{ "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", "\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 stembureaus 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": 1, "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": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 3, "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": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 5, "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 stembureaus, 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 stembureaus, en de mobiele stembureaus alleen." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_18605/291552514.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", "2521\n", "2918\n", "3579\n", "3580\n", "3581\n", "3582\n", "3583\n", "5494\n", "5784\n", "5785\n", "6260\n", "6261\n", "6738\n", "6739\n", "6863\n", "7348\n", "7364\n", "7857\n", "7912\n", "7913\n", "7923\n", "7924\n", "7926\n", "7958\n", "7959\n", "7960\n", "8108\n", "8109\n", "8161\n", "8162\n", "8163\n", "8318\n", "9093\n", "9151\n", "9152\n", "9153\n", "9661\n", "9853\n", "10427\n", "10431\n", "10497\n", "10498\n", "10525\n", "10526\n", "10527\n", "10528\n", "10623\n", "10624\n", "10894\n", "10895\n", "11032\n", "11101\n", "12038\n", "12039\n", "12053\n", "12054\n", "12118\n", "12119\n", "12120\n", "12121\n", "12504\n", "12505\n", "12506\n" ] } ], "source": [ "#de waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is, 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": 7, "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": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 10, "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": 11, "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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
c28992r500INWONERgeometry
0E2260N6190-99997POLYGON ((226000.000 619000.000, 226000.000 61...
1E2265N6190-99997POLYGON ((226500.000 619500.000, 227000.000 61...
2E2270N6190-99997POLYGON ((227000.000 619500.000, 227500.000 61...
3E2275N6190-99997POLYGON ((227500.000 619500.000, 228000.000 61...
4E2280N6190-99997POLYGON ((228000.000 619500.000, 228500.000 61...
............
151103E1995N3070-99997POLYGON ((199500.000 307500.000, 200000.000 30...
151104E1905N3065-99997POLYGON ((190500.000 307000.000, 191000.000 30...
151105E1910N3065-99997POLYGON ((191000.000 307000.000, 191500.000 30...
151106E1920N306520POLYGON ((192000.000 307000.000, 192500.000 30...
151107E1925N3065-99997POLYGON ((192500.000 307000.000, 193000.000 30...
\n", "

151108 rows × 3 columns

\n", "
" ], "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": 11, "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": 12, "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": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of clean: (333, 38)\n", "Shape of election: (330, 38)\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GM_CODEGM_NAAMH2OOADSTEDBEV_DICHTHAANT_INWAANT_MANAANT_VROUWP_00_14_JR...P_TURKIJEP_OVER_NWOPP_TOTOPP_LANDOPP_WATERJRSTATCODEJAARShape_LengShape_Areageometry
113GM0164HengeloNEE18452133281049407764027315...6761836084992021GM0164202147510.2559146.183056e+07POLYGON ((251978.591 481220.258, 251979.382 48...
191GM0373Bergen (NH.)NEE819430029715143171539812...0312023989621272021GM0373202157488.4745639.987418e+07POLYGON ((105976.650 529056.951, 106002.347 52...
328GM0893Bergen (L.)NEE3185127131086568654013...0310850103245252021GM0893202161497.5635711.084951e+08POLYGON ((199768.270 409749.960, 199758.060 40...
\n", "

3 rows × 38 columns

\n", "
" ], "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": 13, "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", "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", "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": [ "Nu we dezelfde lijst hebben van gemeentes die in de verkiezingen meededen kunnen we verder." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt4AAANOCAYAAAAmhQuoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9e7xkVX3mjz/7Uvc691ufc/rCaRoBGdOtNpeAaFpAEIWRXL4TE8AQle/IMBOiMYnjTOY3meFrEgJixuAEjShgnDhGjBcEEXuiabBplEYnItL2obtPn9Pnfqt71d7r90f12mfXrrX2Xruqzq378369fEnXqcu+Ve1nfdazno/GGANBEARBEARBEKuLvt4bQBAEQRAEQRBnAyS8CYIgCIIgCGINIOFNEARBEARBEGsACW+CIAiCIAiCWANIeBMEQRAEQRDEGmCu9waI6O3tZeecc856bwZBEARBEARBhOKHP/zhDGOsT/S3DSm8zznnHDz//PPrvRkEQRAEQRAEEQpN047J/kZWE4IgCIIgCIJYA0h4EwRBEARBEMQaQMKbIAiCIAiCINYAEt4EQRAEQRAEsQaQ8CYIgiAIgiCINYCEN0EQBEEQBEGsASS8CYIgCIIgCGINIOFNEARBEARBEGsACW+CIAiCIAiCWANIeBMEQRAEQRDEGkDCmyAIgiAIgiDWABLeBEEQBEEQBLEGkPAmCIIgCIIgiDWAhDdBEARBEARBrAEkvAmCIAiCIAhiDSDhTRAEQRAEQRBrAAlvgiAIgiAIglgDSHgTBEEQBEEQxBpAwpsgCIIgCIIg1gAS3gRBEARBEASxBpDwJgiCIAiCIIg1gIQ3QRAEQRAEQawBJLwJgiAIgiAIYg0g4U0QBEEQBEEQawAJb4IgCIIgCIJYA0h4EwRBEARBEMQaQMKbIAiCIAiCINYAEt4EQRAEQRAEsQaQ8CYIgiAIgiCINYCEN0EQBEEQBEGsASS8CYIgCIIgCGINIOFNEARBEARBEGsACW+CIAiCIAiCWANIeBMEQRAEQRDEGkDCmyAIgiAIgiDWABLeBEEQBEGcNeRyOUxOTqJYLK73phBnIeZ6bwBBEARBEMRqwxjDqVOnMDs7CwCYnZ3FyMgIEonEOm8ZcTZBFW+CIAiCIM5oLMvCsWPHMD8/j61bt2L79u3QdR0nTpyAbdvrvXnEWQRVvAmCIAiCOKMZHx9HJpMBAIyNjSGZTKK3txezs7OYmprCli1bAt+jUqmgUCjAMAxYluUI9mQyCdMkOUWoQVcKQRAEQRBnNMvLyzX/zuVyyOVy6OvrQz6fx/z8PDo6OqDrYiPA4uIilpeXUSqVkMvlAACapjl/7+rqwpYtW6SvJwgOCW+CIAiCIM5oBgYGMDExAQBIJBLQdR26rqNUKiESiYAxhmPHjsEwDAwODiISidS8PpfLYXh4GJqmYXZ2FqVSCd3d3SiVSjAMA/Pz81hcXERXV9d67B6xiSDhTRAEQRDEGU13d7cjmIvFIrZu3YpKpYJ4PA4AiEQi6O7uRrFYFHq+TdN0Ktw9PT3O47FYDEDVbmJZ1hrsCbHZIeFNEARBEMQZjaZpGBwcxLFjx2DbNkzTRHt7e93zuJD20tfXF/gZhmE0vZ3EmQ+ZkQiCIAiCOONJp9OOsC4UCk291/z8PI4ePdr0+xBnHyS8CYIgCILYtFiWhdHRUbz88suYn5+XPk/TNKRSKXR1daG7u7upz0ylUgCAUqnU1PsQZx9kNSEIgiAIYsPBGEOlUoFlWcjn8yiXy2CMQdM0GIaBRCKBRCIBTdNg2zbK5TJyuZzvAsfu7u6WJI9Eo1Hs3Lmz6fchzj5IeBMEQRAEse5wgZ3L5ZDNZpHL5cAYEz6Xe7QNw0AsFkNnZycGBgacSrQMvpiSINYLJeGtadqrAJYBWAAqjLG9mqb9NwD/GoANYArA7zDGxlVe25pNJwiCIAhiM8EYc6rTxWIR+XwepVLJqWjL0DQNPT09sG0bfX19NSkjABzriPsxgtiIhKl472OMzbj+fQ9j7D8DgKZp/wHAnwD4t4qvJQiCIAjiDIGL6VKphHK5DNu2YVkWyuUyLMty/ttPXHOi0Sja29sRjUZRLpdhGAY6Ozt9u0OS4CY2Cw1bTRhjS65/pgCI54MIgiAIgti0eAV0pVJxRLRbbLcCXdeRSCQwMDBAYpo4I1EV3gzAtzVNYwD+hjH2IABomnY3gFsBLALYF+a1XjRNux3A7QCwfft29T0gCIIgCKLlVCoVLC0tYXp6umXCWkYqlcLg4CBisRgJbuKMRpMtXKh5kqYNMcbGNU3rB/AUgH/PGPue6+8fARBnjP2XsK8VsXfvXvb888+H3ReCIAiCIJqEMYZ8Po/FxUXMzs6u2ufouo7Ozk60t7cjlUqR4CbOGDRN+6FsTaNSxZsvmmSMTWma9hiASwC4xfPfAfgmgDrhrfBagiAIgiDWGcYYFhYWUCgUsLy83NKMak3TwBhz/NupVAqpVKol0X4EsZkIFN6apqUA6Iyx5dP//TYAf6pp2nmMsVdOP+1GAD9TfW3rNp8gCIIgiFZw6tQpaJoGTdMc0b1/NIOHDy9gJmuhN2Xg1j2d2DeSrnstF9be/+boug7GGEZGRhCJRFZ/Zwhig6JS8R4A8NjpKSATwN8xxp7QNO0fNE07H9U4wWM4nWiiadoQgM8wxq6Xvbb1u0EQBEEQRDMsLS3h3HPPxcsvvwygKro/+YM5FK2qiJ7OWvjkD+YAQCi+DcOAZVkwDAOVSqXmb21tbRgYGCDRTZz1BApvxthRALsFj/+a5PnjAK73ey1BEARBEBsLXddRLBadavXDhxcc0c0pWgwPH16oE948n1vXdVQqFUSjUef/Ozo60N3dDcMw1mxfCGKjQp0rCYIgCOIMhEf/maYZKHorlQpKpRIsy3Iem8lawud6H08kEkilUkgmk4jFYs7jhmH4Zm8TxNkIfSMIgiCIMw7efty2bbS1tZ01iRn5fB4TExMoFoswTRPRaBS6rqOnpwfJZFL6ulKp5Cx4jMfjKBQK6E0ZmBaI74H2KAYHB6FpGjo7O2mBJEGEgIQ3QRAEcUYxPz+PiYkJ2LYNoJoR3dvbu+4pGowxVCoVpxGNbdvO//i/uc1D13VnW6PRKNLpdODgIZPJ4Pjx42CMoa2tDdu2bYOmabBtOzChJJfLobe3F4ZhYPv27Th58iRu3dNZ4/EGgETEwB+//bXo6ekBYwyWZZHwJogQkPAmCIIgzggYY5iYmMDc3FzN49lsFtlsFrquOxVdwzAQiUQQi8UQiUSg63roqjgXnpZl1fw37+zo/n/+v0bp7e3Fli1bpH8vlUo4fvw4UqkUhoaGahYxMsZqLCAiyuUyuru7AVSF/sjICN5lmhgaHMR93/kFxhfyGOpM4MPXno93vX4YQDW9hKwkzcMYQ6lUEv6vUqnAMAzE43G0t7ejra1Nahviz+WpMmfLLM9mg74xBEEQxKbHsiycOHECmUxG+hzbtrG8vIzl5eW6v2mahmg06vyPCxguXriw5mKaiyKVJnSNwAcJ3DtdLBZ9n88r2tu3b68TXCqLGru6umoq14wxxONx3PSGHvza3h0N7AEhgjGGubk5ZLNZMMZQLBYDZyMsy0KpVMLS0hI0TUNbWxt6enqQSqWc5ywvL+P48eMwTRPd3d1IpVJIJBKwbZsWtW4wSHgTBEEQm5pSqYRXX321qYYvXAS5Ba4sw1o129qLN986Eomgt7cXsVisJgPbtm3E43FEo1EAVeEVVL1Mp9M4//zzG65yxuPxum3t6+tr6L2IFWzbRrFYxPLyMjKZjLOItVEYY1haWsLS0hI6OjrQ1dWFcrmMkydPAqjOXGSzWZTLZSSTSeTzeeoKusEg4U0QBEFsWhhjOHHiBEqlUsOCWIQsw/qlqQKePppTzrb2bquu67BtG319fY6nOghd15FIJAKfR5XNjQFjDIVCATMzM1haWlq1WZHFxUUsLi46/06lUojFYshkMiiVSrBtG8eOHUMkEkF3dze6urroGtkAkPAmCIIgNi08vcSv2ctLUwU8cSQL26V/+gKEuSzD2vs+/HFRtjXHMAy0tbXBNE0kk0kkk8lQ3miqVm4ObNtGNpvFwsLCqgpuGYVCAaZpoq+vD+3t7Y6dpVQq4dSpU5idncX27duVBnHE6kHCmyAIglgzGGOOR7pcLjupGJFIBPF4PHRnw6BmL5/8wSyKgjjqoEq1LMPaK7plz08mk0in04jFYkilUrQI8QyFC9vl5WXMzc01ZSNpFndSjqZpiMfj2LJlCzKZjGM/GR0dxY4dO5xoSRrUrT30S0AQBEGsKoVCAcvLy8jlcsjlcjVNWrwkEgkMDAwgnVaziEQiEUQiEalQFonulb+tVKr5VDwXUv1t45hcLte9RtfE4rsvVa00ptNpJJNJEjRnMDwxpFQqYWxsDLlcbr03yYEvHp6engYAxGIxxGIx2LaNXC4H27bx6quvYmhoCJ2dneu7sWcpJLwJgiCIlsIYQy6Xw9LSEpaXl32rgNzzzP+7XC5jfHwcO3bsCIzA42zZsgW9qVFhs5cgZrIWotGVhjBAtVr9kesvwke+8hPkyyvvGTc1vOO1PfjmT+dQqNgrj0d0fOQdF2FgYCD05xObB57D7r62+bW7EZCtcchmszXPY4xhamoKXV1d67SlZzckvAmCIIimKZfLzpT28vKyb1UbqE5xG4ZR44PlIuacc84JVTHu6OjAv3/zdtz97Vdr7CYxQ0PJYvBz2vanTWzdurUmVQSAk1V9z5MvY3whj8HOOD509S782t4duPKFk87j3mxr4szBsizkcjlkMhkUi0WUy2UUi8W6dJqNgN8aB5GVKhqNUtb3OkHCmyAIgggNj9/LZDJYXFxEPp8PfA3PxnbnX3d0dCCXyyEajaKtrQ3t7e0wDCNQuHu55c0XQtN0/I9/OobpbMWp+L00VcDjr2SFr4mbOv74+oscvysX/m7xLRLUsseJzQOP+SsUCrBtG+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": [ "
" ] }, "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": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 16, "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": 17, "metadata": {}, "outputs": [], "source": [ "df_geojson_clean_hmp = [[point.xy[1][0], point.xy[0][0]] for point in df_geojson_clean.geometry]\n", "\n", "plugins.HeatMap(df_geojson_clean_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": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
c28992r500INWONERgeometrysavedindex
2E2270N6190-99997POINT (227250.000 619250.000)2
3E2275N6190-99997POINT (227750.000 619250.000)3
4E2280N6190-99997POINT (228250.000 619250.000)4
7E2265N6185-99997POINT (226750.000 618750.000)7
8E2270N6185-99997POINT (227250.000 618750.000)8
...............
151102E1990N3070-99997POINT (199250.000 307250.000)151102
151103E1995N3070-99997POINT (199750.000 307250.000)151103
151105E1910N3065-99997POINT (191250.000 306750.000)151105
151106E1920N306520POINT (192250.000 306750.000)151106
151107E1925N3065-99997POINT (192750.000 306750.000)151107
\n", "

140002 rows × 4 columns

\n", "
" ], "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": 18, "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": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
c28992r500INWONERgeometrysavedindexStembureauAdresLocatiedescriptionGeldige stemmenOpgeroepen...Nationale Bond tegen Overheidszaken - DHHaags BelangINL Den HaagRosmalens BelangDe Bossche Groenen\"Leefbaar 's-Hertogenbosch\" Paul KagieRAADSGROEPERING ''BOSCH-BELANG''gewoon ge-DREVENVOOR Den Bosch Joep Gersjesdist
0E2050N61105POINT (205250.000 611250.000)26719166LXSB1Stembureau Gemeentehuis (postcode: 9166 LX)655827...NaNNaNNaNNaNNaNNaNNaNNaNNaN1331.950309
1E2060N611015POINT (206250.000 611250.000)26919166LXSB1Stembureau Gemeentehuis (postcode: 9166 LX)655827...NaNNaNNaNNaNNaNNaNNaNNaNNaN688.536284
2E2055N610520POINT (205750.000 610750.000)29219166LXSB1Stembureau Gemeentehuis (postcode: 9166 LX)655827...NaNNaNNaNNaNNaNNaNNaNNaNNaN672.375861
3E2060N6105185POINT (206250.000 610750.000)29319166LXSB1Stembureau Gemeentehuis (postcode: 9166 LX)655827...NaNNaNNaNNaNNaNNaNNaNNaNNaN228.220493
4E2065N6105340POINT (206750.000 610750.000)29419166LXSB1Stembureau Gemeentehuis (postcode: 9166 LX)655827...NaNNaNNaNNaNNaNNaNNaNNaNNaN389.974214
\n", "

5 rows × 977 columns

\n", "
" ], "text/plain": [ " c28992r500 INWONER geometry savedindex Stembureau \\\n", "0 E2050N6110 5 POINT (205250.000 611250.000) 267 1 \n", "1 E2060N6110 15 POINT (206250.000 611250.000) 269 1 \n", "2 E2055N6105 20 POINT (205750.000 610750.000) 292 1 \n", "3 E2060N6105 185 POINT (206250.000 610750.000) 293 1 \n", "4 E2065N6105 340 POINT (206750.000 610750.000) 294 1 \n", "\n", " Adres Locatie description \\\n", "0 9166LX SB1 Stembureau Gemeentehuis (postcode: 9166 LX) \n", "1 9166LX SB1 Stembureau Gemeentehuis (postcode: 9166 LX) \n", "2 9166LX SB1 Stembureau Gemeentehuis (postcode: 9166 LX) \n", "3 9166LX SB1 Stembureau Gemeentehuis (postcode: 9166 LX) \n", "4 9166LX SB1 Stembureau Gemeentehuis (postcode: 9166 LX) \n", "\n", " Geldige stemmen Opgeroepen ... Nationale Bond tegen Overheidszaken - DH \\\n", "0 655 827 ... NaN \n", "1 655 827 ... NaN \n", "2 655 827 ... NaN \n", "3 655 827 ... NaN \n", "4 655 827 ... NaN \n", "\n", " Haags Belang INL Den Haag Rosmalens Belang De Bossche Groenen \\\n", "0 NaN 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", " \"Leefbaar 's-Hertogenbosch\" Paul Kagie RAADSGROEPERING ''BOSCH-BELANG'' \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "\n", " gewoon ge-DREVEN VOOR Den Bosch Joep Gersjes dist \n", "0 NaN NaN 1331.950309 \n", "1 NaN NaN 688.536284 \n", "2 NaN NaN 672.375861 \n", "3 NaN NaN 228.220493 \n", "4 NaN NaN 389.974214 \n", "\n", "[5 rows x 977 columns]" ] }, "execution_count": 19, "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), df_geojson_clean.to_crs(epsg=28992))\n", "df_nearest.head()\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Bevolking (Millioenen)')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
c28992r500INWONERgeometrysavedindexStembureauAdresLocatiedescriptionGeldige stemmenOpgeroepen...Nationale Bond tegen Overheidszaken - DHHaags BelangINL Den HaagRosmalens BelangDe Bossche Groenen\"Leefbaar 's-Hertogenbosch\" Paul KagieRAADSGROEPERING ''BOSCH-BELANG''gewoon ge-DREVENVOOR Den Bosch Joep Gersjesdist
0E2270N61900POINT (227250.000 619250.000)243SB43Stembureau Dorpshuis Pieterburen327568...NaNNaNNaNNaNNaNNaNNaNNaNNaN17241.922230
1E2275N61900POINT (227750.000 619250.000)343SB43Stembureau Dorpshuis Pieterburen327568...NaNNaNNaNNaNNaNNaNNaNNaNNaN17285.083033
2E2280N61900POINT (228250.000 619250.000)443SB43Stembureau Dorpshuis Pieterburen327568...NaNNaNNaNNaNNaNNaNNaNNaNNaN17342.557734
3E2265N61850POINT (226750.000 618750.000)743SB43Stembureau Dorpshuis Pieterburen327568...NaNNaNNaNNaNNaNNaNNaNNaNNaN16713.659349
4E2270N61850POINT (227250.000 618750.000)843SB43Stembureau Dorpshuis Pieterburen327568...NaNNaNNaNNaNNaNNaNNaNNaNNaN16743.256019
..................................................................
139997E1990N30700POINT (199250.000 307250.000)15110216291ATSB1Stembureau Gemeentehuis (Trouwkamer) (postcode...3841592...NaNNaNNaNNaNNaNNaNNaNNaNNaN1939.206985
139998E1995N30700POINT (199750.000 307250.000)15110316291ATSB1Stembureau Gemeentehuis (Trouwkamer) (postcode...3841592...NaNNaNNaNNaNNaNNaNNaNNaNNaN1923.094050
139999E1910N30650POINT (191250.000 306750.000)1511057SB7Stembureau Gemeenschapshuis 't Patronaat442882...NaNNaNNaNNaNNaNNaNNaNNaNNaN2880.233287
140000E1920N306520POINT (192250.000 306750.000)1511067SB7Stembureau Gemeenschapshuis 't Patronaat442882...NaNNaNNaNNaNNaNNaNNaNNaNNaN2746.345509
140001E1925N30650POINT (192750.000 306750.000)1511077SB7Stembureau Gemeenschapshuis 't Patronaat442882...NaNNaNNaNNaNNaNNaNNaNNaNNaN2813.494018
\n", "

140002 rows × 977 columns

\n", "
" ], "text/plain": [ " c28992r500 INWONER geometry savedindex \\\n", "0 E2270N6190 0 POINT (227250.000 619250.000) 2 \n", "1 E2275N6190 0 POINT (227750.000 619250.000) 3 \n", "2 E2280N6190 0 POINT (228250.000 619250.000) 4 \n", "3 E2265N6185 0 POINT (226750.000 618750.000) 7 \n", "4 E2270N6185 0 POINT (227250.000 618750.000) 8 \n", "... ... ... ... ... \n", "139997 E1990N3070 0 POINT (199250.000 307250.000) 151102 \n", "139998 E1995N3070 0 POINT (199750.000 307250.000) 151103 \n", "139999 E1910N3065 0 POINT (191250.000 306750.000) 151105 \n", "140000 E1920N3065 20 POINT (192250.000 306750.000) 151106 \n", "140001 E1925N3065 0 POINT (192750.000 306750.000) 151107 \n", "\n", " Stembureau Adres Locatie \\\n", "0 43 SB43 \n", "1 43 SB43 \n", "2 43 SB43 \n", "3 43 SB43 \n", "4 43 SB43 \n", "... ... ... ... \n", "139997 1 6291AT SB1 \n", "139998 1 6291AT SB1 \n", "139999 7 SB7 \n", "140000 7 SB7 \n", "140001 7 SB7 \n", "\n", " description Geldige stemmen \\\n", "0 Stembureau Dorpshuis Pieterburen 327 \n", "1 Stembureau Dorpshuis Pieterburen 327 \n", "2 Stembureau Dorpshuis Pieterburen 327 \n", "3 Stembureau Dorpshuis Pieterburen 327 \n", "4 Stembureau Dorpshuis Pieterburen 327 \n", "... ... ... \n", "139997 Stembureau Gemeentehuis (Trouwkamer) (postcode... 384 \n", "139998 Stembureau Gemeentehuis (Trouwkamer) (postcode... 384 \n", "139999 Stembureau Gemeenschapshuis 't Patronaat 442 \n", "140000 Stembureau Gemeenschapshuis 't Patronaat 442 \n", "140001 Stembureau Gemeenschapshuis 't Patronaat 442 \n", "\n", " Opgeroepen ... Nationale Bond tegen Overheidszaken - DH \\\n", "0 568 ... NaN \n", "1 568 ... NaN \n", "2 568 ... NaN \n", "3 568 ... NaN \n", "4 568 ... NaN \n", "... ... ... ... \n", "139997 1592 ... NaN \n", "139998 1592 ... NaN \n", "139999 882 ... NaN \n", "140000 882 ... NaN \n", "140001 882 ... NaN \n", "\n", " Haags Belang INL Den Haag Rosmalens Belang De Bossche Groenen \\\n", "0 NaN 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", "139997 NaN NaN NaN NaN \n", "139998 NaN NaN NaN NaN \n", "139999 NaN NaN NaN NaN \n", "140000 NaN NaN NaN NaN \n", "140001 NaN NaN NaN NaN \n", "\n", " \"Leefbaar 's-Hertogenbosch\" Paul Kagie \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "... ... \n", "139997 NaN \n", "139998 NaN \n", "139999 NaN \n", "140000 NaN \n", "140001 NaN \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", "139997 NaN NaN \n", "139998 NaN NaN \n", "139999 NaN NaN \n", "140000 NaN NaN \n", "140001 NaN NaN \n", "\n", " VOOR Den Bosch Joep Gersjes dist \n", "0 NaN 17241.922230 \n", "1 NaN 17285.083033 \n", "2 NaN 17342.557734 \n", "3 NaN 16713.659349 \n", "4 NaN 16743.256019 \n", "... ... ... \n", "139997 NaN 1939.206985 \n", "139998 NaN 1923.094050 \n", "139999 NaN 2880.233287 \n", "140000 NaN 2746.345509 \n", "140001 NaN 2813.494018 \n", "\n", "[140002 rows x 977 columns]" ] }, "execution_count": 21, "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), df_geojson_clean.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": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
c28992r500INWONERgeometrysavedindexStembureauAdresLocatiedescriptionGeldige stemmenOpgeroepen...Nationale Bond tegen Overheidszaken - DHHaags BelangINL Den HaagRosmalens BelangDe Bossche Groenen\"Leefbaar 's-Hertogenbosch\" Paul KagieRAADSGROEPERING ''BOSCH-BELANG''gewoon ge-DREVENVOOR Den Bosch Joep Gersjesdist
47198E1005N43151420POINT (100750.000 431750.000)10308112981EASB1Stembureau Gemeentehuis (postcode: 2981 EA)10591228...NaNNaNNaNNaNNaNNaNNaNNaNNaN3.835321
32760E1435N4655155POINT (143750.000 465750.000)7821163749AASB6Stembureau Dorpshuis de Furs (postcode: 3749 AA)2081109...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.000517
46560E1970N4335910POINT (197250.000 433750.000)101861516686BSSB51Stembureau Ontmoetingscentrum Doornenburg (ma ...1790...NaNNaNNaNNaNNaNNaNNaNNaNNaN4.465340
38896E1245N4505880POINT (124750.000 450750.000)8865913417HLSB1Stembureau Zalencentrum St. Joseph (postcode: ...7791795...NaNNaNNaNNaNNaNNaNNaNNaNNaN5.703409
12114E2665N5370630POINT (266750.000 537250.000)33802235SB235Stembureau Protestantse kerk (di)1470...NaNNaNNaNNaNNaNNaNNaNNaNNaN6.770528
..................................................................
22441E1670N49205POINT (167250.000 492250.000)59539128SB128Stembureau Drive-In op parkeerplaats P2120845...NaNNaNNaNNaNNaNNaNNaNNaNNaN8114.571903
65831E2100N355520POINT (210250.000 355750.000)14696296075CWSB9Stembureau Brede School De Berensprong (postco...7451783...NaNNaNNaNNaNNaNNaNNaNNaNNaN8117.463711
22439E1590N492010POINT (159250.000 492250.000)59523228245HWSB22Stembureau Gymzaal Kindcentrum Warande (postco...4131228...NaNNaNNaNNaNNaNNaNNaNNaNNaN8135.260944
22440E1620N49205POINT (162250.000 492250.000)59529338226TASB33Stembureau Gymzaal De Borg (postcode: 8226 TA)4721719...NaNNaNNaNNaNNaNNaNNaNNaNNaN8402.730770
22583E1595N491510POINT (159750.000 491750.000)59865228245HWSB22Stembureau Gymzaal Kindcentrum Warande (postco...4131228...NaNNaNNaNNaNNaNNaNNaNNaNNaN8685.023942
\n", "

67995 rows × 977 columns

\n", "
" ], "text/plain": [ " c28992r500 INWONER geometry savedindex \\\n", "47198 E1005N4315 1420 POINT (100750.000 431750.000) 103081 \n", "32760 E1435N4655 155 POINT (143750.000 465750.000) 78211 \n", "46560 E1970N4335 910 POINT (197250.000 433750.000) 101861 \n", "38896 E1245N4505 880 POINT (124750.000 450750.000) 88659 \n", "12114 E2665N5370 630 POINT (266750.000 537250.000) 33802 \n", "... ... ... ... ... \n", "22441 E1670N4920 5 POINT (167250.000 492250.000) 59539 \n", "65831 E2100N3555 20 POINT (210250.000 355750.000) 146962 \n", "22439 E1590N4920 10 POINT (159250.000 492250.000) 59523 \n", "22440 E1620N4920 5 POINT (162250.000 492250.000) 59529 \n", "22583 E1595N4915 10 POINT (159750.000 491750.000) 59865 \n", "\n", " Stembureau Adres Locatie \\\n", "47198 1 2981EA SB1 \n", "32760 6 3749AA SB6 \n", "46560 51 6686BS SB51 \n", "38896 1 3417HL SB1 \n", "12114 235 SB235 \n", "... ... ... ... \n", "22441 128 SB128 \n", "65831 9 6075CW SB9 \n", "22439 22 8245HW SB22 \n", "22440 33 8226TA SB33 \n", "22583 22 8245HW SB22 \n", "\n", " description Geldige stemmen \\\n", "47198 Stembureau Gemeentehuis (postcode: 2981 EA) 1059 \n", "32760 Stembureau Dorpshuis de Furs (postcode: 3749 AA) 208 \n", "46560 Stembureau Ontmoetingscentrum Doornenburg (ma ... 179 \n", "38896 Stembureau Zalencentrum St. Joseph (postcode: ... 779 \n", "12114 Stembureau Protestantse kerk (di) 147 \n", "... ... ... \n", "22441 Stembureau Drive-In op parkeerplaats P2 120 \n", "65831 Stembureau Brede School De Berensprong (postco... 745 \n", "22439 Stembureau Gymzaal Kindcentrum Warande (postco... 413 \n", "22440 Stembureau Gymzaal De Borg (postcode: 8226 TA) 472 \n", "22583 Stembureau Gymzaal Kindcentrum Warande (postco... 413 \n", "\n", " Opgeroepen ... Nationale Bond tegen Overheidszaken - DH \\\n", "47198 1228 ... NaN \n", "32760 1109 ... NaN \n", "46560 0 ... NaN \n", "38896 1795 ... NaN \n", "12114 0 ... NaN \n", "... ... ... ... \n", "22441 845 ... NaN \n", "65831 1783 ... NaN \n", "22439 1228 ... NaN \n", "22440 1719 ... NaN \n", "22583 1228 ... NaN \n", "\n", " Haags Belang INL Den Haag Rosmalens Belang De Bossche Groenen \\\n", "47198 NaN NaN NaN NaN \n", "32760 NaN NaN NaN NaN \n", "46560 NaN NaN NaN NaN \n", "38896 NaN NaN NaN NaN \n", "12114 NaN NaN NaN NaN \n", "... ... ... ... ... \n", "22441 NaN NaN NaN NaN \n", "65831 NaN NaN NaN NaN \n", "22439 NaN NaN NaN NaN \n", "22440 NaN NaN NaN NaN \n", "22583 NaN NaN NaN NaN \n", "\n", " \"Leefbaar 's-Hertogenbosch\" Paul Kagie \\\n", "47198 NaN \n", "32760 NaN \n", "46560 NaN \n", "38896 NaN \n", "12114 NaN \n", "... ... \n", "22441 NaN \n", "65831 NaN \n", "22439 NaN \n", "22440 NaN \n", "22583 NaN \n", "\n", " RAADSGROEPERING ''BOSCH-BELANG'' gewoon ge-DREVEN \\\n", "47198 NaN NaN \n", "32760 NaN NaN \n", "46560 NaN NaN \n", "38896 NaN NaN \n", "12114 NaN NaN \n", "... ... ... \n", "22441 NaN NaN \n", "65831 NaN NaN \n", "22439 NaN NaN \n", "22440 NaN NaN \n", "22583 NaN NaN \n", "\n", " VOOR Den Bosch Joep Gersjes dist \n", "47198 NaN 3.835321 \n", "32760 NaN 4.000517 \n", "46560 NaN 4.465340 \n", "38896 NaN 5.703409 \n", "12114 NaN 6.770528 \n", "... ... ... \n", "22441 NaN 8114.571903 \n", "65831 NaN 8117.463711 \n", "22439 NaN 8135.260944 \n", "22440 NaN 8402.730770 \n", "22583 NaN 8685.023942 \n", "\n", "[67995 rows x 977 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_nearest.sort_values(by=['dist'], inplace=True)\n", "df_nearest" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " _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", "9236 38711 Putten GM0273 3 \n", "9237 38712 Putten GM0273 10 \n", "9238 38713 Putten GM0273 8 \n", "9239 38714 Putten GM0273 13 \n", "9240 38715 Putten GM0273 6 \n", "\n", " Naam stembureau \\\n", "0 Zorgcentrum Kempenhof \n", "1 Buurtgebouw De Horizon \n", "2 Speeltuin Geenhoven \n", "3 Ontmoetingscentrum De zoete inval \n", "4 Gymnastiekzaal 't Gegraaf \n", "... ... \n", "9236 Nieuwe Kerk \n", "9237 Sporthal de Meeuwen \n", "9238 School de Pelikaan \n", "9239 De Samaritaan \n", "9240 Verenigingsgebouw Stenenkamer \n", "\n", " Gebruiksdoel van het gebouw \\\n", "0 gezondheidszorgfunctie \n", "1 bijeenkomstfunctie \n", "2 bijeenkomstfunctie \n", "3 bijeenkomstfunctie \n", "4 sportfunctie \n", "... ... \n", "9236 bijeenkomstfunctie \n", "9237 sportfunctie \n", "9238 onderwijsfunctie \n", "9239 bijeenkomstfunctie,gezondheidszorgfunctie \n", "9240 bijeenkomstfunctie \n", "\n", " Website locatie Wijknaam \\\n", "0 https://www.valkenhof.nl/ NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "... ... ... \n", "9236 https://www.hervormdputten.nl/ NaN \n", "9237 https://www.kvdemeeuwen.nl/ NaN \n", "9238 https://www.pcbdepelikaan.nl/ NaN \n", "9239 https://www.desamaritaanputten.nl/ NaN \n", "9240 https://verenigingsgebouwsteenenkamer.jouwweb.nl/ NaN \n", "\n", " CBS wijknummer Buurtnaam ... Visuele hulpmiddelen \\\n", "0 NaN NaN ... leesloep \n", "1 NaN NaN ... leesloep \n", "2 NaN NaN ... leesloep \n", "3 NaN NaN ... leesloep \n", "4 NaN NaN ... leesloep \n", "... ... ... ... ... \n", "9236 NaN NaN ... leesloep \n", "9237 NaN NaN ... leesloep \n", "9238 NaN NaN ... leesloep \n", "9239 NaN NaN ... leesloep \n", "9240 NaN NaN ... leesloep \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", "9236 ja Putten Putten ja \n", "9237 NaN Putten Putten ja \n", "9238 NaN Putten Putten ja \n", "9239 ja Putten Putten ja \n", "9240 NaN Putten Putten ja \n", "\n", " Contactgegevens gemeente Verkiezingswebsite gemeente \\\n", "0 verkiezingen@valkenswaard.nl http://www.valkenswaard.nl/verkiezingen \n", "1 verkiezingen@valkenswaard.nl http://www.valkenswaard.nl/verkiezingen \n", "2 verkiezingen@valkenswaard.nl http://www.valkenswaard.nl/verkiezingen \n", "3 verkiezingen@valkenswaard.nl http://www.valkenswaard.nl/verkiezingen \n", "4 verkiezingen@valkenswaard.nl http://www.valkenswaard.nl/verkiezingen \n", "... ... ... \n", "9236 verkiezingen@putten.nl http://www.putten.nl \n", "9237 verkiezingen@putten.nl http://www.putten.nl \n", "9238 verkiezingen@putten.nl http://www.putten.nl \n", "9239 verkiezingen@putten.nl http://www.putten.nl \n", "9240 verkiezingen@putten.nl http://www.putten.nl \n", "\n", " Verkiezingen ID \\\n", "0 NaN NLODSGM0858stembureaus20220316009 \n", "1 NaN NLODSGM0858stembureaus20220316009 \n", "2 NaN NLODSGM0858stembureaus20220316009 \n", "3 NaN NLODSGM0858stembureaus20220316009 \n", "4 NaN NLODSGM0858stembureaus20220316009 \n", "... ... ... \n", "9236 NaN NLODSGM0273stembureaus20220316009 \n", "9237 NaN NLODSGM0273stembureaus20220316009 \n", "9238 NaN NLODSGM0273stembureaus20220316009 \n", "9239 NaN NLODSGM0273stembureaus20220316009 \n", "9240 NaN NLODSGM0273stembureaus20220316009 \n", "\n", " UUID \n", "0 3a612b2151fa4ab491b9e331355e6258 \n", "1 9a01d765af0a467ea37f08d92db114ba \n", "2 fc5869d33fbc4b06be659149fa615f4c \n", "3 4427cc0b39e040ba8f75c333f19d66f0 \n", "4 a893bb9add324ce29769f1c39afcc48d \n", "... ... \n", "9236 5ce3ef64ced64343b09f03a95d09d275 \n", "9237 03b7138951f1475b9ca8328ee7365491 \n", "9238 25eb2c3d547a420094ee2f691e8bd383 \n", "9239 8bc3926806a74105a593e6a133b1306f \n", "9240 609fd2e24c5b40b394174a84f7ca91af \n", "\n", "[9241 rows x 39 columns]\n" ] } ], "source": [ "df_wims = pd.read_csv(r'../data/wims.csv')\n", "print(df_wims)" ] }, { "cell_type": "code", "execution_count": 26, "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)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "De data is heel gecompliceerd, dus we moeten het bruikbaar maken in pandas. Met hoe de data eruit ziet in een CSV in libre office willen we een constructie maken van de verschillende onderdelen. We hebben de data van de stemlokalen apart al, die kunnen we dus negeren. We willen de data van de lijsten apart hebben. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "\n", "#TODO:mobiele stemlokalen eruit filteren die NIET 0,0 zijn\n", "#TODO:datastandaard duitse verkiezingen stemlokaalafstand opzoeken" ] } ], "metadata": { "interpreter": { "hash": "3d1ccb9efb47efc90847d5703ae4e5663eea6663e461c6dfd943b50a653adc65" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 2 }