMnJSXz0rCz++cWU4wFawMfj1gt7kMlma8T/xpUt2qCPrCOrk6e2vEAAiqJozlFm7M5hYq3YnEjgzmtOd7QNHh71wqmsCpTjyJo1a9Rdu3Yd79Xw8LAlk8lgcHAQlUqlpvsigRadJtC6O9bL4riIgWn3D/9jzRPXLXb8WStXEJESIRQ4aN0g3eLUgUTP5cvD+PS5SfA8D1mWHXmHcwD+oN1PzSWnCUuBAzYebXTi1u7uxscGbQdjpND0oiVRrcGL22XQlre+L2LZ5IZ2vZhz8P1+vyam7IQ1+cwju2cwnq0gGRHx8TWtuGhpEwAYcpJZy3NLb5OA6YLiuvkPIRkWmE4qH3tsyLKxTz3QahzMNpXAnPd3JBJBT08PRNE6RlepVPAfL+7D118YxJHZomVNg96uMJPJYGRkBD/9/RQeemUK49kK9fy2ujYFDtj3j5dDVVWMjo4inU7XCHCn57DAcdj/xcttP+fhYQfHcb9WVXUN9T1PeHt4uEdRFIyOjiKVmhPNrKgMzwHPfmKl9vfHvr8fA9P2jXfqgQfQqGziRIDDje9KNNxZJXnUssuJgLR64N62rsWxi4yTxjNuoqDm7fnE2W1Y1+13LHTtbOuc5qXbcdWjA5YiKCrNRcw/eXY7zu+utZFzKlCjEo/vfqjX1frZbWswGAQAzUXiJ78dm+vESbFdXN8XgSRJNSIbMIp42u8fjychB+DHpoFoveehU/Tnn9XAX99NM5lMorW1FYLgbDbpT775Irbtr617Wbc0ge988jztb1VV8cCzu/GVX9Q6jOgHCFbX1XXnLsI/vP8dhmXu27cPxWIRwWAQPT09+Nbzv8E//XLM0bof/NIVjj7n4WGFlfD2Uk08PFxSKBRw+PDhmoe7VfdFUnhHy1luJI0s4SPpL5cvp3ts1wt5gDrxKmY5tfQ2CTVT5cFgEKVSCbJs/LzZAWU8K+NrL865nxDu3NCJ//OzMUN+bG+TgKLCWU77j2dl3PPCEcjnJV15h7NohMMNwSr9iOeMvtF3vzCC4jlVscNxnCZ2rzizDX6fDw/sHNcEb76iGmYbJIHD5jXNrtfPbluf/N24QZh/bE0rHrymRzcYoPleV4U6CSqZUziuXxWjplu4jew3AnNalFPRvardWQoRDXKOEvtDFntGS5onemt4EP/rgtNw/XtXMj+v5zufPK9GfJtFN1A9Tv+2c8LSphFgF1qevShqEN1kmS0tLQiFQpAkCRzH4U/evcKR8BY8m0CPY4AnvD08HKKqKlKpFEZHR6GfKSIPdhb67osni90f4b6XUvivaxfjpcO5BWldb37AmvnG1T1UVxN9a21i+5bP5xEIBGqE95ZdUzUpKRWl+rr5d798+SIt1eL+HRN4am/WUSS0WFHx4Csp197hCw1LsAREDgWTL3exouKR3TPYsDwOwNhZdF2PhHU91X0eDAZrBPHariC27JrSoqdOPeytoA2Y7n5hFMr5rbae2qzUn7FMhTnYc+Oi0QhogzArMf3kDX0IBAJaDr7ZZtApnbEAXjiUt7U/BIyD5Duf7Uc0GnXs7mEW2SxG0/Z52VYORWNjY2hpaTFE4xMJYx1JU1MTOpr8ODJrPVi59hx3MzYeHvXgCW8PDweUSiUMDQ0hmzVGfp1Mw8+n++Lxpnj02bcQoptAixKbUxBuW0fP25YkCbIsazMK+kIwsgyWOEkXlZrf+di7WvCeRcG6pvsnsjJuXdfi2jt8IWEJlnsY6QXj2drGMQTzPlnVLuGhP1yEbYNF/NPPh2s81e/elsJz+9KumsboYQ2Y/t/OSWQYx3QiKyMUCmni1E6g6yF/z9d33SltYd7VOaEoiqHwdfOaZmrH2zOT7Gh40Fdt+/7lp99wPcAolBXc9cybDbfV64wHMDxda4GYDIsQBEEbSLNmR8bGxjAzM4Ply5db/s4dl72tpt29nnVLEzXRcw+PhcAT3h4nBaqqYmZmBrOzsyiXy+jr62NW2y8ElUoFbW1tGB4edtw4wqmrSaM5mRrpAFX3hft3TGj7yUlrbn2U27AsXXqBk+il+Xfu/tUYvqLW5zrSGhZce4cfC2iCxao7Hw3aQGTPaBGff2YII1mFaYO3Z7RkOLZusBowsTqCtoYFw2yUXftvM2Q/0VxMGs3hWdn1vjF3a5UEICjxNXnu+qJWgr6o8XP/ubuudR6epnvVz4e/3LgSd/zwNyjoBHHQJ+Cvr3w7Vq7sQi6Xw9jYmCHoYR4wf3b9EtjobkO7+6HpPASOg6yqhv3i4XEs8IS3xwmLoiioVCrI5XKYmZmBLMsIBAJoaWk5pqIbAEKhEDKZTE1xFusBzgF4/E9q3TuctP6eD8RBpZG55PW4feiJOmgg8+TeLERRxJ+tacYjjCjlI3tmcMWZbVBVlWp7B8ylRzj1njZ/xq2PMkGfNtDIHO1GQCtgZHX1ZOWfsyKoe0ZLsMuKfXpftuGDT6v1L5VKCAQClhabVpaT5sFTxM+hrKAmNacRPLk3i+cPZFGSq+vEGjSvavdTu7UWZaCiKLj16IyQz+eD3+/HX6wP4b4bT2PeJ7viQQxZiGgfX7V0pH2v0egF8fB0vqZhTTgcxmmnnYa9e/eiVCpRB+b/8Mx+hMNhW/H8/rO6PYHtcdzxhLfHCYWiKJienkY2m0WhUADHcRAEAT5f1W1hZmYG2WwWPT09muPBsSIUCiEQCBiirPU82BcCDsBlOttCfQ40YO9usZA4zUN9/PUZvKMzzMyRHs9UNLEdCoW0183C8qNnNdsWOTbKS5uw8fQmbFrZQnXTOB6QfWLel2T24JZzE7jl3ERDIvN2/vH1NvWJ+jmmTd83d03VtPz+xNltuHhpEwqFgpaewMrbLlZUbB8q45LlMW2Ar0+xoQ2e5jsAZUHSuVj7kLiL3PjYoGW31g+uWYz29natKJazKBS8feMKfP6HryFfnvvNoE/AFz/wDrz/rG786NWhmvcDPh63b1xRxxbaYyeIOY5DLBbD+Pg4dVCdX6A0GA+PhcAT3h7HHVVVoaoqJiYmkEqlaorj9HAch3K5bPlQWShKpVJNaoPbyGHEQkzUS5PE49Pnt2Ndt9/wul6QSpRiuhORO382zHzPPJipRr5SmnABquLln19KWbZpbwuL+MTZbXjg5bGG+SQ/8/sZ/K91HXV/38pWz629oF2aTVFWce/2FFS1uk9vZeTPO+WG1fGaSKwevs5LdfPaBDPlY7ao4Kf7s/jLC7pw8bImlMtlVCqVGg9ysl1bdk4arrvZooK7fzmCYqlo2HafzwefzwdFUQzLuunxwfo2Yp6QGSxJkiwHkxNZGclk0vFMoF2U2e794wEpnmTth4VIg/HwWAg8H2+P40oul8PIyAjVBo4Fz/Pw+XxYvHgx/H6/lnpA/l0oVFWFLMvgeR6Dg4Nai3hWdNHsvgHU70TghDsu6MCG0+MoFot4fv+sZZ4q6QioKoorq0C9B/fx7JK5OO7D0GzZMjWE1mAHmHMXAdBQF4srVzZhRYvPdRTZqjEMbR0lgUNbmDekJKxq9+OSZdG62mtbFX+yzm3C6s4A/uHidmoTFgKtgRRtMGHuurlpWRivjRYsU6aSYQHf/kBvTedH875nWQVaeaqTOgKO43DRlteZ67CQkB4AfX19WPeln2Fklj6j0hUPYPsdFx/jtTu2lMtlzM7O4qotuzE8U1uM2R0PYtsdFx2HNfPwqMVroONxQqGqKvL5PMbGxpDJZJifs4v0iaKI9vZ2ANXUA1mWDSkIC4mqqhgeHsbU1BQAtj83Bxgiigud8kHcP6793iFqZD3q5/DdDy/S/g4EAvjnbaN44o1pRykBT1y3mFq4dSJil09/27oWAHO5vCQXfT6bJQmca0cTK1EIsFMQGglNgNpFzle1+3Hv+5Yacu1pnSoBGF5b3RnEb0cLhuXWW/tAGtDYdbVkXXf679MGGKva/fjHS7twxSMH61i7xrD37y+Fz+fDj14dwu0/2IOy6Xj4eA53fWjVKZNmQU2DETl86Q9PnX3gceLjNdDxOK4oioJ0Oq1NB2cymZopYTNOnC0qlQpGRkbQ2dmJAwcOoKura2E3RAfHcYjH45iZmYGiKMyonAoY1nuhI8XEJo6VzmJ+vVAoYPO7Ytj8rhgA+052C91Vr5HYCbmvbk/hmY+vwEVLopoTxv07UnhyL3swaAe1KHR3tSj02d9P4esvjmHW1GnTrfPGQkD7LasC1WRYwCXLosjlcggGg1oK1s3ntBqi2+a28IoKQ4MiQr2DnWREZK6r3jbQqhbDaoCxZ7SE//38aJ1rN38EDlp9CxGVf/vj32IqV+18Gw/68H+vPvOUEpzmNJjOeAC3bzj9lNoHHic3nvD2WDBIoeTY2BjTG5gV1Xbqv6soCoaGhhCPx+H3+6EoyjFxPCmVSjh8+DAUxT5tRL/eN6yON7wFux4V1XxWK258bJCZAsGyUyOpDAu57scaWQWeen3CkEv91DxEN4vxbAU/+e1YTR50uqTiq9tTzLz/1gWIePMcvdiRVgxsJfzJQFjyS7h0BTua//S+xnU8NSPywPWrYggEAraDF1othsgftZC0OadfGc5jcUzEwExj6gHc8KF3GYMJnitHFW8/eJzMeMLbo+GoqoojR45gcnISVqlMN/zgkKExiz6q7TYKODs7C57nMTs7i97eXgSDwQUV4NlsljmYoEHWm4i8hRSw6ZJqaeFn16qdODrom1cAVcH+VoPMEKzvi2DLzsl5pZkExWordTOtYQEP755mOlJwHA+Bkw0DHYGrikUOHO7dPjFvB5bVHRL+4ZIObBsq4Z5fHqkZ1BbKCn5xMIsLTptr9mQ3O1OUVXzz5VGc3+2DJElUR5eFSkeKSjw2r2nG+r4IbvtxP/O4kQFFjUWgA4tLPV+/qvu4OANdf4Yf09PTiMfjx/iXPTw8Fopja4bscUowOjqKVCplKbpvenyQ2g2RRIdZdnzk9a39GVz7/cO48tEBXPnoAP7oPw7iv359CJVKBYcPH8b09LTjYk23KIpSIzJ6m6ztA/Xbs74vgieuWwzBpg70tnUteOK6xbY+yTQ2r2mGaHF1k/1sxS8P5XHjY4O46tEBZh7y8SQRsN4zAgfLfQBUZwjIfpiP20y1gDAByXRQicONVfR4tijDXBPMcYDAC7iwL4yQf/636d1Hqufr+r4Ibjk3gahkXGa6pOKuX03gqkcHcP+OCQBV4W/eHjNku1RVxc/7s4bzZWt/xrGjiZtzfFW7H9/9UC/W90UsU5/M7kLr+yJ48Joe/Pi6xQiI7q6qGx8bPOaiuy0soK+v75jVrXh4eBwbPOHt0VCKxSImJiZsP2flVDCRlakPffIgJY0k9BErMm2/tT+j5X6PjIygUCg4SgdxAumeuXfv3ppt/MbVPUzxTbMXDAaDtlFMEqW7bLm7lvNRqdqK+jPntWgFejRYYvD+HVUB9sWtIxjPylBxbAr8CHaDGKAquh/+4CLctq6FKtqSYQGfPb8FnzmvxXaA04htu/mcVk3UJsMCuKPrQIr7rHzdea7WfaWiAA++Uo3Gs9qju4VcG+v7IkzhqaLa1OX+HROG7WFBtuuZNyfxLy+lDOfLfS9Nojfmo35vVbvfsJ9uXdeCVe1+6mfN39O3oLeqN7jtvZ3Mola3+fPHetDJc8D1q+OYmppyNbPm4eFx4uOlmng0FGKxNx/sWm/bNZJY3xeBqqqYnp7GzMwMotEo2traEAgE5rVe2WwWhw8fZr5PrAPt3FjMTXho6COFpFjtqb1Z26ibyFej3cBcyggrWk0Tg+ZiuOPBdFHF5cvDzPXQ29PZdYn0+Xy4ZFkMlz10gPkZsq+ddNhkcdWjA9qxptnTsbyurRr5EHHYqILch3dP47IzWlEoFGyFJ+k2edGSKK44sw0/+e2YpV89qyZjYLpcs2yzeNavHw3iuEKuK/2+tuKipVGtiNt8TfoFGPzfjxeSwGFlq88wgAiIHD59TnXANjU1hampKbS0tKCjo+O49C/w8PBoLJ7w9mgojcir/sz6PiSTcVzEcVqusc/n0x6ido0k9KiqitnZWczOziIWi6Gjo0NzCTBDPLpZDze/34/29naMj49bRtHX90WwYXkcWw+k8eCvU7hnWwqP7JnBx9cmsWF5HJ/77/22ziDEho1A3CLMAmJtV8DQvY9WNCnL9HUNUAKZTkS3VUfBRpAuKjijLTDvNuPBYBDFYtF2xoPkIW9e02zZCMYKEuW9e1sKr48VatZda+Sya0oT98TVhOWTTQZGrO6LbhnPylr6l5Nuk5IkoVQqIZfLaev/yJ4ZjGWqEdiirOLubSk8ty/tKoI8nHFXvzGRlS1djlhc+919Wsv3fEXVjuuJkjKVZFyvNFKpFDiOM3Sm9PDwODnxhLdHQ4lGoxgZGbH9XG+TQE03aY/6cfHSJoRCIaxYscIghCcnJ3HkyBFL0WA1pT8zM4N0Oo3u7m7EYjHDe4qiYGJiAq2trVqHNDN+vx/JZBLNzc2YnZ3F8DC7y+IvBnL46rZxTSiMZSq455dH8OivxyzTbIBqRJAlOu0ivAS7xidAbbrPF561P256v+eF9PM2u9cQJEmCIAiagCSNkyqVCmRZhiiKEEURsiwbZhVWtfuZg50kowCPDGyeP5BzJXqf3JvFGW2BmvW3OnZW0WT9es1XNJKBsZ2Y5znU1DFsXJHAc/vSGDMZv+wZLVlG7s2wBLaV5R8rom71u2RZCzlIdEsyLOCTZ7fj/G764N+KiYkJqKrqRb49PE5yPOHt0VD8fj9CoZChqYYZQRDwoz9biw8/uAf7J+bE0fK2MJ699UIAoHahbGlpQSgUwg2r08xpe7vpZ0VRtOLL5uZmNDU1AagKEtKMxw5RFJFIJBAKhbB///6aItJgMIgHXh6kCgW7LnxOI2BW2DU+YWEXhTfnqus9mxudomIWZ8FgELIsU50z9JRKJZRKtdtx54ZOapMjWgGeef+f0TY3ywA485y+e1sKD++eNqRisGYlrNKqzOs13yJXMhghy77vpRQ15cI840JgnSOyWts8iAVrcEwbDJDjcw/DBUhRrQdVjSYq8XjPoqDrc92cXmN2gbFLTyPQzm0PD4+TC094ezScRCJRI7zb2toQi8WQzWYRDAYRDAbx/F9U2/vSRDYrohMIBLBpZbXjIG3a3qloTafTSKfTiMfj6OrqAsdxrqNIgUAAixYtwqFDhwwR2FKpVFfzE1brardYNT6ZD/oOjGY3CSeFcW4g4kwQBIiiaJsT74RvXN3jWODo0YtxN4Mamkc0zcrRPCAICHSbR4CdK14PZLto3SbNMy52g2mgen7YzRbQCo316wPQByBW6ThE0C608w6pnyDr6UZ87xkt4drvH9a+r7/X0NJovro9hS27ppApKob9EAqFvGi3h8dJjie8PRpOU1OTlgJAEAQBkiRBkiTDZycmJpDL5dDb2+vogcJxHHp6enBRqTTvyDAA5HI5jI6OIhKpLisSibh6sEWjUSSTSYyPj0NVVQSDQeRyuQXvUGmFU9HvRixzAFN0A/bRcjcQcUZSfuyi3G5wmqrDohGDmqKs4pu7pphi8vCsjJseH9SKdfWQdf/6jkkUKJ7hVrDcYszdJs3wPO9o4GM3W+BkoMM6PlbRcIKbwS6tqNEKngM+c16LJppvvaAHZ7RNULeNZXGYLir42ovVgdhlZ8wVetPOKVmFFlTQD9au6/aaxnh4nOx4wtuj4fA8D0mSDG3hx8fHkUgkDKI2n8/jyJEjAICRkRF0dHQ4Ks4MBoPo6urC0NDQvNe1VCohlUphamoKiqIgHA6js7PTlQNKMplEIpFAqVTS8r5ZQqEtzFPTTRoZMXYi+nubBKqzhNUyCQs5ra9PtxEEYcGn1p1Ee/U0qo37bFEBLMYTVilJRJxu7c8YZn2s6G0SqEJeD2s2IBAIaNFuVloH6/y1G+hs7c/gnm0pQ/qOeV1pKUK0tCyr857cdVRUj/PFS0LYNeJ8QPe581twxZltAIByuYxCocDcNqvro6JUhfblb0tqrzk5p4qyinu3p3DPtu1oi4j4zEVLcO15y7zot4fHSYgnvD0ajqIoEEURvb29SKVSaGpqQiwWMzwkyuUyBgfnOiFOTk4ik8loXSftiMfjyOVymJqaatg6A1XLwAMHDqC7u1uL3FuhqirS6TRkWcbs7Kw22LCaNqelabgRwSxoAsWMVR550kK42OXOzxfzPnCS2jBfzHnpilpNH3j+QLYm75msH0vcsVqxLzQlm6h3MizgoT9cZOvssrU/Y0iL0afJbFo5N0t154bOhp2/5t8k6CP+f/QfA8hSbKxp6TisNBxJqApeMgZWVLgqmH1nVxCXLIs17HycyMqG5l5OZ8fI+TWaqeDvntyHUDDktU338DgJ8YS3R8ORZRl+v18T3LT3+/v7USqVIIoigsGgZvGXSqUQCAQQj8chiuzTk+M4NDU1MYV3Pbm8BFKAKQgC4vE4YrGYliJjdjzhOA6RSAT79+/X8sRJig0rItYIkW3GSnQ7LdpkOV1cvjzckLQe8zqxcto5jjPMliwUT++j5+jSig33jJbwhWdHmDMZt5ybAFDrTrKQ2KW9kFQMRVEM5yXt2mAVL96zLVVz7Btx/lp1nASq4vt93xlgOpawznVzs1yBA/yUos+irDoeLP12tIDn9s007BpQAdz+k0O4931LkMvl6rKLLFQU3PXMm57w9vA4CfGEt0fDmZ2dRVtbGzVaXC6XcfDgQfh8PnR1dWm51WacdJskhUZmVxErz183D09ZlpFKpZBKpcDzPNWGEKim1nR2dhqKLI81VpFup0WbTtw1AOumL06xiqA7aTDUCNxGqPeMlnDnBvt95DT9w4reJsF28GiVotAWFvCJs9tx0dIoyuWyFmFlXRusXbEQZ7OTmRnA/Tn28O7pmu/IKttOUHHoxFKUVc3e0klqEssqVc+e0SI+99/78eXLF2nHlBb9t2J4euGvEQ8Pj8bjCW+PhqIoCiqVCjNarSgKFi1aBL/fXyPMFUXRcryd5HoLgoBEIoFUyvjAYnn+sryhCbSc2ajEa04EQ0ND8Pl8CIVCNd+NRCLo6OjQctYb1ab+WOOk+PCz57e4Fgm03zne1JseYrWP9PnXNNF85aMDjn7jHe0B5uDxoiVRiKKIZETUmtnoSYYFfOvoYMs8c8C6No4VW/szjkR3PbjNv0+GBfzFhtPxzz8/iOHpPLriQQwxxOxEVmamJgFz3WW39mcwlnV27e8ZLUEQBJTLZazvizCtHVl0xubXidfDw+P4MP82gx4egBbpHR8fZ3aGBKA5m5hFt6qqrqPFeqGux6oDHout/Rl87cVUTaSSOBFs7c9AURQcPHiQGY1NJBJYvHgxVZi/lVjfF8Hly+k+z06w+y7NxSQYDDakK6oelld1I1jfF8GD1/Tgx9ctxoPX9GhC3WkR7ZN7s1SB/MieGfh8PpTLZVy/KgZJMF5HVnZ9QOOKQ2lwHAe/3w+/n72NrLbwjYDlDx6VeOp++tT5Xfijc5dg2x0Xof9LV2DbHRehO06vL2kNC3iKYR+of92t681tP+7XalpuObfF8fckkcPtl57u+PMeHh4nDp7w9mgIxWIRw8PDWo42EdGqqjqK/nIcx+wYyYLneUSj0ZrXWQ9gq66WD++eZnojV5Rq+gAATXyzcpDD4TAWL16MpUuXorm52fU2Eb7w7AiufHRA+4/WVXJrfwY3PjaIqx4dgMCoAWVZyNHQL+/GxwaxtT/DfH/ncAGXLw8jGRbAoRo9NP9NE5mXL7d2DQkGgzXni9/vRz6ftxzQ1cPN57Ti8uVh8Ef3HYc59wsajXCeuXND57yWM56paE4v6/siuHhJSFt/4tZhNZvAugZY270oVjtzxXEcJElCKBRCKBRCIBCAKIpQVdXWhaZRwp82eLthdbxWYIscNq9pxi3nJtAVD2jn5p+f24I/PndpzTJu37gCQZ9xH5HBjJN0HLfbt2e0hFsfPwBJkrC+L4KoxH4k81z1OLVHfPjSNe/ANe/qdfVbHh4eJwbc8cpJtWLNmjXqrl27jvdqeDhAVVXNkaRYLILneS062d7ejtnZWQQCAVf2fGZyuRxmZ2chSRJkWUYikQDP81BVFblcDv39/YbPO2lyYnZicJICcNu6Fk3UCIKARYsWIRy2jpqqqopCoYBisYhisYhUKmU7EGHlwOrXmbaNHGBpy2YFbXmkaJCkTrDev2hJtCG57TzPg+d5VCrV9IlQKIRisajlJ4dCIVQqFQiCAI7joCgKisWi4bdFUYQgCHV7f5MUEbPLRKOcZ8xc9eiAqzxqfVHq1v4Mvro9VZPXvKrdj0uWRampLlbH8XuvTRvOu94mAd/+o+WGGZ5AIABZllEuly3Xk1Z7AQDXfu/QvFu4swZvPp8P2waLeODlMYzMFNEVD+K2S5bhbZEceJ7H6adXI8SVSgWqqjIHcj96dQh3PfMmhqfzjtOEfv6pMyGKIj740Os4knZvgfmzzWcgl8sxnV6A6vX9xt9eQk3T8/DwOLHgOO7Xqqquob3n5Xh71I2qqhgaGkIkEkFbWxv8fj+Gh4eRTqe1h1tXV9e8fiObzWrCurOzE/F4XBPd+/fvp0aezUWCQG2RGHGpIGLKSb6vPkecOLP09PQgHo9T15vkuvv9fm06uaWlBZlMBrOzs8hmswZbMcA6B1bvAkGb0iZ/1dN6npX7e/e2FJ7bl8ZwRrbMmze3wK4Hn8+nLYM0ItJDs3MjjZn0n6lUKggGg3UVaM63wY5b3DRakgQOn1ibZA4OCHtGS/jN6Jw3Nq24mCbK9dsdCATAcZy2D30+H3w+n2NLPeLjb+deYgeRl6xCX5/Ph9bWVjQ1NcHn82HFCuBjFxuXUSwWMTMzo/1t5ZYEAO8/q1tzCymVSpicnEQ6nYYk0B1vgj4ep512GgDgjss5fP6HryFflnXvC+hpDmDvGLvTpd4JiVWc2xkP1DQg8/DwOPnwhLdH3UxOTsLn8yEYDGqRxt7eXiiKgkwm48iP245QKITm5mZMTU0ZijbtUlP0RW6sCJJeEDgpsqNNIw8ODqJQKKCtrU3LQVZVFQMDA4bItiRJiEajiEQiaGpqQjweR6VSweTkJCYnJ7Uor9McWKsp7XpcXKyWZyWcyPfqTakh6IWyGw9vWZapnz1ZIoI3rI5bFqomw4JBIHMc78h6zvxuUVY1a0DW4ILjOASDQZRKJW1AS2aZyuWybZRbD8/zjt1LrLhVN8tkpqOjQ5v9skKSJLS1tdX1+36/Hx0dHejo6MCX/jCI2763B3pJzAP44gf+QPubCHYSMe+KB3H7xhV4/1ndOO2OnzB/J5/PQ5IkCIKAT61N4J9fTBmOcdDH4y83rqxrGzw8PE4sPOHtUTfFYhEdHR14fM8I9UFDUFXVUgiR7pGyLGuRtUSi6ovMcRw6OztRKpUwPT1tsCkMhUIoFAoQRZEZbXUqZK2axxBY+bHf33kQj+zeg/FsRdv+i5b2YGJiQhOFJNVkYmJC8/5uaWlBMplEa2srpqenMTk56ThH1C5S6sTFxc3yrL43H0i+MBHdHMfVzALUA+18WKjGRU5hOZ1s2TlJTb+geZ1/7EdDdbuQqACzFT25lvSDGLNwdpO69NM3p+YtujnUDhyDwaD2XywWa3jBrRXXvLMHHMdZ3usAY8Rcz7qlCWzbP1nzOsn5J+fsZW9LQlFV7Vzpigdw+8aVnme3h8dbBE94exhQFAV//K/b8PLArPbaO7sC+NKmXvh8Pi1qS9ICHt8zYphaHZrO4/M/fA2qqmLTGS1Ip9PIZDJaG3aaAFcURbMEjMfjiMfjkGVZi6LyPI+uri7s3bsXhUJBi6Q3NTUBqE43j46OUgWbUyFrF3kUebr3tDlnlmz/Fz/wDrxvdR8mJiYwNjZmyHcl3S7T6TQCgQDa2trQ3NyMRCKBzthBDM/QBxH6ojwnTTfcFHrZbT9Q63ls56BhhyAIEARBi67yPG85iHKzXPO5QEt52DNaYgpRoP4mTLTvAWDaA25em6Aey56mWuvKcYp9oBsOz8q4+jsDmv/0zY8P4hBFXNOi1aSj5IffEbfdL/+2a3xe6wkAPabCYJ/Ph6VLawsijyUsUe2E73zyPPzJN180iG/a4E9VVWxckdDayh/vbfbw8GgsXnHlKYqqqpBlWfsXACYmJnDLD97A7iO1woc8IPSiIhkWUagomKXkI7aFRXzrmrkHlCAI8Pl86O3thSAIGB0dhSAIaG5uhiiKKBQK8Pl8mtimpS7s378fgUAA3d3GB9+RI0cwMTFB3c4bHxtkRnLNDz1WsZrey9vp8rvjQWy74yIA1XzvQ4cOWUZy/X4/YrEYXhjI43//+HXky8Z9Sos2bu3P4J5tKWZxnlV3SBp2hW+3rWthCi63OdWSJKFSqRj2SaPaxNMK+6wK426jpDOYPZuB2mJTN8WLfpGj5u2SY/Q3z49i90htvYK5kNDqfHZL2AdkKdkjdg2SaAOwW85N4MFfT2Ky0NjniX77OY7DmWee2dDlHw9SqRRGRmpdigjmgSNJY1NVVSsuVhQFwWAQTU1NJ01alYfHqYRXXOlhIJvNYnBwkJqzSRPdQDU6aBYVY1l29G3c9J4sy5BlGY++8AYe2DmOIzNFtEV9uOn8Lnxk3emaowUAza3E7/cbCqEikQgmJibQ0tJicElpa2tDJpOhFlqyIsO9TUJNpKmewjpWVFnfVS4cDmPZsmU4dOgQU5yWSiWMj49jZQj47Lo2PLR7GiPTBbRHfbjuD2K4sK/WPWV9X8QySr22y52TzOa1CebyVrX7LfcPyVF3QigUQj6f18QxmcFohOgmy3OzLHNKztb+TI3oBubSdwB29JpVpMqamZjIyggGg/jNEbo95ZN7s9g5XNCEvZOZjqvPaMLjr88y3yfQRDdg3zGSVYTrFOFoITOrAZCep/dlNeGtqiqKxeJJX2CoX3/aAO7S05shy7LuvQHmzEJTUxO6u7vnXWPh4eFx7PCE9ynGzMwMBgcH67J/c9Mcgpb7axbuo+kyvvj8IWSzWVxwWq2wjEajSCaT2nR7LBbD+Pg4+vv7DY1qeJ5Ha2srRkZGaqLKTtug1wsrN9rcVc7n82HJkiUYGxvTCkVpBAIBvG91Kz556VnaQKRSqeDIkSOYnp52tW47h+lijgXZJ+aov10uNM/zjgrv/H4/eJ7XRDHHccesPbwV5sGTVV3ARFa27Izq1se5NSwgn89bFvdauZIkwwI+vjaJdT1GMfrqUHbBOkTOh8VxH/71/Yu089/OxlNRoRUdAtUGXT09zmdxTkSIjaH5fkiOs+SXUCwVmYM7/b2LuCO1traipaXlmOa8e3h41IcnvE8hJiYmtJbm9eDG9oyW+0sVLBUV3351iiq8FUVBuVzWOlQGAgHN4WRqasqQ/0rL6yUspEUcLQIpCRw++s6EIU8dqArN9vZ2tLa2YmZmBtlsFqVSSfMUbmlpQTgcrpk6FkURPT09iMViGBkZsW1SQqinWQltX5HGOayBi744koU5jUQQBIiieMxE96p2P9OdxTxItNpvrUddRmiQ/UO7TqJ+DiUZdefI64tlzceI53lIkoRyuawJ2m9c3YP3PTqAE0F6c6hGtz95dhvO6/IZBp12Np48ZyyUzeVyCIfDaG5uXsA1Xlj8fj8EQWAO4B54eQwqamdJWAXTsixjdHQUk5OTSCQSngD38DjB8YT3KcLY2BjGxsZsP2clUFhEJR4BkbONKFsJFnrOLLScxkikuryuri60t7fXPFiITd/srP0Uux1uiupYEfXzu304cOAAFi1ahKd+N0F1QiDOLQQ795doNIpQKKQ9ZO2Yr+MIwI7KAdVtJ10LgWq0vlwuawMgEtHmeR7Z7Fzqht/v15rfLAS0BkV3buikFgzqxS/P8/D5fJYpEDesjjM9tMmxpw3ENq9NQOAFfPuVSYxnK3XNvJDrh+XOEggENFF70+ODx0x0m3O+zfz4usXa/5sHyJuWhalpPfr3zRw5cuSYO5o0Eo7j0Nvbi4nsAer75jQ9PVaDwnK5jNHRUeRyOSxevJj5OQ8Pj+OLJ7xPASYnJx2JbqAqUNw0vZAEjll4aIYVDYz4OQtxB0MaA8dx1AYYHMehq6sLmUzGILzcOlPYCU0arIh6sVjElp++ivt2TKJYMbqeAHOev6S7ZSAQ0FKAWAKc53k0NTWhtbUVU1NTeFfXOH49TM9nno/jCMEqreLa85ahpaUFhUIByWQSfr8fU1NTSKfTkGUZxWJRi2hvGyrh314er1t0OoUU6ur/9vurbjAP/fHpeG7vDB54eQzj2QqSYRGfOLsNlyyPaT7VxWIR16+KUfOor1gR1daZJq7122Q+5zatbIEsy9h0RotrT2xCa1hgurN84dkR3HP1Eu21Y5FmwmFusMEqrEwEjOex3+83zHKQ/G2a+GZ1qJRlGTMzMyd11DsSiaAzFsDwTG06GBkwswZ3Zmj3uD9tbkY4HPZyvz08TkA8V5O3OJVKBb///e9t25SzsGpp7bZDYr2OD5FIBF1dXZqAYmHuZmnXBp0GyzXCrUOI3fL0rieqqiKTySAajQKYK0T1+Xw1AlxVVSiKAkEQtAj5R7a8iO0H5iLgIgfccVEPLuwLo1Qq1X3sAfbx5wD0f+kKw2uVSgWKomD//v2GqGY9x4GF3UAqFAqhXC7D5/Np4t8OWtdN1u8Eg0GoqoqnXp9wPKCjubWYXWDsWseT/WVVxEjajgP2udONwOwGc8MPDhnEtwAYou6r2v34ypWnNWSmIxAIYOnSpSe1o8ePXh2q6XIZ8PH4m0v7kM/n8ZVfjNheM1bX1tV/0OlFvj08jhOeq8kpzPj4uKXwshMy9TZWocGKBt7DEBNkWjWTyWD//v1YunSppfgmqQ2iKCKTyVhGa1kiySodph6cuJ5wHIdQKKTlshN/a1VVDeknqqqiXC5r+4C8/u+bz2P+fqVS0fLJaS3q7WAd/6541YnkR68OaWk07VE/PnF2Gy5aGjUITat29HdvSzluZMOajeA5DhtXtuD5/bO4bxvdEjEgcihWVOo5TosKsmYxiFi+aEkUl53Rqtm8kcESMNdVVRAElEolqsNKqVSCz+fTIt+XLWenXOgHuHbuIaFQyJXDzHyoKfj84CLtPVZk/i+eOIh731f1pbZznqEtg0TBSbOfcLg2FeVkwarLJQC0JFrw5WfexGi6ZPCD19dbFCr0XPB/fy2DT23qOqbb4+Hh4QxPeL+FUVUVMzMzzPedpFVY2ZfV05qcJmiscmYJsixjYGAAp512muYKQKOzsxMcxyGXy2EiS4/6EQu3QqFQ4+7CEpr15kuzlpcMi1p6CTCX+0qEtqqqmJycREtLi3HdJya0bXSCKIpoaWlBS0sLKpUKJiYmMD097Vicffo9vfin5w8ZfMWDPgG3b1xxNGL3G+29I+kS7vr5EAqFFlz2tlZNpNoNWkiqhJ34Zgn4h16dhqKqVA92QqHCPsfrmfUj6UEs7Pav+VjffE4rXhst1N0pEgAu2vI6AgLw6XNbkAhwDffUNmM1iGWlqu0ZnRuIBAIB5j5kpbuRwcnN57Qim82e1MIbsG7I84E1i/CBNYtw+PBhfOSR39YMuqwCIkdmi5b3SQ8Pj+PHyVmd4uEYKwFgFREmrO+L4JZzE0gyhKf58/Vww+o4JMEoJGmOD8ViEQcPHrSM2pLoZSQS0aKyZrriQSxduhRnnHEG2traDFF0p+viFNbyrl8dQ39/PyYnJzV/YiJUFUWBqqpaQSlQFXrj4+PI5/Mol8t1iUVRFNHR0YEVK1ZgxYoVNV0RyWei0SgSiQROP/10fPTCM/HFD/wBuuNBcKimyPzjNW/H+8/qxpefeaOm0U9RVvHQ7inD+jkZtDipKWAJ+PFsBY/snrH1n9avo/6crSffuh6IO8xVjw7gxscG8fz+We3cu3/HBLVT5P07jI2h9N1LaRRk4O5tKUwXj00KYT0zQWRWymrgYnU+PL2vKr7Ng9K3Kjd8903XOfuse5+Hh8fxx4t4v4WxEmdb+zPMiIn5dRKlZuWh1puGQdaDDACItViSMa1KnE7Gx8fR0dHBXCZxO7h944qaHEoSrSWfa21tRSKR0CwKnfh+m90xrCKTVsuTZRnDw8MYGRnRjlUoFILP50OhUNDSEXieh6IoKJVKWgoDiXiXy2X86YO7DDne65Ym8J1PstNPOI7TfMUrlQoymQxkWUYoFEIgENCWLcsycrkcNpwex4V970Qmk4EkSYjFYqhUKhiZpguniaxsSG9y0vTFCVazEVZOEKx1JBDnHKsBXT3t462KlEnk/fWxAnYOF5jXIonwWjl/0LCy6GskrWFBs8fTnzdWWAluJ5Bty2QyiMVi81rWyUD/pLuc+ICP1+5xHh4eJx6e8H4Lw3EctX02STFhwVOyGERRRFvEh9FMbXSw3jQMc6qLohqjy6w0mA2iiPb2dtt0C7scSgBax8xkMonW1ur09Ub/MFNU0SzpDs/KuOnxQar4diLY9Mcnl8shFAqB53kEg0HNszsWi6FYLCKXy2F2dhaxWNWJ40+/vQsv9U8blrdt/yT+5JsvWopvgiiKiMfj2t/lchnpdBrZbBb5fB48z6O5uRmRSATxeFx7/8iRI5ZCuFQqaQMG/eBjPvUCLKu+G1bH8cieGdsuiHpUzBUgrmr34+6r+kzdAmVDXq0bp5ut/Rncsy1lWSwJVCPvTgS1W9F9rCD73uwrz/M8VndI1C64dhF7J5D708zMzCkhvJ2QPOov3xoW8Ol39zDTVzw8PI4/nvB+i+Pz+WoejHYdKM3RMkEQsGTJEvzlpiD+5r9/Z0gvcJqGQRM0dqkuVoWR+iJDK6xyKM1wHIdIJILu7m709/dTP8Oa8qW97saaUL9/kmER/2v9abj2vGVaQWRTUxMAYGpqCrIsY2JiAoFAoEZ0E7btt/f5ppFKpaAoCgKBAFpaWuDz+VAsFjE5OYlCoWDw47YSwkA1pYDk85JZE1YUmAgyq4GK1eyBwAu4+1djjtNN9OwZLeEvnzyE9X0hQx7teFbG3dtSiPprfapZ+c1b+zP46nZ70X2ykQwLWNsV0KLzPGe8VvX7QVEU3HXFYvzFEwcNx3p1h4R/uIQ9U6XHqp8A8fb2RPccesclcq/w8PA4MfGE91scfdSUYJcaYs7njkajUBQFV6/qAsfxuPvZvRiezqOjScJH3mHfFZIlQFni32r9yHu5XM6R8K6HcDiMSCSCTCYzr+U4dVUx75+xbAV//9T+akT7grdpqTOKoqC5uRljY2PIZrMYHx+3/P1KpUL1PLeira1Ni6ofPnzYMv/ZLi2nUChoDh+k1oDmE09cTewGKlai/L2LgxDETty37QjV1cSOV4bz2DNC76LJWh7tPH1493Rd4v9ERhLmhJ3TwSTP87hzQyeCwaA262buUmp1PFn9BIirid/vN9RAvJVZ3hbG3jHnsx6nyn7x8DhZ8YT3WxiO4xCNRmucTawsAs0R7FgsZihA/MC7evG+1V1QFAUzMzOOWtCzBCirXbSTBhKTk5N4+o0U/nnrQYzMFNAZC+AvLj0dH3hXb813SDdFSZIcuYEUi0U0NTUhl8vNywPbqTUha//8v23DuHH927XXFEVBPp+HJElIpaxt5QDgzTffRCQSQSQSQTQapQ5UVFVFLpdDsVjE7Oys68EGy3aPrO8Lh/L41q9T1Uh+RMT1q2K4931LqVZyVgOV18cKhpQLEo0m6wAA7+kN4IKPLMF9L47hiTfTrrYDgGvBTNJVeK4ahb35nNaGWW/Oh0VNAobScsMGALec2wJRFFGpVJjHaMvOScN5kM/ntUJn2rF2IuBZLjc8z2PRokWnTHOYZ2+9EOv/6Vn0TzlrapbNZmu64np4eJw4eML7LU5TU5P20CSwit2i/mpr6/V9EfA8j66uLkP+L4EU+MViMciyjMnJScuCKpYAJTndrFQFqzSGn/x2zPD+8EwBn//haygUC/jI+csNv+Pz+ajWWrQW7fl8HtlsFq2trYhEIlo3Q7KdvU0CNa2kt6lWBDi1JmTtn7Gj+fTEz1tRFORyOS3SvbWfLZJXtfuhqirS6TTS6TRGRkYQDAa1tujlchmVSgXlchk8z2vnRz1FhCxqIvmZCu7bURVXl57eXBNNZ7uWyMw8569uT2nrpygKgsEgPrU2AZ7n8MQbs8ekyFBRq3nYTx3nXGyB43DtOb34+/e9Hf+16xDufX4/hqbpUXynvLMriI0rEtqsBWtgkS6p2NqfMZwrVg2M6vHYB6rpSx0dHZoN56nCf33yXbjxoV9bpmkR3M5yeXh4HFu8K/QtDs/z6OzsxOHDh7XX7FIEEokEksmkrQ+sz+dDe3s7kskkUqkUMpkMOI5DoVAwCH22l/VcrjdL6LHeYz24731+P97TW81PptnlAdXmJRMTEyiXywgGg1AUBYVCQWuGQryB/X6/5tggCAJCoRB+9GetuGbLLhyamds+lquJXQ603f7piEkAqgKGiFR9egnLxlHg6NFC81Q/4fn9s9TCx3p82vVQj1GlKq42rqiNyNXTrIksnud5SJKknXeb39WMz7y7C/l83jCY4Dl6ZNsqp9gpC6Xxnazb+9+ewFevmyum/eDaxfjg2mrXwh+9OoTPfW833DpQSgLwdxe1oVQq4ef9WVvbULNopnUEJdTTqKq5uRnd3adm0aAkSbhkWRS/GTXWD3AALlkWNXyWpKZ5eHicmHjC+xQgFouhVCphdHRUe82cIiCKIhRFQUdHh+tpSr0rCMdxKJfLOHTokCb0rASoVaqC1XtWD+6ZmRnMzs4iGo0iHo8bio3y+TyOHDkCSZI0+zyfzwdRFCHLMkRRNBQQAlXhKwgCwuEwwuEwnrttPRRF0ZrRsHBiTcjcPyKHv9p0BoC5jpxTU1OO9oGbKO/9OyYsXTOcRCFZWB0jEmlvhO0gab9uHljk83n8vD+LR/bMaKkun1jbhqffnMIrw3OffWdXEHddsRi3Pn5g3uLbKTwHXLY8gp/83jq1RxJqB1H375jA0/uyUNTqcq5cGcf/vux05jJIcbHZWtOOkmxtiWjGfLytUkHcNqriOA5tbW2O1uOtiCAIeHj3dM3gTkXtgIdcC8Gg5+Xt4XEi4gnvU4TW1lYAMIhvjuMQj8cRi8W0KK/Tjog0yHd9Ph/6+vpw8OBB5HI5xwLUDXYPblVVMTs7i2w2i4898ip2HZ4TOD4euOtDq3HlO5oN07Lk/30+n+HBFQ6HIcsy0um09logEEBbW5ul8AasBw/6zwBz+6ctIuKvLnubJphI+/jJSaNTyXy7bG7tzziyqqvXp5050xERqW476/si+N5r066bhfzxv++lnk+0VJe7fzmCW85N4O8uMoo4VVWZBX0LweWnR/GptQmoqqqJaDMCV82v5jgOPM9r/37uvd247cLqYNepg4XZWrMt4sN1q5rA8zzueoFepCsKnKt9oaI6KLj5nOq9xir9zOlsECEWi53ynRidzBJIkoRMJoNsNotYLIZEIqEVuHp4eJwYcPV0wFto1qxZo+7atet4r8ZbDlJINzY2hlwuh87OzgUtwpFlGW+88Qa1kc98c4nNogqoPrhvOTdhWI6VkLr3Q3+AayjFmMViEcPDw0gmk1q6CVDNIVYURXuICYKAkZERR4WOTgiHw2hra6O2wR4dHTXkdrM8sWn7gMWNjw06Su1IhgWDXZlTnB4jQiNEL7G9e2ZflllcSNseQRDw/L5ZPLR7ynKftEVEpLKVeRUurmr344sbu2sKd2nXxEVLoli+fHnDHXxKpWrr9unpaXz5+YM1AzBz7YUbLl8exufe281MMyE4vQdwHLcg++BkIpPJYP29v2Km7JHzmQzQ9IOeQCCARCKBWCx2yhSkengcbziO+7Wqqmto73kR71MIjuMQDofR19dXE21cqN/TwxKM9eQSO42iWwm5rzy7VxPepE07UG3M0dTUpD2kSKoJabajqioKhQKCwSA6Ojogy7Jt5JuFJEkIh8OIx+PMyFQul8PERLV1OE3MEpIuBzBOItlOfdppmI9RMizi+tUx5vo1ItJsVYhJoG33c/tmHO3XUCiEn/x2zFGDHDNRicfmNc1Y3xeBKIrUiL/Zkq+7u3tBBKff70exWEQmk8HN57TijLZAzXHSe5q74el9Wfz5+XM1EObUGOIAYzUbpBflbVEf7rgshmve6X7w91ahUqnYzhKQ7quhUMjgJFMoFDA8PIwjR44gEAigtbUVoigya2A8PDwWFk94n6L4/X7b1s7zhed5JBIJpFIpbO3P4GsvplBhuPPRLMn0bO3PYMuuKaSL1QUQB5a1XQE8vS+L8ayMe7en8PpYQZvqtmNY5/iQy+WQy+W0jovpdBqSJGl/R6NzBUwcx2lpKRzHobOzE9FoFFNTU8jn88z9KggC4vE4BEGAz+dDOBy2FFWqqqJcLmNwcFAbFLCaH9UTlbYrZtQLTv2gidhAOhH6ZnFlFgVO4dC44sWIVFt85ma/ku1xKkwFDvjs+S01TWbs8Pl8C9okJhKJoK2tDWNjY1QRbLV9VhFxRZ1LMzHXEBAHmJ/15/Dpc+gzH+bB5Wi6jM//8DVwHHfKdmRUVdUy2ECuK0mSmNcXcUU6dOgQBEFAU1NTtWD81UFs2TGKIzNFandfDw+PxuIJ71MQRVEwPT2NSqWC1tbWBa2Cb29vR6VSwZZdh5mim0CzJANAFe3pklojDMhDHYAj8d0Vnys+Io4YpMCSWCRGo1GDQwtBn29KrBVjsRhUVdUiiaVSCYVCAUA1R7W5udnVvp6YmICqqobfr8cNgsUNq+NMcWXVNIXkIxMv7ef2pWsKAFlpBCxnFTt+fN1iTVw4TZFhkSkquOrRAcN6OdmvJNceqIpvVrqPGVmtLYBzMujVD/YWAo7jkEwmMTY2VvPe1v4MBIYDTDX3PIF7t6eouem8btLm6X302YdCRWXOctEGQYWKgrueefOUFYRkoG8eIBGrVCK27dJ7CLIsY2pqCj985bDh2h6azuPzP3wNAE7Zfe3hsdB4vkOnKDMzM0in3TcZcQvP84jFYlqk2g6aZdnDu6dtRbse/cPe7HGr5/pVMbzxxhs4cOAAUqkUfD4fOjo6EI/HEY1GcfjwYfzud7/D+Pg4CoWCI7FEHEhaW1vR1dWFJUuWYMmSJWhpaXEsumVZxtDQkJbXrXcnYBVOOi2o1LO+L0LdPxyqRX0EVjSYsGe0hC88O6L9TYT6eFaGirlUoq39GcscU6tjtbU/ow1iblgdhyTUXyymHv1Pv15sNw3gqkcHcONjg3hu34whFchNCo5Z2Kuqans+zKd5k1M4jjNY9N2/YwJXPTqAu7elmLaL//0ni7G+L6K1bjejf93KYUffcl4PaxA0PE9P8pOZUChUk4YWCoVQLpfrmkEi0K7tfFnGXc+8WfcyPTw8rPEi3qcgC5k7SsNNAS/toes2mqt/2NOcKnw8cOu721CulHH99w8aorKbVrago6MDixYtwvT0NEqlkhZ5lGUZiqJQ3RVkWYaqqo6aV5DGPeYGPrJctUIcHx/H1341UmMZt/ldMUduEObtpaU6AFUx+8ZEbUv4y5aHDZ91sv/3jJa02Qqr5ihXnNmm7Ss3bNk1hfV9EQSDQazvq77mNOJsBVmvj74zgX/ePlGz3vro/n0vTcLv92Ndd/W6Wd8XcZxuQhP2tDxvPfMRVG5obm7G+Pg4vvrCsGV+fJPEG2Y2br2gBxw/jKd+nzbkb99yXhsCgUDVMpLRnZZAO7es3HBIvcWphiAIaG9vx5EjR8DzPPx+f0POD2+Q4+Fx7PGE9ylEPp8Hx3EQBOGYdjeLRqOI+jmkS/ZiiyZQ3DZW4U3B0H+8tAvNzc1ob2+Hqqro7+/H02+k2C2rj7aMb2lpQTweB8dxKJVKmmCkCe9SqYRisUjt9EkgjXAKhQImJydRqVS0TpJAtdWzoijUvNjHX58GoOCW89oBsItKac4gsoqa9upkGbRI9s7hguFvp/ufpFNYpW3kcjmtQFWPIAiWxZVkxkSf6rG+L4KrHh2Yd+73RFbGxhUJKIpiqCMwU5RV/NvL41h3zVyEOCrxtrM5rAJVOwFZKBSgKMoxaYiiqqpt583ZooKt/RlsWB7XCoxvWpvATWuNzkgklxgArlzZhMdfn2Uuk3a9s/zcO8M8zvvH5zCerZySucgtLS1QVRUzMzPa7M983aFY17Y+Dc/Dw6OxeML7FIFY4U1OTkJRFPT0HDuHAJ7n8b/e04U7nx+y/BxLoNywOm5ZmGnGPAV+2mmnIRwOQ1VVHDhwAKVSybZlNfEADwaD6OzsNBQtkdf1gigYDDIbVpRKJWQyGa3pjjlnnDxECayo4+Ovz+LPz++wdIOwEq/m4lWn+eJWueC079n5i/t8PhSLRUiSpLUid+qyU6lUNPcGq99yA8cBlzzgbGp9PGv8/c1rmqnnpiRUG9DY2eSZIc42qqpqIouca+l0GoqiIBaLNXy26vl9s44GMHbNlGgOJlbQrvf1fRHsnZSPDjbn0J/bp2IuMsnJb2lpwfj4OL73cj87eOBQfNMGOUGfgNs3rmj8Bnh4eADwhPcpQ7lcxtDQEEqlEiRJgqIoKJVKCAQCx6S5wkVLooDahX/aOowK5QlPc8jQR3MiEo9SRUHxqMYiriavjxWoVmUEvS828bdVVdWR6JRlGZlMBvv370cymUQgEMD4+DhyuRz8fj96e3shiqLB4UT/3YmJCeRyOS0/vBH7uVgs1u0MYp5xcNqAZ31fxDISbP4eKx3m42uSkCRJ2xdOC8GA6vEOBoPazAOh3m6Xetx0+mwNC/D7/VqRqJ2t5db+DL66PWUYuKxq9+PODZ3guOo26QtozcWnQ0NDNVHNz1x4Gq57z8q6t9eMqqp46NUp+w+idlB2/44JPLU3SxXtpNg5EeAwWaj9RG+TgA3L4zUDUY7j8GOT6KZBcpFPFeFN4Hke7e3t+O7/vGYZPHDC+r4IApKEb78yheHp/Ck5k+DhcazxhPcpQKVSwcGDB1EuV/N5e3p6NPeOfD5/TPxcE4kELpMknN/tr0kzWL58Oaanp7UGMUCtk0a6qEASONy2zmhBtr4vwnQwaWpqQjKZNLxGpvfddH1UFAWjo6MGO8ByuYz9+/eD53ktIplIVNMVwuEwxsbGajpNNqpZVS6Xq1t863HTPXDzmmZbe7kbVle9yC9/WxACL+Dbr0xiPFvRWrWf3+2rEdtWzYD03LKuA/l8Hj6fD36/XxvEbFopAXCX781zADkUbo4I2Uby22ZBfOu6lpqBI22f7Rkt4eYfD+H+q+zFjfk6GM/K+PtnDiASiTZUHI1lanP9aSTDc48Mc0oUi6mCilXtfkPE2jz4ILadoijiyd+NOz4uw9N5ZLNZatOptzojM/SBq9uamPet7sYnLz2rEavk4eHhAE94nwIMDw9DlmX4fD50d1c7yhUKBYRCoWPWRKG5uRmxWAxdXV2aZ3ZTUxOy2SwkSUIikdDs8wB6/rFVNMfn86Grqws8z2N8fByxWEzLz9bT09ODTCaDG1bTuyresDpumTeZy+VQLBahqiqCwSAURUE2WxUf6XQaHMchEokgk8lgISGiWxRFqKqqRYHNAkdP1ORfbRWtFUURfr9fy0MnAver22vdLshsxRVntmnr9d7FQVy87DRtsEfDqhkQQeSAz707qRU0lsvlmmVe/rakq3xvVa3aE1756ICDT1fRz8jIskwVxOZpfppjB+HQTIVqnWmGeh1UVHz5mTcaJrw5jkNXPICh6YLl5wQO+MTZbdrfLKtAMypgKMokxYE8zyOXy2nHU1EUfO1XI47EPCEZFtHf349EIoGOjo6afHhVVZHJZLT7n6Io2iyVKIondSv1rngQQ5QiSLcORwttW+nh4WHEE95vcQqFAtLpNHp6ehCJRJDNZhGPx5FOp495kSUpqguFQohEqoIjEAgAqApn0szDaSoIUBWekUgEnZ2dWjTbKvolSRL8fj8+fHYfeJ7Ht1+ZNIhOAExBdcmyGAqFAnw+H1RVpXpSk9fJA72eKDdLPNPs9iqVCrb8egZPvDGtpduERSBrsh4X+WrU2gwrX5zjuJqI+hVntmHTyhaIoqgNNkiuMc/zNbnqoihaCm87m0IA+Mz5LbhgsfXg8MnfjeORPTOOo6T1WC/qm+gUi0VHA0O7yKOTlADWMkamCzWuOPPh9o0rcfsP9qBscTw2Lgvjwr4wyuUyVFV1laJz7fcPa107FUWpOVcA4GcH0q5EtyRwuH51tcHQ5OQkyuUyOjs7MTMzozkQkf+nIQgCJElCIBAw/Hss74nz4faNK/D5H76GfHlu+9x2mhVFUbsHe3h4HBtOjjuMh2vy+TzK5TJGR0cRj8c1gUQi3McrymHlX5xIJBAMBjEwMGCbCuL3+9HS0uK6KQ1QFZXt7e348Nl8jai78bFBpqC6aEkUPp9PEx4saA133ECzQCRT82bMn1PUquhe1e7HcEbWBhUfPasZF5wWZn5Pv3xWGgt5jaQFkDoBGhzH2e4HJ1PiJGpMi8pv7c9gy85JR245BL0wceJIwsLJwNCu8NO8DJojjT4tRk9rWMDw8DC6uroaIr5J9Pxvf/xbTOXog6WdwwUtcuy0GJaQLiq2hX9bdjnLMwfoNSHpdFpzF3KCLMva7JseMtsDVGfIjpXtqlvIMbvrmTcxPJ1HZyyAa98edpzfLQgCOjs7T+qov4fHyYgnvN+iEHeESCSCaDQKjuOYHtTHCkVRLG/ygiAgEomgt7cXN6xO16QhBEQen353D5LJJFpbW+ft59vc3KxF2AlWgoo4TTiJYs/X5osmsmm/wUoreW2shMf/ZLE2rV8oFOD3+1Eul/HXPx2u+d6e0RL+z8/GcNcVi21zx4mlopX44nneMtoNABEHFpNkxkE/A3H3thTue6ma8uKmsZJZrH3q7BZ85QXn+cSGZUVEjGVqBxb6aLqdG4z+szTRDdALP8ngYWpqCk1NTQ0bRL//rG68/6xu9N3xE+o+mcjKkGUZkiS5Ft6AdarY1v6Mq0GQfgaikdTk7V+s4Nrzly3IbzUCcswIhw4dwuws275RD2lu5uHhcWzxhPdbmEAggEQiYShGO14Q0e1kPSKRCD65YTWamwfw9V8expHZIrriAdy+cSXef1a3JnytptpJ3nOhUNCKH82fFUURyWQS6XQaPM+D53kkwyLGzHkaqIqkYDDoqOW5k/zfRmCVQ6yo1eNfKBS0af1SqYRQKMQU668M5x23dLfrqijLshYVN0PEjdNINS0dpeiufow6Y3DB4hAEvgNff3HUcl2i/tpz7ONrk7jnl0csC1PJsb5nW6pGyJo/a2UDCcxFvvWDOJI21Ujy+TzaIj6MUootyUCBzGQk67BynMjK1EHplp2T9l8+StIiVYjm+kMb1PQ2CfjG1UbxTrtu//bJvQgGgyeNy4ckVWsxnAz8j4U/vIeHRy1co5wWGsmaNWvUXbt2He/VeEtwrDq9/c2PXsN3dxyGrKoQOA7XntOLf3j/OwDM5TkfC/FPLABTqZT28CW/GwgEqE4nen706hA1b/KWcxPYtLLF0TT2jY8N0jvvhYWGRuqsigl5Dnj8TxZT37MqKnziOvp3aPj9fsvIJy1lhRXZXUhYaTrA3OAEAH7en8W92ycMxaMCB9z+3g5csjymFdUC1UHbs3unqeJG78VN+Ombk3jwlUmMZypIhkVcvzpmEEJ2hZ4cqgWhhHA4jMWLFzdcPA0PD+O/fn2IWnh8y7lVRyEyoHJSHGsmKvEoVdSaZTtdhsgDnzmvBUBtoS/p0HrJshgURYGqqpbnm1l8s67b7ngQ2+64yNH6HW8e+vnv8JWfHaQOJBMBDg9/cJH2dywWQ29v77FcPQ+PUwaO436tquoa2ntexNvDMeVyWXugSZKk+WJ/4bHf4D92DWufk1UVj750CADw9+97u2Ved6NQVRWKoqC/v7+mcOtnB9Ka3RxpYd3N8Ku94u1tqFTOwN3P7cWRmSKSERHXr6qKJKe5o04LQ+eLVQ6xXeOSRmDX8tz83v07Jo6Z6L7NZO3HQn+uXNgXhgpVE9PJiIiPnpXAu3slFAoFCIKgDeJ4nselpzdj08qWmtkUWZZrzpWLljbhPYvq7waoT0tZKNENVAepdt7kpCib/O3E4x2oCmyoKrWGwimXLq2e17QUHn2HVuKwY3W+HZ41Xjsne/v0H706hC8+dxAFWqMEAJMFFTc9PqgNNo5n2qGHx6mMJ7w9LMlms6hUKigWi5ientbEVFNTEwRBwMzMDL7362Hqd7+74xD+7uozF1x0FwoFDA0NoVgs1qQ2mKNyJGd2aDqPO/7rNygUC7h4aRMURdEimud2CvjmVR2G5bDSJmi48QifD6zmMava/Uxvc/I+TZD0Ngm48bFBR3npoihSnSn0kEI8n8+HXC7n2H6uEdiJbr1/OBmMkRxw/awESUGqVCpMdwwnv2O3TwUONTaNekhaSigUWjDRDQCtra3w+/34YEsJ71/djUKhoFlWEgtAvT89ccWxK3QNiBw+fU4C9zjogGrFzuECdg5bn3cP757GhuVx18tmXbed8ZPD9eOuZ95kim6CfrAxMTEBjuPQ1tZ23FMRPTxOJTzh/RZFVVXMzs5iamoK0WhUs8hiFdOQiDHP85iYmIAoipAkCQcPHqQWE+oLeFi2YrLa+DzCH706ZKji//R7erG6me0yYmVZV6gouOfZfXhHtEcT1qzl6EW3nZiya0xjJfrc5ICTzz6yZwbjmQpawwLWdgXwwqG8lrpAOnzql0tzTQGMD2W7vHSfz6flg+vbhJvpbRKw5ZrFCIVCruzn5kMiwFkOIMyNX8h60bb5+f2zeGT3DMayFcOxWtsVwM7hgqWgpuUM370the+9Nl2TX/zZ81uYhZir2v1Y3xdZ0Eg3wefzIZFIaH+bBdnMzExNYyjAKMC/vmPSIAAvXz7XTdZNoyMaTmaNJrIyKpWKo4iuoTuun4PIGwt2JYHD5y5aov2tqioKhcIx6/jrhnoi86QTL+nC6+HhsfB4V9oJCBF/+XwelUpFizSJomj70K1UKkin05icnNSEkb6Zy+zsLGKxGEKhEERRhCzL+O6L+/AvvxjAWLpclwMHESRmhAY+lxRFwY9eGcRf//dvUShXn4zDMwX83VP7tNxTGnYP6vFsxdCAxgq/349n3py0LZy0mqpnReDrLcBc3xfBZWe0olAoUDslpksqvro9VbPcOzd04qbHB2um2/WwXCgkSTKIbivv5cOzMjY/NoB/ff8i5nnSSAQA2TJQLFS3y7xft/ZnLNdXv81Wx0q/DNaxYw36Ds/KuPLRAceDrdfGSnhxuIyPX7KwoptgJSjtim9ZvvAE1qB0ZavPURpSxM8hW1apFosEMrPk8/ksG0olApyxO25JhcBV89AzRWXuul0Sxfj4OLLZLHK5HBRFwdKlSxEM1p86tBCwGurYkc1msW/fPnR3dyMSiZxwAwoPj7canvA+gVBVVUvpmJ2dpebPCoKA5uZmJJNJ7SFcKBSQyWSQTqdtreBmZmaQzWYRDAZRqVTw9OsT+OcXU/Ny4Ni0LEwVM1edmaB82j2qquLAgQP44lP7NNFNsLIoA+y9lN2kf4ii6LijJkuAWEXg7baFBYnGE4FtRlbpzVqsRDdhIisbIto8B1x+ehSfWls9tk7SRw7PVpuZXH56FE+8mbb9/HyQAcgWx8fKCYZAzhcnDX70v7Fl15RhH9sP+qoR8NfHCnj+AHs/Kipw/0vj+OSlx9+FoqWlBTMzMyiXy5YzP6z3rAaldgWmAgfkK/aNe8jMkqqqzNmd3iYBBXlugEaQVSDo4/Hff7oCsiyjVCrhuy/uq1nf5uZJdHefWE4ntIY6Znqb6Pe7SqWCgYEBtLe3Wxafe3h4zB9PeJ8AkOnL4eFh24iSLMuYmJjAxMQEgGqudSQS0ZpBOIFExQHg269OuWrNToNMI+vF2aZlYXxidRTFYlGzuKqX2dlZFAqFuooWWXnQgPsub/l8ft6Fk07EmFuIX7aVRjT/7k2PDzpaNs+hJi3jiTfTUBQFN5/T6iqC/bn3duPw9IFj7moCVLc/EAi4KnB1WwybLiq49nuHkCmpaA0LjnzKATjq1shqanOsmZ2dRaVSsbTMBIwWiuNZWcvtJuKbdm+xsidMhgUUKqplESdxNSHLJraHLEebqxhCfzxT0e6lVtv5Z8nkCdVcx9xQB4DB9YhmoWhmYmICLS0tntWgh8cC4gnv44yqqpiamsLIyIjrxizJiIjPXx7HNYsSGBoaquv3G+XAcfM5rdSCvpmZGbS1tdW1bgQyGKmnaFEfYZtvTrWqqpY+306wi8DXA3GZsftdPU6i3VYFf0/tzeLmc1pdpY88v28Ww5nq73JAXY1r6oXjgA0PvAmO0QnSzI2PDda1fkRoN/oYnygkEglkMhk8vPswc8A+W5Br9p0K4L6XUnWloZBUMpZQNlstEkjDML0bjT6NIiJxSBdrj3JE59tuNcP1h++aQFdXF3N7jgekoU6pVMLvf/9719+XZRlTU1NoaWlZgLXz8PAAPOF93CB5xaOjo/jjh14zCCFWZMIcfRnLVPDXj/0POI7DpjNaMD09zRTv5nSBTcuqBU8L7cDxg50DePQ3r2FkpoAuhoWfHSSX0q5okYVd3qkT9AWRZtxEzu26GTpdD/M0vV1eppvIPlDNcwXAjDCqR9fFaTbo/Tsm8PyBnHbsVFT3W0VRLSP19UDzhSaDA6dtC0404RwPnhjWbxzHobOzExPZ/6G+P5GtFd2Eogxc+/3D2LymmXo92tkYur1XkboNdgdVxvBPdy1ZBSampqaQTCZPSFu++azT2NgYotHoCRXN9/B4K+HNJx0HFEXBxMQE3njjjRrRDVSjkbRUAFr0JV+WcdczbyIQCCAcpns3kwI4Ij4UtTq9ff+OCdywOl7119UhcEChouKqRwdw42OD2NqfoSzVnq39GXxt+ziGZwpQUbXw+/wPX8OPXnUXnY/FYuju7saH1p6Gv7yoB21hARyqUWurwspGQQY8rKY4btZhPuuqXw8Vc9PeW/szKBQKOKuTbnvW2yS4+t3b1rXgux/qRcbGm/m+lyYdi+an92WpkcNGi24AEDkVyaPnCP8WqBPz8Rz+79VnHu/V0BAEAe1RuiizG7Cniwq+9mKKeU9Z3xfBg9f04MfXLcaD1/TUuAWZ71V2g16rmSDW+a1/nbU9rWEBqqqiv7/fsb9/o/nRq0NY96Wfoe+On2Ddl35muK/aWX1aIcsyDh48qKXqeHh4NBZPeB9DVFVFOp3G/v37MTo6CoA95U973a7BA0t4swrgnt6Xxfq+CG45N6EJlaifA8dVH5BmcecWq4GCW5qbm9HR0YGPX/wHeP6z66gP5oWCVWTXFhHrWgdaC3KClROM1bQ3AHzlytOwqt0oiFa1+6mzJ6wiK71ItxNRbhqfHCsrQQDIVoCAUE0/YEW4OVQHGOIJfgfsjgdx14dWnVAtywVBwB2Xvw2S6E4EEyoKHBW5mjHfq5wMemkzgFv7M5apRPrz3k7sl0ol7N+/X6uZOVaQDrtD03lqUIMd5XdGqVRCf3//vJfj4eFRi5dqcgz4yDdfxPb9c4VHVi2srbBr8JBIJKCqqqHRDcAWPeR1fSrGjY8NIl0y/ka9bhsL1QkuGo1iyZIlGB8fPyYPPNZ2jGcqEEXREBkKhUIolUrw+/2oVCpUZ5rNaxOG4jM9nz2fnVtpl49fLBZxz9VLbAt0AeCBP+zD5scGMDBtfLASq7tV7X7csDpe05a7Xo6FlaAeMnC1Sk+gpTbYFfAtFGb/6KBPwBc/8I4TSnDref9Z3RgaHsK3X5msSQu576UUijaZOvV2cWWljdFSsC47o7XmM1ZNfoDawYNd+gtQncEcGBhAa2srwuEwgsHggnti3/XMmzXuJSSo8f6zuhvy+8ViEfv370dnZyez/4OHh4d7POG9wHxky4vYfsDYcGLPaAlfeHbEtfhm5ThvPqcdQDUS1dbWhmQyiZmZGQwPD1eb4jBED20a3krcOe3CR2CJnq74/P1vQ6EQFi1ahLGxMYyPj897eVZYiTfSLpx09iNuCJVKBZIkIRgMolAoGCJvWqttnQiISjwz99XJegDVvM5isYhgMGgpvn9xMIuHXp3GeLaCZFhAQKidYak6j6Tx2fNbbMWKEzYtCxtyvAF3/s318qerm/EvL6WYdQFmIWeuozhWVJQ5/+iueAC3b1x5wopuoCo2LzwtjAsWh2reu3gJ3V5UTyO7uFKdR3ZU77lXnNmmfcautoJ1DTqtEdG7TUWjUaiqikAggGAwiEAgAL/f3xCP7EqlwgxekNeDwSD8fj914A+gxmKRFQyqVCo4fPgwBEFAJLLws4seHqcCnvBeIBRFgSzLNaKbQG56vU0CNa2EpAKYxe7FS0I1HfPWtnGYnp5GLBbTRKAoiujt7cWhQ4eYPtubltWmprDEXcTP2TaOMUMbKAR9Am7fuIL6ebdwHIdkMrngwtuqqLNUKiEUCiGXy0EURcODjuR+chyHYDCo2UYC9RV82hWXku6b+XwewWAQHMdp0Xeg+hD96ZtT+JcdKRQr9u4be0ZLuHNDdR3nUxAKVF1vzmjLGLpskvXeMzq/ZVtxYV8YKlTHA0ZzN9CInwM4DpmigojEA6qKdEmtcccB5r+PoKr42Z+9DX19ffNbzjGA53ksXrwYBw8erLlHmb32aaztct6GXRAETbTKsgxZluHz+bS/H949WJuCVake80tPbwbA9rjXExA519ckKxhB7F31zct4njcI8Vgs5ti2T1VVZLNZrRsxc/YzVt2vHMfhlUkBdz9b28GV5mtuFwxKpVKe8PbwaBCe8F4AFEVBLpdzZPH3jat7ajoIElcTWiTn+QO5mrxGVVUxMjKCdDqNZDKJp19P4ctPv4GRmQI6YxI+eU47OI7DU3szNa4mZljiDhyHolzbvOaR3TO49PRmai7gRUuqlfHf2jWBsXR5QSJ5+gebGdp+/fA74q6i9oD9dHM+n9cGPHpoD+Urzmxz7LfuZj38fr/h9/URb30qzEO7pzTR7YRtQ6V5C8rk0ejm+r4INq1sMRSj3fiYMz9xt/Q2CVqTKLeDnPV9kbqO05ZdU/NKU0mXVAhC4yLBCw3HcdR7lBOeP5DDGW2ZmuPCcRwCgQBUVYWqqlAUBeVyuWYGR39OW83SlctlCILgKF3KbfqLlcf35W+rndUjzwVyXk1OTmLx4sXMtBBFUZDJZDA7O4t0Om3orsu6T9/4rgQURcFDv/gd/un5QyhUateNNcNkNfOUTqcb0pPBw8PDE94NR5ZlTE5OasWTTmA1NWAV023ZNUUVXzMzM3jitSP42osTurbqRfzT1kF89vw23HS2tTcrz/O49rxl6GzP4O7n9+HITBHJsIjrV8e0BhhmxrMVLFu2DIcPH64RwaeddhrOPDOMzZeqC9aGuKmpCUuXLkUmU3X2mJmZAVAruoFqOoVeRJqbflgJcivxRny09YMP1kNZ8ku4eFkTyuVyXa4B+vXgOE6LBtJEIm3g4VZcPPDymOt11CPy1laGVutDswV0QiLA4RtX9yCfzyMQCDgqEDNHAUUO+IyuGYsdW/szti4wTlioxiXlchkcxzU091iSJFfdPfWw6kbI4NGNK4ddCpZTWzy36S9Wxc4bV9h37c3n8zhw4AB6eqr3/0qlov1HuhGTrrRmWIPw87p8GBoawv2/GtREt3nd6mVychKdne5rkzw8PIx4wrtBKIqCbDaL8fFxgwha1e5nRhK29tdGfPSwREm6qCB9NGhoTvn41q9TNVO9hbKCh16dwrt7O5i/lUgk0NbWhlKphD+IT+KRD52GcDiMRCKBYrGI7/xmB46ka7ejMxYAz/Po6enB/v37NZETi8UQClXzPxdKdBOCwaDm9S3LMjKZjKMGMcDcQKZUUV2l0ZgRRdEQyWU9lL/58ijO7/Zp662qKn62P40Hdo4ZUjBYv+vz+eDz+VAqlQwPaj2sfNbDs7JlUxwzVucuIernAA7URiQcgM+cZxSvHMeB4zhIkoRCocAUTSSFgwgLJ6sclTj82ZoWXNhXTaGyy3Un0KbeK2o1dUTyS1i/JGJrGffw7ul5NwSKSrwW3YxGo/NcmhHSGdfn86GpqQlNTU2aIC2VShgfH8fs7KzmHuQEVVXrLpIE2Pc3fWTXfGzM3SmB6sDuay+mDMWpdgM+Gm7SXwD7SDvBqjamVCrhwIEDrn6XwAoGzMzMNKwxmp6pqSm0tbWdVLMyHh4nIp7wbgDlchkjIyOYnZ2tee/ODZ1433cGqGLHHPEx36CdtpzWR49YN9Yjs0U0NTXVrCPP8+jr64Pf78f09DSmp6fR3NwMQRAQi8W0m+wdl78Nn//ha4ZKekngcO3bw9i/fz+6urqwePFiDAwMoFwuI5FgR3wymQxEUdQe/I2M8nV1dWFsbAwAvcsdDVp6ACsix3qImiNTTCeUo6+HQiEoioKnXp+wjIwXCgXwPA9JkjSXFFoElxbhpyGrtZFkSeDQFuYN3zfbErJ4z+IQ3tYWNOSNk2XSrN44joPP50OhUEAoFLLMW9cLi6u/M2DpisIB+O6HFml/k7x7J1gNLv5l+xGc391ru7z5CBrC5jXNUFUVxWIRoVCoYQKHLNPn82mpDkeOHEEgEIAkSZidndUizalUCn6/H01NTVo+NQCtZgAAcrkcUqlUNbUtImIsUztzE5V45EqK5SCPFWEulUqQJAl/8cTBmmMjq3O59Ppzy5QFZ/i7UChgVbuEPaPWgydW+ovV+rMi7apaTRt6bt+M69qYRsBaN6vOrXbXvKIo1fzy1toURQ8PD+d4wnse/OjVIS2X2ipSyRIM+oc1LTVB5K3bdtOWxbrhtjf5EYvFDMJbEAQsWrQI5XIZBw8ehCiKkGUZY2NjhvSFYDCIC04L4Y6LF+HrLxzCuEl0FgoFHDhwACtXrsSKFStQqVSQy+VQLBYxMzODUqmEpqYmcByH4eFhLULLcRza29sbeiP3+/1IJpMNWZZZTJnF7Xi2mrry+lgBn3uvMW/dqjX8/Tsm8BfrF6FYLDqKjJNCLRZORTfhlnMTeORoF85kRMT1q2KG8/amxwcdO438dH8WZ7QF8OfntODhPdPMqL0gCJAkybAduVwOl7+teqzs8u5ZBcIEIuJEUdQEZiNwmrNtdbydsr4vAlVVEQ6HGyK6FUVBoVDAwMCAIYpMKBQKNSkdqqpieHgYw8PDAOZmDURR1MS5Idd4VZzqGqN3B6E5xdh5fvM8b3kO6gfFW3ZNUVvU//OLKW2f3nN1Hy594A3Le6lb21S7YmdRFC3TUdwI7+o+ZNs0Xr7cWLNDWzfA2tJzJKNo/RpY12MqlUJLS8uCz2J6eLyV8YR3nfzo1SHc/v09KCtzQplUzptvqE5aHdNu0MRiLCByGM/Kll7IZFm0G25A5PC5i5Yin89DkiQUi0VEo1F0d3cjl8vh0KFDAIwP1GKxqE2vT09PAwDe1Qp865oeLep7z7YUHt49rd2Y9+3bh2AwCEEQaoqBvvjT/dSW9fl8Hqra2Bxwn8+HRU0CDjkQo5LAwS+AOrOgPz5feHaEKW6f3JvFGW0pw3EPWOim6ufHcOnpzQ2ZEnYjuoFqxLC3ScCPr1sMn89niKC7FfGkGcqD1/TgkuUxat66IAjgOI4qhvP5PDattM+lvvmcVgzNlqliTOCq5z0Rifp1IOf7fBAEAYVCQYvWExGqP2c/+s4E7vnVeN2e5wIHXPXoANoiPnz+iuaGFCAfOnTIsvjYCfl83tKWjrjGmN1q1vdFtMHWppXVgjy9LaVftL7eaQMFPfrrgzU4KivVQe7N57SiXC7j1nWt+OcXU5Y56W6uO7uia57nXV3frNk00nnYiif3ZvHk3iySYQFruwLYOVxAUZ5z33Hioz+WreBrL6agqnPBHnOEvlwuY2JiAq2trZ749vCoE09418n/ffy3mugmyGr14WIWEXaREYB9w88UFWxe02LpLWz2JQbmHgYdMQl/uXElrnlnD/bu3YtSqYR4PI7Ozk6oqur6wWxVyb++L0JtaGN+cJCW9QBw6wUB/OjVIXzlp7/H8HQeXfEgbt+4Yl7Cg+d5/HDzGlyzZZcjVxMAtsfHLgKsj2BZiXTz550MyhaCw7Mybnp8EA9+eJlBeLsV8cDcuUtLGSIFoCzhBlSFrdlukcadGzqxbaiEr28fxexRsRX1c9i81pjS4vf7IQgCFEXR0jasIuBWuexRP2eI1JdKJcO2mHOQeQD1lFiSU280U8bnf/gaAMzrGiA1J43ALhVsfV8EFy2JaulTxOavWCwa9rt+cJsuKtpsEc1dya4I1On18eTeLG4+pxWVSgWXvS0JRa1Gm1mzE26vO6uia47jHF/frPvq62MFW9GtZzwr19xr3RQpVygnrzlCPzo6ilwuh+7uxjTq8fA41fCumjqZztOdEmiRUyfdz6xu0I/smWHeOJOUZZGHQTAYRCQSQUtLCxRFgSiKKJfL6OjoQKVSgaqqmJyk+4yzqGfq1Kpl/RltE/ja9hRIevDQdB5/8b3dKJVL+OCaxXXnf7e2tuKJT5+Hw4cP17zHWk+3NoN69AMnJ2ka5PN2gzJa4Z9+WplMDdfD4Vm5IVErIiJoyyJFlPfvmKDOeADQxBnxO6cVREqSBEVRsK4bWPeh3pr3zeeJfhm5XM5SfN+5oZMa6Rc44KZzkszv0Y5NI3pe6jsQuv7uUSeXdDpNbZfuFjc+08RDngbLR5tEaoG58+K2C3uRy+Xwzq4gXhmmL69QUXHVowNoDQuO0/FyuRwuO6MV6/sidaW/uEVVVUdBF4B9X2XdO92gj3zXizkwlE6nceDAASxevNizGPTwcIknvI8Rdl7CVjdolpUfB+DRD/dRi+2I0CiXy2hubgbP81pLeaAaEaun3brTqVO90GKhHJ0hMNtKV1Tg7594Hed3+SBJEj7y8G+xd3zuAbS8LYxnb73Qdl0jkQii0WokTpZlTExMUP22RVHERUui8yp2chspI59f3xcBB86QH722K4CHd08z/bOJULn5nNZ52YMB83ec0btHmJdFRLTVjIc+2km8m/Vs7c/gkd0zGM9aO76Q3w6FQlTxZye+iW++efC16YwW5ncWsuMmqzOhHUNDQwiFQloth9tus3pIGpJTaz99KpsZJ8KYnBc8P4RPrU3gixu78ZdPHjLsZ3KGkfQSN3n1HMdpAwknwZD5Isuy499h3VfnI5bNy6nXnhOg39+II8vSpUsdWzZ6eHh4wrtumkM+TOVqBW9UYkeIrB6CVjdo1tRoa1ioETvEAUPfunx6ehqJREIrcNQLdTfuD+Q37aZOneQkEliuLemSiunpaWokcu9YFhvu+bmt+CbFo0D1odvW1qZ1FC2Xy5BlGYIgIBwOI5VKYWxsDG1tbZBlGaVSSfMEB6zTEUiOsVPMEa8L+8K4sC+MUCiEn/x2zFHL8qf3VafQ5+umYT72Vp1UP/yOOLXN/cVLmxAIBAznos/n0wQwK2pH0gD06Jfxi4NZx44QsizbWgfaiW/z4JgUGy8EHIAfX7cYNz42SL2eOprcRxFlWTYUTNqlhdkhCIJ2ryD3LvO6SgJwy7lzOfok1WQ+0fYnf5/GrRf0IJfL4Ysbuw2OQdf8+wAcNMbUCOhyyUlUnlBP91g3kFoDJ7/TiOJcK5JhAZ88ux0PvDyG8WwFyYiIc3sjeOb3xtlUsdqc1TBQspoJkGUZo6Oj6O2tnYXy8PCg4wnvOvn/rjoTt/9gD8qmm9bmNc3Uzzt5CNJu0IFAAB89q5laFFSoqHjmzUlcdkZVvBSLRYiiWCNAxsbGEAwGNW/gYrGIQ4cOaRFGSZIgy7Kjhi5Opk6fcpGTaAcr53jvWNZRUab+fZ7nwfM8RFGsmR5tbW01VOsT4UDE950bOqmpBbQcYzv/a5rNHuGR3ey0Ij0kEtaggJiGVSdVgC7YAoEAcrmc1gqbDGzM60rD3KZaVVWtgPGh3UMNcYTQYye+CTzPGwYPpLDSKlfdDclI9dbLup7Oahdx7p3PYjRdclT3QLrX6nGSFmYVDCDRYVpaxtzyoM3IkeI7t4N5M4o6d/35fD5DBN2N6AaAZMgYCGE1pFkIFEUBz/OOfpPlQtIIyKzU+iURnN/t0475j1+fRsTPQRJ5pIuKoebFzUzAzMwMWlpatL4NHh4e1njCu07IQ/CuZ97E8HQeHTEJf/L2qNa8w0y9tlI8z+OC08JQVNUQbQTmCpSe25fWxAsRBuYH6kffmcN1716BTCaD6elpQ0SqWCw6ti9zMnXaiEdHk8XMASGXyyEcpu/vetCLdFVVtY5yevGtRxAEakT0zg2duPJRto/4fS/R3W9yuRzGs866WfJcdWZhIWB1UqVBRDcAZsTZKr/UPEBRVVUbPI5T/KEBZ84TN/zgECYLcz+aCHB4+IPV2Q+W+CbNiUhhoH57iC+zHjfNiMzc+M6qzz3telrbFcDzB3La/WJoOm9ZcKkoCo4cOaK5DxGs0sK29mdq7ifEHnPLrqmjMxm8tm5WglCFsbg4l8shEAgYUlScNGMi8NzctThfW0VSREzO6VKpZDkwsBp01oMoio4Ga+bzoJ7TigMQ8XPIlFTD98mtvlKp1Ayi0iUVkgDccWEH3rMoqA0SNq1sQbFYRCBQbSpkl240NjaG0047rY619vA49XAkvDmOOwggDUAGUFFVdQ3HcR8C8H8BnAHgbFVVdzn97vxX+8Tg/Wd1aw9C4hBCIslm4cuaRrQSEYIgaA9/knKSLtV+fs9oSbPNAqqiW9/JbTwr495t45D8EjauTCAQCGjLJakpAFs4mWFNnZJtni8iD9x8bpvt544cOYLe3t4FyS+sVCrIZrOW7cb9fj9zn0UlnmlzVpTh2u9MkmUAAHh4SURBVHrSzKZl4XkXXvEu0rtFUaTOiDjJEbfz4DYvjwwK63V8MYtuAJgsqLjhB4dqxDdJNyqXy9p/LMzWep89v4WZh2/FoiahOpg+KnLM19ONjw3WCN18WcaXn3nDILzL5TJmZ2cxMzOjCSN9B1fW/otIvOV6p4sK7ntpEqIo4j29AUfno/kz5gGp3WBUz6Zlc4PpRhSIHp6VbbsEA3QrzcOzsnbe1JMv71R4A8bz4NrvHXLUPI1ABgg3PjZY84yQVWht7FkBoAd2juPCvj6tURc5fuS8Mg+kzGQyGe1a8vDwsMaNZcR6VVVX64Tz/wD4AIBf1vHdtxwcxyEcDmPx4sX41eEi7ntpEuNHIxdWDy6OYztTkGYgBKvl6EXY13dM1thCVRTga78a1vy1Q6EQ/H6/5kTgVHSzIJGUevIUo34OybAADtVcxM+c14INp8cBVB8oNBbHq1HR/fv3N8zBQY/f77edMrcSnayUIwJ5GJq5YXUckmAtZomryXwLr/QCxw5yHhJv5mAwiGAw6EhU0OziWPA8r3XrpO0LJ84TZtHNep00eSJFyE7QH/P1fRHctq5FO3ejfg6izR01EeBw/9U9NekHW/szuPGxQVz16ADzGhqZLmBsbAwjIyO478c7cP6Xnseau17CH33n93h+/6xWWJrP51Eul5n7L+OgKVBRVvHgrhRuenzQ9rNA7SCuHps5nque2yS/G6gKP/2yWN0V7bou3r0thSsfHcCVjw7gxu/to36GldY2WVBx/46Jmnv6fS9NzstVyBIXRc/6qLzVLIcgCJYddcvlsnbumAfZpNMsC57n5+2X7+FxqlB3qomqqq8D83dFeCvB8zwikYjt1KweRQWz4EkQBHzuv/c7mqJV1GrqwRltARTMNiFHSRcVbSrdLCjn434A2E9HW/GexSFNnJkt5Wg5x4uaBHz9ymrkT5ZlfPvnv8U3d01p3s7NIR/+v6vOnHcTEkmSLCM9Vrmb6/sittHQ8ayMGx8bNOzri5ZEIQoCvvXrlO2xqNcizGznZ4Z2Llx6+lwXzXoKDlmpBmbBRAZQoiji0tObEQqF8MCOMRyZLS6I84RbzBE9c7Rav+/8AlCSq6kYVvvcKodaT2tYwNjYmKN6kWAwiPV91ffNx9JplH48W3Gc8mA+D90+F564bjGA2mJvknpEhCCt1uKdXUH83UVtjiPqA9Nlw2edpJPQHJrsUgVJ46h6cDI4AqqBCv26W80SKYpiOaPGmhXQn9PJsIhPnN2GS5bHtGuV4zgUCoUFK0T28Hir4VR4///t3XmcZHV5L/7P95xTe1V39VK9L9OzsGhwBh2cgQnqCAOIgGBMohFIcOFeCblBvCQast3X1asJgWBUvCEm/BxBr5oAIkEQyRjNsMgggxMDyDA9w/Qy0/tSe9Wp8/uj5pyu5WxVXd2zfd6vFy9mqms5dab61HOe83yfRwPwQyGEBuDvNU27t4bXWM5jT0rj89aX5MyCJasD+K2PHKipZdljryXwb8P2i5pyuRwKhQJkWTYWGj61fwFffm4Gmby77gdmgdlyums8P5a2bRtX+sVSOWlx13C8KpCYTebwqe++BGB5Q0gAYM2aNZiZmcHMzIxpFsiqBMNtJqxyX2uahncNhXHhQMDxsXYlHJUjpHVOkxztgrr3nN3uurVcJbOAaWOnt6puXs+gB4NBtLe348wz/fjoRcUA7MCBA8hkMvD5fMu+QlMvpwy/VRmW3dUTNyetpZl+p/UilVn5yu1xG3jHQgomXK458FVcmKrcT3a/DwLARx4atWwZmU6n4ff7IUkScrkc7rpqbdm/v77wtZY68lJ6HbgdqxPcyuOeoijwer3GOoFEImG5FsSOm5Izs6s/5/X4q44J+v0ymQxueGsb/vqnE6bP97dPT+Ou3dNl/waVx4OJRB53/mQcmWzmuJ4AE53M3Abe2zRNGxNCdAB4UgjxiqZpbkpMXD9WCHEjgBsBGC3gTlY90QBGTfrwxkLWl/rMbt97pPZLd1bZbp2epdUzl7lcDv/ws6NG0K3LqMUx0Jee2Vr2JWoVmIW9oqaaxFL6c5Q+p9VUu8qSEn2hYiW1oOF/ff+Xyw68FUVBR0cH2tvbsbCwgOnp6bIvfa/Xaxp43/u8+8FElSdepe0g7ej7xmowjRmnGkyroO4be+fw3jc7193bqQyyK+knVaFQyFjYqhNCYN26dUa7ukQigZmZGdMyo1a/MC03afUv/+qc1+uF1+utqWtHIBCwvb9TgFU5JMvpGKJp2rK6igDFYO26Tc2ug3S9rPi3/98hlMbqIQ9wZsx6EA5Q/NzqAX7liWhltvW6Tc1lAZ9Zp6F6HF5QLVtp6ttoFny3h2RjUW4+n0c2m606Hpj9PjtdYTTrcqJIQEApLp40e8yu4TieOlD9737R2qBxv8vOtg689fdX+m9QS1MATrEkcsfVb4qmaWPH/j8hhHgIwNvhrrbb9WOPZcLvBYDNmzc3vqfSKrrt0jPxmQf3IZVbOoj7lWLNqlVPbg0wLn+aZQIbwSrssKz7i+erugBYHYi9igSfjLrKTSRh/jirISvlr239vGZ91uslSRKi0Siam5uRSqUwPT2N+fl5pFIp077FtZ6ElP4b6K359ADf7kv6pi3tVYG2XWbZKWNrVwPqJphrxMAWvZOCGb3FXTgcRjgcxvz8fNV00p0fGLDtarKc96AvynSbxXSTnbcrGdJ7xLuZcqu3KHTi1I2lNND/7r45vGERjJbSUB10A0AiB9ugG6jeFj2wA1CVbS0NyhsVdOu+elWf6cJcnyxw0dpgWacZAPApAh95W5vjolyz7L+b1rIvT6TLTqovWWd/Um115eT5saWrVIVCATEX2XT938Dqfma3c2ElkTuOiyuFECEhRET/M4BLUFxY6Wg5jz2ZXX1uLz7//nPQGw1AAOiNBvD5a34NV57T5Wrx3EtHs64XNdXiyrObTW+36hKh364HG4B1YBbPFHDz1lbEapzg6JOFbZ3yY68lytrmNXoRZa2EEAgGg+jv70dTUxN8Pl9D+tdW/hvoo79/+kaqpkVdZsHIS0ezuP3JccvsvN12ON1eqnSBbT0L0DRNQyAQQFtbm6v7A9ZZtp0fGMCj1w4a/9USdFe+hzt3T5d9BvVyLTcymYxj1x27z7/ZIlyrRZMf3exuEestF5jv309ta8Oj1w7ivmv6jADwnqv6LBc4V3JZleKKvt+tsq1A4yeHClE8OStdMBsLybjl1ztw6zv78Kl3dKMjrBi337yl1VVJWD6fLwtK7bLIOj17rX82Chrw1IGk7e+S3ZUQRVEQCASQTqddfQfpj7PqfGR2eyLRuPkNRKcyNymSTgAPHasbVAB8U9O0x4UQ1wD4EoAYgH8VQuzVNO1SIUQPgK9pmna51WNX4o2caEpbDepSqRTefezg5NSv9fCCCoHG9MQWAN6zIYRbLuwxzVq6GYqj9+a1qvuMhRW85+x2XHpmK5781azpwB8zN29ttc2sAMXg++wOP7YPhWsagBENeJzvtAwejwcLCwtlnWd0xey/++cy69SRTqdx38+rF93ZLeqyCkbcBiluPgtW6u1VDxTblXV2diIUCtW0IE3vztOowTZWWUP9M3jpma3I5XJVJ4CSJKG3txeyLOPgwYMIBAJGe7XlDm2ZTKhliwE3dnqN3xs9K/+x82LY1udu2mWt49JL11jc89w0HntthTp5uLTcaa1mBIqfJU3T8N43B/HeN3dA0zTjakU6ncYFvR5c0Ftf6Zq+qB1wLhUC6vtdsltYmc/nyyZp6q8xlVAhbMporI7LZvefmJhAU1MTM99EDhwDb03TDgDYaHL7QwAeMrl9DMDldo89Xfl8PrS0tGD7kGYc/OxW4odtekG7pY+m1nt1ly4GLL2kHvZJ8MqwrB8EgE99f9hysdXmbp+x8O6da0J4eTKDx361aJvNi4Vk4zWcakmtvnDsAty/vOrNts+5XHomUy+PKB3VXeuEPasv0+UMkamkl2no9NaAfr8fXq8XuVwO2wHIkoz7fj5tWVdrxa5Mxa6PshACg4ODpicwToQQGBgYQCKRgBAC8Xgc6XS67kDcbr/u3DuHi9c3G5Ne9fICj8eDtWvXwuPxGMOWhBANOxmoVDyJWsR91ywFxFaLN63KZuodl37TljYoioRHX1kwSiCW29ayVhEXw7VqpQH4ja+/7PrKCFBbWVXp756b/vS1rAXS1XLSXPrvb9ZVR3+cXVLkivsPlZWx6X3lW1rsW6kSne64GmIVSZKEjo4OzM3NucqCxTMF/Mn2Hnxp93jdCxfbQ7Lxpaz3X15cXKyeYJYpwCcL3LqtzfTLw6mesrSOcNdwHE/uj9t+IZd+IWwfCuPLz07bZoitvnBu3tqGu3ZPV10ZuHbrwLIXVjqxChR37p2rKRixCiSCwaDlFQY3pR9mz9fa2moE25WZKX1R3mVnB/GOQedL6JXsThTvLBkrXqmtra2uoFvn9/vLJuxls1l4vV4oigJN05DL5SDLsvF+9UVwZpyGXemLkoPBoBF4x2IxY/tXa4GZ2cRPndXvqlO3Irf+x7Zu3Hx+p7EP3bbxc+L2Cl8mX1hWFxMrM2mtbG2FHTd12lbcBMi1DI/yer2QZRnvfXMQAgJf3ztb0xoLpysgdq0u9TI2PfiOx+MMvIkcND51QLZkWUY0GjX+bjf4QQPwf3aN2QbdGzu9ePKjZ+BT29qq6z4Vgd97a6uRCfN4PMZB8f5fLDjWGZZy+oJzukwKHBsFDaAjrODmra1lXwgmAznLeGXgqgeKAzCueuCQUXO7fSiMWytqMv/owg782XvOsH/CBiit3U2n00bwVWs22qxnr8fjQTKZxHWbmmsaImP1edq2rhU9PT1obW1FKBQyvRwshEBvb29dgzB2DceRzNqfTJp1epFlGbFYrObXs6Jfzclms0gmk0ilUsjn88agnGQyaSwYNmNXUlMa9OgLYNva2sp+n0OhENrb22sqL7H6N6ulB4v+vp1OkO1+x93Se2vrapmAasftyWRGBZ781Rz+9n3rsLHTXXmNW6lUypj+aWbXcBzve+CQZf25VZel0s/D9qGwsR7GqBevOB46DY/ST571KyupVArJZBLvGgrhvmv68P1rB9ETlssGB93+5Ljl+9o+FDYeV1rjX7qtVko/b/W2GyU6nTDjvcqEEEZrunw+j8/t6Mb7HziEOhPaODBXDCouO6utbPBKLKzguo3NeOdgMcDQa031tmwTi+ZZqnrrJ91cJtWzwBPxPO7dMwtgKdtil2kUKC8nKWjlHU/MLpsfPnwYa9eurSqvaKTKLK3elcPt2HedWcCh1znXWo/7N1eswR//4HBZJ4lt61rxwMfPd7UtqVSqrkEYO/fO2XbKAMw7vfT09DSsJrRQKCAed1d/rF8BUlW1bMGp3k3CqhdyqVwuh66urqqa9FgshnA4XJaFliQJR48eNS0HMetxLgv3I+lLy0zcZICXWyMty3LZ+7DrJ1+LWn5nvr53Fpec2YI73juAJ16dwd1PTzt+/twIBAKWawzMZgZUyqjFQWaV3Ucqu544lfpY/d6/5+zi8zoFuFaLrD/xyAjSKuoelOZkJY+3RKcKBt7HgaIo6O7uxuHDh7FrOF530A3AuLSfyWRw4UAA7xjsN+38oaoqQqEQfD4fhCiOaJ9weSnTidvLpJXb/cVnlsoPzC6/AsUx3HGLHfT4/oRle610ujheu6urq4Z3Uhu9fEEPVJPJpDHq/IvPTCPvIulplb3OZrNGm0I39bhNTU3o7OyEz+fDgxs21PN2oGkapqamnO9oopagCSgG3E1NTQ0tzchmsygUCq5rb/XMfuXizJu2tOPsDr/jc0QiEdMgTZZlhMPVr9fS0mLZkvHi9RG8MrX0+VePTbS16i2tZ8ntBvNYsfsd168E6C3y9EBU/7vZ61X2k18NUwkVH/3nA5Z9t+tlV2bitje/2XFJVVVIklTTlZDS3/tgMIh8Pu86o2x1Ala6v9yUx7idqqpjL28iZ/wtOQ4kSUIkEkF7ezt2PtTYtoGlQbfX60UgEEA+n0dXVxeSyST279+PYDCI62zqDM0CF6t6SlkUO5MAwA0PjRQXanoFFAmOgWe+sLRo0izDc8Nb23DxhmZc8k+vmT7e6Ut+amoKzc3NtpeOl0PTtKrAy+/3Y/tQ8Y3fu2fWODGKeAVuPK8VPq8P//Czo8Z7/MjmdlxyRgvS6TS8Xm9ZmUfl382EQiF0dXU15D0uLi6avp5TIOu2XaBey+73+9HS0lL3OG0rmqbhx8OJmmtvs9ls2eJY/b5OJzu1ditpbm7G+Pi46eOsulikVVT97tXSl91M5YmeLMtGwKRPXASK2d9sNmt0Z5EkyTLIL+0nf+X9hxrSjcmOJNDwoNuJ23U2Vsclj8dTUxmXvk4hnU7X1EO/lpNgp04pbqaqlpZKsaMJkTMG3seJvtCyEa2xbnhoxAiGhBAIhUIIBAJobi52YNA0DRMTE0Y2U1VVbB8Kl5Wm6AEVANPApRhcL5oGAFULNbMaZFEMtJy6spS+/8oMT39/P4QQkMRrll9m73vgUNkl5srhQyMjI+jo6EBzs3kP8+VIp9NVfbH1L1arwC0QCOCCXg8kSYIsF9t8pVIpSJJkjEPXs+h2X2J6+71wONyQAFbTNExOTlbd7mYRmdua4Rs3F9cXtLa2NjzoBoq/Uw/852JdLQ3T6bSRVQRgLMzUt1P/N9KvcuhZ4EKh4Pryuj6EaWamOnNq18WitHtJKbM2ik4LDi/fEKrKourBdSU9+1t5UuKk1lKrWvkUUTVp90RjVm7iJijVp2Bms1njPzdqzUyXsvsOcvp+qjzeOvWsJyIG3seVJEnoifoxOre8BSmlwdAHt65DW1ubEQwsLCzg8OHDaG9vRywWw8LCgtFz+L1Ni1UDIG54aMQycLEKAMyyIqoG+BWBRNY+Mx0LLX0EI5EIWlpaIElSWT/nD5zbhe/8/Ijp4yu/ZypX2WcyGRw+fBiBQKDhXwpmwYqqqradEfT3VCgUyjKf+p9LM2JCiLLuHKlUCh6PB52dnWhubm5o8JpIJEy32U0/YTcnj3rAV7m4uFEKhQKGh4dxZN48o2i1jVbZfL17SSmz22od6NTa2moaeNfSxUKnKEpVYGZWLw4sTaO85IwWY22Cm/aDH397Jy6ooTnQPc9NrUifbf+xYFtfu+J2lD2wVK4WCym4flMUf/v0lGk9eOVMmcp9UQu7Mriq1z3W1lM/CbKbgmnFTWbait17szuJMpuwbDd1loiKGHgfZ7ddehY+8+AvkKq18XOFjKrhGy/N4yPvDhqZU03TMDo6amQzQ6EQ1qxZg3Q6jcOHD5te8q6nf6zdY96zwXrhlSIBH3t7B4QQ6OzsRFtbm2kw+Ve/+VY8+p9PIOnU+uQYPego/eLsjIzh05e/uaEtBq1a4NmVINQSqGmaZmS9ZFlGV1cXWltbV2QBk1m2G3D3ebD7co74JNy4uQXvXhtBa2srIpFIw7dfv6KTz+drCmDNsvl37p7G11+cw/c+eg5mZ2dtX7erq6vmS+t+v9/0xKyewUVW2dDKYMh4Pp/PNrAz3R8/HUdmS6vp1YLK8eqNGvgFAMqxsfalJ0Ol+81t4N3kk/HN31xKGAQCAWjQTB//P9/RafzZbF/UwizZoB8XSo9L+onEchc41nuy4/QZu35T1HJfm11ZOd6ThYlOBlyCfJwVx8u/BbKL7KUigEevHbRsMzYZzxtlJoVCAaqqIhaLGZfGVVVFIpGA3+9HKBQyfY56RobbPeamLe24fEOoapsjPgmf+vUOfGzHRqxfvx7t7e2WGVwhBFIug25d5ejvI4s5fPrBX+DhF0dreh47VoG3fuJTSVEUVz2CzV7njDPOMK4GrAS7vtZOt1u1PvvUtjZ86zf78f639uOMM85Ad3e36aLD5YrH40YZlVMbtlJWWcKppIoPfn2f4+tGIpG6ttesz7GbFnOlvF5vVZmT2X2CwaBxcpDJZGwDI9OrG3nz9oOVQTfQuKAbAApAWWs7vRRL53VxsUeRgN+/oKPstlQqhcvfFKsaC/+pbW24sN9vrJVYTgYZMG+xmE6n8fRoDl9+bum4NBHP48vPzrhaJ7FrOI4bHhrBlfcfwg0PjZQ9ptaMvJvPGFBbv3ez2QBEVI0Z7xOAnoW95dt7be/355cNAShYZvV6oktlI/piKb3P8BtvvAFFUbC4uIiJiQm0t7djcXGx6jnqybyZPUaRgHSugCvvP4T2kGw6mKerqwuSJJkGqWbvbXTOfdBq9sWZzhXwZw+/hL96/GUcmc+gJxrAbZeeaZsFLxQKmJubg6IoVV0sJEkqmwRaqjJA1heq6dx03ii/zzB+d1MLPrZj44pcztVbIVZy83mwa3nY19e3IqUlldvuZlsq2WUJnRbu+f3+uof+NDc348iRI1VXRmqZJmlWZlK5fbVO8HRzdUP/TFYG3Y1WmjHeNRzHN16ax2Q8b/x7ulnnGFAEtvVWl5dlMhlcckZL2b5WFAWKohj/Jsstl7lsvXli42vPT1TVp7tZg+C01sKqK5SZWEi2LBtcDr2NJhHZY+B9grj63F7c+u29sCs4ufbCs5BIJHDbJUH8+aOvIl1SnhLwyLjt0jOrHiOEgKIoWLNmDUZGRrC4uIhCoYCxsTHT13ATuJgFjTdvbS0bP5/MFowuAFadJVKplGlnEDO3XXomPvPgPqRyzl+IsrD+4lzMaFg8ljkbnUvhlm/vxXf3vGHa5zoej2NkZMQIrCVJgt/vR19fHxRFgSRJ8Hg8poF3KpVCKBQyMoyZTAY/2j9v2nXAbP+YfdF+6dlptLYdxu9cUF+7QDtWQaTbQNYqaFyNS8+V2+42gK13EWAgEMCaNWvqvvogyzKam5sdS1nsONUBZzKZmtvX2ZXpyLKMLz19tCH9ut0ym4hZ+rvixKoNaaFQgNfrhaqq8Hq9xr9jOp2GLMvwer2W+8InA7lC8cRAEksBtt5KUb/Nqr57Mm5+lcIp0Hdaa6F/3v/26WnbNTWysB8SZeatPYGyuQC6ysFPtXb5ITpdMfA+gdz125sss94tQY/RhvC3tkTg9fpwxxOvYmwu5SpzK0kS+vv7ceTIEUxP29dH2gUuVpmXm7e2GlmUGx4awWLFGrfSiXmlQdyfXA5c87Z+2+0Blq4KlL7nwdYAnj5Q/SV8ywVtNbXV2v36DP704X347NXnACh+AR89erTqikChUEAqlcKvfvUreDweeL1e224P+gh2wLnrQEbVcO+e2bJA1+yL9ks/PrSqgTdQWya2Uj0LxWolhDB6ntfCrn7VSnNzM3p7e5dd8tPS0lJ34F16dcLsSoW+WK/W/t6mVzcUgY+/vRM/2j+/qkG3HbclIHblF+l0GpIkVf3+6sHj753bgr97drosO+2ThWVphtuFlPUsogXcXY3YPhTGXTafZ72laa2/y39zxRp88nuvW7a01LG+m8gdBt4nkKvP7cWeQzO4/9k3ym73yAJ/ceWbq+5b60JBIQQ6OjqQSCSQTqddDxoptZwuF3qQXhq0/8nDv4SQJFfvxew9P/TCYfz1D1/FkfkMYiEF121aWqhUS3utbz73Bm59Ry/y+TympqYsszf6l4s+UMROKpUyAkI3NaOLmeLwl+1DYct9eGSh9nHublh1fAmHwwiHw0ilUkin0zWPk3eqQ3aiaZox7l1VVdO1APUG3tuHwrjvhRnTson+pupAqKOjA7FYrCHdZPQuO06lIGat/PSyCH2hZOVQGyFEzUE3UH11IxZW0B2S8IUfj63aYJxGcsrsWp0468fFTF6DJIrZ7ZjL46Obbaq1lA9wH7Bb3a/W8pLKzjgbO7149NpB28dwaiWROwy8TzCfvfocbB5srSmbXQtJktDd3Y2v//i/ah40sms4bplFdtPlQhLV2apUTsUdT7xa9/u75m39RsY8n8/jtddeM0o6Mmr5F2c6r1n2FS9osCy/qZemaUZQ5LZm9O6np7F9KGy5D7ubV6ZdV2ngLcsyWlpa0NraWhWQFwoFpNNppFIp4z+7YHy5gXcymcTw8HDZ330+H7xeL6LRKCRJghACgUAAiUTtGdmdHxjAJx4ZKavp7m+S8dWrloIUIQT6+voa2gs+nU4bAbQdfRqq3+9HPp+HLMvQNK0sYMxkMkaAHggELP897nluyrEkYvtQGO9eG4Esy/i73UdOmCx3rdoCksOaCb1VoqfqPqXHxYJWDIw/dl4M2/qc16I4qWUNQim3AXu9gX0pu3Hzpb8Xldys1SEiBt4npHqy2W4JIeDz+fCNX8zXNGhE/0KyUtnlwuzgb5XxHath0aQdVVXxb68vmH5x6l88VqUFZl0I3AQqbrmtJ9Z3kdk+9CsS/uiys+p6fSderxehUMix5Z8kSQgGg8ZocaC435PJJMbGxpDP5zEwMABVVaEoyrIXglZO5FxcXDRKgCYmJhCJRNDV1QW/3+8q8Pb5fFWBqV0wIcsyBgcHy97vcultPt0OpSkUCmUZ7Mp9qg9b8vv9SKVSxn4vfcw9z02VBdEFDcbfb9rSbgxuAmD0k358/4kfdD967aDpidM/vH9N2UmfaavEn4wjU1E6YnVF7x+fn8K7htaYXuXaNRzH3U9P2w7yKqWXblVeqbBjFrCf1+PHzr1zuGv3dNkANK+ydKytp7zEbty8XncvALxnQ/nxkIE3kTsMvE9DiqLUPGjErlTCbZcLq7rr0m4sy+Hz+fCNlxZsBwD9aP+i6RdLZRcCp0DFjUAgYHyx1tJ1AKjeh50RLz59+ZtW7ITM6/ViaGiorsfKsoxIJIL169cbf2+UyuCpOlOYx+zsLMLhMFpaWpDNZm0D8FpKZSRJwtq1axseUMzOztY0CdKN0pKVfD5vLCDUb7cKovVBL6XrEXQnQ3mJEAL/+IG1RstUTdNQKBSq/p3dlMgBdmVyedOSpl3DcdOT+cpBXmaSyaSrciNd6VoLsxOJLz4zDbVQ3tZxMavh5Yl02Xv0+/0QQhhDvIQQxu+s23anGsqPh6WLVInIHgPv05RVez6rRT52pRL6gqPKwOi8Hj+eH0tjKqFi5945nNfjx1MHkmVfgFbdWOp1dNH8S0zf/s/t6HaVyXYKVJwIIcqCq8pA2k1MU/pFG4lEMDi4MkF3o6xED19FUeDxePDDX83alkbF43F4PB7T2nw9WKolyAGAvr6+hgfdhUIBExMTlj9389l0U2NeKBSQy+WMEhSrILqgwXLSql6mdSLTh0yVMgsA3Q4GsyuTy2azUBQFsiwbgb1Zj3OdVea4VL3rBcxOJPIWTUUeey2Bszv8xrFEVVXL9Sm1TvfVj4ecWEnkHgPv09Rtl56JTz/4i7KWhH5FwicvWgdFUatqc+0W7ehBd2VgVJoxnkyoeOpAEhetDeKFI1lMLOYaXr8OuDuhuGlLu2PwbBeouFW52K80kDarowSqW3TpFhcXkcvl6u4dfbKSJAm9vb24/7uHTDOW9780jw9sHoTX64XX6zXKMhRFwcLCAnK5HKLRKFpaWozAe2JiAoVCwbSPva6jowNNTU0Nfz8zMzOWde9ur7IIIVwtjNZrwYPBoGUQLYniVQCzxamXrbeeOnsiiFkkCWRZrjoBszx+hcu/Aq063agajBrnQqFgdJNZbr/v0vr8WtT6uqWZfVW1fmw2m8W53X68OO6yDOrYR4ZlJkTu8drQKioUCtA0zfjvePY9vfrcXnzh/W9Bb9QPAaAn6scXfuMt+J0LNmD9+vUYGBhAb+9SQOw0EdBN146MquH5sTR2ffLXMfyF92L3p99tGXTr+6j0727cdumZCHjKv5BrXVwEmNd8291eSc+wWvncju6qINuuLhQA5ubm3L34KSYcDmMibp6hm4jn0d3djba2NkQiETQ3N6O7uxuxWAz9/f3o6upCR0cHfD6fsb6hv78f7e3tZQsb9QWaQPHqQiwWa/j7KBQKmJyctPy53VWWUj96bb5sKque/beafphMJnHFWVHTn122PoRCoVBVS68oCm65sAeXbwi5/syvJkWy7lpilkW2On595G3u12wcXlBxz3NTxtWEYDCIWGj5uSu7QNhKrZMq9UBdLzGx878v6sSASVcfM/pngxlvIveY8V4lqqpiYmICyWQS+XzemNioL2oKBALw+XyOXQ4ayWoRp6IoaGpqKqv5dFqN7zYDM5VQq77krSwsLGB+ft4YVKO3crO7PFvd79uPT+04A5ec2YKFhQXMzc25OuGxyva9/y0dJvc25zRd8OL1EYzFl/bnxevtR5BPTk6iubm55svBpwKrKxl26wP0LLiZUCiEWCyG8fFx47bm5maoqoq+vr6GtAysND09bRtkub3K8rXnJ0yz//c+P1P1+wks/c76ZCCrFutzJQFcfkYE/2NbF7LZLDKZDILBIPL5PO7+6VhVucu+o2nHaZ7LIQD8ybt78KXdR7Bg0XlIF/FJuHFzi+WCQbOTdKvj16/3+4xSG6cF5EB52UYymcR1m5otF2xbXb2qZNYS0kmta0b0QL103Ymde67qw4+HE/j756eNQWhm9LUxzHgTucfAe4UVCgVks1mMjo5W1VGWLgD6ix9P4YWRpUBv27pW02mKqykYDGL9+vXGttsNUnHbtaMz4nUMajRNg6qqGB0dLQuS5+bmEAwGjRMWq+4bZicUmqYhHA6jo6MD8/PzyGQyiMfjloFx8dK+wOP74yhoxYlvH9oygM9efQ4OHz6M+fl5x/dqp3JR1mRCNf5utY8LhQIOHz6MoaGh024hk9nk0uWuDwiHlzpLaJqGiYkJrFu3bkVq1VVVxdTUlO197MpBSllNP1zMaljMFvfPZELF3U9PQ4il2t+MWj0ERv9d1DvT2JW7OBEAPr292xjTvms47jhJ8dxuP/73RZ3G39ObWywD2YhX4Fu/NeC4HVYnN1bHr1QqhUAggJ17R1wFsqVlG/r/v/j0NEonwTtdvTLbhlomjZqdSNgdf/WTsFqusu44I4p3DYWwaziOe5+fKQvAK7uaKIqCTCYDWZaNha5EZE6ciNOmNm/erO3Zs+d4b0bd9MAxkUhgdnYWiUTCtlSish2W7kQIvoHiwXp4eNjICpllvZ0mMwLFL/2/fO8Z+NAF621fT9M0jI+P419eeMMyw+7xeNDT04NIxD5LbPbcmqZBkiTj3ymVSmF8fLwsCA+FQujq6jKy86Wj7VVVhRAC8/PzmJ6etqzPtKvdfN8Dh2C2q2QBfO/D9oMqWltb0dPT4+btnlIefnG04f3tc7kcJicnIYRAKBRakbpuoNj60G5RJVBd463b2OnFWFw1fg/SuYJtFtJJ6TAV/QqSHpBd9cChuhdU3vbr7fjl0ZSRLXercjCL2X6QBRD0SohnCq57X7tRupjVLQHg+zbDZGrNXtczyMyM3edHPwmopZ5cv69ZC85KpWsE1q9fz9ITOu0JIV7QNG2z2c+Y8W6gRCKBxcVFJJNJ1wfeXcNxy0u4u1+3vuxZKBRWLeupt1W779/2OQ7d0b9Aupv9ePfZHdj1ygTG5tLoiHhw07Y+fPD8da5e84lXZ2xfK5fL4dChQxgYGEA4HHa9L0pLVYQQUBQFkUgE4XDxOdPpNDRNQ1NTU1nWpvTPeka0paUF0WgUc3NzGB0dNX0tK1bnJ26uHM/MzCAUCjV0oMvJYCX62+fzeaiqira2tob26i5VKBQwPW0/ml4PAEtJAjinw4tXpnJlvweKVAxEXVYZVCktC/P5fGWBWL1B9xVnNeGXR1MNWYx505Z2nN3hL2s/qmowhl+5GfblhlWg6sSpvjqZTLoOvs0Wpdf73vTss1lXHH0IkxDCdXcfTdPg9/tN72t1stDZ2cmgm8gBA+86aJqG+fl5ZLNZNDc3o1AoYGpqqq7yA7t2VEBxlblZnarerWC1CCHwtecnLXvhXnJGC97/1n58eNsZCIVCy6r50zQNf//0mKu+u4cPH8bZZ59d92vp9C+kWuunhRCIRqNIJpOYnZ1d9na4NTo6aowdp/oFAgH09/ev6GtIkoTW1lbLhZVWAeBl60N4fixt2jauySfBp4ilLLjNVNZK7SEZXq/XdD1JrS0EZQHcckEb3nN2Oy75x1fdP9CB/jtuVapiN+zLrR/UeZLgZqF2JpNxVTritr+4W5Udm3w+HyRJQiqVKjsRcHNiUJnl1oPtypIW/WQh4A/go2+ub8AY0emEgXeNFhcXy8oSFhYWkMlkHLtuWGUInBYlDg8Po7293chW+P1+Y3rgahufM79EOZVQccYZZzS0ru/oonkXi8r9VdoyrZSeZQyFQggEAitacyiEQFdXFxYXF8taxa3ka57O9d4no46ODmSzWdOTc7tuJlaHlcVMAd/8zaVyB7NSL1mgrMYbWBp/ns1mTTOZVouKN3Z6Icsyfj6WKrtNL2EQQtSVLd/Y6bXMwN67Z9b2Oe1qmvV2f3acNtfqqsKP9i86BsWqqroKbt32F6+F3qEnn89blohYDe+xKyW0q9fPqBq+9rMJfGwHa7uJnDDwdqFQKCAej2N6erpqKl5lvZzZgQuA5eVEu0UxGzu9yOVyZZ0X9AWCxyPw7o76MWYSfPdEGx/Ydka8OGIyDMfsMu/CwoLp/ggGg5ifn8fU1BR6e3tXZNGcTpZltLe348iRI8Zt+XzesqZyY6e3pj7eZlKpFCYmJtDV1VXfRtOqEUKgt7cXuVzO9YTIglasx7bqP2226E2nd/4Ayhfgffztnbig17oX/E1b2jG6kKv6bL4ylcMfbG3C5y/trQpog8EghBA1Z8v1wN2q+4/bDL4ZN4G3HQHrUh43g3EAdwsm7fqLB4NB5HI51+9D75BVmd02U3lSsGs4jnv3zJbtc33Bt9Vi10pWw8uIqBwDbxuZTAYzMzOYm5vDj/bPOy6AsarX8yrC8nKiVVuo/ibZdFV8PB5HKpVCNBpFU1OT8aUHrMzis1L/c8cZuP3hXza0s0QlfRHjdRub8HfPTFdl8GaSKq64/1DZbZ+8IIEbL20tK7uQJAmhUAgejwdTU1NYXFxENBpt2HaaqQzsrcqEgGIf78ohOrV2QgCAqakphEKhmheZ0uqTJAkDAwM4cOBAWaBp183E7PjgkwXe3hvA3U9PWwaHi5mCETBt7PQaiyn1KaB2x7KxeHUgmFE1fH3vLC45sxjMB4NBY5GxHsBdfkYEj75qPpRIf48xk9ezGuCzHMudkRALKZhImHePcUvTNOweyeLOn4whc2yXVnYDsfr3vW5jM5LJZFn2upIsy8bVLr0lpBtmQXctrQmttIfkVV17RHSyYuBtQV8wp2ma6wUwVvV6Vge0qYTq2B/bjKqqmJ6exvT0NGRZRigUwo8PJvB/fngQ6WPXlUfnUvjMg/sAoGHB9/s29UCSpBUN7oUQUFUV71wTQkHTjP0S9grEs1rV5WFVA/5m9xQCgZfx0Ys3Vj2f1+tFd3dtwayZmZkZJJNJRCIR+P1+eL3VbRFlWUZTU5PxhVj6/8rbhBD4l7POMv585MgRxwV4VsbGxhpe6kMrQ1EUDA4O4sCBA0bbO6vyjsvWh6qOD7Gwgus2NmPn3jnXiytfOprFJx4ZwT/95jo8/sp01bHs7qence+eWaNjiNUVuKmEimw2C7/fXxW4feNY7W9pr/BS53SUn1SWdlPR14NUZmkjXlF39xa3QaiVj57Xjs//+IjzHW3sGo7jrt3TZftCQ/k0Uv3f9xsvzWMynq86/muaVtWGVldvRl8/YdJPdNwMP3Pj+k3FtS7h8PK7zRCdyhh4m0in0xgZGTH+7nYBTK11eXrZhF1/bCeqqmJhYQFf+vcRI+jWpXIqvvDYf+Gys9sattJ8JTpLAOXt+vRFiqX75YaHRowexWb+7zPjuPbCs0wXddYTkOZyOUxPTyMWi0FVVaOEZG5uzujyok9D1DU1NdXdji4YDNoG3vc8N4UfvJYwvsR9MnDz1jZsHwqjq6uLQfdJxOfzYWBgAAcPHoSmaZbdKPYdTZdd3REArt8YxSVnWve6tnJ4QcWuA3HTY1llxxAr7SG5qnSqMimRsXj4S0ezuPqBQ7jtXd24sN9vTPFVFMUIuCvLQ248r9X2fdp94jVNc2yD1+oXmElXB5whBdhxRgt+8Mos9h6pfrzbcrCde+cs68gf358w/t0vf1Os7Pi/aziOGx4aWXZ7QSuZTMbIojdi7L1u+1AY8XicgTeRAwbeJvSspH650u0CGKtsUcQrkFVRdTmx1jHmdqy28ehiFiMjI1i3bt2yg7OV6PleOho+nU4b45grOX05TCVUY7FhacmH/vxOEy91mUwGU1NTyOfziMfjaGlpMQaf6M/j8XgQj8cbOq3NbpqnWdeLjArcdSwouSoyd9q1FjzZhUIh9Pb2Gif4ld0ozHr7ayhe3am3k83Xnp+oO8gqjldvq1qvUEu2NK8Bd/3kCLIlA3xKSygURSn73d8+FMbLE2nLln/v2RCyfT2nNR07PzCA6//5jbLgu9UvsPMDA0gmk7jzyiHc+siBusvB7Pa1XlrkVPZhdXXVqff3ruE4vvLcDNIlU30uLylxSaVS8Pv9yOVyroefuVG5BoqIqjHwNqF3D9EPiFYHpsqFflb1ejee1wrAvpxkuUMU7LYxnU5jbm4OLS0trp/PTKOzqvpUz2w2i7m5OWSzWUiSZFrP6PTloL/PV199FYqiGGPmFUWBx+NBU1NTWdZfD6z1L6BoNAohBNLpNGZnZ41LsXpPdp/PZ9Tl6t0pWltbG7ZPPB4PZFk2nbpn1fVCA/DNfXF8cGuw7IoBnRyi0Siy2azpYB278exfe95+EI8VvZTBbZAVC8llx6N94wnc8dOJsqx8rYG8Vau8YDBoughZ7+n95WenLeukrZgdRyrt/MDSJEz9ZEe/ytDfJOPvrx6ou17cbl9Lwryln5urq07BuVUHktISF6CY6FAUpebx83ZSqRRUVV3RhexEJzsG3iYURUEgEDAOilYBdWXG2qle2yqQbsQQBadtnJmZQSaTQUdHx3Ff/KIHG4uLi5bjnStdvylaVS9Z+XNgKZgHyjvOTE5OoqmpCb29vZAkCTMzM5ienjbqHRcXF9Hf328E6PqXkj5EYmFhoSzjn81mMT4+jo6ODng81l0i3BJCIBgMYnGxenGaXaeIIwsZxGKxZb8+HR+xWAyJRKKmTKHVyHjH1wopuG5Ts6sgyycD3/rQeuN3yGqUvF8RZVlVN0qDdb/fb4yrL2VWWvWpbW2mC9qtjrf6ibybwNnsCsPhBRWfeGQEX7mivimxdsesK85qNu084ubqqlNwvnPvnOUxo7TEBSiugdH3V63lS6Va/Usn/blcjoE3kQ0G3hZ+9No8/u7fl+rsLlobxPNjaceMdD312o0YomAV9L97bcQItKemprCwsIA1a9Yct8ErMzMzGB8ftyxbsarL1N/f3z0zjVzJ96g+wMNpP+lDj3K5HDo7O9Ha2gqPx4NUKoWFhQUsLCwgkUggHA4jHA4jnU7D7/djbGwMgUAAsVgMs7OzkGUZuVwOqqpidnYW0WgUiqI0JNvc1dWF3t5eqKqKXC6HTCaDZDJp26atJ2pdokInPiEEmpubawq8Y2EF3SHJsh3lTEqtCiJ9ssBH3x7Dtt7i771TkJVVy09cra661Bp0A0DYK4wrPGZZbqfSKreZX6B4PDFbnFgZsFtlpg/N1d+SUN+Gymz9lWc34ca3RU0f4+bqqlNw7qbERZfNZhEMBrF9aHmB91ymeMWtv7+fkyuJHDDwNvHwi6P43A8PGF8qkwkVTx1I4uaS2sRSyy0TadQQBT3o17/UJEmCqqooFApG1iebzeLw4cPo6ekxhvKshkKhgLGxMczNzdneL5vNVi2ycrt/3dwvmUxieHgYHR0daG9vhxDCaGc2MzODYDBojA/X2zYuLi4il8vB6/UimUxC0zTIsgxFUTA+Po7BwcGGZL31mnFFUeDz+RAOh9HW1obf2TKH+599o+r+EtDQVo50fLS0tGB2drYsQOxvki3LTT52Xgcu6PXYtqM0+124eH0zUqkUtg+FHYOsynC63lHypoSAoiiW3TqsJkpqQFkywilh4fV6Ta/umQXsdqx68buxfSiMS85oMdaG/MbOl/HIywt45OUFAEs15To3V1edgnOnEpdS+Xwe+Xx+2XMhChowODjIhZVELjDwNnHHE69WZXKsMtCNKBNxW0NuR5Ik+P1+o/2UXaupVCqF4eFho+bb6y1OpdMDdr2+/ciRI8YXRmdnZ9WXmJu+4ZqmlfVDd6JpWlngXctio1r+HSYmJqAoCpqamnD06FFomoaFhQVMTU0hHA4jk8mgUChgZmbGGIShl57o9Mz8yMgIBgcHV6yE57NXnwMA+OZzbxgBUMAj4fPvf8uKdJih1SWEwODgIA4ePGgEeF+9qq+q/EEAuHVbGy7oLf6e2i3yM7vyVnpMsBrgpKsM0Ox6jdcalMcz5guodXZPV5qMsEtY+Hw+Y6ptpUa1z3Pi8Xjg8XigqioymQw++M39VV1UZtIarv/nN4zgW/83Kx1m4634GnAKzq/fFLWcMnnZevMFqclkEoNRBYfm6itjkgQYdBO5xMDbxNiceSbG7EDfiDIRtzXkdgqFgtEVxO39zdrXhUIhrFmzpqruMp1Oo7W1FeFwMaN+yd/+O16bWMpMjc6lcNt3XwKw1Dc8mUzijTfecLXIyYrb/VvPv8P4+DgURUFbWxsmJycRDoeRzWZx8OBBo7RE3yfxeNyoR9d7jeusMmuN9NmrzzECcDr1KIqCzs5OHDq01D7wq1f1md7XahGuk3w+D0VRkM/n8bkd3aZ1zbrLzygfyGTXa9yq64iV9pAMr9drelzYNRx3fGzpn60SFpqmGWs9Kq+g1XIlsb9JNtZ7uDmO+f1+41iQTCbLXtesdaHV7dmSxM9iVitLIrhdS2TX1cRMqv6qGvzOlgHnOxERAAbepnqiAYyaBN9mGehGlInUM0SnUiAQsLx0Wwu9LZ2ilH800uk0xsbG4PF48L/+faYs6NblCho++e29+OS396I76sdHN7djS9fyFtm43b/1/DtomoaRkRGsWbPGaBEIFAPp+fl5NDc3Y2FhAel0umzgRGnW2+/3N2RAD5HbkzdVVV0HgpU8Ho/xuK9e1XfsSlF1x5A/uKCzLGis7DWue34sjYhPqmm8+0fe1ma6sFC/amWnNBlhlbD4vXNbykroKgNvq4BdoDzb3t8kGyc/VicKegcsoHgFLJ1OL3tcvZskgtNaIqef3/PcVFXfeDeTOn0ycFa7F/smsihoxTU2H9oywKQAUQ0YeJu47dIz8ZkH95WNRrfKQNtlXSprMO0WAi5niA5gPsWsntrzsbExZDIZy0EwQgg8fcD6y1H/uhibS+Ovd41a1sXbKQ1s3ZbhuLmf1f7Qh+LoHRCy2axRYqNpmmV2UZIk9Pf3H/cuMXRqqKUThFUg6KRyTYfVcccseFxq7Vde0iXXsEzk8g0hXDhgviDYqQTk8g2hsm21SljsOKOl7Hey8iqgVcBud6wqXfCtKAq8Xq9xlbEy4bHcwNsqWTCZUHHVA4fKgmWnlopmrDrUuJFRgd4mDz63oxvNzc3o7++v+fWJTncMvE3opRJ3PPEKxubStkGr1UHcL6OqhlLVllaON3ISGQBjgUw2m0U+n19W7bk+jt6MfvnWjVpLbnR6oLtrOI50rjqTZnYS5FSuY7s/UOypGw6HjWlu+XweyWTStnSnr6+voUN06PRWywlcveVbdiUqek3yE69M459eMJ+caDX5sjgkTCubXCkLGGPtIz4JN1/QaXRVMWN3dcqslSBgfuKgXxHQVXZJqucKo772JZfLGcdYK6lUyjT4tpqUWdqKD7BfHKlfbSgNlmsNvmstDar0+P4EPnvNW+D1ejk/gKgODLwtXH1uL7Z0SbZjvAHrg7hd14B6glGdXRY7mUwao4AbUXveCPVMypMkqSpQ1kV8Em7c3FL1Hpy+TJ32RzKZNKZb6tMu7YKUtra2usfDE5mpJfDOZrM1l5uYDWyp/NkPfzVbdYJ65+5pfGffHL56VZ/l73M8q+FHHz/LttzN7vUB64AzFpKrft+FEMaxTl/0LIQott+UpLLX0Xvxly60dHOFUa/X1od8mSUdrI7HZv+WdpMyS9Uy0Oax1xJGIF3LVM3lKGhAa2vrir8O0amKgbcFu6xvJbODuF3gbfbl5aYsxE0WO5/PQ5KkhrUoNOPUEaFULZ1ZdJIkWV529iuiromfbvZH6fh6O8FgEF1dXW7eCpFrtZYs1VJu4hT06p97q9+7wwsqbn9y3HFCrlUffqCYebYbaONmkbnevSmdThvvpzQgliSp7jIPs3ptO/bHY4vJlB9wXoRYmURw23/lpaNZ3P7k+IoH3zIz3ETLwuJUE4uLixgfH1+x568MRvUD+OSxg6x+AK9c4W+XtdXp/aatAt56AuFKn9vRDY/LT04tnVl06XTaVaDsdr8B1u+71v0hyzL6+/t5eZUaTpIk158rPdvrhs/nswy6fT5f2cJsuxPzl45mcf2mKHwVRd16cKz3t7eiqqrtcJXtQ2HcvLUVsZAMgWKmW6+7VhQFwWAQmqaVlYDtGo7jfQ8cwhX3F/+7fOcwbn+y+tidTqcRCFTXlsuyjGAwaGxXKpVCKpVy1R3K6XicTCbrLkXbPhTGfdf04fvXDtb0OLcJETesPokf2sK6bqLlYMa7QiqVwuHDh42/2w2psGOXFa4MRt2WhbjNYmcyGXxkczvu/o+J8uyRIvCRt7U5bjvgnEn+H+e3uboc+vJEumzSnFN2Wm+V5maxZC3lNI1o2QgU67obMSyHyIw+9MqM1+tFS0sLIpGIsbhvfHwc8/Pzls8ny7IRXOr07HYmkynLTu8ajkMIwO6iT2U2NhZW8NHzYnj32ggymYxjtjmZTNpm382uHur3rzzR2DUcN72yaJX51betsr+23ZUAO26Ox5lMxihZ0V/vePPJKKvFt/KeDcWe33r3E1kIfGhLPzuYEC0TA+8SmqZhdHTUyHZUBt2A+8t5n9vR7bqriduA2m2HD03TcGG/H/mtrVWB7jsGg5Bl2TZb5qakRf+/0wS8x/cncNOWdteLPRVFgaqqrgLlWsppGtGyMRaLIRKJON+RqE7t7e2Yn58vK3OQJAl9fX2IRCJlGXG9q05TUxPGxsZMA/bSbLfdia/+++lmGM72oTAuWtdUNo7drI7aitu2p5IkGdNizZRe6atklvTw+XwQQiCXyy2r64jO7fFY3yc+n68s4+92GmbpItVGuHlrG+7aPe1YwvLTQ0l867cGcNOWdgwODvLYR9QgDLxLCCHQ09ODgwcPolAoWGas3V7Oc1tr5/YAXmvW1ix75Pf7Hb/43GaS3Yye1r/I3T6nXufqJlCudeLnclo2hkIhdHR01PVYIrdisRhisRhyuRwWFxeRSCQQi8VsSzSam5sRCoUwNjaGhYXiKHJFUcp6djud+LqZ5lhaYaJPt9Vls1nX7RDdrKPw+XxQVdUITs1OGmpZrxIIBJBILK+bR+V2hH1SVVBsdTyunLOwaziOb+ydx2Qij1hIwcfe3oF3rgmanhDUMhl0Y6d11xhd6bHVqnsKUBzcAwCRSIRBN1EDMfCuEAwG0d/fXzZBbqW5DagbkbV1U0NaSybZ7ejpehZ7OgXKjSofcaIoCuu6aVV5PB60tra67h6hf0bn5+cxPT2NVCpVdlXL6cTXTRB7ywVLZWpmwXNpG1C7Y5TdAkygelGi1UlD2OXgHo/H4zq7bKdy0udipgBFAiIegXhWszwemwXdpe9nIpHHnT8ZRybbisvfFEOhUCjbP24H/tTS1UQ/tl5xv/P3nFltPBHVj4G3iUgkgt7eXgCrE3w7BdQDAwOYmZlBPB5f9qAdNwuyaskkm5XUlLpsfaim50ylUmX9yO004kSkklnQ8JF3n1M1yZPoRCOEQDQaRTabrbqq5XTia9c7OlbD75WbkjK77i2BQKC6E4jFSYPXJsFemvmVJMlVlt3O7U+OlwXdunwB8HskfOu3+iwfW3nC7ubqn9frhSzLSKVSdQ380bfZrtTR6QpFxCdBlmW0tblbF0RE7jCaMDE/P4/Z2VnLbK6by3m1sgqoOzo60NTUhKamJqRSKUxMTGBxcbHu13GTta01k6xnWczGEOvDHWp5Tv2LNxAIGL15rZTut088MoI7d08b5S8CwK0WgzfMmAUNX3luFv19c7j63JCr5yA63sxKKqwC67BX4IaHRkx/ZhfcWS0AdQoqvV4vAoEAVFWt6otdmRnW2fUO/9S2Ntz99HRZuUdp5tepjaJbdlf1nK4WVGbb3Vz90/eNLMu4/E0xALUlGMySIaUD3C5a1wRFUWyvWN64uQWdnZ01TVQlImcMvE3Mzc0hmUyaZnNXekiBx+OBLMvGwbo0UxMIBDA4OIh0Oo2DBw/WNb3OTean3kzyTVvaLaeo1fOcqVTKtra1VOVlYKB4GbaWSaFmQUM6X8AdT7xqTDMlOpEVCgXTQNPsxFcWxeB1MWs+tMbu99Mqa20XVEqShDVr1sDrLSYustksEokEEokEMplMVTmGfqyw6rTSfmywjtU22i3MdGJ2PLFi15LUbMFpLVcUVVVFKpXC5W+K4eL1zbZDvUrZnSiUJiciPgn9TXLZe9Uz41ee04WWlhZXr0dE7jHwNtHR0YF4PA5N01ZlEhiwVPfY3t6OaDSK0dFRLCwsIJ1Oo1AolH3R+f1+DAwMIJ1OY3JysqYV+naXed0Oo6n3MfWUybi9RGz3Jel2WqdV0DA2564LA9HxlkwmTX9nzE58F9KqaVu5iFfgvmusSycA6+OIXVAZDoeNoBsoBsZ6i8Th4WHj9sorT2aHAKe1HPoE2nrUEnQD9rMKzPZTPWtTUqmUMbberF698jjs1mKmgEQWuO3CGN45uNRy0uv1cl0L0Qph4G0iEAjgjDPOwMjISENWwlfSh0HIsozZ2Vn4fD5s2LABmUwGXq/X6K7i8/ng9XpND97BYBDBYBDRaBQzMzMIBoPweDzQNA0TExOYm5uraZvctvtb7mNqtdzaTMD9tE6roKEnysVFdHKIx6uHR+kqT3ytFtbp3Sys2PUatwoqb9zadWzdjLn29nbjWGvVYUU6lvl2kxQIBAJ1twysJejub6oeZ6/zeDymGfd6ryiqqgpVVREMBpFKpYxjo9lxuBYFDfj7n03j0jNbkU6nIUkSBgYGWGJCtEIYeFvweDxoampakcC7qakJPT090DQN+Xwe0WgUAMqmnCmKgs7OTsfnkiQJ7e3l5R19fX2IRqMYGxsrq6O0qqEEahtGs5zH1KoRgbfbDNBHNrfji09PIp1b6pQQ8Mi47dIzl70NRKthJY5XlSpbCZYyG7DziW29+N13vsn2alskEkEsFsPk5KTlibLeVm8yoeI7+6yPMXrvcr/fbxt8F1v6FVvqxUIKrtvUjJcn3Hc/6W+S8dWrrK8M2L3f5SySTyaTUBQFsiwjk8m4agXpZCFT7KQiyzLa29tdl/gRUe0YeFsoFAqua6idBlNU/uzyY+2ZhBAYHKxtJLBb4XAYAwMDmJ+fN3oC27XwqqfdXz2PqZWb0c1O3LQXbG5uxo1nn43uriO444lXMTaXQk80gNsuPZP13XRS0OuB3YpYtOOL+KwDRqBY9uD1eqsWR+ouWteE/3bpW+HxeGoqVejo6EA6nbbtsKI7vKDiE4+MVAW+QgjjmKGPia/cJ36/H0+9vlDV0s/NJN5SE4kCdg3HTQPoRi3qtJLP55HP5xEMBht2vNU0DT6fD83NzQ15PiIyx8DbQjabxeTkpOP97MotAJj+TEDg99euXfH6Ob/fD7/fD03TMDY2htnZWcv71jqMptbH1FM/DjQm4w0ANzw0YvraellPNBqFEAJXn9vLQJtOSnZlJmZu3NyCLz4zjXxJ7K1IxdvtaJqGQqFgWkft8XjQ3NxcVsvtlhAC/f39+Njbp3HXT444BsFmJSGV7Qj12mi9hC+fz+MHL0/hb5+erhpMU2vW2O7qXiMSBnbcLD4FlrpLAcBjrzlfDSkUCnX92xGRewy8Lfj9fqxbtw4LCwu2AbhduYX+58qffX3vLD62I7Nql/P04LK1tRXz8/NYXFyEEMLIyqTT6boW/Lh9zK7heNkX/GRCNVbWO3WJcfsFJgnzCW8C5ic/AHDZWW3o7+/nZVU6JdTaZtSu1rirqwuhUAjxeByLi4tV2dt8Pl+10E+/grec3ydJkvDRi94CaBr+6t+P1DS1UZZl0yxz6ZUAPVFSy/PaMcs2e73emgf27BqO497nZ5amRfok3Li5xTSod7P4VFfQigH35RtCaPULzKTN76xf5Whqaqppu4modgy8bQQCAfj9fiwuLloeSOst0Uin06sa8AkhEAgEEAgE0NXVBU3TjIx7Pp/HwEASTZER3PMfhzERz7vKSrtdJHTvntmyrFqpl45mcfuT48vqHrNrOG75RarB/OTn/l8s4Pff+3bbOkyik4WmaTVnvAHrWuOmpiaj53YsFoOqqkYQHo/Hkc/nkU6ny0oqOjo6GnJMUxQFH9uxCV/48eM1P86u3d6u4bhpptsNnwzTDjBmV/ey2axtKY7ZdlX2Il/MFPDFZ8xboVbeV2eVfACAx/cn8MiHB007tuhXOVpaWhCLxVxtMxHVj4G3AyEEuru7y9pdlXIqt7D6WSqVMhZVHg+lZS6KoqCpqQm/+6434Xe2bcBrr73mOtPsZpGQ01hnu56zQDGTZfWFqmfTazWxmGPQTacMIQQ6OzsxOjpq3BYIBNDc3AxJkpBIJBCPx131gQ4EAlXlBrIso7m5Gc3NzdA0Del0GnNzc5ifn0cgEDBd5L0csiyjJxrAqE0rz/6m8qDXrnRvuZnum7e21XRFUFEU14H3zr1zpoF0vlDdCvX2J8dN7ws4Z74B4KtX9ZmW/V15Thd6enrYPpBoFTDwdiEUCuHMM8/E6OhoVVbJqdzC6me1XopcLR6PB52dnTh69Ch6e3sxPT29oouE3DBrX6Z/eTgtwop4hWl7NLYIpFNNS0uLMWY8Go2WdUlqbW2FpmnIZDKIx+NIp9Pwer3w+/3w+XzQNM2o3Q4E7H83Kq+eJRIJo4a6kW679Ezc8u29lj83W1hpZTmdP2IhueYWgMlkEpIkWSYwzCZLmqm8cmr3mPaQjOmkanpyIZXsmspkid/vZ89uolXEwNslj8eD9vZ25HI5tLW1YWxszPiZVxHGQT3iFbjxvPIxy2YH6xM18AaAtrY2tLa2QgiBSCSCiYkJzM7Oup6aVskq+K1XZY2jnRvPa626L1sE0qmqqanJsk5XCGEsuG4UIQTC4ca0Dq109bm9toG32bZYWU7nj/7mYvbfbQtAp4XkboNuAAh7RdnCcDvXb4ri5Ym06SJKfYFlJY/Hg8HBQfbsJlpFDLxrEA6HsWHDBgDFmspvPv1aVVBXOX3Z6mCtqiry+TwU5cT8J9C/xCRJQldXF8LhMA4ePFjXc914XqtlXSIAbOy0X0Vf+YXqNnsVC8m4eH0zYrEYvvTjQ2wRSHQSefjFUec7ueSmRaGVveMpKIoCIYTjUB43Q8XcBt0CQCKnYfHYl4rT9l+8vtl4jcf3J1DQlrqa3LSlugxIlmWsWbMGHo/H1fYQUWOcmFHfSSAUCi17gEwqlUIkElmpTWyoWidhliq9TFv55eHU1QRAVTbGTfZKFsB/P78b69atw9leLz64dV2NW01Ex9MdT7xq+TOnk/VK12+K4s7dta8FAYr10fpMB6f+3I0aKhbxScipGtJ5d1cKN3Z6jcFBN21pNwLtYDAITdOqepkLITAwMFBWjkREq4OBd528Xm/dA2QkSYLH41nxXq+NUigUsLCwsKznWM6ktlSqmHEqFAooFAqO2auIV+C2i9bguneczbpFopPUmM3CyrG4ajm8xsz2oTC+s2+upnHwutL6aH0iZiO7XJUSAL5/bXGo2hX3H3L1mE1dPnz24i5j24QQuO1fD+HnY0v7TxHAH17Qhu1DYSiKgt7eXoRC5uUnRLSyGHjXSZIkdEf9GJurPgDHwsUuIYqiwOPxlP3f6/WedN008vl81UlCrQNx6h2gU7oNPp8Psizj5gsH8PmnDpWNdvcpArds68B739yBcDhsDMQhopOTXVcTsxIOp0TGb51TX9b7nA5vWZ31R97WhgsHqhegyrLsaqiYLGBZdudUx6371LY2432Xngik02nTloF5Dbhz9zTCoRCuf+cG1nQTHUcMvJfhjy49C595cB9SuaWDXMAj40/e+2sYGDh1aoj/4pH/wrdfGDVqBs/p8OKVqZxtHWMpN3WPlfc3C9IzmQzWrVuH311bbJPG0e5Epy6nriaVJRxO9df6ULNa9DfJVce6u3dPQpK7sK3XC0VRoCgKMpkMVFXF725qwZeenTbtZKUf16yCblnA6Ia1a9i+J3vp8bM0kXPPc1O2Wf3/+/Q4bnj3OW7eOhGtEAbey6AHeqdyAPinD+/Dt/YsLXIqaOaLg+zqGGupe7QK0gP+AH73XW8yFgJxtDvRqc1NVxO9hEMI4dh1qdbOJpdvCOH5sbTpsesfn5/Ehf39yOfzRv03ALxrKAQNWlXiAKhuLVuqshuW00lC6fHziVem8U8vTLtaPDoRz6368DYiKsfAe5lO9QDwm8+94fq+tdY3mt1uFaT/0wtT+NgOrr4nOp30NPsxNm/delUvzfB4PI4Da9x2NomVXGW70qLOejJeXn7nVEp3w0MjpkF3LCTjvmv6qm53c5IwlVDx9GgOd++edN2jvD0kY3p6Gr29p+53FtGJjoE32apl0ptVfaKbuked1RfOuEktPRGd2m679Ex8+l9+YRpY+mSB33trK4LBYFnW2YpTZ5NHjy1qLGV17BICuPL+Q2gPyTivx4+nDiRtS+lqTUq4OUmIhRT8w8+O1jQY6PpNUczNzaGrq4t13kTHycm1yo9OWHbjk6/fFIVPFq7ubxW8c9Ik0ennmrf24dYLOxE7dlzQO4x0hBTcemEn3jlYbO/nZjz79qEwIl7zBdexkIxdw3Hc8NAIrrz/EG54aAS7huOmxy6gmJDQUAyyH3stYVlKp7NLSpixel2dTxa4blNzTeUz+oJMTdMwPz/v+nFE1FjMeJOtgEdCKlfdLUAWQGtQduxSEolE8PEd6xEJ78dX/mOk6v6KopRlq67fFOWkSSIy3PDuc/D+t81jenraVWbbjtkkW58scF6P33Rtyc1bW3Hz1lajjEQI91cBS4Nis+OaXbKickR92CsAIRDPFMrqxoUANBfb45MF/D4f3vzmN7vbeCJaMUJz81u7yjZv3qzt2bPneG8GoTg97tZv70Vp6C0A3FrSzsqMoijo6ekxxldPTk7i6NGjS88hBLq7uxGJRPDaa6+hUCjA5/MhEAjg3w8mcc9/jJyyC1aJqHb6PIHp6emqgTC1MKvHNhvuBRQz4d/+8BlQVRXZbBZXfOMg3H5jVtZvV75uZVvC0p+HfRKgaYhntbJEhT7Ap3IRuhudYQ+e+9NLXN+fiOonhHhB07TNZj9jxpts6QHvXz3+Mo7MZ9AR9uDGrZ3Y0rV0ibSzsxO5XA6qqiKXy6FQKGBgYABerxcPvziKv378ZYzPZ8q+QFpbW9Ha2mo8Xghh/P3DfcCHf/2M1X+zRHTCkiQJ0WgU0WgUqVQK09PTmJ+fR63JI7NhXndZ1H5PJdSySZVuF2iaZbP11w0Gg0in0ygUCvB6ixM4n3h1piyQXswspTr07LuiKLiwv3ib2SJ0JxNx+3aLRLQ6GHiTI71zi6qq0DQNiqIglUohHo8jEomUtabSvwSFEHj4xVF8+l9+gXS++CVSuujo6uZm4zFtbW2r+G6I6GQXCATQ19eHrq4uzM3NYXp62rGPtx2rgDoWKv+KtCoZuWhtEM+PpR1L77xeb1kgn81m4fP58I2987aBdEbVcN+eaeTzzZbZeScxl8N5iGhlMfAm10pXwQcCAQQC1QseS6dF3vHEq0bQrcuoGh74xSJuvqK6hRYRUS0URUF7ezva2toQj8cxPT2NeNx++Eyl258cNw1kfbLAR98eK7utsva61im8ZtN0C4UCJhPOtesTiXxdkzcBfTFmFJqmcaIv0XHGwJtWzJjFuOeji1ke/ImoYYQQiEQiiEQiyGQymJ6exuzsrGMZyu1PjpsOBBMAbt7aih0bomUZasC8VMWKU39vAPjhr2ZdL5KshUCx84okgIvWBrF9KAxVVaEo/NonOp74G0grpicawKhJ8M3WgES0Unw+H3p6etDe3o6DBw/atho0C7oBPWAVSKeX5geYBdE/2r9Y9hwbO7343I5u4/5mnVKApcy5fh+nTimygOWoeSv63Qsa8NSBJM7uiGPDBgbeRMcb+3jTirnt0jMR8JTXFbI1IBGtBlmWIUn1f8V9fe+cMZ1SD5AnE6rRv/vO3dNVgftLR7O4/clxANZTeHfunTN6ht+5e9q0tlsA8JUcOmsNuivpr6uqtdeGA8Va9JmZmZoXshJRNZ760orRO6Lc8cSrbA1IRKtKkqRlTWecjC/VXdfSRUQPxq2G2+iZb7vnO7ZEHXDdvNDZVEKtuQ96KpXC5OQkFhYWAADxeBx9fX3LOqEhOt0x8KYVpXdEISJaTfqsgLGxMXi9XmSzWSSTSQghIEkSVFXFxk6vZblJT9SPrq4uHDlypKYJkTqrTimSgGMQ7+Y+9WyP24x3MpnExMRE1ULVhYUFTE5OorOzs6HbRnQ6YeBNRESnJL/fj7Vr1xp/j8fjCAQCyOVyyOfz+L8fbMMHv74Ph+bKWxEWS+LOQltbG6LRKLqbj2BsPuP6dfVx82atB50Cajf3qZVPFvjI5nbHlovpdBpHjx7F4uJi1c9CoRA6OzsRDAYbum1EpxteLyIiotNCOByGLMvw+/0Ih8Po7u7Gj/94B+7+7U3ojQYgAPRGA/j8+8/B1ef2QggBRVHwR5edjYDH/dfll5+dgUfx4A8viCEWkiFQ7KN989ZW28d1hBTcvLW1IT23fXKxWKUjXHzOC/v9mJqasgy+Z2dnsX///qqgOxQKYWhoCENDQwy6iRqAGW8iIjptCSEcS+KuPrcXhUIBn3/sl0ZXk/N6/Hhif8J04WNG1fCPeybxjd9cg3cMlndxsuvF/cAH1yKTyTjez4lPBv7lQ4Pw+/0QQiCVKnaXKhQKmJqaQnd3d9n9U6kUxsfHy24LBoPo6OhAOOyudSIRucOMNxERkYMrzunEv/zum/D9awdx/aYonjqQtO02MplQcd13D2LXsPuBPnrQ7bZPuOXzqMA9zxWz20IIYzQ9AMzNzRkLJhcXF/HGG2/g9ddfNzq46DRNg8fjWdZ2EFE1ZryJiIgcHD582Mgcu+1yUtq7W3+clY2dPkiShJ8eTuNrP5tY9vY+9loCwFHctKUdu0cy+NrzkyU9yOcdg/tUKoX9+/ejs7MTbW1tHHpG1CAMvImIiBx0dXVhYWEB09PTNXU5yaga7t0zi2xeswzWi4N3uvDU6wuOrQYFgLBPwmKmYHkf3eP7E5BlGd9/ZcG4zWyQjxVN03DkyBEsLCygt7cXPp/P8TWJyB5LTYiIiByEQiGj3rm9xsWPi5mCaTAdC8l49NpBY9rlvc/bB939TTK+f+0gbtzcAp/snIEuaCgLunX6QB23kskk9u/fj8nJSQ7RIVomZryJiIhcmJycBAD8/oX9+MJTbyCdW8o6Bzwy/B4Js0n7ln1lz5dQccX9hwAAEa/AYtY8qBUAvn/toPH37UNhvDyRPlZOUp9ae5NrmgYhBEtOiJaJgTcREZELzc3NaGlpwa/9WguizdGqqbwA8JkH9yGVWwpqfbKAV4ZlUK2z+3llhv32J8ctB/+4VWvWfu3atWwnSNQADLyJiIhcaGtrM/5s14JQD8hjIRnXbYoCgGPttp3rjz0HUOxW4ibovnxDCM+PpU2nZ1Y+p5VoNAohBAKBAPx+v9vNJSIbDLyJiIgapDQgTyaTGB4eNuqi790z62pRZKmITypbBPkDh/KST21rM+6/azhuGvBfviFkurDS6/WitbUVHo/HGDZERI3FwJuIiKhBHn5x1Mh4F1v3RbF9KIztQ2Hs3DuHRfeT5+GTBW7c3FJ2m13OPBaSywJq/c87985hMqFCHHv8Y68l8NNDSdx4XqtxH4/Hg4GBAWa2iVYYA28iIqIGePjF0bIa78rWfU4LGmUBBL3FVoGSKO8+4maojln5iP64Lz4zjXxJsn0xq+Hup6cRDofxG28bQCQS4cJJolXAdoJEREQNcMcTr5YtrASWgudAIIBYyDrXFQvJuOWCNty4uQWKVGwFCBSD9y8+M21MwPRZVH8ox2LmGx4awZX3H8IND40Yj9m5d64s6NapGvC15ybQ1NTEoJtolTDwJiIiWqZCoYCxuZTpz6YSKlRVxXWbmqv6b/tkgT9+Zyfuu6YP24fCuHfPbFWQnC8U68MB4OatbagMkQWAS9aHcPfT05hMqNBQDNjvfroYsNtl2q22mYhWBgNvIiKiZRoZGbFs0RcLK8hms9g+FMbNW1sR8S199XploKAuBcZWiy/127cPhXHrtjbEQjIEipnyW7e14aeHkqhsmqJqxaE8dq0De6IBl++QiBqBNd5ERETLMD8/j++9NIZ0vnrpo08W+Mjb2stuy5bcbzGr4e+emYbi8WBbr9fV6+mLNUvduXva9L6LWQ03nhetqvEGAI8kjP7jRLQ6GHgTERHVKZlMYudPXjZt2xfxCvz++Z3I5XO44aFJTCVUCLFUv63LqBr+8WeT2HZNr+UEy4i3WGASCASQSqWgKApkWUYmk4Gi2H+VX7SuCaFgEF/8j3HMp/IAgGjAg7+86s2WvciJaGUw8CYiIqrT/Pw8du6dMx2O4/dI+OXRJL7/yoJxm2bRD3AykUcwGMQfbOvGX/14rKxsRBbAf9/SDkVRkEoVa7Lz+TxkWYbP50Mmk0GTT8ZCprqWu8knYd26dXjTm3z4yEVvWd6bJaJlY403ERFRnXw+n+XixcmEWhZ022kPyUgmk7ig14NbLliq4fYrAqoG3PHTSVz+9ddxz3NTxmMymQwymWJj8I9vjkKp+EZXJOB//HoPfD5fXe+NiBqPgTcREVGdWlpa0NVkHthKLjv0+WRR1oN7+1AY913Th/dsCJXVjRe04vCb0uC79DG3vbMbHSHFWHT5h+e34YPnr6vl7RDRCmOpCRERUZ2EEPjj95xdNjgHKAbTZuUnZm7e2mo6IOfx/ebj4R/fn8BNW9qrbt/W68WOD29AMpkEAPT39yMcdh68Q0SrhxlvIiKiZbj63F58/v3noDcaMLLNN29tRcymjV8pq6mUlYswnW4HgGw2C1mWsX79ejQ3N7t6fSJaPcx4ExER1UjTNCwsLGB+fh6hUAjv29SDK9/Shddffx3ZbNa4n1WbPzcEALMY26yCRQgBIQQCgQDa2trg9/vrfl0iWjkMvImIiGo0OzuLG77+Al46uhRkb+ry4bMXdxl/3z4Uxnf2zeHwgvXkSDteGTBpVAJvRSI9Eomgu7sbkiQ5thYkouOLpSZEREQ1uvFb+8qCbgDYeySD258cL7vtq1f1QbZZZBmyiZOzFvF66e2xWAyDg4Pwer0MuolOAvwtJSIiqtGew3HT2186msXtT45XBeVWvv3BQcuftYdkTJq0KmwPyRBCoK+vj3XcRCcZZryJiIgayG3Q7bT48vpNUfgq0uV668HOzk4G3UQnIWa8iYiIVlll724zereTnXvnMJVQ0R6Scf2mKC5e34zW1tZV2EoiajQG3kRERDXaOtiEZw+5m0pZKeIVuPE8897dlbYPhcvu19zcjI6ODkgSL1gTnYz4m0tERFSj/++G87Cx01t2W+Xfrfg9kqug20w4HOYIeKKTGDPeRERENfL7/bjzyiGk02n4/X6k02kIIXDddw9hJm0/sXKqZMGkJEno7e3FkSNHkMvlbB/n8/lY1010kmPgTURE5CAej2N0dBTRaBQdHR0AikN0ZFlGOp0GUAyM5zLOY+Lbjy2qlGUZAwMDCIVCUFUVY2NjZfer7I5y/toWfGvDhka9JSI6Dhh4ExEROcjn88jlcpicnMTc3BwkSYIQAoqi4Ef7540FkE5htyIVu5V4PB4MDQ3B6y2Wp0QikbL7mbUkfObALD78D8/ggY+f38i3RkSriIE3ERGRg0KhYPxZLwnZNRzHvc/PYDHrnOXW/eH5bdixIYq+vj4j6AYAj8djlKwA1i0Jd78+U8/mE9EJgoE3ERGRjT99eB+++dwbKGiAJIDL1ocAAI+9lqjpeT50Xh9+/73nWHYkCYfDRuBNRKcmdjUhIiKy8KcP78P9zxaDbgAoaMWAu9agGwC+9fwIHnlp3PLnbW1tHPtOdIpj4E1ERGThW88dbujz3fbdvZY/83g86O3tBWDdmnDbOg7OITqZMfAmIiKyoGru67d1lWPeS+UKlj8CUFxkGQgE8Lkd3VXB97Z1rVxYSXSS4zUtIiIiC5KAUWbi1s1bW3Hn7um6X7O7uxuyLOOhN70J8XgcTU1NdT8XEZ1YmPEmIiKy8P63dNT8mHqnUuqCwSB8Ph8kSWLQTXSKYeBNRERk4W8+dB4CHuvSESus0SYiMwy8iYiIbKRztdWa3PDQCC5eHzENvg9Op/Dwi6ON2jQiOsmwxpuIiMhGTzSA0bmU6/tPJlTcuXsaZnny0bkUPvPgPgDA1ef2NmgLiehkwYw3ERGRjdsuPRM+pTyMVlx8e1rlyVM5FXc88eryN4yITjoMvImIiGz8v58dRCa/FEbLojj6vfbK7yWjcyls+8K/seyE6DTjKvAWQhwUQuwTQuwVQuw5dttvCiF+KYQoCCE22zz2MiHEq0KI/UKITzdqw4mIiFbah//hGTw7PFd2m6oBP9q/iPaQvKznHp1L4bbvvsTgm+g0UkvGe7umaZs0TdOD7P8E8H4AP7F6gBBCBvAVAO8B8CYAHxJCvKnejSUiIlpNu1+fMb39paNZXL8puuznzxU0/OUjv1z28xDRyaHuUhNN017WNM2pSO3tAPZrmnZA07QsgP8H4H31viYREdFqccpEbx8KI+JbfsXmXCq37OcgopOD2yOGBuCHQogXhBA31vD8vQAOl/x95NhtVYQQNwoh9ggh9kxOTtbwEkRERI318IujuO2fX7K9z67h+CptDRGdKtwG3ts0TXsriiUjvy+EeIfLx5mtPTFd6K1p2r2apm3WNG1zLBZz+fRERESNd8cTryKnWvfv7m+S8eVnZ7CYKaziVhHRyc5VH29N08aO/X9CCPEQiiUklrXdJUYA9Jf8vQ/AWK0bSUREtJrGHPp2p1UgYxOY16I0Q/Xwi6O444lXMTaXQk/Uj/+54wxc87Z+y8cS0cnFMeMthAgJISL6nwFcguLCSjeeB7BBCDEkhPAC+CCAR+rdWCIiotXQEw1Y/iwWkjGVUBv2Wh/eOgCgGHR/+sFfYHQuBQ3A6Fwan35oH7ueEJ1C3GS8OwE8JITQ7/9NTdMeF0JcA+BLAGIA/lUIsVfTtEuFED0AvqZp2uWapuWFEDcDeAKADOCfNE3j8m0iIjqh/eH2NfiT772MvEklyXk9fjw/lsbkMoNvWQAf2jKAz159DgDgrx5/Gelc+Qtm8hr+4nv78JkHX0Lq2Oh6AeCaX2vFJ9/ZB1VVoaoqcrkcfD4fhoaGlrVNRLSyhKY15lJZI23evFnbs2fP8d4MIiI6zWSzWRw4cAD5fB6feGQEhxeqg2tFAi5ZF8JjryXqeo1Wv8AfvmsN7n32CMbmUuhu9uO/nd+Nv3x82HLapZnLN4Rw05Z24+/Nzc3o72dZCtHxJoR4oaT9dhlOriQiIjomkUggn8/j9ifHTYNuAMgXgJ++kcLlG0J1vcZsWsP/+dFBo6RkbD6N//Pkwaqx9E5+UBH4Nzc317U9RLR6XC2uJCIiOtV9+9kDuPPJ1zCZyDtmnhczBdy0pb2urLcGlI2gB+pbqFn6CFmWEQ6Ha34OIlpdDLyJiOi09+CeN/Dn33+lYZ1KVltLSwskiRexiU50/C0lIqLT3l89XlvQLVD/AB3ZoqJEqq3SpExLS0v9DyaiVcPAm4iITnsT8drGtmsA7to9XffrmQXZvRG5pudQBOD1erFmzRr4fL66t4WIVg8DbyIiOu11N/trfky9RSmqBhRMHmy1mNNKXgO+/MxRyHJtATsRHT8MvImI6LT3R5edhYDn5AtgH31lAa+//jpSKftJm0R0YmDgTUREp72rz+3F599/DnqjAQgA3U0nR+mGnjn3eDzHd0OIyBV2NSEiIkIx+L763F4AwOjoKLZ9ae/x3SAX9FrxfD4PReFXOtGJjhlvIiKiEpqmnTSlG5etLw7xyWazx3lLiMgNBt5EREQl4vE4crkcYqETv+ZbHxmfyWSO85YQkRu8LkVERHRMMpnEdf/4HPYeaVwgK1B/BxQ7pScG8XgcyWQS/3E4g6/89DDG59PoiQZw26VnGuUzRHT8MfAmIiICoKoqfufepxsadAPArdva8J19czW3C7QjAFy/KQoAUBQFiUQCn3hkpOw1RudS+PSDvwAABt9EJwgG3kRERAAmJycbGnTLArjlgjZsHwpj+1AY9zw3hcf3J0x7eNfq1m3F55VlGV6vF3/8g8OmgX06V8At396Lr+x6DU/e+i786cP78K3nDkPVNMhC4ENb+vHZq89Z/gYRkSsMvImIiAAsLCw05HlkAfzghg1lCx7veW4Kj72WaMjzA8D2obDx52QyiZeO2i+ufG0igTf/2b8iUTKgU9U03P/sGwDA4JtolXBxJREREVBTO76IV+DyDSHTn126PlTVZaSRQTcA7BqOAyiOjL/nuSlXjykNukt967nDjdosInLAwJuIiOiYjZ1eV/dbzGrweDy48qymqp89dSBpBMYrZefeOewezeKD33xt2UG9qq3E0k8iMsPAm4iITjvz8/N49dVXMTw8jHw+b3QF+dyObtfB9/f+aw4/PrBYdXtG1bBz71yDt7jcZELF53eNYzKx/AWbshAN2CIicoM13kREdFp5+MVRfP5ff4mJeA7tIRlb+0fww9cWkKmIYWMhGR9/eyc+v2vMsh3gYtb8J7UExH5FIJ0/flnnD23pP26vTXS6EdoJeIlp8+bN2p49e473ZhAR0Snm4RdH8ZkH9yGVcxcY+2QBnyKwkCnU/FqSAAra0v+tfOZdXbjjJ0eQr/0lauKRgKt+rR0P75tmVxOiFSSEeEHTtM1mP2PGm4iITht3PPGq66AbKJaN1Dv+Rg+27YLujrCCX+/3I3t+G3buncNUQkV7SG5ICUmlXAEYW8zj9c9f3vDnJiJ3GHgTEdFpY2wuVfNjMioQUoBEvvx2nyzgla3LTZz4ZIHrNjZD0zSj17fX60U2m8UV9x+q6zmdPDM8tyLPS0TuMPAmIqLTRleTD+MLtQ/JSeSB/iYZaRWYSqiIhRVct7EZAPDlZ2eOZcadSQLQNCAWUvC7b23BOweDAIrtAfWMdyy8sl/NZ//ZD/D597+F0yyJjgMG3kREdFrI5/P48DkRfOnZrOtAudThBRWPXjsIAMbESCEEFFnGfS/MYKIyJW5C04BHr1sDSZKgqsVykl3Dcdy5e9q4z0Tc+XmWI5Ur4DMP7gPAUfJEq43tBImI6JSmNxGYm5uDBg1eeelnEZ/kun0gAPj9fgQCAXg8HqRSKSSTSVw4EMDvvbUVkouufBqA937jIC7/+gFj8M3dT0/bP2gFpHIq7nji1VV/XaLTHTPeRER0ysrn85icnEQ8HsdT+xeqykKyeQ0Xr4/gPyem4SYJnk6ny8pC2kMyzuvx46kDSdtFlJU0LE2zrCP53hD11LsT0fIw8CYiolPOQy8cxl//8FUcmc+gPSTj+k1R7Nw7V1ViklG1sjIPOxs7vdg1HC8L3icTqu3kyIhX2C6+fHx/Y0fJ16InGjhur010umLgTUREp5SHXjiMT373F8bfJxOq6+DazktHs3jpaG3Pc+N5rbhr97RlQ8JasuSNtqaNgTfRamONNxERnVI+VRJ0H287986hPSTb3qe/yf7nK+WZAzPH5XWJTmcMvImI6JSywgMgazKZUHH9pijs1l2mVdS0wLNRjme2neh0xVITIiKiFeRU5jKVUHHfNX0AUFVDTkSnFma8iYjolPGnD+873ptQs9JSFLMFoCsl4GEIQLTa+FtHRESnhD99eB/uf/aN470ZNfHJAtdvihp/n0qolvcVKPYdbwQJwOff/5aGPBcRucfAm4iITgnfeu5wQ5/Pt4JrHgWAWEjGzVtbsWNDFD6fD4qiWC7EjIVk/Ov1Q/iXD6/D5RtCy379u357E6dWEh0HrPEmIqJTgqo1tkQjY518BgBIwnqBot3PAOD71w7C4/FAlmWk02nk83n4/X5cvylaVeOtZ8U/88QoXjqareOdVGPQTXR8MPAmIqJTgixEw4NvM7GQbCyGvPL+Q6Y9ujWt2KnELFDub5LxkYdGMZnIG8N9tg+FkU6nsWNDFIos474XZjCZyCMWVnDdxmbc98IMZtLVr7Sx04uL10fwd8/OIFcSrNsF/tvWtdb1volo+Rh4ExHRKeFDW/pXpca7tCa7PSRj0qQuWwMwFlfR3yTj8MLSz/ubZEwkCmWTL7/8bLGf9vahMAqFAi4cCODCgWJGOhgM4m92vWEadAPFoT6f2xFGW2srvvLTEYzNpdATDeC2S88EANz23b3IlfRX3LauFQ98/PzlvH0iWgYG3kREdEr47NXnrErg/Z19c9g+FAYA09IQ3WRChU8W+ON3dODCgeKUyBseGjEdW79zb/E5n3p9ATv3zmEqoaI9JOPjb+90NVb+vb/Wid/ZdkbV7SwpITqxcHElERGdMqIBz4q/RmkGe/tQGB0h66/SjKrhvheW+nhbdS2ZSqhGD+/JhAoNx0bd/2TccdBNIBBAMpmEtgplNkS0PAy8iYjolPGXV715VV/v9ifHywJxM6WlKFZdS9pDsmkPbzc9vS/6h1fwji/9HA/8x6sutpiIjicG3kREdMq4+txe3P3bm1A5G6a/SYZkN7e9Tm66jMTCS1Wdqlo90F7vWmLXw9tJrgD8+WOv4+EXR+t+DiJaeazxJiKiU8rV5/bi6nN7kUgkcPToUSSTSQCNG8fe3+S+wbdPFrhuYzMA4BOPjJguksyoGu7aPW3aHQUodlHZ0hfEo68u2r5WQQPueOJV1nUTncAYeBMR0SkpFAph7dq1yOfzyGQyaGoq1lrf+/wMFrPugm8BlAXE/U0yvnpVn+ttuHlrq7EQ064kxW5rJhMqfjaScvV6Y3Pu7kdExwdLTYiI6JSmKApCoRA6Ozvxe+96M374iXPxqW1tiFnUW5cqDYh9ssBvnRMt+/nGTq/lY2Mh2Qi6l2sikXd1v55ooCGvR0Qrg4E3ERGdFnw+HyKRCNra2uD1eCCEQC1l33rbv1Kf29FtWnqi122vJknA6N9NRCcmBt5ERHRaeeSlcdz106OYiOdtSzzMmA3L+epVfbjq7KixeFMSwEVrg1XZ7lpqw+30mmS1fYqEu35rE+u7iU5wrPEmIqLTyl0/2r+sBZa7huPYPhTGruE4du6dqwrGCxrw1IEkzu6IlwXfX72qD594ZMSx/aCd3mgAuz/9bgCApmlQVRWKwq9yopMFf1uJiOi0Mj6fXtbj9XITuw4ppdMoS1UuzNw1HMedu6fh1jvWt0DTtGKZjBAMuolOMvyNJSKi00pPNIDRZXT/mEqopsNuzO7nZPtQ2DRrDgA+GchU3Pzdn4/h0X3jiGc09EQDuO3SM1leQnQSYY03ERGdVm679EzIDqsqfbJAxGt+J32cuxOrKZWVrt8Uha9ig3yygFep/orOF4DFjAYNwOhcCp95cB+H5hCdRBh4ExHRaccsWR3xFrucxEIybt7aihvPa60KiN1y29Xk9ifHcefu6bLseSwk41Pv6EY8Uz3lslIqp+JT33kJQ5/+V2z7wr8xCCc6wTHwJiKi08pt391revtiVsOt29pw3zV92D4UxvahMG7e2oquJm9NbQc7QkrZ4Bwrtz85bjpyvics4+INza4z5qq2lAG/5dt78Za/eLyGrSWi1cQabyIiOq3kbBLJX352BgCMoPmDW9fhD66MAQDWfPpfLR8nCeCy9SHctKUdHo8HuVzO6HoylVDRHpJx/aZoWTBuFnSX3n79pmhdI+4XMiq2fO5JPHf7jpoeR0QrjxlvIiKiYzKqhr99ehq7huOIxWJob2939Ti9heCu4ThyuRx++kYKX352BpMJ1agJ//KzM9g1HHf1fJqmGRn3WEiGABDxSY616bqji+ZBPREdXwy8iYiIShQ04CvPzeDp0RyEWIp0t61rtX1c6WTL+35enanOqBq+sXfeVQvAVKrYdWX7UBj3XdOH7187iG/9Zj9uuaDNCMSl+srPieg4YuBNRESnDVVVsanL53i/dF7D3/zwV2W3PfDx83H+2hbbx+ktBCfjedOfTybyaG0tBvAbO72m97G6HSgPxD95QZvtthDRiYeBNxERnTZGR0fx2Yu7bINb3ZhJr+9v3XgBDn7hveiN+k0fEwspWLt2LTqbzJ+/JxpAIFAc+f65Hd1V27Gpy4fP7eg2/u7z+Yz7V9o+FEbIInneGXF+f0S0+ri4koiITguapiGTyQAoBr1NTU14ZiyPP/ney6btBXui5gEvANx26Vn49IO/QLpkpaZfkfA/Lz0DwWAQt168Hn/2vZfLyk0CHhm3XXomCoWlx5QG2QAQDAaRy+XQ1NSE1tZWeDweSJIEVVUxMjKCxcXFsvt/+4ODuP6f38BMeul1OiNeLqwkOkEx8CYiotOCEALr16/H9HRxRHtbWxsGBgR8Ph8+8+A+pHJLQ3H0INmKPi3yrx9/GePzmaopkr/xtgEUVBVf+vc3MDaXKvt5LpdDOBxGIpFALBaDqqqYnp6G3+9HX18fFEWBJJVfkJZlGdFoFLlcDul0GkIIyLIMr9eLR2/cBFmW0dnZ2ehdRkQNJjSttjZFq2Hz5s3anj17jvdmEBHRaeLhF0dxxxOvVgXJK0XTNCQSCYTDYaTTaczNzSEWi0GW7Xt369/ZhUIBkiSVLf4kohODEOIFTdM2m/6MgTcRERERUWPYBd5cXElEREREtAoYeBMRERERrQIG3kREREREq4CBNxERERHRKmDgTURERES0Chh4ExERERGtAgbeRERERESrgIE3EREREdEqYOBNRERERLQKGHgTEREREa0CBt5ERERERKuAgTcRERER0Spg4E1EREREtAoYeBMRERERrQIG3kREREREq4CBNxERERHRKmDgTURERES0Chh4ExERERGtAgbeRERERESrgIE3EREREdEqYOBNRERERLQKGHgTEREREa0CBt5ERERERKuAgTcRERER0Spg4E1EREREtAoYeBMRERERrQIG3kREREREq4CBNxERERHRKmDgTURERES0Chh4ExERERGtAgbeRERERESrgIE3EREREdEqYOBNRERERLQKGHgTEREREa0CBt5ERERERKuAgTcRERER0SoQmqYd722oIoSYBHDoeG/HCmgHMHW8N+Ikx324fNyHy8d9uHzch43B/bh83IfLx31YblDTtJjZD07IwPtUJYTYo2na5uO9HScz7sPl4z5cPu7D5eM+bAzux+XjPlw+7kP3WGpCRERERLQKGHgTEREREa0CBt6r697jvQGnAO7D5eM+XD7uw+XjPmwM7sfl4z5cPu5Dl1jjTURERES0CpjxJiIiIiJaBQy8iYiIiIhWAQPvBhNC+IUQPxNCvCSE+KUQ4n+Z3OddQoh5IcTeY//9+fHY1hOdEEIWQrwohHjU5GdCCPF3Qoj9QohfCCHeejy28UTnsA/5OXQghDgohNh3bP/sMfk5P4cOXOxDfg4dCCGiQoh/FkK8IoR4WQhxfsXP+Tl04GIf8nPoQAhxZsn+2SuEWBBC3FJxH34WHSjHewNOQRkA79Y0LS6E8AD4DyHEDzRNe7bifj/VNO2K47B9J5M/BPAygCaTn70HwIZj/20B8NVj/6dydvsQ4OfQje2aplkNhuDn0B27fQjwc+jkiwAe1zTtA0IIL4Bgxc/5OXTmtA8Bfg5taZr2KoBNQDGpA2AUwEMVd+Nn0QEz3g2mFcWP/dVz7D+uYK2REKIPwHsBfM3iLu8DsPPY/n4WQFQI0b1qG3gScLEPafn4OaQVJYRoAvAOAP8IAJqmZTVNm6u4Gz+HNlzuQ6rNRQBe1zStcso4P4sOGHivgGOX9/cCmADwpKZpz5nc7fxj5Sg/EEK8eXW38KRwN4A/AlCw+HkvgMMlfx85dhstuRv2+xDg59CJBuCHQogXhBA3mvycn0NnTvsQ4OfQzloAkwDuO1Y29jUhRKjiPvwc2nOzDwF+DmvxQQDfMrmdn0UHDLxXgKZpqqZpmwD0AXi7EOLXKu7ycwCDmqZtBPAlAA+v7hae2IQQVwCY0DTtBbu7mdzGKwvHuNyH/Bw626Zp2ltRvHz6+0KId1T8nJ9DZ077kJ9DewqAtwL4qqZp5wJIAPh0xX34ObTnZh/yc+jSsVKdqwB81+zHJrfxs1iCgfcKOnYp68cALqu4fUEvR9E07TEAHiFE+6pv4IlrG4CrhBAHAfw/AO8WQtxfcZ8RAP0lf+8DMLY6m3dScNyH/Bw60zRt7Nj/J1CsZXx7xV34OXTgtA/5OXQ0AmCk5MrpP6MYRFbeh59Da477kJ/DmrwHwM81TTtq8jN+Fh0w8G4wIURMCBE99ucAgIsBvFJxny4hhDj257ej+O8wvcqbesLSNO0zmqb1aZq2BsXLWf+madq1FXd7BMD1x1ZQbwUwr2na+Gpv64nKzT7k59CeECIkhIjofwZwCYD/rLgbP4c23OxDfg7taZp2BMBhIcSZx266CMB/VdyNn0MbbvYhP4c1+RDMy0wAfhYdsatJ43UD+PqxFb8SgO9omvaoEOK/A4Cmaf8XwAcAfEIIkQeQAvBBjSNEHVXsw8cAXA5gP4AkgBuO46adNPg5rEkngIeOfRcrAL6padrj/BzWxM0+5OfQ2R8AeODYJf4DAG7g57BmTvuQn0MXhBBBADsA/LeS2/hZrAFHxhMRERERrQKWmhARERERrQIG3kREREREq4CBNxERERHRKmDgTURERES0Chh4ExERERGtAgbeRERERESrgIE3EREREdEq+P8B5F3SHxygw3gAAAAASUVORK5CYII=",
      "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": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_dst['savedindex'] = nl_map_dst.index #Save the index values as a new column\n",
    "\n",
    "intersecting = nl_map_clean.sjoin(nl_map_dst, how='inner')['savedindex'] #Find the polygons that intersect. Keep savedindex as a series\n",
    "\n",
    "nl_map_dst = nl_map_dst.loc[nl_map_dst.savedindex.isin(intersecting)] #Filter away these, \"savedindex is in intersecting\"\n",
    "\n",
    "nl_map_dst.to_crs(epsg=4326).plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lillian/anaconda3/lib/python3.9/site-packages/geopandas/geodataframe.py:1351: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  super().__setitem__(key, value)\n"
     ]
    }
   ],
   "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['c28992r500'] = nl_map_dst['c28992r500'].apply(lambda x: str(x))\n",
    "\n",
    "nl_map_dst_zero = nl_map_dst.copy()\n",
    "\n",
    "zero_mask_pop = nl_map_dst['INWONER'] == -99997\n",
    "nl_map_dst = nl_map_dst[~zero_mask_pop]\n",
    "zero_mask_pop2 = nl_map_dst['INWONER'] == 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 = [\"c28992r500\", \"INWONER\"],\n",
    "    key_on = 'feature.properties.c28992r500',\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": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_hmp = [[point.xy[1][0], point.xy[0][0]] for point in gdf_wims.geometry]\n",
    "\n",
    "plugins.HeatMap(gdf_wims_hmp, name=\"Stemlokalen Heatmap\").add_to(map)\n",
    "\n",
    "folium.LayerControl().add_to(map)\n",
    "\n",
    "\n",
    "\n",
    "embed_map(map)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151102</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151103</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151105</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151106</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151107</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>-99997</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                       geometry  savedindex\n",
       "2       E2270N6190   -99997  POINT (227250.000 619250.000)           2\n",
       "3       E2275N6190   -99997  POINT (227750.000 619250.000)           3\n",
       "4       E2280N6190   -99997  POINT (228250.000 619250.000)           4\n",
       "7       E2265N6185   -99997  POINT (226750.000 618750.000)           7\n",
       "8       E2270N6185   -99997  POINT (227250.000 618750.000)           8\n",
       "...            ...      ...                            ...         ...\n",
       "151102  E1990N3070   -99997  POINT (199250.000 307250.000)      151102\n",
       "151103  E1995N3070   -99997  POINT (199750.000 307250.000)      151103\n",
       "151105  E1910N3065   -99997  POINT (191250.000 306750.000)      151105\n",
       "151106  E1920N3065       20  POINT (192250.000 306750.000)      151106\n",
       "151107  E1925N3065   -99997  POINT (192750.000 306750.000)      151107\n",
       "\n",
       "[140002 rows x 4 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_points = nl_map_dst.copy()\n",
    "nl_map_dst_points['geometry'] = nl_map_dst_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points = nl_map_dst_zero.copy()\n",
    "nl_map_dst_zero_points['geometry'] = nl_map_dst_zero_points['geometry'].centroid\n",
    "\n",
    "nl_map_dst_zero_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</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>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2050N6110</td>\n",
       "      <td>5</td>\n",
       "      <td>POINT (205250.000 611250.000)</td>\n",
       "      <td>267</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>1331.950309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2060N6110</td>\n",
       "      <td>15</td>\n",
       "      <td>POINT (206250.000 611250.000)</td>\n",
       "      <td>269</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>688.536284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2055N6105</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (205750.000 610750.000)</td>\n",
       "      <td>292</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>672.375861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2060N6105</td>\n",
       "      <td>185</td>\n",
       "      <td>POINT (206250.000 610750.000)</td>\n",
       "      <td>293</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>228.220493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2065N6105</td>\n",
       "      <td>340</td>\n",
       "      <td>POINT (206750.000 610750.000)</td>\n",
       "      <td>294</td>\n",
       "      <td>30871</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>GM0088</td>\n",
       "      <td>1</td>\n",
       "      <td>Gemeentehuis (Raadzaal)</td>\n",
       "      <td>kantoorfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>ja</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>Schiermonnikoog</td>\n",
       "      <td>NaN</td>\n",
       "      <td>postbus20@schiermonnikoog.nl, 0519-535050</td>\n",
       "      <td>https://www.schiermonnikoog.nl/in-de-gemeente/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0088stembureaus20220316009</td>\n",
       "      <td>35abba36eca7485c89e82b2917633ae7</td>\n",
       "      <td>389.974214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   c28992r500  INWONER                       geometry  savedindex    _id  \\\n",
       "0  E2050N6110        5  POINT (205250.000 611250.000)         267  30871   \n",
       "1  E2060N6110       15  POINT (206250.000 611250.000)         269  30871   \n",
       "2  E2055N6105       20  POINT (205750.000 610750.000)         292  30871   \n",
       "3  E2060N6105      185  POINT (206250.000 610750.000)         293  30871   \n",
       "4  E2065N6105      340  POINT (206750.000 610750.000)         294  30871   \n",
       "\n",
       "          Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0  Schiermonnikoog           GM0088                  1   \n",
       "1  Schiermonnikoog           GM0088                  1   \n",
       "2  Schiermonnikoog           GM0088                  1   \n",
       "3  Schiermonnikoog           GM0088                  1   \n",
       "4  Schiermonnikoog           GM0088                  1   \n",
       "\n",
       "           Naam stembureau Gebruiksdoel van het gebouw  ...  \\\n",
       "0  Gemeentehuis (Raadzaal)              kantoorfunctie  ...   \n",
       "1  Gemeentehuis (Raadzaal)              kantoorfunctie  ...   \n",
       "2  Gemeentehuis (Raadzaal)              kantoorfunctie  ...   \n",
       "3  Gemeentehuis (Raadzaal)              kantoorfunctie  ...   \n",
       "4  Gemeentehuis (Raadzaal)              kantoorfunctie  ...   \n",
       "\n",
       "  Gehandicaptentoilet     Kieskring ID  Hoofdstembureau  Tellocatie  \\\n",
       "0                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "1                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "2                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "3                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "4                  ja  Schiermonnikoog  Schiermonnikoog         NaN   \n",
       "\n",
       "                    Contactgegevens gemeente  \\\n",
       "0  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "1  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "2  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "3  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "4  postbus20@schiermonnikoog.nl, 0519-535050   \n",
       "\n",
       "                         Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0  https://www.schiermonnikoog.nl/in-de-gemeente/...          NaN   \n",
       "1  https://www.schiermonnikoog.nl/in-de-gemeente/...          NaN   \n",
       "2  https://www.schiermonnikoog.nl/in-de-gemeente/...          NaN   \n",
       "3  https://www.schiermonnikoog.nl/in-de-gemeente/...          NaN   \n",
       "4  https://www.schiermonnikoog.nl/in-de-gemeente/...          NaN   \n",
       "\n",
       "                                  ID                              UUID  \\\n",
       "0  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "1  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "2  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "3  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "4  NLODSGM0088stembureaus20220316009  35abba36eca7485c89e82b2917633ae7   \n",
       "\n",
       "          dist  \n",
       "0  1331.950309  \n",
       "1   688.536284  \n",
       "2   672.375861  \n",
       "3   228.220493  \n",
       "4   389.974214  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from scipy.spatial import cKDTree\n",
    "from shapely.geometry import Point\n",
    "#Found on https://gis.stackexchange.com/questions/222315/finding-nearest-point-in-other-geodataframe-using-geopandas\n",
    "def ckdnearest(gdA, gdB):\n",
    "\n",
    "    nA = np.array(list(gdA.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    nB = np.array(list(gdB.geometry.apply(lambda x: (x.x, x.y))))\n",
    "    btree = cKDTree(nB)\n",
    "    dist, idx = btree.query(nA, k=1)\n",
    "    gdB_nearest = gdB.iloc[idx].drop(columns=\"geometry\").reset_index(drop=True)\n",
    "    gdf = pd.concat(\n",
    "        [\n",
    "            gdA.reset_index(drop=True),\n",
    "            gdB_nearest,\n",
    "            pd.Series(dist, name='dist')\n",
    "        ], \n",
    "        axis=1)\n",
    "\n",
    "    return gdf\n",
    "\n",
    "#error bar is +- sqrt(250²*2)m ≈ +-353.553390593m\n",
    "error = np.sqrt(250**2 + 250**2)\n",
    "df_nearest = ckdnearest(nl_map_dst_points.to_crs(epsg=28992), gdf_wims_dedupe.to_crs(epsg=28992))\n",
    "df_nearest.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Bevolking (Millioenen)')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest['dist'].plot(kind=\"hist\", weights=df_nearest['INWONER'], figsize=(13,13), density=False, log=True).set_ylabel('Bevolking (Millioenen)')"
   ]
  },
  {
   "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": 27,
   "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>c28992r500</th>\n",
       "      <th>INWONER</th>\n",
       "      <th>geometry</th>\n",
       "      <th>savedindex</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>...</th>\n",
       "      <th>Gehandicaptentoilet</th>\n",
       "      <th>Kieskring ID</th>\n",
       "      <th>Hoofdstembureau</th>\n",
       "      <th>Tellocatie</th>\n",
       "      <th>Contactgegevens gemeente</th>\n",
       "      <th>Verkiezingswebsite gemeente</th>\n",
       "      <th>Verkiezingen</th>\n",
       "      <th>ID</th>\n",
       "      <th>UUID</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>E2270N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227250.000 619250.000)</td>\n",
       "      <td>2</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17236.920436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E2275N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227750.000 619250.000)</td>\n",
       "      <td>3</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17280.014918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>E2280N6190</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (228250.000 619250.000)</td>\n",
       "      <td>4</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>17337.427867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E2265N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (226750.000 618750.000)</td>\n",
       "      <td>7</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16708.725120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2270N6185</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (227250.000 618750.000)</td>\n",
       "      <td>8</td>\n",
       "      <td>31030</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>GM1966</td>\n",
       "      <td>1</td>\n",
       "      <td>Dorpshuis Pieterburen</td>\n",
       "      <td>bijeenkomstfunctie,logiesfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>Het Hogeland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>verkiezingen@hethogeland.nl</td>\n",
       "      <td>https://hethogeland.nl/bestuur-en-organisatie/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1966stembureaus20220316009</td>\n",
       "      <td>6df04b8dd4be4aa3b4a03f221ab5ad17</td>\n",
       "      <td>16738.249149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139997</th>\n",
       "      <td>E1990N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (199250.000 307250.000)</td>\n",
       "      <td>151102</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>Auw Sjoel</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>2010.126740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139998</th>\n",
       "      <td>E1995N3070</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (199750.000 307250.000)</td>\n",
       "      <td>151103</td>\n",
       "      <td>4103</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>GM0981</td>\n",
       "      <td>3</td>\n",
       "      <td>Auw Sjoel</td>\n",
       "      <td>bijeenkomstfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>Vaals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Team verkiezingen, verkiezingen2022@vaals.nl</td>\n",
       "      <td>http://www.vaals.nl/verkiezingen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM0981stembureaus20220316009</td>\n",
       "      <td>3dfcfccd163145698a33b19623c5c3f3</td>\n",
       "      <td>1949.951758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139999</th>\n",
       "      <td>E1910N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (191250.000 306750.000)</td>\n",
       "      <td>151105</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2880.233287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140000</th>\n",
       "      <td>E1920N3065</td>\n",
       "      <td>20</td>\n",
       "      <td>POINT (192250.000 306750.000)</td>\n",
       "      <td>151106</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2746.345509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140001</th>\n",
       "      <td>E1925N3065</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (192750.000 306750.000)</td>\n",
       "      <td>151107</td>\n",
       "      <td>29739</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>GM1729</td>\n",
       "      <td>7</td>\n",
       "      <td>Gemeenschapshuis Patronaat</td>\n",
       "      <td>woonfunctie</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>Gulpen-Wittem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>info@gulpen-wittem.nl 14 043</td>\n",
       "      <td>https://www.gulpen-wittem.nl/onderwerpen/verki...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NLODSGM1729stembureaus20220316009</td>\n",
       "      <td>feb9d0a67a2f460f906d0d21e87bf690</td>\n",
       "      <td>2813.494018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140002 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        c28992r500  INWONER                       geometry  savedindex    _id  \\\n",
       "0       E2270N6190        0  POINT (227250.000 619250.000)           2  31030   \n",
       "1       E2275N6190        0  POINT (227750.000 619250.000)           3  31030   \n",
       "2       E2280N6190        0  POINT (228250.000 619250.000)           4  31030   \n",
       "3       E2265N6185        0  POINT (226750.000 618750.000)           7  31030   \n",
       "4       E2270N6185        0  POINT (227250.000 618750.000)           8  31030   \n",
       "...            ...      ...                            ...         ...    ...   \n",
       "139997  E1990N3070        0  POINT (199250.000 307250.000)      151102   4103   \n",
       "139998  E1995N3070        0  POINT (199750.000 307250.000)      151103   4103   \n",
       "139999  E1910N3065        0  POINT (191250.000 306750.000)      151105  29739   \n",
       "140000  E1920N3065       20  POINT (192250.000 306750.000)      151106  29739   \n",
       "140001  E1925N3065        0  POINT (192750.000 306750.000)      151107  29739   \n",
       "\n",
       "             Gemeente CBS gemeentecode  Nummer stembureau  \\\n",
       "0        Het Hogeland           GM1966                  1   \n",
       "1        Het Hogeland           GM1966                  1   \n",
       "2        Het Hogeland           GM1966                  1   \n",
       "3        Het Hogeland           GM1966                  1   \n",
       "4        Het Hogeland           GM1966                  1   \n",
       "...               ...              ...                ...   \n",
       "139997          Vaals           GM0981                  3   \n",
       "139998          Vaals           GM0981                  3   \n",
       "139999  Gulpen-Wittem           GM1729                  7   \n",
       "140000  Gulpen-Wittem           GM1729                  7   \n",
       "140001  Gulpen-Wittem           GM1729                  7   \n",
       "\n",
       "                   Naam stembureau       Gebruiksdoel van het gebouw  ...  \\\n",
       "0            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "1            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "2            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "3            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "4            Dorpshuis Pieterburen  bijeenkomstfunctie,logiesfunctie  ...   \n",
       "...                            ...                               ...  ...   \n",
       "139997                   Auw Sjoel                bijeenkomstfunctie  ...   \n",
       "139998                   Auw Sjoel                bijeenkomstfunctie  ...   \n",
       "139999  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "140000  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "140001  Gemeenschapshuis Patronaat                       woonfunctie  ...   \n",
       "\n",
       "       Gehandicaptentoilet   Kieskring ID  Hoofdstembureau  Tellocatie  \\\n",
       "0                      NaN   Het Hogeland     Het Hogeland         NaN   \n",
       "1                      NaN   Het Hogeland     Het Hogeland         NaN   \n",
       "2                      NaN   Het Hogeland     Het Hogeland         NaN   \n",
       "3                      NaN   Het Hogeland     Het Hogeland         NaN   \n",
       "4                      NaN   Het Hogeland     Het Hogeland         NaN   \n",
       "...                    ...            ...              ...         ...   \n",
       "139997                 NaN          Vaals            Vaals         NaN   \n",
       "139998                 NaN          Vaals            Vaals         NaN   \n",
       "139999                 NaN  Gulpen-Wittem    Gulpen-Wittem         NaN   \n",
       "140000                 NaN  Gulpen-Wittem    Gulpen-Wittem         NaN   \n",
       "140001                 NaN  Gulpen-Wittem    Gulpen-Wittem         NaN   \n",
       "\n",
       "                            Contactgegevens gemeente  \\\n",
       "0                        verkiezingen@hethogeland.nl   \n",
       "1                        verkiezingen@hethogeland.nl   \n",
       "2                        verkiezingen@hethogeland.nl   \n",
       "3                        verkiezingen@hethogeland.nl   \n",
       "4                        verkiezingen@hethogeland.nl   \n",
       "...                                              ...   \n",
       "139997  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139998  Team verkiezingen, verkiezingen2022@vaals.nl   \n",
       "139999                  info@gulpen-wittem.nl 14 043   \n",
       "140000                  info@gulpen-wittem.nl 14 043   \n",
       "140001                  info@gulpen-wittem.nl 14 043   \n",
       "\n",
       "                              Verkiezingswebsite gemeente Verkiezingen  \\\n",
       "0       https://hethogeland.nl/bestuur-en-organisatie/...          NaN   \n",
       "1       https://hethogeland.nl/bestuur-en-organisatie/...          NaN   \n",
       "2       https://hethogeland.nl/bestuur-en-organisatie/...          NaN   \n",
       "3       https://hethogeland.nl/bestuur-en-organisatie/...          NaN   \n",
       "4       https://hethogeland.nl/bestuur-en-organisatie/...          NaN   \n",
       "...                                                   ...          ...   \n",
       "139997                   http://www.vaals.nl/verkiezingen          NaN   \n",
       "139998                   http://www.vaals.nl/verkiezingen          NaN   \n",
       "139999  https://www.gulpen-wittem.nl/onderwerpen/verki...          NaN   \n",
       "140000  https://www.gulpen-wittem.nl/onderwerpen/verki...          NaN   \n",
       "140001  https://www.gulpen-wittem.nl/onderwerpen/verki...          NaN   \n",
       "\n",
       "                                       ID                              UUID  \\\n",
       "0       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "1       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "2       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "3       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "4       NLODSGM1966stembureaus20220316009  6df04b8dd4be4aa3b4a03f221ab5ad17   \n",
       "...                                   ...                               ...   \n",
       "139997  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139998  NLODSGM0981stembureaus20220316009  3dfcfccd163145698a33b19623c5c3f3   \n",
       "139999  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140000  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "140001  NLODSGM1729stembureaus20220316009  feb9d0a67a2f460f906d0d21e87bf690   \n",
       "\n",
       "                dist  \n",
       "0       17236.920436  \n",
       "1       17280.014918  \n",
       "2       17337.427867  \n",
       "3       16708.725120  \n",
       "4       16738.249149  \n",
       "...              ...  \n",
       "139997   2010.126740  \n",
       "139998   1949.951758  \n",
       "139999   2880.233287  \n",
       "140000   2746.345509  \n",
       "140001   2813.494018  \n",
       "\n",
       "[140002 rows x 44 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl_map_dst_zero_points[\"INWONER\"].mask(nl_map_dst_zero_points[\"INWONER\"] == -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[\"INWONER\"].dropna()\n",
    "df_nearest_zero[\"dist\"].dropna()\n",
    "df_nearest_zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>Naam stembureau</th>\n",
       "      <th>dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>47198</th>\n",
       "      <td>Ridderkerk</td>\n",
       "      <td>Gemeentehuis</td>\n",
       "      <td>3.835321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32760</th>\n",
       "      <td>Baarn</td>\n",
       "      <td>Dorpshuis de Furs</td>\n",
       "      <td>4.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5146</th>\n",
       "      <td>Groningen</td>\n",
       "      <td>Dorpshuis De Hoeksteen</td>\n",
       "      <td>5.577246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38896</th>\n",
       "      <td>Montfoort</td>\n",
       "      <td>Zalencentrum St. Joseph</td>\n",
       "      <td>5.703409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67384</th>\n",
       "      <td>Kerkrade</td>\n",
       "      <td>’t Westhoes</td>\n",
       "      <td>7.252446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23387</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Het Kruispunt</td>\n",
       "      <td>8207.619943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22440</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Gymzaal De Borg</td>\n",
       "      <td>8402.730770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22310</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>8540.805874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22439</th>\n",
       "      <td>Lelystad</td>\n",
       "      <td>Voormalige Scholengemeenschap De Rietlanden</td>\n",
       "      <td>9028.790070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22583</th>\n",
       "      <td>Zeewolde</td>\n",
       "      <td>Panta Rhei</td>\n",
       "      <td>9173.600947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67995 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Gemeente                              Naam stembureau         dist\n",
       "47198  Ridderkerk                                 Gemeentehuis     3.835321\n",
       "32760       Baarn                            Dorpshuis de Furs     4.000517\n",
       "5146    Groningen                       Dorpshuis De Hoeksteen     5.577246\n",
       "38896   Montfoort                      Zalencentrum St. Joseph     5.703409\n",
       "67384    Kerkrade                                  ’t Westhoes     7.252446\n",
       "...           ...                                          ...          ...\n",
       "23387    Zeewolde                                Het Kruispunt  8207.619943\n",
       "22440    Lelystad                              Gymzaal De Borg  8402.730770\n",
       "22310    Lelystad  Voormalige Scholengemeenschap De Rietlanden  8540.805874\n",
       "22439    Lelystad  Voormalige Scholengemeenschap De Rietlanden  9028.790070\n",
       "22583    Zeewolde                                   Panta Rhei  9173.600947\n",
       "\n",
       "[67995 rows x 3 columns]"
      ]
     },
     "execution_count": 28,
     "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": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Inwoners per 500m² (laagste is 5)', ylabel='Afstand tot stemlokaal (meter)'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest.plot.scatter(x = 'INWONER', y = 'dist', figsize=(13,13), xlabel=\"Inwoners per 500m² (laagste is 5)\", ylabel=\"Afstand tot stemlokaal (meter)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)', ylabel='Afstand tot stemlokaal (meter)'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nearest_zero.plot.scatter(x = 'INWONER', y = 'dist', figsize=(13,13), xlabel=\"Inwoners per 500m² (inclusief lege (<5 inwoners) vierkanten)\", ylabel=\"Afstand tot stemlokaal (meter)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIGSIZE = (13, 13)\n",
    "def plot_bargraph_with_groupings(df, groupby, colourby, title, xlabel, ylabel):\n",
    "\n",
    "    import matplotlib.patches as mpatches\n",
    "\n",
    "\n",
    "    # Makes the bargraph.\n",
    "    ax = df[groupby].value_counts().plot(kind='bar',\n",
    "                                         figsize=FIGSIZE,\n",
    "                                         title=title)\n",
    "    \n",
    "\n",
    "    # display the graph.\n",
    "    \n",
    "    ax.set_xlabel(xlabel)\n",
    "    ax.set_ylabel(ylabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "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": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_wims_exploded = gdf_wims_dedupe.drop('Gebruiksdoel van het gebouw', axis=1).join(\n",
    "  gdf_wims_dedupe['Gebruiksdoel van het gebouw'].str.split(',', expand=True).stack().reset_index(level=1,drop=True).rename('Gebruiksdoel van het gebouw'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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": [
    "plot_bargraph_with_groupings(gdf_wims_exploded, 'Gebruiksdoel van het gebouw', 'Gemeente', 'Gebruiksdoelen van Stemlokalen', 'Gebruiksdoel', 'Hoeveelheid Stemlokalen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Amsterdam              456\n",
       "Rotterdam              398\n",
       "'s-Gravenhage          271\n",
       "Utrecht                162\n",
       "Breda                   90\n",
       "Eindhoven               86\n",
       "Groningen               85\n",
       "Apeldoorn               71\n",
       "Enschede                69\n",
       "Alphen aan den Rijn     66\n",
       "Leiden                  52\n",
       "Deventer                51\n",
       "West Betuwe             37\n",
       "Waadhoeke               33\n",
       "Amsterdam              382\n",
       "Rotterdam              375\n",
       "'s-Gravenhage          258\n",
       "Utrecht                161\n",
       "Groningen              122\n",
       "Breda                   89\n",
       "Haarlemmermeer          79\n",
       "Nijmegen                74\n",
       "'s-Hertogenbosch        40\n",
       "Het Hogeland            39\n",
       "Zoetermeer              38\n",
       "Staphorst                2\n",
       "Name: Gemeente, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "wims_count = gdf_wims_dedupe['Gemeente'].value_counts()\n",
    "\n",
    "\n",
    "geojson_rename = df_geojson_dedupe.rename(columns = {'electionName': 'Gemeente'})\n",
    "geojson_count = geojson_rename['Gemeente'].str.slice(13, -5).value_counts()\n",
    "\n",
    "pd.concat([geojson_count, wims_count]).drop_duplicates(keep=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Openingstijden 14-03-2022</th>\n",
       "      <th>Openingstijden 15-03-2022</th>\n",
       "      <th>Openingstijden 16-03-2022</th>\n",
       "      <th>UUID</th>\n",
       "      <th>Gemeente</th>\n",
       "      <th>CBS gemeentecode</th>\n",
       "      <th>Openingstijden 14-03-2022 van</th>\n",
       "      <th>Openingstijden 14-03-2022 tot</th>\n",
       "      <th>Openingstijden 15-03-2022 van</th>\n",
       "      <th>Openingstijden 15-03-2022 tot</th>\n",
       "      <th>Openingstijden 16-03-2022 van</th>\n",
       "      <th>Openingstijden 16-03-2022 tot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00 tot 2022-03-16T13:00:00</td>\n",
       "      <td>3a612b2151fa4ab491b9e331355e6258</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T10:00:00</td>\n",
       "      <td>2022-03-16T13:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>9a01d765af0a467ea37f08d92db114ba</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>fc5869d33fbc4b06be659149fa615f4c</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>4427cc0b39e040ba8f75c333f19d66f0</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>a893bb9add324ce29769f1c39afcc48d</td>\n",
       "      <td>Valkenswaard</td>\n",
       "      <td>GM0858</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9270</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>f744546cd6894e5e9a4db4bbfd81b4ee</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>2022-03-14T07:30:00 tot 2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1270081b1dc74cd7bea0f45973650408</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>2022-03-14T07:30:00</td>\n",
       "      <td>2022-03-14T21:00:00</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00 tot 2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>447c7742604345139e41def4cf1e4d3c</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-15T07:30:00</td>\n",
       "      <td>2022-03-15T21:00:00</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9273</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>049cfd258c174bc49abf17883396d083</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9274</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00 tot 2022-03-16T21:00:00</td>\n",
       "      <td>1e8cbe96e72c4c6ba6303f47bec8cdb5</td>\n",
       "      <td>Gennep</td>\n",
       "      <td>GM0907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-03-16T07:30:00</td>\n",
       "      <td>2022-03-16T21:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-14T07:30:00           2022-03-14T21:00:00   \n",
       "9272                           NaN                           NaN   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaN                           NaN   \n",
       "1                              NaN                           NaN   \n",
       "2                              NaN                           NaN   \n",
       "3                              NaN                           NaN   \n",
       "4              2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaN                           NaN   \n",
       "9271           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9272           2022-03-15T07:30:00           2022-03-15T21:00:00   \n",
       "9273                           NaN                           NaN   \n",
       "9274                           NaN                           NaN   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16T10:00:00           2022-03-16T13:00:00  \n",
       "1              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "2              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "3              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "4              2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9271           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9272           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9273           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "9274           2022-03-16T07:30:00           2022-03-16T21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 44,
     "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": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\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>8089 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Openingstijden 14-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-14T07:30:00 tot 2022-03-14T21:00:00   \n",
       "9272                                          NaN   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 15-03-2022  \\\n",
       "0                                             NaN   \n",
       "1                                             NaN   \n",
       "2                                             NaN   \n",
       "3                                             NaN   \n",
       "4     2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "...                                           ...   \n",
       "9270                                          NaN   \n",
       "9271  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9272  2022-03-15T07:30:00 tot 2022-03-15T21:00:00   \n",
       "9273                                          NaN   \n",
       "9274                                          NaN   \n",
       "\n",
       "                        Openingstijden 16-03-2022  \\\n",
       "0     2022-03-16T10:00:00 tot 2022-03-16T13:00:00   \n",
       "1     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "2     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "3     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "4     2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "...                                           ...   \n",
       "9270  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9271  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9272  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9273  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "9274  2022-03-16T07:30:00 tot 2022-03-16T21:00:00   \n",
       "\n",
       "                                  UUID      Gemeente CBS gemeentecode  \\\n",
       "0     3a612b2151fa4ab491b9e331355e6258  Valkenswaard           GM0858   \n",
       "1     9a01d765af0a467ea37f08d92db114ba  Valkenswaard           GM0858   \n",
       "2     fc5869d33fbc4b06be659149fa615f4c  Valkenswaard           GM0858   \n",
       "3     4427cc0b39e040ba8f75c333f19d66f0  Valkenswaard           GM0858   \n",
       "4     a893bb9add324ce29769f1c39afcc48d  Valkenswaard           GM0858   \n",
       "...                                ...           ...              ...   \n",
       "9270  f744546cd6894e5e9a4db4bbfd81b4ee        Gennep           GM0907   \n",
       "9271  1270081b1dc74cd7bea0f45973650408        Gennep           GM0907   \n",
       "9272  447c7742604345139e41def4cf1e4d3c        Gennep           GM0907   \n",
       "9273  049cfd258c174bc49abf17883396d083        Gennep           GM0907   \n",
       "9274  1e8cbe96e72c4c6ba6303f47bec8cdb5        Gennep           GM0907   \n",
       "\n",
       "     Openingstijden 14-03-2022 van Openingstijden 14-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-14 07:30:00           2022-03-14 21:00:00   \n",
       "9272                           NaT                           NaT   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 15-03-2022 van Openingstijden 15-03-2022 tot  \\\n",
       "0                              NaT                           NaT   \n",
       "1                              NaT                           NaT   \n",
       "2                              NaT                           NaT   \n",
       "3                              NaT                           NaT   \n",
       "4              2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "...                            ...                           ...   \n",
       "9270                           NaT                           NaT   \n",
       "9271           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9272           2022-03-15 07:30:00           2022-03-15 21:00:00   \n",
       "9273                           NaT                           NaT   \n",
       "9274                           NaT                           NaT   \n",
       "\n",
       "     Openingstijden 16-03-2022 van Openingstijden 16-03-2022 tot  \n",
       "0              2022-03-16 10:00:00           2022-03-16 13:00:00  \n",
       "1              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "2              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "3              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "4              2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "...                            ...                           ...  \n",
       "9270           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9271           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9272           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9273           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "9274           2022-03-16 07:30:00           2022-03-16 21:00:00  \n",
       "\n",
       "[8089 rows x 12 columns]"
      ]
     },
     "execution_count": 45,
     "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": 99,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def datesplit(df, column):\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('{}'.format(column))\n",
    "               .reset_index(name='UUID'))\n",
    "def plot_opening(df, label):\n",
    "    plt.figure(figsize=(16, 8), dpi=150)\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",
    "    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_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')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_27244/2444478049.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
     ]
    }
   ],
   "source": [
    "df_stemger = pd.read_excel('../data/Kiesgerechtigd_20210317.xlsx', sheet_name='Tabel 2', header=0, skiprows= [0,2,3,4,5,6, 364, 365])\n",
    "df_stemger_clean = df_stemger[df_stemger['gemeentecode'].isin(nl_map_clean['GM_CODE'])]\n",
    "\n",
    "bins = [0, 1, 3, 6, 10, 35, float(\"inf\")]\n",
    "labels = ['0-10.000', '10.000-30.000', '30.000-60.000', '60.000-100.000', '100.000-350.000', '350.000+']\n",
    "\n",
    "df_stemger_clean['binned'] = pd.cut(df_stemger_clean['Kiesgerechtigde bevolking'], bins, labels=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_27244/801433464.py:9: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  plt.figure(figsize=(16, 8), dpi=150)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qQ1eKiohEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIREQy9xRtYmbzzWyJmS03s9EJ6piZ3W9mxWa21My6Z6a5IiJSlWTuKfoZcIq7bzWzLGCumc1093kxdQYC7cLlOGBs+K+IiOwhNfbQPbA1fJgVLvE3gB4CTArrzgOamVluepsqIiLVSWoM3cwamtliYAMwy93fjKtyBPB+zOOScJuIiOwhSSV0dy939wIgD+hpZp3iqlii3eI3mNlIMysys6KNGzfWurEiIlK1Wp3l4u6fALOBAXFFJcCRMY/zgLUJ9h/v7oXuXpiTk1O7loqISLWSOcslx8yahev7A6cC78RVmw4MC8926QVsdvfSdDdWRESqlsxZLrnARDNrSPABMNXdXzSzywHcfRwwAxgEFAPbgEsy1F4REalCjQnd3ZcC3RJsHxez7sAP0ts0ERGpDV0pKiISEUroIiIRoYQuIhIRSugiIhGhhC4iEhFK6CIiEaGELiISEUroIiIRoYQuIhIRSugiIhGhhC4iEhFK6CIiEaGELiISEUroIiIRoYQuIhIRSugiIhGhhC4iEhHJ3FP0SDN71cxWmtlyM7smQZ2+ZrbZzBaHy82Zaa6IiFQlmXuK7gR+4u4LzawpsMDMZrn7irh6c9z9zPQ3UUREklFjD93dS919Ybj+KbASOCLTDRMRkdqp1Ri6mbUhuGH0mwmKe5vZEjObaWYd09E4ERFJXjJDLgCY2YHAs8CP3H1LXPFCoLW7bzWzQcA0oF2CGCOBkQD5+fl1bbOIiCSQVA/dzLIIkvlT7v5cfLm7b3H3reH6DCDLzFokqDfe3QvdvTAnJyfFpouISKxkznIx4DFgpbvfW0WdVmE9zKxnGHdTOhsqIiLVS2bI5XjgYuBtM1scbvs5kA/g7uOAocAVZrYTKAPOd3dPf3NFRKQqNSZ0d58LWA11HgQeTFejRESk9nSlqIhIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQkc0/RI83sVTNbaWbLzeyaBHXMzO43s2IzW2pm3TPTXBERqUoy9xTdCfzE3ReaWVNggZnNcvcVMXUGAu3C5ThgbPiviIjsITX20N291N0XhuufAiuBI+KqDQEmeWAe0MzMctPeWhERqVKtxtDNrA3QDXgzrugI4P2YxyXsnvRFRCSDkhlyAcDMDgSeBX7k7lviixPs4glijARGAuTn5yc8TptRf0m2Sawec0bSdUVE9rZM57ekeuhmlkWQzJ9y9+cSVCkBjox5nAesja/k7uPdvdDdC3NycmrdWBERqVoyZ7kY8Biw0t3vraLadGBYeLZLL2Czu5emsZ0iIlKDZIZcjgcuBt42s8Xhtp8D+QDuPg6YAQwCioFtwCVpb6mIiFSrxoTu7nNJPEYeW8eBH6SrUSIiUnu6UlREJCKU0EVEIkIJXUQkIpTQRUQiQgldRCQilNBFRCJCCV1EJCKU0EVEIkIJXUQkIpTQRUQiQgldRCQilNBFRCJCCV1EJCKU0EVEIkIJXUQkIpTQRUQiQgldRCQikrmn6ONmtsHMllVR3tfMNpvZ4nC5Of3NFBGRmiRzT9EJwIPApGrqzHH3M9PSIhERqZMae+ju/jrw0R5oi4iIpCBdY+i9zWyJmc00s45VVTKzkWZWZGZFGzduTNOhRUQE0pPQFwKt3b0r8AAwraqK7j7e3QvdvTAnJycNhxYRkQopJ3R33+LuW8P1GUCWmbVIuWUiIlIrKSd0M2tlZhau9wxjbko1roiI1E6NZ7mY2Z+AvkALMysBbgGyANx9HDAUuMLMdgJlwPnu7hlrsYiIJFRjQnf3C2oof5DgtEYREdmLdKWoiEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRNSY0M3scTPbYGbLqig3M7vfzIrNbKmZdU9/M0VEpCbJ9NAnAAOqKR8ItAuXkcDY1JslIiK1VWNCd/fXgY+qqTIEmOSBeUAzM8tNVwNFRCQ56RhDPwJ4P+ZxSbhtN2Y20syKzKxo48aNaTi0iIhUSEdCtwTbPFFFdx/v7oXuXpiTk5OGQ4uISIV0JPQS4MiYx3nA2jTEFRGRWkhHQp8ODAvPdukFbHb30jTEFRGRWmhUUwUz+xPQF2hhZiXALUAWgLuPA2YAg4BiYBtwSaYaKyIiVasxobv7BTWUO/CDtLVIRETqRFeKiohEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRIQSuohIRCihi4hEhBK6iEhEKKGLiESEErqISEQooYuIRERSCd3MBpjZKjMrNrNRCcr7mtlmM1scLjenv6kiIlKdZO4p2hB4COgPlABvmdl0d18RV3WOu5+ZgTaKiEgSkumh9wSK3f0/7r4DmAwMyWyzRESktpJJ6EcA78c8Lgm3xettZkvMbKaZdUwUyMxGmlmRmRVt3LixDs0VEZGqJJPQLcE2j3u8EGjt7l2BB4BpiQK5+3h3L3T3wpycnFo1VEREqpdMQi8Bjox5nAesja3g7lvcfWu4PgPIMrMWaWuliIjUKJmE/hbQzsyOMrP9gPOB6bEVzKyVmVm43jOMuyndjRURkarVeJaLu+80s6uAl4CGwOPuvtzMLg/LxwFDgSvMbCdQBpzv7vHDMiIikkE1JnSoHEaZEbdtXMz6g8CD6W2aiIjUhq4UFRGJCCV0EZGIUEIXEYkIJXQRkYhQQhcRiQgldBGRiFBCFxGJCCV0EZGIUEIXEYkIJXQRkYhQQhcRiQgldBGRiFBCFxGJCCV0EZGIUEIXEYkIJXQRkYhQQhcRiYikErqZDTCzVWZWbGajEpSbmd0fli81s+7pb6qIiFSnxoRuZg2Bh4CBwDHABWZ2TFy1gUC7cBkJjE1zO0VEpAbJ9NB7AsXu/h933wFMBobE1RkCTPLAPKCZmeWmua0iIlINc/fqK5gNBQa4+2Xh44uB49z9qpg6LwJj3H1u+PhvwPXuXhQXayRBDx6gPbAqyXa2AD5Msm5tZSp2fYubydj1LW4mY9e3uJmMXd/iZjJ2beK2dvecRAWNktjZEmyL/xRIpg7uPh4Yn8QxvxzcrMjdC2u7396MXd/iZjJ2fYubydj1LW4mY9e3uJmMna64yQy5lABHxjzOA9bWoY6IiGRQMgn9LaCdmR1lZvsB5wPT4+pMB4aFZ7v0Aja7e2ma2yoiItWoccjF3Xea2VXAS0BD4HF3X25ml4fl44AZwCCgGNgGXJLmdtZ6mGYfiF3f4mYydn2Lm8nY9S1uJmPXt7iZjJ2WuDX+KCoiIvWDrhQVEYkIJXQRkYhQQhcRiYhkzkPfo8zsauB5d38/zXErztBZ6+6vmNmFwDeBlcB4d/88xfhtgbMITt/cCbwL/MndN6fWchGR5OxzP4qa2Wbgf8C/gT8BT7v7xjTEfYrgAywb+AQ4EHgO6EfwOgxPIfbVwLeA1wjO9lkMfEyQ4K9099kpNF32AjNr6e4b9nY7kmVmzd19095uR1SY2cHADcC3gYqrMjcALxBcFf9Jho47090H1jmAu+9TC7CIYCjoNOAxYCPwV2A40DSFuEvDfxsB64GG4WOrKEsh9tsx8bKB2eF6PrAohbgHA2OAd4BN4bIy3NYsg3+DmSnsexDwK+AJ4MK4sodTiNuKYNK3h4DmwK3h6z4VyE3x+R4atzQHVgOHAIemEHdA3N/yMWAp8EfgsBTijgFahOuFwH8IThleA5yU4muxEPgF0DbN76lC4FXgSYJvsbOAzQTXuXRLIe6BwG3A8jDeRmAeMCLF9r4EXA+0insPXg/MSjF29yqWHkBpKrH3uSEXwN19F/Ay8LKZZRHM5ngBcA9ffFrWVoNw2OUAgqR7MPAR0BjISrnVwQdFeRivKYC7/zdsf11NBf4O9HX3dQBm1orgw+1poH9dA1czxbEBBXWNC/yBYLjpWeBSM/sOQWL/DOiVQtwJwF8I/n6vAk8BZxBMDDeO3SeMq40PCZJhrCMIkpsDX6tj3DsJOiMAvwFKCb7JnQ38nqD3VxdnuHvFNNZ3A+e5+1tmdjTBh0Uql5AfAjQDXjWzdQTfkqe4e6pXfj8M3BLG/gdwrbv3N7N+YVnvOsZ9CngeOB04l+D9MRn4hZkd7e4/r2PcNu5+V+yG8P/gXWZ2aR1jVniL4Nt8oilTmqUUOZ2fwmn6JF9UTdn+KcS9lqAnswa4Gvgb8AhBL++WFNt8DUHPazxBb/qScHsO8HoKcVfVpSzJ2OUEHxavJljKUoi7OO7xjcAbBL3ehel4XwD/re6YdYh9HUHi7Ryz7b1UYoYxFsasx78udW5z+B5rFK7Piyt7O41tPoEg2a4L3xcjM/T3W5RC3CVxj98K/20AvJNC3JeBnxHzTQo4jKCH/kqKr/EyoF0VZe+nFDuVnTOxAEdnMPbhwOHhejNgKNAzTbE7hvG+kcb21rs3FcGQUIO4bcMJvhKvSSHukpj12+PKUkpiYYw8gm899xJ8w/pPGmKWAD8GfkLQmbCYsjoP8wE/DN8bpxAMPf0OOBEYDTyRYpt3+9AluEJ8APCHFOL+k2AY9RyCTtW3w+0nAUUpxP0H0Cdc/xbwUkxZnTs9BN9U7iL48PyY4Nv8ynBbnYfhwthDgfZVlH07pdip7Kwls0vcm+qjuDfVISnGzsibCvg1cGqC7QOAd1OIextwYILtXweeSeNr/i2CMdh1aYh1S9ySE25vRXD/gFRi9wWmEPzm9DbB9BsjCXvuKcSdnK7XMi5uV4Jx6ZnAN4D7CE5OWA58M4W4XYD5Yay5hB1Cgm/HV6fY5m8Ap8a/74j5bSTF2P3SHTvtfzgte2YhHNapT7HrS1xgf6BTfWqz3hfpjUswLLsKmEbwA/mQmLI6Dx1mOvY+d9qiJMfM/uvu+fUpdn2Lm8nY9S1uJmPvi3HN7G2gt7tvNbM2wDMEw1n3mdkid++WQrsyFntfPMtFQma2tKoigrH0fS52fYubydj1LW4mY9e3uASnIW8FcPfVZtYXeMbMWpP47JR9IrYS+r7tMILTsT6O224EPwbti7HrW9xMxq5vcTMZu77FXWdmBe6+GCDsTZ8JPA50TiFuRmMroe/bXiT40WRxfIGZzd5HY9e3uJmMXd/iZjJ2fYs7jGAKj0ruvpPgRj6/TyFuRmNrDF1EJCI026KISEQooYuIRIQSugBgZnlm9oKZvWtm/zaz+8K5b9J9nMvNbFiaY44ws8NjHj9qZseE6zPMrFmCfW41s+vSdPzHzWyDmS2rovw6M3Mza1FF+aFmNit87WeZ2SHh9p5mtjhclpjZWVXs39/MFpjZ2+G/p8SU9Qi3F5vZ/WZm4fYfm9kKM1tqZn8Lz7DAzArM7J9mtjwsOy/V10f2oEyc0K+lfi0EZwTM54s5aBoSzAx4995uW5Ltnw0U1nKfW4Hr0nT8Ewlmy1uWoOxIgisk1xDOkJigzq+BUeH6KOCucD2bL+ZsySWYvnW3K0GBbnwxpUUn4IOYsvkEE18ZwVWaA8PtJwPZ4foVBBNwARxNOCUEwVQZpWRwZk8t6V3UQxcI5gTZ7u5/AHD3coLJzC41s+ywB/yCmf3VzFaZ2S0VO5rZd81sftiL/L2ZNQy3bzWzO8Ke5TwzOyzcXtkzNrPZZnZXuP+/zOyEcHu2mU0Ne4hTzOxNMys0s4ZmNsHMloW9zmvNbCjB7IJPhW3YP4xbGMZaXdEzNrMbw/a/ArSPeQ5tw+e2wMzmmNk3wu0Twl7tP8zsP+GxduPurxNMy5DIbwnm46nu7IMhwMRwfSLhLIzuvs2Dsx8AmlQVw90X+RezIS4HmphZYzPLBQ5y9396kKEnxcR+1d23hfvMI5jLBnf/l7u/G66vJfgQqesMp7KHKaELBBOLLYjd4O5bgP8SzJUC0BO4iGBq3XPCBNsBOA843t0LCGZwvCisfwDBTIBdgdeB/6vi2I3cvSfwI4L5TgCuBD529y7ALwnmiSY89hHu3sndOxNMFvUMUARc5O4F7l6W6CBm1oPgjlXdCKavPTameDzwQ3fvQTDz4sMxZblAH+BMgnnIk2Zmgwl6y0tqqHqYu5cChP+2jIlxnJktJ5iv5fKYBF+V7xDMXvgZwRTAJTFlJeG2eN8j6L3Ht78nsB/BzWakHtB56ALB1/FEvb/Y7bM8vCOOmT1HkOR2EiTbt8Kh2f0JenQAOwjOEYbgw6Kqudufi6nTJlzvQzB5E+6+zL64GvA/wNfM7AGCudFfTvoZBlPBPl/RKzWz6eG/BxLcivDp8DlAMKd9hWkezM+/ouJbRjLMLJtg6uDTatHG3bj7m0DH8MNzogV3tNlexTE7EkzcVnHMRFcdfunvbGbfJfiGc1Lc9lyCm5QMD5+/1APqoQsEX9O/dFMEMzuIYPy3oncWn/CdIGFMDHvGBe7e3t1vDcs/D7/mQ9Bzr6rz8FmCOgkvf3b3jwlm7ZsN/AB4tPqntXuIBNsaAJ/EPIcCd++QoH1VtqsKbYGjgCVmtppgSGOhmbUysz+Ew0MzwrrrwwRakUh3u/Wdu68kuDVjJzM7K+bH0oqhpTyCGz0Mc/eKv1lJeNwKeUDljSrM7FSCD53BYY++YvtBBB+Yv3D3ebV4zrKXKaELBDf7yLbw7JNwHPw3wISYcdb+FpyNsT/BOOwb4X5DzaxluN+hFWdLpGguwd1nsOBslc7heguCudafBW4i+CES4FPCu0RV43XgrHCMvSnBNLkVQ0vvmdk54THMzLqm+gTc/W13b+nubdy9DUFy7e7u69z9kvCDY1BYfTrBnPGE/74QtuUoM2sUrrcmGPdf7e7Px3z4FFlwFs9fgBvc/Y2YNpQCn5pZLwu+fgyLid2N4K5Jgz3m3qkWnNn0PMH0vk+n+jrInqWELoQ96bMIxsbfBf4FbAdib981l+Ar+GLgWXcvcvcVBPeffDkcFplFMOacqoeBnDDm9QR3g9pMMP4728wWE9yS7oaw/gRgXMWPolU8xYUE84cvJrg93pyY8ouA75nZEoJvK0Nq01gz+xPBDRzam1mJmX2vNvsTjM33D1/7/nwxVt+HoIe/mCDJXunuHybY/yqC3zpuium5V4zDX0HwTaaY4NtWxVj53QT343w6rD893H4uwVk7I2JiFdTy+cheokv/pUZmNoLgtMCr9tDxGgJZ7r7dzNoSfBM42t131CHOBoIb/X6egaaK7FP0o6jsi7IJblKcRTBufUVtk3loOfCokrl8VaiHLiISERpDFxGJCCV0EZGIUEIXEYkIJXQRkYhQQhcRiQgldBGRiPh/a6P384ZQ/5sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AFxGJKQW4iEhMKcBFRGJKAS4iElMKcBGRmFKAi4jElAJcRCSmFOAiIjGlABcRiSkFuIhITCnARURiSgEuIhJTCnARkZhSgIuIxJQCXEQkphTgIiIxpQAXEYkpBbiISEwpwEVEYqrGADezfc3seTMrNrNFZnZBNH2cmX1oZkXRbWjmmysiIuXqJ7HMFuCX7v6amTUD5pvZzGjeLe5+Y+aaJyIi1akxwN29FCiN7n9uZsXAPplumIiIbF+t+sDNrB3QE3glmnS+mS0ws/vMrEW6GyciItVLOsDNrCnwGHChu38GTADaA3mEPfSbqlnvHDMrNLPC1atXp95iEREBkgxwM2tACO+H3H0agLuvdPcyd98K3A30TrSuu09093x3z8/Ozk5Xu0VEvvWSOQrFgHuBYne/udL0nEqLDQcWpr95IiJSnWSOQjkMGAm8aWZF0bTLgFPNLA9wYDlwbgbaJyIi1UjmKJS5gCWY9VT6myMiIsnSmZgiIjGlABcRiSkFuIhITCnARURiSgEuIhJTCnARkZhSgIuIxJQCXEQkphTgIiIxpQAXEYkpBbiISEwpwEVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGJKAS4iElMKcBGRmKoxwM1sXzN73syKzWyRmV0QTW9pZjPN7O3ob4vMN1dERMolswe+Bfilu3cG+gA/M7ODgLHAc+7eAXgueiwiIjtIjQHu7qXu/lp0/3OgGNgHGAZMjhabDJyQoTaKiEgCteoDN7N2QE/gFaCNu5dCCHmgdTXrnGNmhWZWuHr16hSbKyIi5ZIOcDNrCjwGXOjunyW7nrtPdPd8d8/Pzs6uSxtFRCSBpALczBoQwvshd58WTV5pZjnR/BxgVWaaKCIiiSRzFIoB9wLF7n5zpVkzgILofgHwRPqbJyIi1amfxDKHASOBN82sKJp2GTAemGJmZwHvAydnpIUiIpJQjQHu7nMBq2b2gPQ2R0REkqUzMUVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGJKAS4iElMKcBGRmFKAi4jElAJcRCSmkhlONuPajf1H0ssuH39sBlsiIpJemcw37YGLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGJKAS4iElM1BriZ3Wdmq8xsYaVp48zsQzMrim5DM9tMERGpKpk98EnA4ATTb3H3vOj2VHqbJSIiNakxwN19NvDxDmiLiIjUQip94Oeb2YKoi6VF2lokIiJJqWuATwDaA3lAKXBTdQua2TlmVmhmhatXr67j5kREpKo6Bbi7r3T3MnffCtwN9N7OshPdPd/d87Ozs+vaThERqaJOAW5mOZUeDgcWVresiIhkRo3DyZrZ34D+wJ5mVgJcAfQ3szzAgeXAuZlrooiIJFJjgLv7qQkm35uBtoiISC3oTEwRkZhSgIuIxJQCXEQkphTgIiIxpQAXEYkpBbiISEwpwEVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGJKAS4iElMKcBGRmFKAi4jElAJcRCSmFOAiIjGlABcRiSkFuIhITNUY4GZ2n5mtMrOFlaa1NLOZZvZ29LdFZpspIiJVJbMHPgkYXGXaWOA5d+8APBc9FhGRHajGAHf32cDHVSYPAyZH9ycDJ6S3WSIiUpO69oG3cfdSgOhv6+oWNLNzzKzQzApXr15dx82JiEhVGf8R090nunu+u+dnZ2dnenMiIt8adQ3wlWaWAxD9XZW+JomISDLqGuAzgILofgHwRHqaIyIiyUrmMMK/AS8BncysxMzOAsYDg8zsbWBQ9FhERHag+jUt4O6nVjNrQJrbIiIitaAzMUVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGJKAS4iElMKcBGRmFKAi4jElAJcRCSmFOAiIjGlABcRiSkFuIhITCnARURiSgEuIhJTCnARkZhSgIuIxJQCXEQkpmq8Kv32mNly4HOgDNji7vnpaJSIiNQspQCPHOXua9JQR0REakFdKCIiMZVqgDvwjJnNN7Nz0tEgERFJTqpdKIe5+wozaw3MNLMl7j678gJRsJ8D0LZt2xQ3JyIi5VLaA3f3FdHfVcB0oHeCZSa6e76752dnZ6eyORERqaTOAW5mu5tZs/L7wDHAwnQ1TEREti+VLpQ2wHQzK6/zV3f/V1paJSIiNapzgLv7O0CPNLZFRERqQYcRiojElAJcRCSmFOAiIjGlABcRiSkFuIhITCnARURiSgEuIhJTCnARkZhSgIuIxJQCXEQkphTgIiIxpQAXEYkpBbiISEwpwEVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMaUAFxGJKQW4iEhMKcBFRGIqpQA3s8FmttTMlpnZ2HQ1SkREalbnADezLOBPwBDgIOBUMzsoXQ0TEZHtS2UPvDewzN3fcfdNwMPAsPQ0S0REamLuXrcVzU4CBrv72dHjkcCh7n5+leXOAc6JHnYClia5iT2BNXVq3M6pm8nacaubydpxq5vJ2nGrm8nacatb29r7uXt21Yn1U9i4JZi2zaeBu08EJta6uFmhu+fXpWE7o24ma8etbiZrx61uJmvHrW4ma8etbrpqp9KFUgLsW+lxLrAilcaIiEjyUgnwV4EOZra/mTUEfgjMSE+zRESkJnXuQnH3LWZ2PvA0kAXc5+6L0tayOnS77OS6mawdt7qZrB23upmsHbe6mawdt7ppqV3nHzFFRGTn0pmYIiIxpQAXEYkpBbiISEylchx42pjZGGC6u3+Q5rrlR8escPdnzew04P+AYmCiu29OoXZ7YDjhUMotwNvA39z909RbLiJSs13iR0wz+xT4H/Bf4G/AVHdfnYa6DxE+pJoAnwBNgWnAAMJzL6hj3THAccALwFCgCFhHCPTz3H1Wik2XHczMWrv7qp3djtows1buvnZnt+Obwsy+A/waOAEoP+txFfAEMN7dP8nANv/p7kPqXMDdd/oNeJ3QnXMMcC+wGvgXUAA0S6HuguhvfWAlkBU9tvJ5daz7ZqVaTYBZ0f22wOspvhbfAcYDS4C10a04mtY8g/8G/0xh3T2A64AHgNOqzLszhbp7ARMIg6a1AsZFr/0UICeFui2r3FoBy4EWQMsUX8fBVf4t7wUWAH8F2qRQdzywZ3Q/H3gHWAa8BxyZQt3XgN8C7TPwnsoHngceJHxTnQl8SjiHpGcKdZsCVwKLonqrgZeB0Sm292ngUmCvKu/BS4GZKdQ9uJpbL6A0lTbvEl0ogLv7VuAZ4Bkza0AY5fBU4Ea++jSsrXpRN8ruhKD9DvAx0AhokGKb6wNlUa1mAO7+ftT2VEwB/g30d/ePAMxsL8KH2VRgUF0Lm9nB1c0C8upaF/gLoQvpMeBMM/sBIci/BPqkUHcS8A/Cv9/zwEPAsYRB0+6i7oOnrSEEX2X7EMLMgQPqWBfgWsLOB8BNQCnh29qJwJ8Je3d1cay7lw/ZfAMwwt1fNbOOhA+Hup6S3QJoDjxvZh8RvgE/4u7pOKv6TuCKqP5/gIvcfZCZDYjm9a1j3YeA6cD3gFMI74+Hgd+aWUd3v6yOddu5+/WVJ0T/B683szPrWBPCB9YLJB5+pHkKdXedPfDtzNsthboXEfZU3gPGAM8BdxP24q5Ioe4FhL2qiYQ95R9F07OB2Sm+FkvrMi/J2mWED4fnE9w2pFC3qMrj3wAvEvZsX0vH+wJ4f3vbrGXdiwkh263StHdTeW0r1Xmt0v2qr0sqbV4C1I/uv1xl3ptpau/hhGD9KHpPnJPia7G9f7/XU6j7RpXHr0Z/6wFLUqj7DPArKn1TAtoQ9sCfTaHuQqBDNfM+SOk1TmXldN2AjhmsvTewd3S/OXAS0DsNdbtEtb6b5vZm5E2UyTcSoYunXpVpBYSvuO+lUPeNSvevrjKvzqEVrZ9L+EZzM+Eb1Dtp+vcrAX4B/JKw82CV5qXSbffz6L1xNKEr6VbgCOD3wAMp1N3mA5ZwZvVg4C8pvhYvEbpFTybsRJ0QTT8SKEyh7n+AftH944CnK82r804O4dvI9YQPy3WEb+vF0bQ6d61FOdGpmnknpPQap7Kybum/VXkTfVzlTdQixdoZeSMBfwAGJpg+GHg7hbpXAk0TTD8QeDRNr/dxhP7Tj9JU74oqt+xo+l7A/SnW7g88QvjN6E3gKcJQzfVTqPlwOp53NbV7EPqV/wl8F7iNcDDBIuD/UqjbHZgX1ZpLtANI+AY8JsU2fxcYWPV9R6XfNlKoOyDtdTP1j6db+m9EXTVxqh2HusBuQFe9xjum7q7aZkI361LgccKP2sMqzUulKzAjdd191ziMUJJjZu+7e9s41VbdzNeOW91M1k6lrpm9CfR19y/MrB3wKKF76jYze93de+5KdWEXOZFHvmJmC6qbRegL3+Vqq27ma8etbiZrZ7DNWe7+BYC7Lzez/sCjZrYfiY8g2dl1FeC7oDaEw6PWVZluhB9vdsXaqpv52nGrm8namar7kZnluXsRQLTH/H3gPqDbLlhXAb4LepLwQ0dR1RlmNmsXra26ma8dt7qZrJ2puqMIw2JUcPctwCgz+/MuWFd94CIicaXRCEVEYkoBLiISUwrwbzEzyzWzJ8zsbTP7r5ndFo0dk+7t/MTMRqW55mgz27vS43vM7KDo/lNm1jzBOuPM7OI0bf8+M1tlZgsTzPu5mS01s0Vm9odq1m9pZjOj136mmbWIpvc2s6Lo9oaZDa9m/UFmNt/M3oz+Hl1pXq9o+jIzu93MLJr+CzNbbGYLzOy56CgIzCzPzF6K2rvAzEak4zWSHSATB9PrtuvfCL/Yz+OrcVyyCCPn3bCz25Zk+2cB+bVcZxxwcZq2fwRhRLmFVaYfBTwLNIoet65m/T8AY6P7Y4Hro/tN+GrMkxzCcKbbnGkJ9OSrISK6Ah9WmjePMFCUEc6CHFKpbU2i+z8lDFoF0JFoiAXC0BOlZHDkS93Sd9vpDdBtJ/3Dh9N6Z1eZtgdh+NomwGjCOMj/IpxFdkWl5c6IQqKIMMJe+dC6XwDXAG8QTk9vE02vCM4oeK+P1n8LODya3oQwEuMCwunirxBG2MsijEq4kHD6+EWEIQG+iNpVRDiTsiLQCWe7lQ+9+ptouWcJI+2Vt6N99NzmA3OIxrSJtnU74XC0d4CTtvMatmPbAJ9CgmEFEqy7lGhI3CiotxnDA9ifMAzydk+Vj4J6LWFkzBwqDehEGNHzzwnW6Qm8WE29N6hmzBzddq2bulC+vboQwquCu38GvE8YawSgN3A6YajZk80s38w6AyOAw9w9jzDC4enR8rsTRsrrAcwGflzNtuu7e2/gQsJ4IQDnAevcvTtwFWGsZKJt7+PuXd29G2GApUeBQuB0d89z9w2JNmJmvQhXZOpJGM71kEqzJwI/d/dehNEJ76w0LwfoB3yfMA53bXQEDjezV8zsBTM7pJrl2rh7KUD0t3Wldh9qZosIH1g/8XDI2fb8gDC635eEYXFLKs0riaZVdRZh7/xrzKw30JBwcRXZxek48G8vI4x9vb3pMz264ouZTSOE2hZCuL4ada3uRviaD7CJcIwuhA+H6sYun1ZpmXbR/X6EwY5w94WVzrZ7BzjAzO4gjA3+TNLPMAyPOt3d10fPYUb0tynh0npTo+cAYe+13OMexqdfbGa1PbOvPmFAsj6ED4wpZnaAuyd9vK67vwJ0iT4sJ1u4asvGRMuaWRfCN5pjyiclKlllnTMI326OrDI9h3BRjoLo+csuTnvg316LqHIRADPbg3DllPK9r6qh44SAmBzt+ea5eyd3HxfN31wpqMqofgfhywTLJDyl2N3XEUa1mwX8DLhn+09r2xIJptUDPqn0HPLcvXOC9lXbru0oAaZ5MA/YCuxpZn+Jfph8KlpuZRSY5cG5zeXc3L2YcKnBrmY2vNKPm/nRermECxuMcvfyf7MSwlC55XKBioszmNlAQrfS8dEee/n0PQgfkL9195dr+ZxlJ1GAf3s9BzQpPzrEzLIIV5CZVL7HCgyKjpbYjXAlmRej9U4ys9bRei3Lj2ZI0VzC1VWIjibpFt3fkzDW+GPA5YQfDgE+J7oS0nbMBoab2W5m1owwdGx5V9G7ZnZytA0zsx5peA4QRpw7OqrbkdAdscbdfxR9UAyNlptBGDOd6O8T0Tr7m1n96P5+QCdgubtPr/RhUxgdZfMP4Nfu/mL5xqPumM/NrE909MmoSrV7En6zON4rXf8zOvJoOmG426lpeh1kB1CAf0tFe8rDCX3bbxN+UNwIVL4c1VzCV+oi4DF3L3T3xYRrKD4TdXPMJPQZp+pOIDuqeSnhx8xPCf23s8ysiPAD46+j5ScBd0V7pLtV8xRfI/wgWkS43NucSvNPB84yszcI30aG1aaxZvY3wgULOplZiZmdFc26j9Dls5Bwma+CarpPxhM+IN8mdDWV97X3A96Inu90wkWy1yRY/3zCbxWXV9ozL+9H/ynhm8oywrep8r7uGwjXk5waLT8jmn4K4aia0ZVq5dXm9ZCdQ6fSS0JmNppwVMf5O2h7WUADd99oZu0Je/od3X1THeqsIlyYdnMGmiqyy9CPmLKraEK4sG4DQr/zT2sb3pFFwD0Kb/k20B64iEhMqQ9cRCSmFOAiIjGlABcRiSkFuIhITCnARURiSgEuIhJT/w+REeAM40hvRQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iSQW1mWUB5wKPprc5IiJSVrI96vuAXwA7y9vAzIabWa6Z5a5fv74q2iYiIiQR1Gb2LWCduy/Y23buPtbdc9w9JzMzs8oaKCJyqEumR30KMMDMVgKTgDPN7PG0tkpERErsM6jd/QZ3z3L3lsB3gRfd/bK0t0xERACdRy0iEryMimzs7rOB2WlpiYiIJKQetYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4BTUIiKBU1CLiAROQS0iEjgFtYhI4PYZ1GZW18zmm9lbZrbEzG7ZHw0TEZFIRhLbfAWc6e5fmFktYJ6ZPePur6W5bSIiQhJB7e4OfBH/WCu+eTobJSIiuyQ1Rm1mNc0sD1gHzHL319PaKhERKZHM0AfuXgRkm1lDYLqZdXD3xaW3MbPhwHCAFi1a7FGj5ah/Jd2olWPOTXpbEZEQpDPjKnTWh7t/AswGzkmwbqy757h7TmZmZoUaISIi5UvmrI/MuCeNmR0G9AGWpbldIiISS2booxkw3sxqEgX7FHf/Z3qbJSIixZI562MR0GU/tEVERBLQNxNFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCZyCWkQkcApqEZHAKahFRAKnoBYRCdw+g9rMvm5mL5lZvpktMbOR+6NhIiISyUhimx3Az939TTNrACwws1nuvjTNbRMREZLoUbt7obu/Gd//HMgHvpbuhomISKRCY9Rm1hLoAryeYN1wM8s1s9z169dXUfNERCTpoDaz+sATwE/d/bOy6919rLvnuHtOZmZmVbZRROSQllRQm1ktopCe6O5PprdJIiJSWjJnfRjwGJDv7vemv0kiIlJaMj3qU4DLgTPNLC++9U9zu0REJLbP0/PcfR5g+6EtIiKSgL6ZKCISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISuH0GtZn92czWmdni/dEgERHZXTI96nHAOWluh4iIlGOfQe3uc4CP90NbREQkAY1Ri4gErsqC2syGm1mumeWuX7++qsqKiBzyqiyo3X2su+e4e05mZmZVlRUROeRp6ENEJHDJnJ73d+BVoK2ZFZjZ99PfLBERKZaxrw3c/eL90RAREUlMQx8iIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBE5BLSISOAW1iEjgFNQiIoFTUIuIBC6poDazc8xsuZmtMLNR6W6UiIjsss+gNrOawB+BfsAJwMVmdkK6GyYiIpFketTdgBXu/r67bwMmAQPT2ywRESlm7r73DcwuBM5x9yvjny8HTnb3q8tsNxwYHv/YFlieZBuOBjZUpNEHad101q5uddNZu7rVTWft6lY3nbVDqHusu2cmWpGRxM6WYNke6e7uY4GxSTZoV3GzXHfPqeh+B1vddNaubnXTWbu61U1n7epWN521Q6+bzNBHAfD1Uj9nAatTPbCIiCQnmaB+A2htZseZWW3gu8DM9DZLRESK7XPow913mNnVwHNATeDP7r6kCttQ4eGSg7RuOmtXt7rprF3d6qazdnWrm87aQdfd54eJIiJyYOmbiSIigVNQi4gETkEtIhK4ZM6jrjJmNgKY7u7/reK6xWejrHb3F8zsEuCbQD4w1t23p1C7FXA+0SmKO4B3gb+7+6ept1xEZN/264eJZvYp8CXwHvB3YKq7r6+CuhOJXnTqAZ8A9YEngd5Ej3FoJeuOAL4NvAz0B/KATUTBfZW7z06x6bKfmVkTd193oNtREWbW2N03Huh2HCzM7EjgBuA8oPibgOuAp4Ax7v5JGo75jLv3q3QBd99vN2Ah0XDLWcBjwHrgWWAo0CCFuovifzOAtUDN+GcrXlfJum+XqlUPmB3fbwEsTPG5OBIYAywDNsa3/HhZwzQ9/8+ksO8RwJ3AX4FLyqx7MMV2HQM8RDT5V2NgdPzcTwGapVC3UZlbY2AlcBTQKIW655T5PT4GLAL+BjRN8bkYAxwd388B3gdWAKuA01Ko+ybwK6BVFf9N5QAvAY8TveucBXxK9P2LLinWrg/cCiyJa64HXgOGpVj3OeB64Jgyf4PXA7NSqHtiObeuQGEqbd6vQx+Au/tO4HngeTOrRTQr38XAPex6dauoGvHwx+FEgXok8DFQB6iVYpszgKK4VgMAd/8wbnsqpgAvAqe7+xoAMzuG6EVrKtC3MkXN7MTyVgHZlakZ+wvRsM8TwBVm9h2iwP4K6J5CXYBxwL+Ifn8vAROBc4km/3qYyk8CtoEo4Er7GlFoOfA/laz7G6IOBsDvgEKid14XAH8i6qlV1rnuXjyV8N3AYHd/w8zaEL0QVPbryEcBDYGXzGwN0Tvaye6e6reMHwRujmv/B7jG3fuaWe94XY8Uak8EpgNnA4OI/j4mAb8yszbu/stK1m3p7neVXhD/H7zLzK5Iob1vEL37TjTtRsMU6u7/HvVe1h2WQt1riHoeq4ARwL+BR4h6ZTenUHckUU9pLFHP93vx8kxgTorPxfLKrEuibhHRC8BLCW5bUqibV+bnG4FXiHqpb1bV3wXw4d6OW8G61xIFasdSyz5Ipa1xjTdL3S/7vFS6vfH+y4CM+P5rZda9XUVtPpUoRNfEfxfD0/S7W1jZuvH+b5X5+Y343xrAshTqPg/8glLvfoCmRD3qF1KouxhoXc66/6b0XKSycyUeSJs01m4ONI/vNwQuBLpVQd32ca3jq7i91eqPhWhYpkaZZUOJ3pauSvG5eKvU/dvLrKt0OMX7ZxG9Q7mX6B3R+1XwuysAfgb8nKiDYKXWVXqoLd7/J/HfxplEQ0D3Ab2AW4C/plB3jxdTom8anwP8JYW6rxINZV5E1FE6L15+GpCb4nPxH6BnfP/bwHOl1qXSmTkKuIvoRXET0bvv/HhZKkNiFwJty1l3XkrPRSo765bCE7/7H8vHZf5YjgrtjwX4LdAnwfJzgHdTfC5uBeonWP4NYFoVPd/fJhrfXFMFtW4uc8uMlx8DTKiC+qcDk4k+03kbeJpoCuGMFGpOqornMUHdzkRjvs8AxwP3E32gvwT4Zoq1OwHz43rziDt6RO9oR6RY+3igT9m/O0p9/pBC3d5VXjcdvzzdUrsRD7Ec6nWrujZwGNBBz0X1rptqbaLh0eXADKIPlweWWlfpYbx01XV3zfURIjP70N1bHOp101m7utVNZ+3qVjfV2mb2NtDD3b8ws5bANKJhpfvNbKG7dwmpLuznL7zILma2qLxVRGPVh0TddNaubnXTWbu61U1z7Zru/gWAu680s9OBaWZ2LInP2DjQdRXUB1BTotOONpVZbkQfohwqddNZu7rVTWft6lY3nbXXmFm2u+cBxD3gbwF/BjoGWFdBfQD9k+gDh7yyK8xs9iFUN521q1vddNaubnXTWXsI0XQQJdx9BzDEzP4UYF2NUYuIhE6z54mIBE5BLSISOAX1Qc7MsszsKTN718zeM7P743lRqvo4PzSzIVVcc5iZNS/186NmdkJ8/2kza5hgn9Fmdm0VHf/PZrbOzBaXs/5aM3MzO7qc9Y3MbFb83M8ys6Pi5d3MLC++vWVm55ezf18zW2Bmb8f/nllqXdd4+Qoze8DMLF7+MzNbamaLzOzf8RkHmFm2mb1qZkvidYNTfX5kP0rXCem6Hfgb0afj89k1R0lNopne7j7QbUuy/bOBnAruMxq4toqO34to9rPFCdZ9negbeauIZ7tLsM1vgVHx/VHAXfH9euyaz6MZ0RSbe3zrEOjCrmkROgAflVo3n2jCIyP6VmC/ePkZQL34/o+IJl4CaEM8tQDRdAuFpGmWRt2q/qYe9cHtTGCru/8FwN2LiCawusLM6sU91qfM7FkzW25mNxfvaGaXmdn8uNf3JzOrGS//wszuiHuCr5lZ03h5SU/WzGab2V3x/u+Y2anx8npmNiXu0U02s9fNLMfMaprZODNbHPcSrzGzC4lmipsYt+GwuG5OXGtlcU/WzG6M2/8C0LbUY2gVP7YFZjbXzI6Pl4+Le6H/MbP342Ptwd3nEH21P5H/I5qrZW+fxg8Exsf3xxPPqufumz06GwCgbnk13H2h75rdbglQ18zqmFkz4Ah3f9Wj5J1QqvZL7r453uc1orlOcPd33P3d+P5qoheHys5WKfuZgvrg1h5YUHqBu38GfEg0jwZAN+BSoilQL4qDsx0wGDjF3bOJZuS7NN7+cKJZ3ToDc4D/LefYGe7eDfgp0XwYAFcBm9y9E3Ab0Ty9xMf+mrt3cPeORJMETQNygUvdPdvdtyQ6iJl1Jbq6TxeiaUZPKrV6LPATd+9KNJPeg6XWNQN6At8imgM6aWY2gKh3+9Y+Nm3q7oUA8b9NStU42cyWEM3l8cNSwV2e7xDNRvcV0VStBaXWFcTLyvo+UW+7bPu7AbWJLuAh1YDOoz64GYl7a6WXz/L46iFm9iRReO0gCtE34qHPw4h6YADbiM5vhehFoLx5s58stU3L+H5Pokl7cPfFtuubZ+8D/2Nmvyeal/r5pB9hNGXn9OJepJnNjP+tT3Q5tqnxY4BoTvFiMzyaG31p8buCZJhZPaIpXs+qQBv34O6vA+3jF8XxFl0BZGs5x2xPNFlX8TETfcttt9+zmV1G9I7ktDLLmxFd/GFo/PilGlCP+uC2hDITzZvZEUTjq8W9qbJB7kRBMD7uyWa7e1t3Hx2v3x6/3Yaop13ei/1XCbZJ+DVad99ENAvbbODHwKN7f1h7lkiwrAbwSanHkO3u7RK0r9x2laMVcBzwlpmtJBpaeNPMjjGzv8TDNE/H266Ng7E4IPe4BJi75xNdnq6DmZ1f6kPG4iGeLKLJ84e4e/HvrCA+brEsoOQCAGbWh+jFZEDcAy9efgTRC+Gv3P21CjxmOcAU1Ae3fwP1LD4bIx5n/h0wrtQ4Zl+Lzk44jGic85V4vwvNrEm8X6PiswdSNI/oSh1YdPZGx/j+0URzXT8B3ET0AR7A58RX1dmLOcD58Rh2A6LpTIuHeD4ws4viY5iZdU71Abj72+7exN1buntLotA80d3XuPv34heE/vHmM4nm7Cb+96m4LceZWUZ8/1iicfWV7j691ItKrkVntfwLuMHdXynVhkLgczPrbtHbhSGlanchusrMAC91bUiLzvSZTjQN69RUnwfZvxTUB7G453s+0djzu8A7wFag9CWM5hG9Fc4DnnD3XHdfSnR9vefj4YlZRGO6qXoQyIxrXk909ZxPicZXZ5tZHtFluW6Itx8HPFz8YWI5D/FNormb84guEza31PpLge+b2VtE7y4GVqSxZvZ3oonx25pZgZl9vyL7E419942f+77sGgvvSdQjzyMKz6vcfUOC/a8m+izhplI97eJx7h8RvfNYQfTuqHgs+m6iaw1OjbefGS8fRHQWy7BStbIr+HjkANFXyA9hZjaM6PS3q/fT8WoCtdx9q5m1Iuq5t3H3bZWos47o4qTb09BUkaDow0TZn+oRXVy1FtG48I8qGtKxJcCjCmk5VKhHLSISOI1Ri4gETkEtIhI4BbWISOAU1CIigVNQi4gETkEtIhK4/wcYIYPDPQnlQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def filter_binned(df_wims, df_stemger):\n",
    "    return df_wims[df_wims['CBS gemeentecode'].isin(df_stemger['gemeentecode'])]\n",
    "\n",
    "def make_graphs(label):\n",
    "    df_stemger_label = df_stemger_clean[df_stemger_clean['binned'].str.contains(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",
    "for label in labels:\n",
    "    make_graphs(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              0                    1           2                3       4    \\\n",
      "0     Lijstnummer           Aanduiding  Volgnummer   Naam kandidaat  Totaal   \n",
      "1    Gebiednummer                  NaN         NaN              NaN     NaN   \n",
      "2        Postcode                  NaN         NaN              NaN     NaN   \n",
      "3             NaN         opgeroepenen         NaN              NaN  194113   \n",
      "4             NaN      geldige stempas         NaN              NaN   96830   \n",
      "..            ...                  ...         ...              ...     ...   \n",
      "445           NaN                  NaN           5     Oetomo, A.D.      38   \n",
      "446           NaN                  NaN           6         Smid, D.      25   \n",
      "447           NaN                  NaN           7  van Welij, P.Z.      10   \n",
      "448            16  Blanco (Dokter, T.)         NaN              NaN     100   \n",
      "449           NaN                  NaN           1       Dokter, T.     100   \n",
      "\n",
      "                                5    \\\n",
      "0    GRID Grafisch Museum Groningen   \n",
      "1                               101   \n",
      "2                           9712 JN   \n",
      "3                              1396   \n",
      "4                               560   \n",
      "..                              ...   \n",
      "445                               0   \n",
      "446                               0   \n",
      "447                               0   \n",
      "448                               0   \n",
      "449                               0   \n",
      "\n",
      "                                            6    \\\n",
      "0    Gemeente Groningen (locatie Kreupelstraat)   \n",
      "1                                           102   \n",
      "2                                       9712 HW   \n",
      "3                                          1311   \n",
      "4                                           469   \n",
      "..                                          ...   \n",
      "445                                           0   \n",
      "446                                           0   \n",
      "447                                           0   \n",
      "448                                           0   \n",
      "449                                           0   \n",
      "\n",
      "                                            7            8            9    \\\n",
      "0    Gemeente Groningen (locatie Kreupelstraat)  Der Aa-kerk  Der Aa-kerk   \n",
      "1                                           103          104          105   \n",
      "2                                       9712 HW      9711 JB      9711 JB   \n",
      "3                                          1311         1311         1311   \n",
      "4                                           491          595          607   \n",
      "..                                          ...          ...          ...   \n",
      "445                                           0            0            0   \n",
      "446                                           0            0            0   \n",
      "447                                           0            0            0   \n",
      "448                                           0            0            0   \n",
      "449                                           0            0            0   \n",
      "\n",
      "     ...              175         176              177                  178  \\\n",
      "0    ...  MFC 't Vinkhuys  De Fontein  Trefpunt Beijum  Wijkcentrum Het Dok   \n",
      "1    ...              827         828              829                  830   \n",
      "2    ...          9743 BJ     9741 EZ          9737 AB              9733 CA   \n",
      "3    ...                0           0                0                    0   \n",
      "4    ...              369         503              367                  537   \n",
      "..   ...              ...         ...              ...                  ...   \n",
      "445  ...                0           0                0                    0   \n",
      "446  ...                0           2                0                    0   \n",
      "447  ...                0           0                0                    0   \n",
      "448  ...                2           2                1                    0   \n",
      "449  ...                2           2                1                    0   \n",
      "\n",
      "                      179                     180  \\\n",
      "0    PKN Blister Ten Boer  Buurtcentrum Stadspark   \n",
      "1                     831                     832   \n",
      "2                 9791 CP                 9727 HW   \n",
      "3                       0                       0   \n",
      "4                     218                     283   \n",
      "..                    ...                     ...   \n",
      "445                     0                       0   \n",
      "446                     0                       0   \n",
      "447                     0                       0   \n",
      "448                     0                       2   \n",
      "449                     0                       2   \n",
      "\n",
      "                                           181            182  \\\n",
      "0    Kerk van J.C. van de H. der Laatste Dagen  Maranathakerk   \n",
      "1                                          833            834   \n",
      "2                                      9728 AR        9721 PE   \n",
      "3                                            0              0   \n",
      "4                                          302            473   \n",
      "..                                         ...            ...   \n",
      "445                                          0              0   \n",
      "446                                          3              0   \n",
      "447                                          0              1   \n",
      "448                                          0              0   \n",
      "449                                          0              0   \n",
      "\n",
      "                             183                 184  \n",
      "0    Tennispark Vorenkamp (GLTB)  Gemeentehuis Haren  \n",
      "1                            835                 836  \n",
      "2                        9722 HJ             9751 AN  \n",
      "3                              0                   0  \n",
      "4                            495                 815  \n",
      "..                           ...                 ...  \n",
      "445                            0                   0  \n",
      "446                            0                   0  \n",
      "447                            0                   0  \n",
      "448                            0                   0  \n",
      "449                            0                   0  \n",
      "\n",
      "[450 rows x 185 columns]\n"
     ]
    }
   ],
   "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": [
    "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": null,
   "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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