{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import csv\n", "import pandas\n", "from pandas import Series, DataFrame\n", "import pandas as pd\n", "import sqlite3\n", "import numpy as np\n", "import geopandas\n", "from shapely.geometry import Polygon, Point" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "file = open('Top_Registered_Polls.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polls = list(file_reader)\n", "header = Polls[0]\n", "Polling = Polls[1:]\n", "Pollings = DataFrame(Polling, columns = header)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Polling PlaceRegistered Voters
0Porchlight4516
1Lowell Center4511
2Capitol Lakes Retirement4077
3Lapham3851
4Hub Madison3755
5Coventry Village3708
6Doyle Administration3569
7Gates of Heaven3558
8Gordon Dining3517
9Wil-Mar3431
10St James3407
11Hoyt3359
12Meadowridge3290
13First Congregational3184
14Elvehjem3047
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" ], "text/plain": [ " Polling Place Registered Voters\n", "0 Porchlight 4516\n", "1 Lowell Center 4511\n", "2 Capitol Lakes Retirement 4077\n", "3 Lapham 3851\n", "4 Hub Madison 3755\n", "5 Coventry Village 3708\n", "6 Doyle Administration 3569\n", "7 Gates of Heaven 3558\n", "8 Gordon Dining 3517\n", "9 Wil-Mar 3431\n", "10 St James 3407\n", "11 Hoyt 3359\n", "12 Meadowridge 3290\n", "13 First Congregational 3184\n", "14 Elvehjem 3047" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Pollings" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "file = open('Polling_Places.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polling_place = list(file_reader)\n", "header = Polling_place[0]\n", "Polling_all = Polling_place[1:]\n", "Poll_loc = DataFrame(Polling_all, columns = header)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "Poll_loc\n", "conn = sqlite3.connect('Poll_loc')\n", "Poll_loc.to_sql(\"Poll_loc\", conn, if_exists=\"replace\", index=False)\n", "def qry(sql):\n", " return pd.read_sql(sql,conn)\n", "Location = qry('''\n", "SELECT \\ufeffX as 'X', Y, tvpoll_p_BLDG_NAME as \"Polling Location\"\n", "FROM Poll_loc\n", "GROUP BY tvpoll_p_BLDG_NAME\n", "''')\n", "Location\n", "Location.to_csv('Consolidated_Polling_Location.csv', encoding='utf-8', index=False)\n", "#DataFrame of polling locations - cleaned" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "file = open('Consolidated_Polling.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polling = list(file_reader)\n", "header = Polling[0]\n", "Polling_all = Polling[1:]\n", "Poll_loc = DataFrame(Polling_all, columns = header)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "file = open('Least_Registered_Polls.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polls = list(file_reader)\n", "header = Polls[0]\n", "Polling = Polls[1:]\n", "Least_Pollings = DataFrame(Polling, columns = header)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Locationname
0POINT (-89.49766815556283 43.03384891910501)West Police
1POINT (-89.3934981483975 43.04600819083633)Catholic Multicultural Center
2POINT (-89.27947462083917 43.14415279275691)Fire Station #11
3POINT (-89.43753098820606 43.08626782424495)Eagle Heights
4POINT (-89.42272848285232 43.06665793432364)Blessed Sacrament
5POINT (-89.39518106299631 43.04104717893443)Village on Park
6POINT (-89.45891705656739 43.0286903066036)Revival Ridge
7POINT (-89.32872436809996 43.11903839145751)E. Madison Community Cntr
8POINT (-89.36267091472214 43.11704378206384)Sherman
9POINT (-89.31160032302805 43.12911407328211)Eastside Lutheran
10POINT (-89.47778708387604 43.03118468091339)Good Shepherd
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" ], "text/plain": [ " Location \\\n", "0 POINT (-89.49766815556283 43.03384891910501) \n", "1 POINT (-89.3934981483975 43.04600819083633) \n", "2 POINT (-89.27947462083917 43.14415279275691) \n", "3 POINT (-89.43753098820606 43.08626782424495) \n", "4 POINT (-89.42272848285232 43.06665793432364) \n", "5 POINT (-89.39518106299631 43.04104717893443) \n", "6 POINT (-89.45891705656739 43.0286903066036) \n", "7 POINT (-89.32872436809996 43.11903839145751) \n", "8 POINT (-89.36267091472214 43.11704378206384) \n", "9 POINT (-89.31160032302805 43.12911407328211) \n", "10 POINT (-89.47778708387604 43.03118468091339) \n", "\n", " name \n", "0 West Police \n", "1 Catholic Multicultural Center \n", "2 Fire Station #11 \n", "3 Eagle Heights \n", "4 Blessed Sacrament \n", "5 Village on Park \n", "6 Revival Ridge \n", "7 E. Madison Community Cntr \n", "8 Sherman \n", "9 Eastside Lutheran \n", "10 Good Shepherd " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "low_plot = []\n", "for i in Least_Pollings[\"Polling Place\"]:\n", " dict = {}\n", " for k in range(len(Poll_loc[\"Polling Location\"])):\n", " if Poll_loc[\"Polling Location\"][k] == i:\n", " dict[\"name\"] = i\n", " dict[\"Location\"] = Point(float(Poll_loc[\"X\"][k]), float(Poll_loc[\"Y\"][k]))\n", " low_plot.append(dict)\n", "location_low = pd.DataFrame(low_plot)\n", "location_low = geopandas.GeoDataFrame(location_low, geometry=\"Location\")\n", "#15 lowest registration polling places and location" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "to_plot = []\n", "for i in Pollings[\"Polling Place\"]:\n", " dict = {}\n", " for k in range(len(Poll_loc[\"Polling Location\"])):\n", " if Poll_loc[\"Polling Location\"][k] == i:\n", " dict[\"name\"] = i\n", " dict[\"Location\"] = Point(float(Poll_loc[\"X\"][k]), float(Poll_loc[\"Y\"][k]))\n", " to_plot.append(dict)\n", "location = pd.DataFrame(to_plot)\n", "location = geopandas.GeoDataFrame(location, geometry=\"Location\")\n", "#15 highest registered polling places and location" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "poll = geopandas.read_file(\"Polling_Places\")\n", "city = geopandas.read_file(\"City_Limit\")\n", "water = geopandas.read_file(\"Lakes_and_Rivers\")\n", "alder = geopandas.read_file(\"Aldermanic_Districts\")\n", "wards = geopandas.read_file(\"Wards\")\n", "\n", "ax = city.plot(color=\"lightgray\", figsize=(20,20))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "location.plot(color=\"black\", marker=\"x\", markersize = 200, ax=ax, label = \"Highest Registration\")\n", "location_low.plot(color=\"red\", marker=\"x\", markersize = 200, ax=ax, label = \"Lowest Registration\")\n", "ax.legend(fontsize=20)\n", "ax.set_title(\"Voter Registration\", fontsize=30)\n", "ax.set_axis_off()\n", "#plotting registration locations over city map" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#The locations with the highest registration are located generally downtown. This could have to do with the higher\n", "#population density downtown that causes more people to be pre-registered for elections. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Polling PlaceTotal Turnout
0West Police463
1Eagle Heights539
2Catholic Multicultural Center586
3Fire Station #11609
4Packers Townhomes660
5Ogg Hall701
6Oakwood Village Prairie Ridge709
7Village on Park715
8Revival Ridge760
9Blessed Sacrament835
10E. Madison Community Cntr872
11Sherman913
12Good Shepherd973
13Madison Municipal Building992
14St Paul1018
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" ], "text/plain": [ " Polling Place Total Turnout\n", "0 West Police 463\n", "1 Eagle Heights 539\n", "2 Catholic Multicultural Center 586\n", "3 Fire Station #11 609\n", "4 Packers Townhomes 660\n", "5 Ogg Hall 701\n", "6 Oakwood Village Prairie Ridge 709\n", "7 Village on Park 715\n", "8 Revival Ridge 760\n", "9 Blessed Sacrament 835\n", "10 E. Madison Community Cntr 872\n", "11 Sherman 913\n", "12 Good Shepherd 973\n", "13 Madison Municipal Building 992\n", "14 St Paul 1018" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file = open('Least_Turnout_Polls.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polls = list(file_reader)\n", "header = Polls[0]\n", "Polling = Polls[1:]\n", "Least_Turnout = DataFrame(Polling, columns = header)\n", "file = open('Top_Turnout_Polls.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Polls = list(file_reader)\n", "header = Polls[0]\n", "Polling = Polls[1:]\n", "Top_Turnout = DataFrame(Polling, columns = header)\n", "Least_Turnout\n", "#15 least turnout polling places" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "top_turnout_plot = []\n", "for i in Top_Turnout[\"Polling Place\"]:\n", " dict = {}\n", " for k in range(len(Poll_loc[\"Polling Location\"])):\n", " if Poll_loc[\"Polling Location\"][k] == i:\n", " dict[\"name\"] = i\n", " dict[\"Location\"] = Point(float(Poll_loc[\"X\"][k]), float(Poll_loc[\"Y\"][k]))\n", " top_turnout_plot.append(dict)\n", "thislocation = pd.DataFrame(top_turnout_plot)\n", "high_location = geopandas.GeoDataFrame(thislocation, geometry=\"Location\")\n", "#highest turnout location" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "least_turnout_plot = []\n", "for i in Least_Turnout[\"Polling Place\"]:\n", " dict = {}\n", " for k in range(len(Poll_loc[\"Polling Location\"])):\n", " if Poll_loc[\"Polling Location\"][k] == i:\n", " dict[\"name\"] = i\n", " dict[\"Location\"] = Point(float(Poll_loc[\"X\"][k]), float(Poll_loc[\"Y\"][k]))\n", " least_turnout_plot.append(dict)\n", "thatlocation = pd.DataFrame(least_turnout_plot)\n", "low_location = geopandas.GeoDataFrame(thatlocation, geometry=\"Location\")\n", "#lowest turnout location" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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vLy93z5o1a21KStf66vvOO+98mJOT07IErRu69tpry7Zt27bfD+/vf/97z9LS0jS/379l4MCBe+L3TZgwoaJje3hw61qfKhERERERETmouFwuCgsLwzNmzOgN0FSoFAuTZsyY0XvKlCkbmxNAdTbHHHNMVbL70BnceuutG+tuW7JkSW5paWnalClTtkyaNEkBUhJ1vU+WiIiIiIiIHDRcLhePPfbYuilTpmycMWNG76uvvrp/Q9Pf6oZJzR3R1Nk0VEPpyy+/TL3gggsG9ejRY2RGRsaxw4YNG/HnP/+5Z1PTyWpqarj55pv7DBw40JeWlnZsnz59jvrBD37Qr6qqytR3/LvvvpsxefLkQX369DkqNTX12J49e44899xzD129enV63WPXrVuXcs011xwyaNAgX2Zm5jG5ublHDxo0yDd58uRBa9asSQOYPHnyoHPPPfdwgPvuu88TP01tzpw5uW17tQ7U2DSwadOmFRljSmbMmFEYv72wsHDk0KFDjygrK3Nffvnl/T0ez5EpKSklt956azHANddcc4gxpmTx4sVZDz30UI8jjjhieEZGxrGFhYUjzz///EPXr19f74CdVatWZZx77rmHFhUVHZWamnpscXHxURdeeOGg+qY5nnXWWYcZY0pCodABbT377LP5xpi9/Xn77bczjDElH374YVZlZaUr/jUdP378kNa8bi2lEUoiIiIiIiLSqcVCJYCGRip1lzCpIevXr08ZPXr0sNLS0rTjjjtu56hRo3aWlZWl3nTTTQPGjh27o7FzzzvvvMPefvvtnFNPPXVHbm5ueOHChfkPP/xwn02bNqXOnj17bfyxs2fPzrvssssG19TUmAkTJmw/7LDDqtevX586b968wtdeey1/7ty5H48dO3Y3QEVFhWvMmDHD1q1blz569OgdZ5xxxjbbtlm3bl3a/PnzCy644ILyESNG7Dn//PO3AQQCgZ7HH3/8zrFjx+4dWTR06NDqdni5WqWystI1duzYYbHnnpmZGenfv/9+0+ruvPPOPosWLco//fTTt40ZM6birbfeynnxxRd7BIPBzA8++GBN/PTKV155Jcfv9w+trq52TZw4sXzw4MHVH330Uebs2bN7zp8/v2DevHnBUaNGVbamr3379q2dOnVq6KmnnupVXl6ecv3112+I7Tv88MM7ZISbAiURERERERHp9BoLlTpzmNRYoegdO3a4m9vO1KlT+5WWlqZdd911Gx566KH1se3Lly8vGzdu3PDGzv3yyy/TLcv6sLi4OBy97nqfzzfihRde6PnVV199PWDAgFqATZs2ua+88srDMjIyIkuWLAmWlJTsDSbefvvt0Lhx44Zfc801A9esWfMRwL/+9a/cdevWpV955ZUbH3/88XXx16yqqjKVlZUG4LLLLttWWFgYDgQCPceOHVtx7733ljb3eXek9evXp40fP377nDlzPsvKyrLrO2bZsmV5b7755pqjjjqqGpwgc+LEiYMXLlxY8I9//CP/oosu2g7OqLCrrrrq0MrKStfMmTM/u/TSS7fF2rjvvvt63XDDDQOnTJky6MMPP/yoNX3t169f7b333ls6b968/J07d7qT8ZoqUBIREREREZEuoaFQqbOGSeBM8WprG1VVVeZf//pXj5ycnPC0adNC8ftOOumkSr/fv+Xvf/97r4bO//3vf/91LEwCyMvLi0yePHnr/fff71m6dGn2gAEDtgM8/PDDPSsqKtzTpk37Kj5MAjj++OOrLr744s3Tp0/vvWrVqoz4/ZmZmQfMQczIyLAzMjLqDWU6sz//+c/rGgqTAH74wx9uiIVJ4Lwnr7rqqs0LFy4sePPNN7NjgdJLL72UV1pamjZ69Ogd8WESwNSpUzc/+uijvdesWZO1ZMmSrNiIr65GgZKIiIiIiIh0GXVDpViw1BnDJADbtlc1tK9fv35HlpaWHlBLp673338/o6qqylVSUrKzsLDwgPBmzJgxOxsLlOoLLGJTubZu3bp3lNSbb76ZE71eVn0jqz777LN0gA8++CCjpKSk6qyzzqro3bt3zYMPPthn9erVWWeeeeb2cePG7TzppJN2d7WV9QDy8/PDRxxxRKNT8EaNGrWr7rZBgwbtASgvL9/7Wq5cuTILYNy4cfUWDh87duyO//73v5lvv/22AiURERERERGRjhALlWJhEjS9+ltXFgsqioqKaurb7/F46t0e06tXr3DdbSkpKTZAOBzeW5g7Fi4999xzDYZTABUVFW6AHj16RJYtW/bRLbfc0nf+/PkFS5YsyQMoKCioveKKKzbdeeedofT09C4zSqlXr16Nvo4APXr0OOC1TE1NPeC13L59uxsa/tnEtm/btq3Z0x47GwVKIiIiIiIi0qXEaibFb7v66qv7d9dQqaCgIAywadOm1Pr2h0Khere3VF5eXhhgxYoVa0444YRmFYsePHhwzfPPP/9lJBL58p133sl49dVX8x577LGi+++/3xOJRPjTn/7U4bV9jDH7hTvxtm3b1mAOYky9p7RKfn5+GGDDhg2N/sxix4ETlIJTf6mu+NFPnUX3+6SJiIiIiMhegWDo+4FgqHcgGErcNyWRJKpbgDscDq+aMmXKxhkzZvS++uqr+0ciB8wI6/JGjhxZlZGREQkGg5nl5eUHfI9funRpTiKuE5vOtXDhwha353K5OO6446p++ctfbpw/f/7HAHPnzi2I7Y8bEZWIrjYqPz+/ds+ePaa0tPSA8Oidd97JavcOACUlJbsB3njjjdz69i9btiwXYNSoUXunu8WCwy+++OKAaZArV67Mrq8dl8tlRyKRpPz3XYGSiIhIFxAIhlL1ZVBEWqnE7/Vs9Hs9XWbaiUhDGlrN7bHHHlvXnUOljIwM+xvf+Eb5zp073b/4xS/2K/K9fPnyzEAg0DMR1/nhD3+4OTc3N3z33Xf3XbRo0QHBSzgcZs6cOXsDkpUrV2asW7fugNCmtLQ0NdrvvT+IoqKiWoB169Y1WTOqrUpKSnYBPPDAA/tN3XvmmWfyFy5cWFD/WYl13nnn7fB4PHveeOONvNmzZ+fF73vggQd6rlmzJmvYsGGV8fWTjj/++F0ADz/8cFH88YsXL8565pln9tsWU1hYWFtdXV1veNbeNOVNRESkE4uGSEOAsN/r+TzZ/RGRLskdCIa8wMcKlaQrayhMgoZXf+tO09/uu+++r5ctW5b78MMP91m1alXOqFGjdm7YsCH13//+d+G4ceO2L1iwoMDlcrXpM96nT5/wzJkzP7vkkkuGnHbaacNPPPHEHcOGDasyxrB+/frUd955J2f79u0p1dXV7wC8/PLLebfffvshRx999K7BgwdXFRUV1a5fvz412hemTp1aFmt75MiRVb17966ZM2dOj4suusgeMGDAHmMMV1999ZbDDz98T1tfn3j/8z//s2n69Om9//CHP/RbuXJl9uDBg6uDwWDGsmXL8k4//fRt8+fPb/dQKTU1lb/+9a9fXHDBBUO/853vDD3jjDPKDzvssOqPPvooY9GiRQV5eXnh6dOnfxF/zpVXXrn17rvv9jz33HO91q5dm37UUUft/vLLL9P+85//FJxxxhnbXn755cK61zn11FMrFi9enH/mmWcOHT9+/PaMjAx76NChVd///vfL2/s5KlASOUgEgqFLgQHAVr/X83Cy+yMizXYC8Lbf62n/8eEi0m0EgqEBQBlwPvAVEFKYJF1ZY2FSTHcPlfr371+7dOnS/9544439Fi1alP/+++9nDxo0qOquu+76KicnJ7JgwYKCWA2ktjjvvPMqVq1a9eHvf//7Pq+//nreqlWrclNTU+2ioqI9o0ePrpg8efLeoGLSpEk7vvrqq40rVqzInTdvXsGuXbvcRUVFNWPGjNlx4403lk2cOHHvimgpKSk8//zzn958882HvPzyy4W7du1y27bNKaecsjPRgdLgwYNrXnnlleBNN910yLJly/KWL1/OyJEjd82dOzf45ptvZnVEoATwjW98Y+fixYs/+u1vf9t3+fLlufPnzy8oLCys/da3vrXljjvuKB0xYsR+zzs/Pz+yYMGC4E9+8pP+y5cvz33vvfeyvV5v5cyZMz+zbZv6AqVbbrllYygUSp0zZ07hgw8+2CccDptTTz11e0cESsa29f+V7i4QDI0GvokzxbGx24N+r+f9ZPVT2k8gGOoNfA2sBRb4vZ4fJrdHItJc0VEFecAGv9ezLtn9EZHOKxAM+YBrgIeBe4BZwCa/1/OvpHZMDjqrV69eO3LkyM2Jaq85YVJbju8Orr/++n7/93//12f27NmfTJ48eUey+yOd3+rVq3uNHDlyUFva0AilbiwQDLmAbwP3A8WNHLoauBv4oCP6JUmxCcj2extfTlREOh+/1xMECARDfQPB0Fi/17Mk2X0Skc4nEAyNBc4E7gWOAv6f3+v5OLm9EkmMSCRCeXm5u7nhUPxIpfLycnckEqG7BEpr165NHTRo0H6/07/11luZ06dP752fnx8+++yzK5LVNzn4KFDqpgLB0CHAv3F+oWhIBfBn4FZNpejeokPcFSaJdGF+r6c0EAwdnux+iEintQL4rd/r+TXOiGSRbiMlJYVZs2atdblczQ6GYqFSJBIhJaX7fO0dNWrU8AEDBlQPGzasMjs7O/LZZ5+lv/baa/m2bZt77rnni6ysLE1Bkg7TfT5ZUtelNBwmfQLcBfzN7/XUdlyXRESkjaxAMHQ8UO73ej5NdmdEpPPwez21gWAoMxAMHa6RSdIdtSYUakkA1VVcdtllm15++eXCl156qcfu3bvdubm5tSeffPKOG2+8sWzSpEkanSQdSjWUuqFAMJQFfAz0w5nq9CpQCizEKc74oaY+iYh0XYFgqCdwLPCW3+vZnuz+iEjnEAiGngLW+L2eacnuixzcEl1DSUQSTzWUpF5+r2d3IBg6ETgMWOn3enYnu08iIpI4fq9nSyAYWgAcHQ2XNgOrtYKTyEHvbSAr2Z1IpEAwZIC+QCpwJBBs7QisQDDUC+gFbANqgR1+ryehK0uJiBxMFCh1U36v52ucVb1ERKQbioZH7wIEgiEPMD4QDNUC1XUONUBV9H4lUIAzgkHD4kU6gUAwlA7saWsgHAiGzgfcgDchHesAgWAoEzgJ579JG6LbUoFzcAKkIpzwJwJ8BqwCTgwEQ/2BpcCFQDrOSPwNfq/nnUaudRrwhd/r+W/7PSMRkYOLAiUREZEuzu/1hIBQc48PBENnBoKhMr/X8147dktEoqKhUbrf66lvKW8XcGogGMoA+gPz/F7P2pZew+/1/DMQDA0Efh0Ihn7u93r+0KZOJ0C0DEPE7/VU1bOvCLgImIUTdse4cEbZLwE8OCOJ5vq9np2BYKgE2IITMJ2AU97hBeAYYFggGHrP7/VEGuhOgd/r+Twxz0xEREA1lERERA5KgWDoUKCH3+tZley+iHRX0RIE1wHfxRlxswVYDvwVZzXeIpxQZAqQASwDFvm9ni9acA2DE64U+r2euYFgaBXwR7/X82win0tLBYKhfji13vJwRlMeAqwGBuJMy6vBWZnuCpypennAV8BIoMjv9UyPrmyZBdh+r2d1XNsu4FycUUvF0VsKsAZnStt//F5PTTTI+yFOPdE04BRgmd/rWdmuT15UQ0mkC1ANJREREWkVv9fzRSAYGh4IhnL8Xs/OZPdHpLsJBEOXAdPZ//ftnsCk6G0TTqAUc5Tf6/mgFZd6JHqNowPB0KlAGPhXa/qcYCcBb+KMJhoH/BMnLPra7/Wsix0UCIYW4ozeWhLd9FVcG/nAbr/X82F8w9FRSC9GH1rRdo4CegPvAJcGgqGyaB/KgeNwAr01QHogGBrt93qWJfC5iogclBQoiYiIHLzmA98Cnk92R0S6k0AwNAL4G870rYYU1Xl8VyAYWgNM83s9W1pwuSLg9zj1hXoDtzQy7avdBIKhvjg12soBH/A+8AfgCZwRSJV+r2d53fMaG43l93rebu71/V7P+3EPZwSCoT440+a+hTOCaw2wPdq355rbroiINEyBkoiIyMHNJLsDIt3Qb2g8TKrPWUAPYGsLz/s+8A/g736v58EWnptIF+GMFroC+BDIBq5I1ipqsSLfwBOBYCiAEyqtbUlIJSIijVOgJCIicvB9UE01AAAgAElEQVQ6G6e2iIgkSLSm0dktPG0hMA94oKWrvfm9ns2BYOiXOKOU2iVQCgRDp+CM7qn0ez0fR7f1APw4IVIEZ3rboX6v56ZAMJRRXyHuZImuarkg2f0QEeluFCiJiIgchALB0HFAhd/r2Zbsvoh0B4FgKA2ngPShOEvZN9dM4PKWBklx1+0D3IJT6LtVAsFQJk6R63KccOg9v9ezJVpUfBRQ5vd6FgeCoUnRWkUVOCOQZuKMqqqNnrcKoDOFSSIi0n4UKImIiByc0nHqi4hIAkSndu0JBENTcApAN9chwC+ixam/BkJ+r6e2oYOjIc9JOIFOb+AM4GG/1/NUa/odCIbOB7ZF+/wmkAv4AsFQOc4KdIuADQB+r2dOPU2EWnNdERHp+lo6t1tERES6h2WANxAM+QPBUGGyOyPSHQSCIQ/wgwZ2bwDewBnNE2888Ducz+RXOCvB1df2qEAw9C/gFzg1igqAY4AJwJNt6HY2zuiiZ3DCpK2xtv1ezz/8Xs8Hfq9nUxvaF0mM2lqItLDefCTinJckxpgSY0xJ0jqQJJMnTx5kjCkJBoNpzTl+zpw5ubHXqrm35rbdXbz99tsZxpiS733vewOS3Zd4GqEkIiJyEIpOr7Giq0p9E2dJ704jWoeG1k4DEulo0ffs79j/9+tngFlAKfC23+uxA8FQTyAPOAL4I+AFLgTScKaQ3QL8JK7dY4A7cUYivYszte0dYD3OSmolwDmBYOimaK2glvQ5A0jxez2Lo5vWR/99sSXtiLS72lq48MJBFBaGeeyxdbiaMS4iEoGrr+5PebmbWbPWkqKvvp3V0KFDq6dOnbrfaMdt27a5Z8yY0TsnJyf8/e9/f2Pdc3r27BnuuB5KQ/SpEhEROYj5vZ5IIBhaFAiGzgNe70Q1lX4MHA98L9kdEWmmK6O3mFv9Xs8ddQ/yez1bgC3AF4Fg6N84YdElOAWuBwM/CwRDc3BCqCuAnwH/AU4ByoDHgGnA8X6v58lAMJQNDAH+NxAM/cbv9Wyue81AMDQcZ2rdQr/XE45uK8EZkfT3BDx3kfblckFhYZgZM3oDNBkqxcKkGTN6M2XKxmYFUJI0Xq93z7333lsavy0YDKbNmDGjd15eXrjuPuk89MkSERE5yPm9nu3AS8ChgWCoJBAMDY7tCwRDfwgEQ7cGgqGOHmL9KaBpNtIlBIKhHwCPxm3aDtzb1HnREXj34Ew52wAU4UyZ+w0wGxgJTAYm+b2eN6IrrJ0HbMYJnPB7PbuAt6JtTAkEQ+cGgqHUQDA0NhAMjYzWXCqL7s8OBEPHBIKhYUA/v9fzmgpoS5fgcjkh0pQpG5kxozdXX92/welvdcOk5o5o6gRefPHF3JNPPnlofn7+0WlpaccOGjTI98Mf/rDfli1b3PHHnXvuuYcaY0o++OCD/RYA8Pv9g4wxJSeddNLh8dvLy8tdKSkpxx533HHeutd85JFHepxwwgmH5+bmHp2enn7sYYcddsRNN93kqaysNHWPfeWVV3ImTJgwpLi4+Ki0tLRje/XqNXLkyJHDbrzxRk/sGGNMSSAQ6AkwbNiwI2NT1Pr163dkW1+fupqaBubz+YZnZWUdE7/t2WefzTfGlNx6663Fr776as7YsWOH5uXlHW2MKQmFQikAhYWFI4cOHXrE1q1bXVOmTOkfe76DBg3y3XHHHb0b6s9f/vKXHscee+ywnJycYzIzM4/xer0jbrvttuLq6ur9Xsvt27e7jDEl48ePH1JfO2edddZh8f255pprDhk1atQRADNnziyKn/o3Y8aMpJYt0AglERERiX2xfRcgEAz1DwRD38Sp53IrcCzwfiAYusTv9fy7g7q0CHivg64l0mqBYOh04C9A/BeGn0aDnib5vZ6NwORAMHQxTj2lN/xez9ONHF8eCIZm+72e3XHblgaCoTOBB4ExwAk4tZiGALl+r2dFIBgKAn1xPle9UDFt6WpioRLQ4EilLhwm3X333b1+/vOfD8zMzIycc8455UVFRTVLly7Nfeihh/rMmzevYMWKFf/t1atXGGD8+PEVc+bM6TF37ty8I488cu8fX5YuXZoH8O677+bs3r3bZGVl2QCvvPJKbjgcNuPGjdsRf80LL7xw0OzZs3sWFxfXnH322eX5+fnhVatW5dx99919X3/99dwlS5Z8nJrqrDEwe/bsvIsuumhodnZ2+PTTT9/Wt2/fmq1bt7o/+eSTzL/97W+977nnnhDA1KlTQy+//HJBMBjMnDJlysaCgoIwQEFBQfKKWdXj9ddfz502bVq/E088seLiiy/eXFZWlpqamrp3mn1VVZU5+eSTvbt27XJPnDhxm23bvPLKK4W33npr/9raWvPb3/62LL69K664ov8TTzzRu2fPnrV+v39LRkZGZN68eQW33377Ia+99lruf/7zn09TWjnt8qyzztqxe/du19NPP13k8/l2T5w4cXts31FHHVXZ6hchARQoiYiIyH78Xs86YF0gGEoBBuGs/nQs0KwvyAnqQxX6wiudXHTk3l3sHyZ9BExvRXPPAdXAwEAw5PJ7PWsbOXZaPdteAab6vZ7fBYKhU6Nt5cT64vd6vo47dhMaAShdUWOhUhcOkz7++OO0X/7ylwOysrIib7zxxkfHHHPM3pGDl1566YCnn3666Prrrz/k2Wef/RKcgOHGG29k0aJFuTfddNMmgNWrV6dv3LgxdfTo0TuWLVuWN3/+/JzzzjuvAmDBggV5ABMnTtxbZ+2BBx7oOXv27J4TJ07cFggEPs/Jydkbptxwww1977vvPs+dd97Z+9e//vVGgL/+9a9FkUiEV199NXjSSSftF2LERtIA3HvvvaVffvllWjAYzPz5z39e5vV697TPq9Y2ixcvzn/wwQe/+MEPfrC1vv1ff/11+plnnln+wgsvfJGZmWkDfPrpp6EjjzzS95e//KXPbbfdVuaKvr9eeOGFvCeeeKL3gAEDqt98882P+vTpEwaoqqpaP2HChKGLFy/Ov/POO3v/6le/OqAWVHP4/f4d/fv33/P0008XHXPMMbs60xTArvEJExERkQ7n93pq/V7PpzgrU2UAPQPBUINDvUUOJoFgKAd4E2eltXjv+b2eFi5F5YwS9Hs9AWAlTYS39RXf9ns9y4CTAsHQyX6v5zWckUgLmjtSSqTLaGj6WxcNkwAef/zxHjU1NeaKK67YGB8mAdx3333rs7OzIy+88ELP2DS0ESNG7Onbt++eFStW5EaiU//mzp2bB3D77beXut1u5s+fnxdr44033sjNzMyMjB8/fu9/Dx566KFit9ttP/PMM2vjwySAu+66q7SgoKD2+eefP2DVyezs7AP+++bxeDrV6KPmOPbYY3c2FCYBGGN45JFH1sXCJIAhQ4bUnHLKKTu2bNmS8sknn+xdZW769Ok9AW655ZbSWJgEkJGRYd9zzz3rAJ588sle7fNMkksjlERERKRR0elwa6KrWB1QU0HkYBMIhlzAQ0CfenYPDQRDQ6JhbGtU+b2e1k5huBRYEAiGLopef0Mr2xHp3OqOVIqNVuqCYRLAe++9lw1w+umn76i7r6ioKDx8+PDdK1euzHnvvfcyYqODxowZs2PWrFm9li9fnjlmzJjK1157LbeoqKjmtNNO2zVixIhdixcvzgUoLS1N+fTTTzPHjBmzIz093QaoqKhwBYPBzIKCgtpp06YV19en1NRU+/PPP8+IPf7ud7+7Zd68eQVjx44dPmnSpK3jx4+vmDBhws7BgwfXtMdr0t6OPfbYRsP2oqKimoEDBx7w3Pr167cHYPPmzW6v1ylJ9cEHH2QDnHPOOQf8/E466aTK/Pz88KeffppZXV1tYj+D7kKBkoiIiDRLNFjqVr8IibREdFTSSJxpbqMbOOw44JNozaJr/V7P6y25RvRz1irR+kpnA78JBEM7gOf9Xs87rW1PpFOLhUqxMAmaXv2tk6qoqHADHHLIIfWGM8XFxTUAW7du3Vuce8KECRWzZs3q9eqrr+adeOKJlStWrMg79dRTtwOccsopFQ8//HCfLVu2uP/973/n2rbNqaeeujfs2Lx5s9u2bcrLy1Puu+8+z4FXPNDll1++LT09/dP777+/eNasWb2effbZIoAjjjhi9x133LH+W9/61gFhSmfWp0+fRoOwvLy8cH3bU1JSbIBwOLz3D2w7d+50u1wuDjnkkHpHahUVFdVs377dXV5e7oofwdQddL1Pm4iIiIhIB4uO0LsGeJ2Gw6R4XmBuIBi6Pnpuh/B7PRv9Xs8PgV8AJwaCoXM66toiHSo2zS1eY6u/dWK5ublhgPXr16fWt7+srCwVoLCwcG8YERsNs2jRorzly5dnbd++3T1hwoQd4Ix0CofDvPzyy7kLFy7MAzjjjDP2TpXt0aNHGGD48OG7bdte1dgtvh/f+c53tq9YseLjLVu2vPfiiy9+fNVVV5V9+umnmRdddNGQVatWZdDBYjWMamvrn3G3Y8cOd707cKa0JUpOTk44Eomwfv36egfsbNq0KdUYQ0FBQQT263e9ndixY0eXGfijQElEREREpBGBYCgDp2j2PUCDX1DqkQk8ABzRHv1qjN/rifi9ngcBVyAY+k4gGDo3EAxd1NH9EGkXdWsmhcOrDqip1IWMHDlyN8DChQtz6+7bvHmz+7///W9menq6HV9facCAAbWDBw+uWrlyZc6cOXPyYF/IdPrpp+9MS0uzFyxYkLt06dLcvLy88OjRo/euDJmfnx8ZMmRI1aeffppZVlbWkv+mAZCXlxf55je/WfHYY499ff3114dqamrMSy+9lB/b73a7bWg4MEmU2Kp3paWlaXX3hUKhlNLS0vT2vH6Mz+fbDc5qenX3vfnmm5nbt293DxkypDIjI8MGyM3NjaSlpdmhUOiAfldVVZlgMJhZd7vb7fyYwuHONcBJgZKIiIiISAMCwdA4wAK+3YZmvpOg7rSY3+uZ4/d6nvN7Pf8CPgsEQxMDwdA3A8HQhGT1SaRNGirAXV+h7i7iqquu2pKSkmJPnz69t2VZ+4UgN954Y9+dO3e6zz///C3xBaLBqaNUVVXl+utf/1o8cODA6iFDhtQA5OTk2EcfffTOOXPm9Fi3bl36CSecUBELJGJ+9KMfbaipqTGXXHLJoM2bNx8QKm3atMm9ZMmSrNjjuXPn5tTUHDhLLDZ6Kisra+8LHhsB9fnnnx8QmCTSwIEDa4qLi2uWL1+et2bNmr3Xqq6uNtdcc03/jgpfrrzyys0A//u//9s3/rWsrq42N9xwwyEAl1122eb4c3w+367PPvssY968edmxbZFIhJ/85Cf9tm7desAIpeLi4lqA9evXt+tr2lJdZiiViIiIiEhHiU5Tuxn4JZDdxOGN+QS4PyGdaiO/17Mydj8QDB0bCIbOwync/XZrVqYT6XCNreZWt1A3dJqaSpMnTx7U0L6//e1vX3m93j133HHHultuuWXAiSeeOOIb3/jG1l69etUuW7Ys97333ss+9NBDq/70pz99Xffc008/veLJJ5/svXXr1pSzzjqrPH7fuHHjKt56661cgPHjxx9Q3+gnP/nJllWrVmU/9dRTRUOGDDny5JNP3t6/f/895eXlKV9++WXaypUrcy+44ILNY8eO/Qpg6tSpA8rKylJLSkp2DhgwYE9aWpq9evXqrBUrVuT27dt3z5VXXrl3xbSJEyfueOSRR4p/9KMfDXz55ZfLc3NzIwUFBbW/+MUvNrXhZazXj3/84w2//vWv+48ZM2b4OeecU+52u1myZEluamqqfeihh1Zt2LCh3QMYv9+/49JLL9301FNPFY0YMeKIs88+uzwjI8OeN29e/tq1azPGjBmz45ZbbtkYf84NN9yw4dJLLx1y3nnnHT5p0qTy3Nzc8FtvvZWzefPm1GOOOWbXu+++u9//d/r161c7dOjQyiVLluT7/f5Bhx12WLXL5eLiiy8ur7syYEdSoCQiIiIicqCLgGkJaOcvfq9nc9OHdSy/1/NOIBj6CtgFXAA8n+QuiTSusTApppOGSoFAoGdD+x555JF1ubm53HzzzZsOP/zw6nvuuad47ty5hVVVVa4+ffrsufbaa8t+97vfhWLTu+KdffbZFS6Xi0gkwmmnnVYRv++MM87Ycffdd/cFOPPMMyvqngswc+bMr84555ztjz76aNHSpUvzKioq3Pn5+WGPx7Pnuuuu2zBlypS9IdFPf/rT0Isvvljw/vvvZy9btizP5XLh8Xj2/PjHP95wyy23lBUVFe3t3+TJk3fcdtttXz/55JO9Hn/88eKamhrTt2/fPe0RKP3qV7/a6Ha77UcffbT3888/36uwsLD2rLPO2nbfffetHzdu3OGJvl5DZs6c+dWoUaN2Pf7440WzZs3qFYlEzIABA6p+9atfff3LX/5yY0rK/tHLJZdcsr2ysvLzP/7xj54XX3yxR3Z2dnjcuHE75syZ8+l1113Xn3r+kPHss89+PnXq1P4LFiwo2Llzp9u2bYYPH16VzEDJ2LYWaxERERERiQkEQ8fhFN/OaurYZvi+3+t5LAHttJvotL61fq/ny2T3RbqH1atXrx05cmTigtTmhEltOV7kILR69epeI0eOHNSWNvSpEhERERGJCgRD/YCnSUyYBLAuQe20G7/X8zrgDQRDLS7OK9IhIhEoL3c3OxyKr6lUXu7uSvWURLoSTXkTEREREQECwVAq8D7QI4HNFiWwrfb0DpAPbG3qQEmMaPHlU30+36v17OsP/CxuU2xayV0+n299M9q+EhhR59z4qSl1tzW2rznHB3w+3+r4PkQikfTa2tre0YcGZ3aMid7fu63u47hj9j/uqacMLhd2dXVBPeeSmZn5Xvz194ZKkQik6GuvSHvQJ0tERERExBEBchLc5v8ATyW4zYTzez2bA8FQg3VepF1kAT8GDgiUgD7A9fVs91qWdbbP52uqbskFwNlt7F9LbLYsawtOTa49gCsSiWSGw+HeTZzXfI2PSqp/CJLL1dR5ItIG+nSJiIiIiAB+ryeMM0IpkY4OBEMFCW6zvWwLBEPpTR8mCeIGahvY19Af/s8Erm1G26mt6lHrPYAzvXMrsBPoX1NTM7gDr6/CwCJJoEBJRERERAQIBENZJHa6Gzhf7I9KcJvtwu/1hP1eT3Wy+3EQcQMHrNwVt68h91iWNaSJtg+2mSgqkiSSBAqUREREROSgFy1IHQAOa4fmR7VDm9L1NRYoNRYIZQFPW5aV2cgxHT1CKdk0QkkkCQ625FpEREREuhnLslzAOTjTh+Jv4WZuq3WlFP40YlxntkP3bOCFdmhXuj437C3OHRMLRpqaejgKmGlZ1rd9Pl99o3OS/j3Ptm2MMU0fmADGGAVKIi1g24n5yCT9PzQiIiIiIm2UAvyrtSfbgBu7vebMvOr3ej5rn6alK7As6wH2L/Ye+yaXA3w7emuNycDtwK/q2ZfUEUrGGGpra0lN7bBuNPvbcThip7sMNcYYTZOTg9aePXtSjTHlbW1HgZKIiIiIdHXfbWsDYdptJMX09mpYuoyLgV7t1PYvLMua6/P5ltbZnvTveTt37qSwsLCjLtesQKkmHMnZWVPrzU5N+TTNbba3d6dEOqtt27blRiKR59rajmooiYiIiEiXZVmWH3i8LW0YIKX9avquaa+Gpctoz+lYBnjCsqy9I6Asy8rAqbOUNMYYNm/eTHl5OTU1NQ1Nr6l1uVxbo7ctxphdbbhks15jt8tUZaW4P091mR1tuJZIl2TbNtXV1allZWU9ysrKtoXD4Ufb2mbSk2sRERERkdawLOt04FkS8EfSdDvMHpPwX41XAB8lulGROgYDdwM/iD7uCTS1Cly7itVO2rx5M5s3b24wUAIq4h67gOxWXtJNy0aB9WzldUS6NGNMeSQSeS4cDj9aUlKytq3tKVASERERkS7HsqyTgH8CaYloz5WgAqVxvgbO9Xs9qtMiCXmPNuE6y7L+6fP5XqWTrPBmjGmqKPcbPp/vjNgDy7JuAaa18nLLfT7f+FaeKyKtpClvIiIiItKlWJZ1FPAyrR/N0N6WAmP8Xs/mZHdEksuyrB5AfgddbrplWYV0nUEDtXUet6Xfe9rSERFpHQVKIiIiItJlWJY1FJgHFCSy3QTVUHoPp0D4KX6v56tENChdXkLfp03oC/wZ+Bx4rQOv21oKlES6uK6SXouIiIjIQc6yrP7AAqC4rW3FJrhV46bClc4OV3pLTr8N2IpTt8UNbATeAL7yez3tWYBZup6O/r51Cc5U0CnA+0BuB1+/JeoGSm2ZqlfTlo6ISOsoUBIRERGRTs+yrCJgPjAgEe1td6Wz0ZUNjdd4qc9Xfq/n9kT0QQ4Kyahn9DDgA35CG1dATLANwKVAGCdM2lRnv0YoiXQxCpREREREpFOzLCsfeBXwJqK9CLDTpLUmTAJYnIg+yEEjGd+3egJ/Bb4JfAuYlIQ+1KfC5/P9p5H9CpREuhjVUBIRERGRTsuyrCxgDnBMItqzgVJ3LrtdrVp4aynw00T0Qw4ayfoD/iScaW/fB7YkqQ91hZvY35bXSlPeRJJAI5REREREpFOyLCsNmA2MTVSbO01aq8Kk/HDVl0WRXVUumGFZW2pwvsDWRv+te2toe3POWeTz+TTaovtI5vetPwGLgOuAWe10jVJgPVAZvf0Z+ATn/Ry7xaa4NfW+bsv0QH1mRJJAgZKIiIiIdDqWZbmBJ4GzE9VmNW42uHNadpJtUxipoldk90ADAxPVl0b0xCn4Ld1DMr9v5QB/A8YDz+CsQJhov/X5fI8mqC1NeRPpYjTlTUREREQ6FcuyDPAX4KJEtRnG8HVKHnYL6ial2mEG1G6nKLKbVlVbap26K19J15bsP+CfglOc+8c4o4kSralpbC3R2Gu1G5gJrGxgvwIlkSRQoCQiIiIinc3vgWsT2WC1cRM2zf/V121HOKR2BxkJ/b7cLAqUupdkB0oA0wAPcGU7tH2tZVkvWJb1imVZr1uWNawNbX0EvAKsqLP9ciDf5/N9D1jWwLmqoSSSBJ3hP3AiIiIiIgBYlvUz4JZEt1vbgr+jGtumb7iCVCKJ7kZzKFDqXsqT3QEgHWd0z4nAwzg1lRLl+OgtJrO1Dfl8vruAuyzLmgDErwb3rs/ni30uPm/g9FaPULIsqzcwHHDjfD/OAbKi91Pittf3byVg6rm5Gtje2n31bb/D5/NtaO3zFkkEBUoiIiIi0ilYlnU1cFdLz9tpUqkxbvIi1bix99u326SwzZXBLtN0IW63HSE3Uk1hpCpZYRIoUOoWLMvKwBk180Wy+xJ1LPC/wHPAxUB+K9p4Pfqv3cANYHtbOmlZ1mHAocC8uM1rLcvqhdPvQ4G34YBZqCMsy7qHfSFQ3TCoscf9gMPb0u8kuTfZHRBRoCQiIiIiSWdZ1gXAI809PgLsNqmUuzKpdDmLQ212ZZFmh+kZ2U2O7cyAqTDp7HSlN9pWRqSGnpFKsuyajqyVVB/b5/MlLcmShPoIGNSC468D1uCEUHuAV4FeCe7TjdFba1T5fL5TE9iXhvwIuCHucY3P56uwLMsLPNDIece1b7c6pepkd0BEgZKIiIiIJJVlWRNxVqFygRMW7XClkx+pPiDg2YOLLe4sdplUInVqItnGUG1SKDW5HBLeQaZdi6kzYqk+qUTItjtFCRaNTuo+1tKyQOlLoCzuceMpaMerau8LWJb1a+C8Opsro/+mtvf1uyAFSpJ0CpREREREJGksyzoJ+CfRL4wRoMydwy6TSkHkwO9LoZRcqk0Tv8Iaw9cp+fQM7wbAZUcOCJ/i7TbOBLdOsFqNAqXuYx5waguOn9tO/UiUdg+UgDOBwQ1cV4HSgbSynSSdAiURERERSQrLso4E/o1TAJedJpWQOxeDTc9IZf0n2RxYPaUBW9xZYNsURqqoNm52u+qvoxQ2LsrcORSHdyY7VOoUw6QkIQ5JdgcSLMOyrJvYvyg09Ty+y+fztTboyKhnm0YoNUwjlCTpFCiJiIiISIeLFt+dBxQChDFscOeQRpje4V1k2vUP1sm291Ddkl9hjaHcnUl2ZA89wrupNinsqidYqnCls9Ok0SNSSUbcVLkUO0IqkY6qraQRSt1H3ZE2XV0B8IdmHNfiovpx6lshTiOUGqYRSpJ0CpRERESkXQWCoQxgAtAfp8js18A/cEalpOLMNNoJbPN7PU0XvJEuL7pi0ytAn9i2SpNCYaSKHpHKRsObnpFK9hh3k4W269rlSmMXja/0ZhvjjGqq49Ca8kSt+laFUytqM5CG8/5PjbvfwLAs6YIKkt2BJIjQtlF29Y1QUqBUvxoV8JfOQIGSiIiIJFQgGDoRuB5ntEUGcDbwPvAWsAqn8OwQYB2wDaj1ez36xfggYVlWJvAiMDR+e45ds3dltvpEcFZs2+LO7LjxQkB2ZA8piQmTwPk8XAr8DWdq0GeJalg6nbxkdyAJqnw+X1v+KFDfCCWfZVnbqD9sOphpupt0CgqUREREJNFuxlmpJwLcDXj9Xk8ouV2SzsCyLBcwExjd3HMiwC6TRpk7u9HC2u0hM1KDJ1yR6PgqDbgGuNqyrL8Dd/p8vvcTewnpBPKT3YEkaGvh7voCJTcH52vZFAVK0ikoUBIREZFWCwRDWcALOEtcvw98AoyL7v6j3+u5OVl9k07pbmByS07Y6spkaz3T0NqbsW084Yr6inRvBd4A+gFeILeVl3ABFwMXW5b1b2Caz+db1sq2pPOpLxzp7toaKGkUUvMpUJJOQYGSiIiItEU6cEb0fixIqgV+QduKs0o3Y1nW/wA3tOSc3SYlKWESQI9IJSkcMHtnJzDE5/OVA1iWdR7wzwRc7hvANyzLCvh8vhYFbtJpVRAtOH8QaXUNMMuyDAqUWkKBknQKCpRERESkLXbUeVwOfNvv9SxIRmekc7Is63zg/pacs8ukssWV+EEeOZFqKk0q4camz9k2+ZG9gy124xSQB1gYC5Oi5l1aM/AAACAASURBVABfAQMS1L1hCWpHkm97sjvQSrtw/jten/rqI93EvkLcFW24bgrwLM4fJGqBcNz9WuA4YGwb2u9uFChJp6BASURERNoi/lv5Z8A5fq/n42R1Rjofy7JOxPmi2KxSRJUmhQy7FoAqVwIWdrJtMuxaUoiQG9lDrr2HMIavUvKpMe56T8m2a+JHJ2XhrMr2Fk4x7b18Pl/YsqxHgN+3vaNA26cMSefRVQOlh3w+3886+qI+n68G+G5D+y3L+i0KlOIpUJJOQYGSiIiItFggGDLAucBI4N/Aq8AMv9ezM6kdk85oIzAX+FZTB+4yqZS6c3ETobaBsKfFjKEGN8aGje5sttvpVJmUhgt82zY9IgfM3OkFjMcpOF/XY8BtOMW226rVU4ak02nLamfJtPc9GF2R8bLow/hAuKH7G3w+3wvt1K/sdmq3q1KgJJ2CAiURERFpkWiYNAJY4/d6Xkp2f6Rz8/l8nwN+y7Im4Ex7O7K+43abFErdudjGUEuCwqSosHFRGQ2QdpuGcx+3HaFPeCeZ0RFSdWTiBEqXxG/0+XwbLcuaVXd7KylQ6j4SMLwuKfaOkvP5fJWWZZ1C89/bi3AWaWgPCpT2p0BJOoWOXXtVREREurRAMFQATPZ7PR/6vZ5Pk90f6Tp8Pt9C4FjgB8CWuvu3ujKxTbNmxSVcih2mZ3g3g2q3kW3XNHboRZZl1Vcv6WdhzOIaXLU1uNhT59aCoSoKlLqPRIxYS4a60y5vBLY147yNwB8S3529FCjtT4GSdAoKlERERKRJgWCoXyAYOhLo5fd6Zie7P9I1+Xy+Wp/P9zAwFGe0Ui1ABBqsZ9SeUu0wntoKDq3dRs9IJe6mox838P/qbvw4tWf1Z6k9HvgitfCQVCLuNCJZaUQK04j0SSFyZKVJ+dkeXM+EMf9ton0FSt1HtwiUfD5fGfDbZpy3yefzvdo+XQIgpx3b7ooUKEmnoClvIiIisp9AMJQJnIPzV+kvgUnAU36v54Okdky6jehKaVMty3qkCveiUEpun44OlIxtc0jtDlKJtPTUayzLusPn8+0dteH3erYGgqGNwIUfp/Z8HyjAWQL9Lb/XYwFW7FjLsgqBE4GTgNHACez7sqxAqfvoqoFSfe/BB4EfAUMaOa+HZVmTfD7fnPbp1v9n777jJCnrxI9/nuruCTuzM5tYtsAlKiX6gIqCigJmRcTTQjHhmc+cFf2p3Kncnbp3p3KGM0c8cxnOM0cQOMCID2ohGZZadlk2Tu6q+v3x1Oz2zk7o7unu6vB9v1716u7qCt+Z6Znp+vb3+T5SoTSHJJREW5CEkhBCCCH2yfojnQr8yPfcvUEYaeBy33Pvyjk00SGMMS8BHgW8SWu9eYFtjgIOmVDF06LC8IaGNeCuwcp0qp5kEtjkz0uAf5tdEYTRCLDH99wPV6wrAfcPwqjoe+71QRgp33PTLJn2g2zBGFMANPb3bnfdX5BoNx3fQ2mW1nraGPMO4CuL7OcC7zTGnICt5CtmS+X9pR4v9pxuwNfWTSShJNqCJJSEaKIgjO4N/D32U8o+4G++516Ub1RCCLEoB1Czs7Vl1RVCLMkYo4B3Av+YrXpSNtX3RdmU4ABcY8xb9qj+txRIVkdZE+5WU2nK6vig6+ZavNYYcxFwVAqPLRRXnxorZ1PlBr7nzgBXV6waCMLoEcBaYAa42vfcG7XWMfDHbBHdo1MrlBb6xfg68A4WT+w8MFtE80lCSbQFSSgJ0VwTwBgQA9PA6nzDEUKIJT0Xe+EgRNWMMUXgY8CLKlYPY6t4XmCMeaXW+pd/NNe+9o7CyHsnnHyLNw5JxugnXs4hDgfuAlYq4NjyDoDNxmyfwV5wa+wQnc9dV1q7DXgx8G1swvbL2CnlzwrCaNj33GuWE4hoW12VUNJaJ8aY9wBfanE8Yn6SUBJtQRJKQjSR77m3AP+SdxxCCLGUIIxOx1ZT7vE9dyzveETnMMasBz6L7bs1n/sAv7jq2r/euK04csyUyvft51AyzWjSkGuxlXMevzlbKr38njPbH3t9ae1ngCcA3/M9NwYIwugo7AdOklDqToN5B1Cnxfp4fQ34V+DIFsUiFiYJJdEWZJY3IYQQoocFYVQMwugN2P4Xf/A995t5xyQ6gzHmZGPMF4DbWDiZBECMYlthKPdkEsBwMk2rBtmVUVO3F0ZOx1Zrfd733K0AQRg9D/gR8McgjB6UrXOCMJLGw13AGFOic2clW3AsqNa6DHykhbGIhUlCSbSF/P+rCyGEECI3vueWgfcDBGH07CCMbvQ99/9yDkvkIOuB5GAb4c4uidZ6vGKbPuDpwKuxs5NVpUDK+niM24qjjQ26Dn3LG+o2rxTiMs4dMWq7gpUzyrljQpXCcaf02ylV/LjvuSlAEEaHA28EvuB77nVBGN0HuHcQRtuAewG/bnhwIg/t3OLgw8D5izy/VKLi08C7sRWtIj+SUBJtQRJKQgghRA8Lwmh2CvMVwG2STMpH1oPocGBzVgVQ73EKwH2Bh2FnDTsZWylRmLPMTRwVYN7Cna8BzzDGHAa8NFsOrSe2Utr4RE49+tO6v72z/oT9HjsA46p42ebCyMdTpa4EdmIbbu/1PXcmCCMHOCYIo43APbA/k0/7nvuH7FiPwPaeKgKn+J67rE7hom2syTuARezRWi82rG1RWuu7jTFf4sB+aaL1JKEk2oIklIQQQojedi/sG9O/ALfmHEsvez+26uc2Y8xHgE9prbcvtZMxZgRbKTSbQHoIB/f2WQ7XGPNl4Gks433jNA5bCkuPAOpPyvRTZl08zrQqsNMZYK/TX+9pD1JM4+X0e/getsn4pcCjgReVUYdsKwx96qn3Puyg6dSDMFLAcUCEnflqm++5r6h4/knAVb7nJsB0EEY/rz800WbauUKpEUnLtwNPwc5YWOm3wBagH/v34gzmT1SL5ZOEkmgLklASQgghukB28fp8bIXEH3zPvama/XzPvSoIoz7gHOCW5kUolvArbEJpI/Be4J3GmIuB/9Ra/wn2DUk7Gps4OhWbRDqB5l6wnbbcA6TA5uIIM6qw6HalNGZDvHff7GvFtMxgvJcdaZkZVWAwmcEhZUKV2OX0k6jaU0PDyXStu+wEPg98XGv9l4r1PwV+GoTR2dhE03xWAtuw77fPBF4YhFEpq1x6NnCn77m/md3Y99wlE4iiY7RzhdKyE0pa6zuNMa8Avjrnqfdprb8O+/5ezWCrH0XjSUJJtAVJKAkhhBBdwPfcNAijGSAB7g7CqJj1R1pUEEZrscN3tmDfF8w0N1KxgF/OeTyAnWr+xcaYXwA7sEmkDS2Oa9mmKCyZTBpMZtgQ76VEcsB6BaxJDrz+HU5nGE0mub04QnmJ4x4gTRmpfna3HcDrga9prSeCMHrIdWG0xvfcu7Pk7UZsdd9ls/2R5vI9d3cQRi8GLsNOtf5ibAXZi7BVSzdXH7zoMO2cUKp7uFslrfXXjDFPw/ZUm7XKGPM4YBr7v0iSSc1xLRDkHUQ7CMKoCDwJ2A68AfiI77k/zTeq3iIJJSGEEKLDBWF0HHaIwSRwBbAOODYIo3sCtwNXAYcB67FVSOuBv2bTl+8FBnzP/XEesQtLa73dGPNH4H7zPP3IVsfTSONOqartinOSSYvpI+Ee5d3cWRhmosrjr00mGKiuIfd24JGzlWFBGJ0KPANbOQZwNvAN4Fm+595duWMQRsdjq8Z+B6wCfuV77t+CMFoBbAa+mG26Hps0rKqSUHSc6l/MrdfIPl3vYn9CKQZOAT7RwOOLg/0SeKrWemfegeQtCKOHA58Djq1Y/YZ8ouldklASQgghOt/9gR/4nvun7PHs1OQbgdOBq7F9dv6EvTC+FtgYhNFu7IXPnw46osjDL5g/odSxYhQ7nMElt5tWBbY7g6xLqi+e6CNhY7ybqbjAXqePMVViShVJ1YEjAAtpwrp4nJG06uqkf65IJq0AfN9zX1vx/GuA3wDfCcJoEHgisAe4C5t0Wg08CHiZ77kfz/ZxgZ/5njuZNer+d+zv6Q+q/oJFJ9mVdwCLaEiFEoDW+lpjzC+xzeV/C/xh0R3Ecn0ZeIHWWoa7WW9jfzLpJuwHZO8C/j63iHqQJJSEEEKIDhWE0Sg2ITTme+6euc/7nvudrNHv6dl2hwF/w/brGfU9d0cr4xVL+gXwuryDaIQEmFRF7nYGiRfoddSXllkTT7CtMMRR5Z0UmHfk2JL6ielPJljLBDGK6WwYXH9a3tdcqsYmUzdU3H8d8F9znlfAOb7nloMwejPwft9zZy/wHpcljG7iwB4nBaDE/ov5PcDx1Q5NFR2n25tyV/oINqH0cdp7qF+nex/wNq11O1e/tdpbgHtjewu+1Pfcn+QcT09axkQXQgghhMjZOmwj7t8ttIHvuXt8z/0ZEPie+3Pfc3/ke24iyaS2dAnLHCqTYquCZu+3WozizsIQ1xfXcHtxlHGnb8Ft18djFEhZk0zUnUyaq0DKYFpmMC3jYDM/dXQsHwvCSAVh9GTs0LS5zbI/A6wIwugIYBQ4KwijfVPRZbO2HYWt2Ji1IzvW7POPAn4CHFJ7eKIDHJZ3AItodELpO9jm3J8Hli5HFLVKgVdprd/a68mkrCJ0n6wq+6HA+cD7gzC6Ry6B9ThJKAkhhBCdaxTYjZ1JalELNQ4W7SPribFgcnAxKTCDw+2FEW4oreHWwghRYZipFvbEncHh5uIqdjkDoOZP46g0pS8tM5DMcEdhJVsLQ0xTYI/qa6emM2PZ78uPsRV9RwRhdFoQRocEYXTfbN0wdpa2t2KHrT0rCKOVswfI9l9XcczLgdsqnt/ie+7f+Z4bARhjjjHGnNH0r0y0yqq8A1hEw4a8AWitZ4Bnaa1jYEUjjy2YBHyt9UfyDiRPQRhtDMLoJcDtQRhdEYTRvr+tvufeiR1C/Hzfc2/PLcgeJkPehBBCiM6VADfLkJnaZEMFXwFsyhqTt5OfY/vv1GRclbijsHJf/6DJrFH1XtXHcDrNcDLNynS6nmqdg+xVJbY7K3BIGU6nmcGhSMJOZ+Cg4W0qTVkfj7GjMMBAWubQeGxfDCl2WNxu1c/2wiBbGWJlMsVwOs1AVmGUk3GArN/Rdb7nXgMQhFEJcHzPvTYb1vaIIIwu8T13IgijzwNPCsLoSt9zt2bH2RqE0Xrfc7dmv6OL/Z6+ANuL6YHN+7JEC7VRfvQgja5QQms9+4GFVCg11k3AH+euNMY4wJDW+qCh7t0kCKPTsD3rzmF/selDgDAIo03YfyPHYIdcjgZhdDtwinyA1lpSoSSEEEJ0rjJ1jejpeePAq4BfZVMOt5Pv17PTuCod1IwaAKXY6/SzpbiSW4uj3OUMMkWBSQrsVSUmVW2DzfZmiaspp8iEU2JbYYidhUHuKgxRVhXVUGnK6niCo8s7GE2nWBtPsNsZYELt/3YrYDAtc2gyxlHlXRxd3sGKdIa9qo8bimvYUhhiryrlMXRvrOL+vj5IvufOAMcFYTSSDVv7JTap1O97bup77v9gZ1c8Itv+WuBlQRidvNjJjDEKOzNcV18c9pg8E9W/Bd6NbU78TuCfgH8ELgDeQXNnFpQKpcY6HvidMebs2RXGmEHga9lz3e6RwEkc/D5nDXYChPcBLwU8YAM2Id+6slwBgEpTSeAJIYQQnSabynzvbPWEqE0QRgPAdJYYaBvZJ883AkdWu08C3FRcvWDz66UMJjOMJFOsTKcW/KRxBocthWEmssqnpayJxw+YsS0F7iisRJFyWLx3yf3vdIbop8yY6mNKFRhKZhhJpxioaLTdRBu01ncGYVQATvI99+rZJ7J1zwS+7HtuEoSRwja9/7PvuduybTxgxvfcG4MwWg98HfiA77nfnnsiY8wotpnxM4Dvaa3PnrtNrzLGHIv9Xk9ord+fdzy1MMa8C5vEycMHtdavb8WJjDGrscP7hrPlncDjWnHuHvRe4INAAJwK3F9rfVD1UjfK/l8fDXwXuOc8m2zFfn/+4HvuL1oZm5Ahb0IIIUSncpD/43XzPbfhwz4aQWudGGM+CHygmu3LKLYWhupOJgFMOCUmnBJ3pkMMpmVWpDP0p2X60pgUxaQqsrUwNH8F1DxUmrIqOfDbq4DD4j1ZzySHpTomjaRTDKZlVjFFjGK308+dhSFSFCPJFCPJFKXmjCq6DXtxAnYYxeUAQRg9Hvi177ljQRj9L/DmIIzen1Ut/SoIo+OCMDoS+K3vuWHWb2mt77lbgzB6LPNUrBhjDgWuwF4ogVQoYYw5DJtcexYwW9l1UX4RdaRW/m17FbYaSjTfW4HXA7MTAEznGEtLZf+v/xKE0ZnYSrujsN+HB2ebfMf33Kr+Z4rGkzeiQgghRGc6wvfc/847CNEUH8deOByx0AbTOOx0BtjlDFSd6FmSUkyoEhNUV4U0nxXJNIfGYxTnGaimgHXxODucgQOql+YzkO5vN1QgZXUyyepkkhkcxlWJbYUVxDj7+kM1MLn07Yp+MGdge1oBuNjha+/3PXdnEEbHYWe1ejaA77nXBWE0BDw2CKMbfM+9IQijYhBGyvfchS78Xs/+ZBLYBvs9xxizFngathrpDA4e3tIzF84N0sqE0qewlVhyTdka/RX3pxbcqkv5nns98DyAIIyejh36Bwd+XwjCaC22kmkQuMb33LtbGWevkR5KQgghRGcqZc2lRZfRWk9gm4YfJAHucga5ubiKnYXBxiWTlqGQJmws7+KomR0cHu9ZNLlTIKVIwswSb0EX+qpKJIymUxwW78WN97BH9bG9MMgdhWF2Ov00YEDctyruT842d/U993PAb4CN2XMvwTbS3sf33DHfc38M7AzCaMj33PJCzWGNMY8F3jBndc9VKBlj7gdsAT6GrQib7wfYiRfOef5itiyhpLWOOPB3RrROJ/5eNEQQRiuACytWhXM2eTK2d9grgYFWxdWrJJsshBBCdKYvAm/GNqUUbSQIo0OAF2HL8k/A9hi5FdiL/SR1Ets4tARc5Hvuz+YeQ2v9v8aYD2OHlOxzR2El405fU+Ov1eHl3QzU0IN4NJlaMqFUjWI2y9yaZHLfjHE7nQEUoEhJs2v6FHt1n6AoK4e+NEZlzzppymA6QylLcqWoypnYVgdhVJidCbAvLT/x8PKeQ43Z/uPj4NLrSmu3Mg/fc7dXEf7/Ad/BVubM6rmEEvb3ZKnrkU6sUOpfepOmaXWi4aPA01t8TtHFCaUsYVT0PXd39ngNcCbwk2wWzX7gcOBu4F+Aq4IwWuF77nh2iM9hK5keCnwkCCNfZn5rHkkoCSGEEB0kCKMXYfu8TGOHG4g2EoTRQ4CLgWPnPHWfBXY5Mwij3wLvB74xp0n4G4F7A4+ZXZG02aR+pTSmv8YJrRQs2UOplmPN3g6mZQbT8oLbTuMwoUqMpvNfh2UxPSYIo+t9z42w/ZNGgjCaAV55aDz5lBLJcWRDLg4v797ye7PjkgR1eT/x94HrK4bLAfuabs9orccr12ut9xhjzgW+jO0ZBE0c8maMuSf29fTGubHkxRgzAJxXxaadeOGcZ1VEq/vD/Qr4C70x61g76cTfi2q9Eng5cEz2+KnY9zs7gjD6OHAdcCnwE2xvqfVAFITRvXzPHcMOwywBVwI/kGRSc8mQNyGEEKKzfD67HaqyEkK0SDYD2Lc4OJm0mCK2sehXmTMrlNZ6GvtG+lKwM63NqPaaEfmQeCzXFJdTw2zFCigskchKbaXFKdnD64EHAeWN5V1fHk2njqvcdiid2VAiObeP+IPYC5w7jDFfNca8yhhztjHmPOwFzTXGGD33XFny6TnYpOGzgAuNMTcbY64xxnyp6i9sEcaYBxtjvpHF9zJg4Yxb6z0ZWF3Fdp1YodQzCaXsdfxfrTynALo0oRSE0X9hK68rKzZn/yavxibGTwf+B3gd9m/sNPBNYDZZ/l7fcx/me+4TfM/9REsC72FSoSSEEEJ0ltXYC4adeQciDuICG5bYZhw7vfEdgA88HBjJnouCMPoldpaxbwE/9LXeYYx5AvCNvU7fmbFyIE23otRfgHuwP3mVYKsEfgQ8EZukmM8dwI3ZeZdlVTzBUDqz3MMsy1IJokoOKcV08e0VHH/Pme1PDkK+h52a+1bfcyeN2X7fRfaZtQE4N1vmeiBg5q7UWsdAaIy5DVutNJw9VXcTWWPMiiyGlwIPmfN0vj+wA72wyu068cK5ZxJKmS9g/66tyOHcvUoZY/o4sFBzsdvK+xPZ3562EoTRs7C96RQ2YUQQRg/FDhf/YLb+n7GTGXwNuL/vuTuCMFIAFT3vOvFvRseShJIQQgjRIYIweia2auJy33PbqdJAWBFLD/14o++5H8vufzp7I3w0djaau7BJgDOwlTJ/DcLo8b7WtxpjnjKcTOtthaEIpe70PTfJ9l0LHAZsyXpLEITR+cDfYRNLh2KTkHdhq6BmZ8V5PfaNeU29XgppwlA6zcpkOvdkEkCxhoSSyhqCL8WBBx03s11dV1r7qdn+ScAD6gxx1npjzDrgbq31fEGMzHm8udYTZA2uX4IdRjZfw/6JuUPy8mKMuQfwuCo3HzXGHI5NLE1mt+V2+Vrmyi7yz84xhJYnlLTWu7Kqupe0+tw9bDk/55Oxkwy0jSCMjgVuxw5h+wbQF4TRiO+5VwBXzNn2GOD3vufugP2JJJEPldZQKiyEEEKI/ARhtBp7YbsKGAL+5nvu/+UblaiU9bhaqLfVOHCs77lbFtlfAc8HPoH94O92QPueu6vBoRKE0cOBDwP3m/NUAtxImqq1ycSxZRxG0imcNKVE3Fb9EmIUBap7Lzu7VRVD9O4AjtNaj82uMMb8EHh87RHOawo7RGOq4n7K/n4hADuAq4C/YnumlbFJpj9C1nd8//JQ4B+wQycXs0Vr7Tboa1gWY8z5LG9CgZT937/Jivtz131Wa33x8qKtnTFmJ/Mn9VrhTK31D1t9UmPMC4FPt/q8oi7XYv8fzVe9tNS6x2ut552QYDmCMPpPbCXnL7B/y+6PTbS/w/fcf2v0+UTjSIWSEEII0SGyT+N+Pvs4CKOnY2eLEu3jO8CHsBVHlaaBRy2WTIJ9n7R+NgijS7F9dUaws9t8pdGB+p776yCMTsJWtLwM+0b+Z8CVvueOGWPWA3c2+ryN5FSZTIKa5nE/DNun490AxphTaFwyCWxVWD+wcpFtVmfnbOR5G56UXIZqmnEvRmGHlQ2weOLmJ8s8T73ehW20n4e8hvs0PMkgmmbBIbxVaFZp6sewr6ES8Abs/9AZYDrrT3gi8AepRmo/klASQgghOld7dWgW+J57VxBGBjukoNIrfc+9sobjXA9c2NDg5j9PEoTRFwHP99y3z3l6blKs7TSxIfhbjDFXY/soLTf50S6aNotcLYwxJwIntOh0ec1od0dO5wWYyOm838f2CTuoAb3oKk35nfI9988A2Yccs/97StjeSRdgh3dfH4TRH33PfVozYhD1aaeqZSGEEELUKAijs4IwOjcIoyfmHYvY59/nPP417T0UZBXw8XnW59lYOG8r4jj+fpqm7wCOqnanNE2J47brdTtrwYSSMaaa2dYapZUJurySKzX1JmuwPJpyk/UGe0ce5xYtk9LEWReDMHoQEMzz1Nrs9p7AE4IwkqKYNiI/DCGEEKJD+Z67bxhUEEbrgzB6DfZT4jt9z92z8J6iyQ4a+tHOZfrZUMod8zzV9hVKzRLHMRdccAGjo6Ocf/75KLV0LVSapmzatIldu3Zx4YUXUii0XQHhAQklY8ww8Exs/6V7G2MeqrW+tpkBGGMKwLObeY458qpQyjMZm1cSDeC7wCXYad1F9xlvcjP8W4BXAudgq3znq3a7CZvDkIlJ2oRUKAkhhBBdIJvh6+PAeuCZQRi9LwijfwjCSKZxbr25CaXpIIyOyiOQZerZhJLjOIyOjnLxxRezadMmlprEZjaZdPHFFzM6OorjtOVb7N0AxpgHGmM+jp2V8JPYC7eVwHeNMWsX2b8RzgAOb/I5KuWVXMkzoZRLhRJAlmx4HdQw/aLoJE1N0Pqeu8333P/1PfeFvueegO0hd0v29A3AT4Fn+Z6b22tcHEwqlIQQQogu4XvuFHB5thCE0YnAF4Mw+ojvuT9fdGfRSHMvJh8F3BSE0XeAvwEf8j331kacyBhzHHAStp2Qw8EzgKklnltsn3s1IsZOpJTi/PPPB+Dii+0kYQtVKlUmk84777yqK5pycIIx5nfYmSLnmgJ+hR3+uL2JMbS6H1VeFUp5DnnLs0IJrfXvjTEfBV6VZxyiKVr62vI998dBGB0NDEvVdfuShJIQQgjRpXzPvSYIo3cAZ1ExO5xoupuAPRw8i9ffAQ9sVDIpcyvwHsBv4DEF1SWVOiiZBDbxONcO4CPAh7XWTZ3RzxgzCLS6ma4MecvH24GnAPfIOxDRUC3/fcqGi0syqY21ZT2uEEIIIRrm2cBnsubd7w7CaN90wUEYHS7NLRsv60n0zAWe/kgQRiONOpfWehI4F/hUo44p9ptNKp133nkHDX/rsGTSXNuBtwFHaa0vaHYyKXM2BydZm02GvOVAa70b25tLdBf5YEocRBJKQgghRHe7ENuH4Dbgndhml7P6gf+XQ0y94LfYGXHmeghwWiNPpLWOsRdv72nkcYW1UFKpQ5NJCfAvwNFa6/dkF/6t0urhbtB7Q95irfVMTuc+gNb6B9geXaI7fB/bH0uIA8inkkIIIUQX8z13Gvjy7OMgjJJsNrjfYxNNt+cVWyfIKrpWY6dKvjlrfl6No4GYg99rpdhkU0NlzXDfZozZDvx7o4/f6+YOf5sdAtfAZNJfgDcCJexrptalmv1+BVyhtf7jcoOtlTFmHXBmq89L71Uo5V6dNMebgCcAG/MORCzL1cC57ZKsFO1FLTVrhRBCCCG6RxBGDvA47AxPfwMm2nlK+0YJwqgPONH33N8ssV0/MMr+CoO3Aq/I7qfYSq/dwFeBj/qeGEqPUwAAIABJREFUe3fFTHoD2Av79cA3Wbip9dN8z/1mvV/LUowxzwM+DbTdvPWdLk1TTjzxxH2Pr7nmmkZVJv1ca/3oRhyoHRljXg58NIdT/zN21sWpbJmcc7vUupl6pkk3xnwKeFED4q/VXVrrQ3I474KMMY8DfpR3HKJuNwCnaq2r/TBF9BipUBJCCCF6iO+5CfBDgCCMzgEeAbw6z5hapACsW2qjbKa8rQBBGJ0CnF7xtAKOyO5r4DVBGCXAoTXG0tTZ07TWnzfG3A18jXx7uXSV2WFulTZt2tSoCqV2aKTcTC/I6bzvWOb+qTGmnmTUw5d53noNGGPetcQ2iyXI3qe1buhrUWv9Y2PMB4DXN/K4HSmOwXGglr8XaQpJAoVcPh/YBjxBkkliMZJQEkIIIXrXqYCbdxAtMkIN/VSCMDoCuITFe6HUUwnwZ2A8CKMB33ObNjxFa/0/xphXYiuVxDLN1zNp9jEcPPtbHfLq9dN0xpgTgZPzjqNOCpuUHcBWLra7YeAfl7H/pqU3qcubsN+/Fzbp+O0vjjn8gguIR0fZcv751SWV0pQNmzZR2LWLzRde2Oqk0jhwltb6+laeVHQeSSgJIYQQvesF9M5QBMWcyUiCMFoH/CdwFjbhNAncARjgJprTWPcHvuf+ZxOOO5/NLTpPV1uoAXdlTyVYdlKpmyuU8hj6Jeoz1YyDaq0TY8w/YJNK5yy1fVdyHOLRUdZlfy+WTCplyaR1F1/MXeedZyubWicGnq61vrqVJxWdSRJKQgghRO/6NXDvIIxUD/RRuhN4chBGh2Ersx4N3AP7if6sAeCYbGmGcVrbR2a6hefqSovN5tbgpFJXVigZY/rJZ3Y3UbsUOMcYM3t/dpn7eKF1ty/W8F1rHRtjXgw8GPu3t7coZZNIsHRSaU4yqeqKpsZ5qdb6+608oehcklASQgghetdrgL9mtxflHEuzDWBnG3pqnftfA/wEOxNXPbYDL/I998Y6969HU6oNesViyaRZDUwqdWuF0lOANXkHIaqisJMN1OvTwIsX20BrvdMY8yJ6pzL2QNUklfJPJv2T1lqGSouqSUJJCCGE6F2TwBeBDwRhdKPvuf+Td0DLFYTRicC/AvcGVmKrdCaw/Y5WLePQJ2ZLPa4AnuR77t217phNt74Ke7FHxS3zrJt723tVAA1STTJpVoOSSl1ZocQSCQbRVapKYGdNuj8GvKzJ8bSnxZJK+SeTPglc2MoTis4nCSUhhBCid80AnwEeBVwUhNGPgHI2E1zHCcJoPfAJ7JCKvKXAZ4EPArf5nruzzuO8HXhdw6ISVUmShF27di2ZTJpVmVTatWsXSZJQqK2BbtdVKBljjgYek3ccomVqqYg8HzgTOLJJsbS3BZJKOSeTvge8Qmvd7cPfRYOpNJXXjBBCCNGLgjBSwBOxn0g+ADsDz7uBZ/iee3mesVUrCCMXe2FyNvA4YEVOoUxih7XdCPwU+Lzvubcs96DGmI8Ar1jucUTt4jjGcZyaKo3SNK0nmQTwBq31B2rdqZ0ZY94NXJB3HKJlJoCd2A8qygsslc8dBRybR6Bto6IiaVZOyaQrgUdrrcdaeVLRHaRCSQghhOhda4FvY98PpMB12Ebdqys3CsKoHzuMqgBM+547k60vAvieWw7CaCO2uilqdtBBGK0A/h7bz+iezT5fFbYAD2tSf6S+JhxTVKGOpBBKqbr2A9YbY+6HHaI5ld0esGity/UcOA/GmAJ2FknROwazRVQrq1SqTCjlkEz6G3C2JJNEvSShJIQQQvQo33PvCsLoTdhhWXcCG33PfVblNkEYPR7bzHoCSIB1QRhF2GqcBwB7gzD6J2zC6VTgm82MOQij12GHS7jNPE8NtgJnNLHZtiSUesNbs2VBxpiEeRJNLJCAmvPc77XWm5oV/Dwei/TwEmJxWYVSpQ2bNrUyqbQVeILWelsrTia6kySUhBBCiN52WXb7Q99zvzL3Sd9zf8QiM/IEYXQy8A3fcx8D3FrtSbOqJ8f33Fp7x7wVOLTGfZrlb8CZvufe0MRz9Dfx2KKzONjZCgfq2LfVQ0Gf3+LzCdFZ5mnAXTn8bcv5529HqTL2g5wEW0U8e3s1sCO7T3Y7e38M+FXFeubcr7y9TmvdyplHRReShJIQQgjR23Znt2cFYfRp4HhsH4zLgE2zw9sW4nvu1UEY/aXWk/qeOxWE0SHU3ow47/cuKXA38EPgzS0Y4icVSqIRWjaLnDFmFfCUVp1PiI6zwGxulY26V3/7298o7N37cqThsWhzeb8pE0IIIUSOfM+9LgijFwKvwTblnnUmMBqE0WeBG33PXWwGn+E6Tz8ShNGY77kHXewGYTSIHTZzEvZT2TuA67F9nPJyG/Bo33P/1sJzSkJJNEIr+6M8HamsE2J+CySTgLlJpZcCkyj1ekkqiXYmCSUhhBCix/me+1ngs0EYHYmdOlhnT705WyaDMPoZtj/S93zPndtvYe18xw3CqAA8GTgRuAS41PfcfY2Ffc+9IQijh7F/2N3sfmuz7e+z3K+tgb4IvLfFySSQhJJojJZVKGEb5gsh5losmTQrSyqt/dKXLlJp+tpsnSSVRNuShJIQQgghZh2NHfI21wBwVrZMBWF0ORACe7H9jNYHYeRjK4k2Aw/EJpl8bIXRrF1BGP0I+AW22uhS4AgqEkpZUuvbtFcyCeC5wDlBGH0O+Hffc29q0Xml0kM0QksSSsaYY4GHt+JcQnSUimTS3b6/fcub3vQqlJrbG8neKpWoNP1etqcklURbk4SSEEII0YOCMBoCnoGdiem3wE3Ap7HDuh4KvAl4HQcPMesHHpktlaqZ3W0UODdbAG4Bfgp8OYupDwiA+9f21bTMCuAVwMuCMPoe8C++517V5HNKhZJohFYNeTuvRecRorMkCYVdu2xl0pvffIU+8cSDJsE4QJraJJK1BtuUP25miEEYnQacDqzDNv2+3ffczzTznKLzSUJJCCGE6E0bsX2Sng/cDqwCPgp8yPfcLcCbgjD6Z+A4bC+jUeynp2uxb26PAo7N1i9lC3A5NiHzOOwbY4AjgRdlM779P+ANHFjR1K4c7FC+Jwdh9EXgjfMMA2wUSSiJRmh6hZIxRiHD3YSYX6HA5gsvBMcBpaqbjCJN0yyp5JCmzU4mlYBH+J57YTZc/anYD3yEWJQklIQQQogeEITRCLbx9q+xPZJ2ABf4njsWhNFDgNG51Ta+5+4ErsqWhY67Ijve44BTgQ2AAq4EbgR+B/zc99wk2/4w4OXA29ifWDqPzq1seC5pesaV14a/HUpnjsJ+7U62VN6f+7ja+yOt/GJE12rFkLdTgWNacB4hOlNhX8HvZNX72GFuTU0mZQrAyiCMPoitaPxU9h5AiEUpGYophBBCdJ+ssfUjge9iq5HeBlwLfGy+WdVaLQijFwOfxA63ezVwODYZdVz2uLOk6eQhyfgfVieTD8k7FCHm8Tyt9ReaeQJjzCeAlzTzHEJ0iU9orV+adxBCNIJUKAkhhBBdIAgj5Xtumt0fBd4CvCVbdwPwojzjm8eh2BnlzvE9dxogCKONQGf2a1BqYJuz4uShZHpzH8nheYcjOtIkdnhoP3aoY3+2lGo8zrXAv1ccpw+4unFhHswYM8j+3mhCiMVVN+StgYIwcmYrhYVoJEkoCSGEEN2hlA0nWwVMAxfNJpja1NeB9/qeGwMEYXQqdna3Q3KNajmUKtxZGL5xY7xbEkqiHr/UWp85d2XWm2g2wVSZaFro/g6t9RWtCjpzNtX1UxNC1DLkbRmyXkifxA5Jfxn2QxwhGkoSSkIIIUQXyKp8bs47jmr5nnvd7P0gjM7Czu7W8Q2oy8rpS2DGqb2qRIh5qxa01ikwlS3tSppxC7G4SWxvohho1iQOcyXYD2ouA3a36Jyix0gPJSGEEELkJgij04EfYysrusKqeOLS9cn4aXnHITrOl7TWHdec3hhzKLAZ29RXCDG/87XW/5Z3EEI0mlQoCSFEC2Xlx/fCTp9+J3BHmw9LEqJpgjA6F/giXVCZVClRSn6nRT1yb5Zfp2chySQhltLyvklCtIKz9CZCCCEaIQijE4Fbgb9gZ7a6Hbg2a0QsRE8Jwmg98GG6LJk0mMxcckg8flLecYiO1KkJpeflHYAQHaAlfZOEaDVJKAkhRAsEYbQC+A/gsDlPHQ98JQgj6bciekYQRmuBX9LJDbjnk6bxIfHYxgLpcN6hiI7UcQklY8yJwP3zjkOIDiAVSqIrSUJJCCFa4wjgEQs8dyrwqNaFIkR+gjDqB36BTaZ2lT7iK6dU8a4xVfrTDE6rmq6K7tGJF5zPzTsAITqEVCiJriQ9lIQQogV8z/1rEEZnAF8Ajp3z9CVAq6d4FiIvrwNOyDuIZpimsHEkndqo8g5EdKqOqlAyxhSBjmsiLkSNbgK+CZSzZSa7TbIlnbPMty7FtjoQoutIQkkIIVrE99zLgzA6BTgHWIn9tOrPwCW+5ya5BidEC2RJ1fPzjqNZ+ohvB6QnmqhXRyWUgEcDG/IOQogm+73W+s15ByFEu5KEkhBCtJDvuXcDn8w7DiFaLQij44DvAKN5x9Is0xSO36X6r16VTp2cdyyiI3VaQkmacYte0IlDUYVoGUkoCSGEEKKpspkMf0AXJ5MAUGrVmNM3viqeyjsS0ZlKxphRYAqY1lq3beWqMWYEeGrecQjRApJQEmIRklASQgghRLN9Ajgm7yBaYVyVDktgyoH+vGMRHeeTVFSwGmPK2OTSFDC9wP3Fnqu8P7mMZUprHc+J9WnAQAO/diHalSSUhFiEStM07xiEEEII0YWCMNLA64EXAD3Tq3plMnWJG+89Pe84hGigGQ5MTI1iewEK0e2+BHwUKGGLMWZvC9j/a5WLM8+6+dZ/TWstiSrRFSShJIQQQoiGCsLIBT4NnJl3LLlI08mN8e5bB9PycXmHIoQQou2s01pvr2UHY8wA8Dng01rrnzQlKiHq4OQdgBBCCCG6RxBGjwaupleTSQBKDWwurJRPn4UQQsynXMvGxph+IACeAQw1JSIh6iQ9lIQQQgixbEEYDQLnA/9EDw1vW0iinPuNq+KfV6Tl++QdixBCiLZSdUIpSyZ9k/0f0sztZyZEriShJIQQQohlCcJoLXAZ4OUdSzu52xm8a0W8J+8whBBCtJeqEkpZMukbwFm17itEq8iQNyGEEELULQijY4FLkWTSQSZVcW3eMQghhGg7SyaFjDF9wNeBJ815SiqURFuRhJIQQggh6hKE0QsBAxyfdyztqD+Na2q6KoQQouulWutFk0JZMulrwNnzPC0VSqKtyJA3IYQQQtQsCKNHAZ/ATp0s5krT8Q3xXumfJIQQotKiCSFjTAn4KvB3C2wiFUqirUiFkhBCCCHq8VkkmTS/NN16j3j3tSWSdXmHIoQQoq0smFDKkklfAZ5Sz/5C5EEqlIQQQghRj715B9CGru5Ly79bF48fsiIt+3kHI4QQou3MmxDKkklfBpb63yEVSqKtSEJJCCGEEFULwkgBrwYOzzuWNnSSSrl0OJ15ad6BCCGEaEsHJZSyZNKXgHPq2V+IPElCSQghhBC1OBR4JzCacxztqDClCs9OYVLBQN7BCCGEaDsHJISMMUXgYuDpVe7fFhVKxphjgH6gr4plj9Y6yClU0WSSUBJCCCFEVYIwegDwv8BU3rG0LaU2TKjiX1akZZn5roOk2a3KNQohRA+Ymb2TJZO+CJxbw/7tUqF0LdV/cPI7QBJKXUoSSkIIIYSo1icAN+8g2laa3roqmbx1IC2fkncoonZTqgApDLRHAYDoXL8AXgGUsNUZpTn31wEfAlblFaDIVRn2JZO+ADyzxv1z/wNljFHY6qRqyYdQXUwSSkIIIYSo1h3Az4CTgZGcY2kvabrtqPLOQh/Jw/MORdROAQNpzE6nn61qiCIJQ8kMw+k0hX31S0JUpay1/utiGxhjrgF+jB1CLHpL2RhTAD4HPKue/RsbTnWMMY/GDsuLgYTaCjolodTFJKEkhBBCiCUFYbQR+wbyEUAh32jaz2Ba/msfyWl5xyHqkwLjqsROZ4BpZd8e73X6GUumOCyWCQ1FTZas3NBaX2OMOR34KbCx+SGJNpJik0nPqXP/vCqUHgDUO+GEJJS6mJN3AEIIIYToCO8CzkaSSfOaUMV75R2DWNoMzgH1RikwoYrcUhyljMPG8m6OmtlBf1LOnpeuSqJmVQ0F0lpfB/xrk2MR7edY4Lxl7J9XD6UAOAt4CvCyGveVhFIXkwolIYQQQlTjkXkH0NaU2rClMPSrQ+Ox05R8YNe27iwMMa0KrEhtX9xJVWRaFelLy4ym9pqnQMqaZILIWUl/euC12zQOk6pIfxrTn38rE9GeapnhcbJpUYhulcsfHq31jcCNAMaYe9a4uySUupgklIQQQgixqCCMFHBI3nG0u93OwBm7Vf+ta5OJ29YkEw+T2pZ8pcCYKjGtCsQ4zCibDEqUw25VgDQFpbJt9/+0JikwrkoAjDl9lJXDQFImVYpimrAynZa6JbEYaVYsmqkdZnmr5TUO8jrvapJQEkIIIcRSDgeG8g6iIyh1xPbCiiN2OgO/O7K88+gi6eq8Q+pmE6pIXxpTICUBZihQVg5TqsBe1cekU6KUxqxKJnHSFIeUYpKwMpmmj5gExZgqsb2wgm3OCsZVyc72liWaplSRKVVktwPDyRSHJdJPSSxJEkqimXKpUDLGvBZ4GjahNVjj7vI672KSUBJCCCHEUh6fdwCdJlbOSTcWV28+NB67fiSdepCqbUacjhejdk+q4i3TqjA2pQpTZRzKyinGOIMJagTbi6usSKeBskM6XUjTqRJxXCCllMallcn0sSWSRWfBmlBFtjkriJXDjDqwvZeTJqyJxxlNpiiRzLt/gZSRdJq+OGav6mNjvIsYhy2FYSac0oHHq+i+NHuvp36oolq1DHmTC21Rq7wqlL4D/BoYBn5Z477yOu9iklASQgghxIKCMDoB+FDecXQkpQ6/szh8+NZ06Ib18dj2LLHUFf2VYtSOiX0Jo2J5ShVKZZzhBLUOWItSI8AJSx1ndqhZApQVTFW8Nb2rMIRK07+MJFPb1iXj9yuQjs7df00yiXJgmzNEX1pmXTxOXxqTKEVfGlf9zR5IYwbSCQAcEtYkE2yek1CaocBO1U+iFDNZb/oCCX1pzEg6XeWZRA+QCiXRTHn1ULoZuNkYc486dpfXeReThJIQQgghFvNyai9vFxVSpY69szh87NZ06KbRZPK21cnkcSWSDXnHVY0UKOPcOeaUbhlTfRPTqjAwg3MUSh0KNH04X6rU8bsKA8fvcvon+4gv31Deu2GA+JjKbVYlk8zgsNMZYEYVGE5nOGAqt3rOO+exSlOG0mlWptMU0mUeXHQ7SSiJZsq7h1Kt/ZMAho0x9wVKQF92W839PuBGrfV3GhC3aBKVyj9FIYQQQswjCKOTgSuAwlLbihqkaeqQmpXp9I6hZHrVYFo+ukC6MteQgDLOlnFVum1SFcfHnVKpjHNICkeiVF+esR0gTWdG0qnLD43HzqgcbpYC25wV7CwMsj7ey6qk/uv0FNhcWMm40zd7Tg6L99hElRBLi7XWVX1ob4w5BbiyyfGI7nIVtqiz8k+gmnO70Lpna62vq+ekxpj3A0/GfsB0WD3HqNNXtdbPbOH5RI2kQkkIIYQQBwnCqAD8F5JMajylVII6YZcaYJczAGk6PpCWL1mbTKxdkc7ct1V9eaYo3HJ3YfDmCVVcUcY5GqU2AO1dOaVUabcaOGNcla7eWN59xGyPJQUckoxTJGFrYZidzgCFNGUgLbMuGa+p19GEKu5PJgEj6ZQkk0QtCsaYr2Fzk3MX5jyWpv2iVqcsY9/lfDhwBHDsMvavl1TxtTlJKIm2kE1JfRbwO99z78g7HiGEEDwBeGDeQfQEpVZMqtLpm50SpOmtJZLNCWrAIZ2MUcNFkt0K0hjVtzqZTFYnkw+p9RSTqnD9NmfojilVGC2SjM1QWJMqdW/gyCZ8RU1XVoWTbyqumtgQ7/3tSDr9QLBJpTXJJA4pWwvDoGAiLbLb6acvjekjZpoCabZtiZgyDrFy6E/LrIonGSBmRVpmTTzO3YUVAPSnubQsEZ3t6XkHIMQ8lvPHLK+8gSSU2pwklES7eB/wZmBPEEavAT7ve66MxxRCiBwEYVQCpMQ8D0odMUPhCNj/zn+6orX0Ntuo+qpV6VRVn1KnEG91hn69y+l/OErdc+7xOppSg1uKKx+4Iy3/emN514OcbHatVckUKYokW3Y6A0ypAhPqwCbbE+x/PKWK7FH9HFneSV/WlPtuZxCUYlqK9IQQ7SEFngtMA+cCT6tx/+UklPL6QygJpTbXJe8oRBf4KrAZWAl8FnhdEEYn5RuSEEL0niCMVgABcF7esYj5bS0MHVFG7Zi7PoWZSQo3xKjdANudwcv+VlyzbVdh4AyU6tqsyJQqPvym4uq/llHbxlTJAKxOJhlNJplQRdYl4xxT3sFIMrnocVKliAormcGxs88pO1CuSNL8L0IIIZY2DewFjqe+4cnLaegtFUpiXlKhJNqC77m/zZq/fgTbAPbrwCH5RiWEEL0lCKNh4EfAqXnHIhah1IbNxZHLjizvehjAFIWbthSHN09ROBGljiVNJ48u79yy3Rm8R9YXqevFyrn/jcXVk268d/PsuiIph8ZjTKsCDnBoPMbqeJIpVWBG2aFv/WlMkQSVpqBgXJXYVljBjCrgpDaRNLpEIkoIIVokBp5D/UMqpUJJNJwklETb8D03AvyKVbfnFYsQQvSaIIxWAz9B+iZ1hCkKJ6XAuCqZzYWVx6HU0fueVGrgbmfwOgWH9dTYcaUGosLwEcV493WDafk4gH5inDRligL9xHZJ4/3tkSulMJD1S0qA3aqfCafEmOpjNJVrGiFE7sos7/p9ORVKklAS85Ihb0IIIUSPy2Z0ex+STOokMUBUGHZQ6qCZe3YVBk5Ps55JPUWpNbcVRtZNUrhxdlWJBIeUcVX9dZgDrEqncOO9jEgySQjRHpabUJKm3KLhJKEkhBBCiBcCL8k7CFG9PuJrFFAkOaiXUs9Tas2txdHBMuqu2VUlEkppwh7VN29x0qKHa3B4QghRp5jlVQp1YoWSjDluc5JQEkIIIXpYEEanAP+WdxxijjSNSdOxedZvXxuPX3ZkedeDAfrTeDkXCN1LKffm4qrNlcmjEgkDaZk9Bxd0CSFEJ4iRCiXRZqSHkhBCCNGjsr5JXwJG845F7Lc6nrh0TTJx4tbC0B/20Oeh1AbSdHpFOnOlG++9X4H0YXnH2PbStKygvN0ZvGxdMrHv+2UrlabzjEwIIepVZnmVQp3YlFsbY54OlLC5i8rbpdbVus/3tdbvbtUX1i1UmvZUu0YhhBBCAEEYDQI/Bh6edyxijjS9c2O8e/dgWr5XjLp1QhVvGUzL9y2Qrpm76TTO7TcXVx2CUv15hNquVJpep0gnE+WcuD7ee+WqZOrBecckhBDLdDNwC3BGnfsPa60PrnytgjHmd8AD6jxvp4iBY7XWt+QdSCeRIW9CCCFEjwnC6DDsjG6STGpHSh16W2Fkzbgq/rlAesRwOnPafMkkgD6SexxT3rHHSZM/tTrMdpYqdVyCOgZgqzN0TAIzecckhBDLlOcsb70wsqkAvDbvIDpNL7wwhBBCCJEJwmgD8Gvg6KW2FTlSau1up9+sqKJFkoKBBHVEC6LqLEoNZ7eHbC0MfWpDPHYzth/HdMUyBTwbeGJOUQohxGJC7N8oB/s36+PLOFYnNuVutZcYY96ttd6ZdyCdQhJKQgghRI8IwmgE+D6STOoIu1X/aSNq6s8r0vJ9FttupzPwB5SSarNF7HYGHvyY44+edyZDY8zXgC8Cz2htVEIIsTSt9e9m7xtjlnP9nixj317JGwwDzwc+mHMcHUOGvAkhhBA9IAijVcAv6P4eCN1DKWdSFXcttkkCk9udweNaFVIHOyEIo5XzPaG1ngGeA3ymtSEJIcSSDpnzuN7ETqy1Xk7z5F6pUAJ4at4BdBJJKAkhhBBdLruQ/jFwUt6xiNrc5aw4dkyVzHzPJTBza3H0Nyi1vtVxdaAZFumjpLWOgZcAF7UsIiGEWNoaY0yp4nG9iZ3lzPAGvVOhBHDvvAPoJL30whBCCCF6ThBG64EfIMmkzqTU+s2FletKJFesTKbKCpwZ5ZQnVbE0TeEYGepWtR/6nju52AZa68QY83pgD/CO1oQlhBDzeg9wKfANYAiY7elT7/X7cvonQW9VKK3KO4BOIgklIYQQoksFYeQAn0eSSZ1NKWeGwkPvLqzIO5JOdRfw6mo2zIaEXGCM2QO8r6lRCSHEwa4CnguUtNbXGmMuAiqT4ecCa4Bf1Xjc5VYo9VJCqWSMUcscItgzJKEkhBBCdK/XAE/IOwghcnIL8F3gA77n3lLLjlrrTcaYMvAfTYlMCCEO9j/A31fOMKa1ftucbU4EDq3j2MutUOqVvMG3sLN/KkASSlVQaSrfJyGEEGKuIIxeBvzY99wb846lHkEYHQlciy2VF6KXfBs43/fcvy33QMaYtwP/vPyQhBBiUTdhq4C+BWwFNmMTGpXLFuzkAUfUcfy7tNZzG3xXzRizHVsZ1e2KWU89UaVeyTQKIYQQtToG+N8gjL7ge+578g6mDm9Hkkmi92wHXu577pYGHe9fgfXYaj8hhGi0GHgxNpn0KeC1i2z7E+AC7P/2BwEvrOE8vVih9HlgHPu1z2S3iy6STKpdJ74whBBCiKYJwuh+wBuB47AzfXRcUiYIo7OwM1YJ0UumgKc0MJmE1jo1xrwBOBo4u1HHFW0sjsFxQKnq90lTSBIo9FKbmbZ0KwcnDmIOThzEHDicaRzYtsC28x3jfsCRQFKxxHMeL7Ru7vpvaK1/YIx5KPDRJY5zndb6CwDGmBOA27L404rbdJ51ALur/i7OrxNf3K/SWu+BBB49AAAgAElEQVTNO4huJ0PehBBCiEzWxPqT2E/9foPtZ/Ax33O35hpYDYIwuhfwezowESbEMqTA03zPDZpxcGPMSuD/gPs04/iiTcQxh19wAfHoKFvOP7+6pFKasmHTJgq7drH5wgslqZSfvUAIrMYmP4rzLJXrK+0CNmitF50JspcZY6aAvrzjqNGA1noq7yC6nVQoCSHaShBGTwWeg31jcAcwDJwCjGI/FdqIvXB4j++5m/KKU3St9cB5wDTwGN9zd+UcT02CMCoAn0CSSaL3/Ge9yaQgjB6NTRS9HFvdcJrvuQd8mq+13mOM8bFJJZlSuls5DvHoKOsuvhhg6aRSlkxad/HF3HXeebaySeRlBjgeqGc6zFHgScA3GhpRdynlHUAdZvIOoBdIQkkI0W4eB5xTxXZvD8LoS77nbm52QKJ3+J67JQijtwPbOy2ZlHkT8Ii8gxCixW4F/qmeHYMwUsAVQD/wUmBkbjJpltY6NMa8ANs0V3QjpWwSCZZOKs1JJlVd0SQa6WPYoa4xsAeYOyNaLc5DEkrzMsYUsLOedZJEa53kHUQvkCFvQoi2EoTRI4GfV7HpJPaNv3z6IAQQhNEq7DTpI3nHIkQL3Qg8wvfc25bcch5BGD0HW/n6c99zr6pmH2PM54Dn1XM+0SGWShZJMqld9Gutp2cfGGMS6k98zACu1np7QyLrIsaYAWAi7zhqNKW1Hsg7iF4gFUpCiLaRfVL84io3f7ckk4Q4wMuRZJLoLVcBT/Y99856D+B77pfq2O0NwBOBuqfgFm1usUolSSa1k30zlzWgiqYEnAv813KDakfGmHXAYznwe6SqvO3ExIxcI7SIJJSEELkLwmg1dprUc7Hj3xdzI7AJ2ydGCAEEYXQG8O684xCixV66nGRSvbTWdxtjXg9cXPPOMoNY51ggqSTJpLYxd0hTI3r8PJcuTShhZ67977yDaCFJKLWIJJSEELkKwmgN8DmWno55AngW8F3fc2WsrhCZLCH7VeR/uhCt9N/A84HHVL2HzCDWeeYklWYTS5JMyt1XgF8ZY14CPBg7e1sjZiB7qDHmWK31DQ04VrvptfcIklBqEZmKQAiRmyCMTgWuZulk0s3AY33P/Y4kk6wgjApBGK3MOw6RryCMBoHPAofmHYsQLfYtwOR1cq11CryKWi5aKmYQ27Bpk608WkzF0Kp4dFRmEMtLRVJpliSTcvcLrfXHgMcDL8Imd5/doGM/p0HHaTe9lo2WhFKLyH8mIUSebge+u8jzHwLOAjzfcy9rTUgdYyN2LLzoUUEYnQD8Gvi7vGMRooUuwb7mz/E9t7zUxs2ktQ6xQ7CrkyUm7jrvvKWTStKnp31kP4tKVSUERTPNJguaMZX9c40x3fjLJhVKoil67YUlhGgjvufeCrw+CKPvAwEwXPH0X4A3+547lUtwbSoIo/7sezIKnIr9vokeEoTRY4H3AiflHYsQLbIZ2zfvj7TfsOd/xU43fmRVW1czLb0kk9rHPD+L2ccglUo5mk0mN+Na9p7AKcCVTTh2npqRfGu1GPuzX2iZqbh/Y04x9hxJKAkhcud77k+ypsI+MIS9ePiMJJMgCKOjgVt8z02CMDoZeCDwMeBu4P5BGB3me+4duQYpWiKbBfE1wH/Qe6XronfdDZzme+5NeQcyH631uDHm1SxebXsgmUGsMyzws1gyISj+P3t3HidJXR/+//Wp6p772oNdapddbgqwvAVFETzAeB+tJiaiiYm3MWo0JPn69au/4IkxUaOJZ4yRaIxYEY8oBkVBDkER8CNYILAHu7XsPffRXfX5/VE9MMzuzPRR3dU9/X4+Hv3YmeqqT71nWHqr3vX+vD/NML+EfaOSJK9CEkqt4B7gkSQJomhRE3bRIpSRck0hhGhZfhD2A5uAk4Ex4OaC6xTL7z0e+ATwTuDXBdeZyixQ0VB+ED4O+BDwrKxjEaLJXltwnS9mHcRKtNbfZuV+gA+3TPWLJJMytlJiTxJ/WXsWScLnO8B5DRh/HDjZ87x9DRg7E1rrlwHfyDqOKt3ped6ZWQchlicVSkII0cIKrjMJ3F1+LX7vl34Qvht4F/CKZscmGqtckXQecDHw3IzDESIL15E0324HbyPpa9dT8RGyglhrqiRZJJVKWfthg8cfBN5DUhWcKq11L8mKdLHneeNpj7+MdqxQerBPXrmvlU2Sv8iVv572PG8uo9hEmTTlFkKI9hYDYwXXibIORKTHD8JNwNXAT5BkkuhMfwucV3Cdg1kHUgnP8+4D3l/1gbKCWGuppvKomibroh29SWt9QgPG/TxwGDistf7DBoy/lHZMKD1Saz2jtS6RXO8WSaY7jpP8DmVxmhYgCSUhhGhv1wMb/SCUitNVwA9CVW66fRtwftbxCJGRa4GPFFyn3fpl/D1wV1VHyApirSWOsUdHK68SW5BUskdHIW63v7JiGTngjxsw7nwPRAv4itb6pQ04x9G0Y0IJoJul+0ZKdVILkB5KQgjR5vwg/Azw4YLrbMs6FlGbckXSm4FXA1syDkeILI0DTym4zq+zDqQWWusLqXQ6jvRQak1RBJZV3e/emCSZZMt6CavM74DTPM9L7YZZa/2fwMsAU37dC7yj/PW8pc4XeJ63rcbzvhH4l1qObWEFkl5auaO8pj3PO6JdhEifPNEWQog25gfhOSRz8bdnHYuonh+EG4H3An8C9GYbjRAt4aPtmkwC8Dzvf7XW32GlBt2ygljrqiUppJQkk1anU4AnAjemNaDneVn1vGzXCqXl+Mu8dyXw7GYF0skkoSSEEO3tPOATBdeRctM24wfhC4CvAMNZxyJEC7ky6wBS8E7g90iS/Udark+PJJWEaDUXkWJCKUOrMaG0nGLWAXQK6aEkhBAtxA/CNX4Qnu8H4Wv9IHxJBYfcBPypH4SSlGgTfhAO+UH4r8C3kWSSEIu1feakPM3i0qO+WcUKYtLsWYiW8Aqt9dGTw+1FEkqiISShJIQQLaTgOocKrvNTkqf0Qys12y64ztUkU6Y+0oz4RH38ILwA+A3wmqxjEaJFPSPrAFLyQeC+h22RFcSEaEfrSCoO250klERDSEJJCCFaUMF1dgKXsczntB+EG/0gfDJJM8cfNys2Ub3y6m1/DvwAOC7reIRoYX/lB2HbN6b3PG8a+IuHbZQVxIRoV6/KOoAUSEJJNISs8iaEEC2k3KR5quA64xXs+0/AN4GdBde5p+HBiZr4QdgFfIHVcUEqRDNcCTyv4DpR1oHUS2v9LeBFD26QFcSEaEczwDGe501kGYTWephkAQ9F8sDRWuLro217G/BnzY86M1/2PO9Psg6iE0hTbiGEaC17gS1+EPYC3eVtMZAruM7ildx+AewouM69zQxQVM4PwjUkvZLOzToWIdrI7wG3+EH41wXX+UHWwdTpbcCzmF/FUVYQE6Id9QDPA76ecRz/Brw44xjaRSnrADqFJJSEEKKFlFdr27F4ux+EvX4QnkHylGkzcDsQAOcDLZ9Q8oPQAp4LDAK3AvtIbhrfS9KY+kUF11kNq6g8qJwU/A7wlKxjEaINPQr4vh+E3wb+quA6d2UdUC08z9uutb6EpKeSEKJ9vZjsE0qroTl4s7R9hWu7kISSEEK0gYLrTAN3lite/hj4GckTs/uWPbB1fAZ4HTAOXAdMkFwYBcADrLKefuVpbl9HkklC1OuFwHPKKyN+vOA6v61lED8IbWA9MFpwnZk0A6zAx0g+t90mn1cIkZ7naK1znufVVfmitb4cuMXzvFqSzJ3WB6kez9da/4Qk3zH/utXzvNdmGtUqJAklIYRoL08CHgF8mCSp9I1sw6nYd4ErgB+Xk2OrVjmZ9C3gOVnHIsQqkQfeALzBD8IbgMny6+fAtcBtwETBdUy5GnIrsAE4GTiPZMrZVpLr3tgPwm3ALpLFDK4Gri+4TsMauHqeN6e1fgtwVaPOIYRouGGSa7Cf1TmOB4xrrY8jqaKJgH2e51XS2FgqlCq3qfxayGitzwJs4Jee50nj7hRIU24hhGgjfhD+IckN0inAcxt5E9RsfhA+E7i24DpzWcdSDz8IPwb8ZdZxCNFhdpFMqR2q4dgAeGPBdX6SakSLaK2/BryikecQQjTU33me9956BtBa3wOctGCTAexKEkpa6+uBc+o5v3jQWs/zDmUdxGogFUpCCJERPwhVuWdSxfsDjwNuJLlp2kIV/ZP8INwADBdc5+5qY200PwgvBP4TeAZJtUFb8oPwfODtWcchRAfaXMexLnC1H4TbgbuAPy24zv3phPUw7yRp7DvYgLGFEI33dJLej/VYXGVUnE8maa0t4JEki7FEJI2l56uYJpApb/W6Ffi/JL/XTFfsW00koSSEEBnwg/BMksbU+6o4rBs4laQ66XiS3kPVGCsf23IJJeCqguusyzqIevhBuBb4JqusH5QQHeT48utqPwgvLLjOtjQH9zxvt9b6/wH/mOa4QoimOVtr3e153mwdYyxOCimt9cUkSaM88KEljosAVcd5RTJVeifJlLc441hWDUkoCSFEk/lBOAT0FFynmmQSJBcS55D0Bnl5wXUmqzm43Ij2+irP2RTVVGq1sPcDbZ0UE0IASeJd+0H4FwXX+deUx/4U8BqSVeyEEO2lG3gsSaV4rRZXKOWBj1RwnF3HOUXiKTxUBT9AkmASdZKnqEII0XxnAL+qdGc/CHN+EG4qN7P+QXnz/oZEJmriB+GjgDdmHYcQIjX9wBf9IPxkebpxKsorRL05rfGEEE13dp3Hy7S11iAVSimRhJIQQjSfqaYip+A6JR7quTH/FOutqUclalJeVeqTSCm6EKvRW4GXpzmg53nXAV9Kc0whRNM8ts7jZaW21iAJpZRIQkkIIZrID8ItwD01HPq6chXMi0hWJPp2qoGJerwNOD/rIIQQDfMJPwjTns7614CsMCRE+6l5uqrWWiEVSq1CEkopkYSSEEI015qC6xyo4bhfAdvLr38EvppqVKImfhAex9INNIUQq8OxwPvSHNDzvH3Au9McUwhRl+8DP61gv3pWlLSpvZr5SmAT4JB8Jsl1YH0koZQSacothBBNUp4aVauvkky7+H3gcwXXKaYT1ernB+H808BekieDE8Ac1N4M3A/CXpLlg/+apEmnEGJ1+3M/CC8vuE4lN5yV+hzwBuDRKY4phKjN+0iqj1aqOK7n+que6qTDnueF899orSUhUptfAzcgCaXUSEJJCCGa51TgjloOLLiO8YPwhySNn69KNapVppy4eyTwYuCVJL/3o5nzg/ABYB+wC7iL5ELjduCOguscsSywH4QnAW8C/gxYk370QogWdhGVVTBUxPO8SGv9RpLVN6UHmxDZmqGyB0RzdZyjnv5JMymO1S4uB34OlMqvl1F/i4F/8Dzv3+ocQywgCSUhhGgeq9xguyYF1znsB+FHgeOBu9MLKzt+EK4Bpguus/hCqZJjcySrrZxBUoK+leR38zhgbQVDdAFbyq/HLXpvzg/C24FfAjeTJJsuIkkkydK9QnSmP/SD8O0F10ltqWnP827UWs9XKgkhmmsH8EWSe+I9JJXMK8mqQqkTE0rf9jzvK/PfaK0fQe0JpTtJHgjU0sdULEMSSkII0QR+EJ4AbKt3nILrfN8PwlfT5gklPwi7gWcDLskKaSvtbwPnAo8HTiIpS38ClV381aKrPP4TkBs9IUSiH3ge8F8pj/u3JAsuHJvyuEKIo9sL3Ab82vO8v5vfqLWu5JqingqlCPBJKhIXvtaSXOMsZ3FCqROm2y9O3i2Vu/hP4GvAFQu23cNDfbGu8Txvb/rhCZCEkhCiSn4QHguMFlxnOutY2szGgutsq3eQ8nSuB+oPp/HKFUSDJBU9hwquE5W3n0nSD+rjBde5Ypkh5vsfvYrkhuuUxkYshBArejEpJ5Q8zzuktX4r8I00xxVCLOlqz/NecZTtt5L0rPyjZY6tuULJ87xDwEsXb9daPxm4bqXjtdZ38VASqp7m4O1i8e9606LvrwU+ArwduBr4IEnV2U+BwPO8mvpkiupIQkkIUa05Fnx2+EG4BXjcSomBTuYH4SBJj566FVwn9oMw5wfho4H7Cq4zlsa49So3qX4GSdXRE0mmn21csMsuPwgvKrjOT4C3AO8vuM7oMuMpkgbkHwBOblTcQghRpYIfhMPLfX7V6JvAj0k+R4UQjXVEj0QAz/O+o7W+h+UTSvVUKC3lBpLKaBv4Y+AzR9lnFHgOD/VbU4u+XvznctveDfxBGoE32OKE0tYFX38OeKPneUZr/VNg0vM8WTkzA5JQEkJUq4sFzUMLrrMT2JldOG3hmILr3JvWYAXX+Z4fhAPAqX4QjqY5drX8INwEvJek+XX/MrtuBn7sB+H3gIMF1wmX2rFcBfcJkoSSEEK0km7ghcBXVtqxGuWbor8laUArhGiso/Zt1Fq/jeR6Zim/AK5MO5hyJU0RKGqtl6qqmfI8L5X+P1rrg2mM0wSLE0r/SXLPcQ2wfb4CyfO8iWYHJh4iCSUhRLUOIkttHqE8Nau0eBl6PwjPAJZMntRhBrgXuMAPwvGC6+xrwDmO4AfhWpInd88kWT3tNCpvMqmA5wOxH4Q3Ap9Z+PtaUJX0L8gKakKI1vUaUk4oAXied5PW+mes3EtFCFGfpRYCORM4a9G2MeCdJL0bb/c87wuNDIxk6tZFJNVKC183pniOVllV8uPA64G+Rdv3AJpk+tqDPM/7QJPiElWQhJIQoioF12lEqe9q8KfAl1hQCu0H4cnA/oLrHE77ZOXV4kaBb5Z7EjU0oeQH4WnAXwOv4Mh/+KtlAf8MPM4PwstJLmzOISm/duscWwghGu3JfhAOFFynEU/FP48klIRotKUSSu8l6cuzMGE85nneF7TWBZK+kA3led7dNH7hlawTSlMkrSA+TzLzYR9JE+27SXofHcowNlElSSgJIUQKCq7z2YXf+0F4KkkyqRn/KN7nB+HxBdfZnvbA5V5N7yQpAbdSHv615ZcQQrST+WlvX23A2FeQTPOoZ3lxIcTyjppQ8jxvj9Z6F7CbZEW2iIdW6J1mid5LbSjt67mFdgPvJ3nAOkeygt0cMA4cJpnpMENSdTVMsjrbfBXWIPBErfX8970kn7d5ksRT/iivSrZX+/Xfe553Sfq/mtVJGSPNz4UQIk3lRuW5guvc18Rznl5wnd+mOJ4LfJhkRSMhhBAPd2XBdZ5dzwBa66eRrFC02KOAnnrGbkcRCptU70tuI6l8yJM8RJ+/WbQXbFvqtfB9sfp8F7iKI/9bL/5+qfeWaobd6G3zL6v8qvXrzSTJHHF0l3ie9/+yDqJdyIekEEKkr6fgOo0uVwbAD8Ihkqc/v0txzNcAnyZ5MiSEEOJIT/WDsL/gOpN1jLERODutgNrdrLLpM6U0h3yv53l1rUCrtZ6/AV8q6bSOZKl50V6eX34JcTRZTwlsK5JQEkKI9DVztYkiMFbuqVQXPwgt4KPAX9YdlRBCrG59JDekX69jDJnWtoBJ/x5uvN4ByqtIzU99OmK6k9b64qWOTQ5UxCi6ZC0TIcQq1cj5k0II0XH8IBwuuE4jVnU7qoLrTAMv8YPwn/wg/GKdw30SSSYJIUSlnlXn8ZJQaqyGPtzRWr8J+LOF22KYmMWO57AoYWFhJJkkRPuRCqUqSEJJCCHStanZJyy4zheBvwVu8YPwY34QDlQ7hh+ELwbeknpwQgixep1c5/GSUGqseqYjLklrfYnW+jskK4L1ARiYG1ddX99tDz6/m6jURUyeWG60hBCrnkx5E0K0LD8I15Cs+GCRlJoPFVwnyDaqpflBuI6MEvXl5as/7Qfhs4FPAX+yIK5TgUuAfmA78CvgOuAY4HTgBcDvNTlkIYRod4/yg7Cv4DpTAH4Q5oHu8udxJSShtEADlgmqe8rbEs4BnglgIJ5U+f8Zs7o/N2F1f++04gGLZLUoIUT7kgqlKkhCSQjRkvwg7AI2LEwg+UE44wfhqc1qeF2D40lWlcmEH4SPIlnGus8PwmOB/SQrBb0AucAVQoi0rQHeBnzID8L1QACs9YPwXQXX+VgFx0tCqaxBa043pEKJZJU4plTu6jGr+wtjVs/lBdeZA9D6QNUVwkII0c4koSSEaFWbgfsXbRsAjB+Ex5Fcf/YDBwuus7/ZwS1hR8F1oixO7AfhIPAtkhsckIojIYRohg/4Qfha4CQeyov8HiAJpSoooM8U0x72cNoDAkyq/F2TKv+1w3bvfxZcZ2zR232NOKcQoqmkQqkKklASQrSqncBWPwjz81VKBdfZOf+mH4Q5klVXTiapxJlfpWwTsCeNVc+qsSDJlZV/AE7M8PxCCNGJFEkyaf7rKeB1FR4rCaUFFFDEIp9OE+tpz/NSfcBTrvw9ntzQu4/2IMsPwp7u3PDGtdH0W2aVPZAz8f5uor29pnQQmANeA7w5zZiEECJrklASQtTND8KtJBfUdxVcZ3dKw0Yk/YjuPdqb8wkjPwgXPkU4HbgTeDRwa60n9oPQAYaBsUp+Hj8ITwJKBdfZUes561GuTvqjLM4thBDiYX5WcJ3tFe4rU5EXUECEIkcq5QGNWOHt1ILrXDv/jR+EG4ErgS8BM8DQrMq9N8wN9i845hvAj4CrTiseONSAmIQQ6ZMKpSpIQkkIUTM/CPuBU4Hpguv8xA/C4/0gfAxJA21FUrETk/QbeKDgOgfKx80/lT2d5IL61oVTxcpJotNIElQrVf2EfhBuIkk+3V1wHeMHYc2PN8uVT+uB3wBdfhCeUv45csC+8s/WCxwon8sDdhVcJ8sLxVcgZfZCCJGFKeCDwBnAK0kSCJWShNIi3USUUNiYele4aERCaWT+i3JF9LUk10AfX7DPx4A/5aHp5y8vv95Lcu0ghBCriiSUhBA1K7jOJAsqgcpPZSt5MmuTNLD+HUkZ+Bl+EEYF17mz/L4FFCtIJs2vbrb4wnG/H4SPA+4GHlFwnRsriGne44FfFFwnJnni+Lv5N/wg7CH53DwE5P0gHCKpYsr6qePLMz6/EEJ0qi8VXOcD5Qch/0Cyimal1jUopralgByGKZWnx5Swa59JXtMKb1rrXsDzPO/mhdvLCaQHqxYKrhP7QbiHJKG00AuBtwNfXrDtVuArwLtqiUkI0XRSoVQFSSgJIR6mfFHcC0yTPGGzy28ZYGp+eeR6FFxnhmQ1nHnaD8IL/SDcTVJpo6hjud/yNLXdAH4Q7vKD8ISC62xbvJ8fhCcDRZKV0ErAwfLxR+27UI57XkS5d1MLeFLWAQghRCfKm6hPa/2G05J/S0rA6VofKPHQ9/Ov4qKvDUlPHbGIAvpNkSmVo8tE5GpLKlVVoaS1zgF/ArwP+C/g5kW7nHuUbd8Dnrpo2xeA/wE+SzJ1/nrgUwXXMVofkAolIdqDJJSqIAklIcR8EskmqQzKkSSTAMYLrpP6sitLuB7oLrhOmOagBdfZ6QfhM4FtC7f7QTgM9Bdc5/by90PAGQXX+Xma5280Pwi7gcGs4xBCiE40GM+eSvWJoWtIHp5IU+5l9JkSUyqHMXEtjboreviltVbAS4EPkEy1BxhduE95er9TcJ1rFh3+UZJK5vkpb1ecVjzwY+DDQDfJddUFwPO1PtANPKLaH0IIIVqdJJSEEJSnls2vija34K1mJZPmp89NNmj4Hj8IuwuuM1vut7SGJAnz4NPG8tK/bZVMKjs56wCEEKIjGbNnbTxdbYXoFHATMv2pIn2mxEz5eVeVSaUVrye01heQJH8ev+itsfkvyg/cngtcvvj48rS3T5GssDoHfAK4EPizagIVQrQcqVCqgiSUhBCd4AeA6wfhJDBUcJ1fZx1QijZkHYAQQnSiATN3lwXHVnnYx5FkUlV6iJjFZhabbo46I/1olpw2r7U+C/gQ8MwldllYofR84KplpsJHJD2TymMfqHeBjIgkgTVT/nOp5NQc8EOSaXpCCJEZSSgJIVa98gXfHVnH0SDSk0EIITKQN/FVwBUkU5vO4KGpb/cC/71g1/kmQJMkSQJZ3a1K3URMqjx5E1W6+tsRCSWt9enA+0mmuC1nFMAPwnOB7VUuvFFvQkl7nvdDAK21S7Lq7FIeT5JYmi6/Zlb4+jkrjCeESEiFUhUkoSSEEO1N/tETQojmu+2Q3fuRp5950hyA1nqAZMl4Gxj3PO++xQdorbcAjwTOamqkq0SfKTKl8vSbimbjP9iUu/x7fx9JNU8l+agxPwhPAEYKrvOzasOscv/FfrEwjhX2/aTneV+odGCt9S1IQkkIkTJJKImO4Qfh00kuJiYLrvPmjMMRIi1VrWQjhBCibjuBCwqu82DPQc/zJoDfLHeQ53k7tdY3AIUGx7cqKZJSL0NFT1LGtdbrgb8F3kLSJLsic1jTwLkF17mshjDrTSgtXEludMm9EkNVji2VcUJURh7WVkESSqKTDAOvJllOXhJKYrWYyToAIYToMG8tuM7+Go+terky8ZA+U2Ra5egzpZV2fR5Jr6qqki4G2GMPPB74dG0R1l+hpLW2SRJg0yvsW22CqOKkmhBCVEoSSqKT/Ag4E0h1WXohMja38i5CCCFScmnBda6o4/gDwDaSa/CNQD6NoDqFBURYlVQpPbGW8adUnkEz98PnultXzFgtod6E0s9Jpk0CfHmFfQerHFsqlISojFQoVUESSqJjFFxnHLgz6ziESNmSK9kIIYRI1WHgA/UM4HnelyknCrTWPwfOTiGujtJnisQ8lHVJyyw2eRPRb4rb6xim3oRSNT9Wtf2QJKEkhEidJJSEaCN+EPYBquA6k1nHIlqG/F0QQojm+HTBdVZqlFwNucGvgY3hsNXNSDyb6rgG6CaOWHmq2XLqTShVY3OV+8vfN7GSA8A9wCxJS4VZIAJelGVQGZAKpSpIQkmINlJwnSk/CAf8IFxXcJ0DWccjWsJeksbcA1kHIoQQq9z/pjye3ODXaCierbQ594oMMKtsekwEyU30emBfjcP11yDF/ZIAACAASURBVBnOC4DbSG7kJ0l6fy71Y55c5djSQ0ms5Jue571h4QatdR+d9/BSEkpVkISSEG2m4DoTfhDKRcEq4AfhycBpwPXAKSRNQEeAlxRcp6LpmQXXif0gvBNZhloIIRptOOXx5N/yGlnAVGXNuVc0obroNcX5b/uB+7XWXwM+7Hneb6scrt4KpVHP83bOf6O1HmPpv3enaK27PM+rtJeiJDCFqIyVdQDtRBJKQrSnw1kHIFLx98CLF227Bah29aBbkISSEEI02guBb6c4ntzg18EyhiIW+ToWzpvDQmHIYRZu7gL+GHiV1vqrwCWe591V4ZD1JpQeTB5prS1glKUTSrcCj9NaK5LkZG/51XOUr/uRBvCiNp1YrdOJP3PNJKEkRBsquE6UdQwiFa8mmbL2a5JKJQWcVXCdaq+Ob0s7MCGEEEc4lPJ4klCqQzcRE6qLvKltsVMDTFhdrIlnltrFAi4CXqm1/gnJasF3kSyGEZeHMIu+XldTMA/5L601JH83VmrQ/QTghjrPJ8RCZuVdOoIklKogCSUhhMhIwXXG/SBUwGUk091yNSSTQBJKQgjRDFekPJ4klOqggBwxEQq7hvvgUauboXi2kjtHBTy9/Gq03iacQwixPJnyVgVJKAkhRLb+ALitXHVWa+XZryG1/qRCCCGO7vaUx5OEUp16TIlx1cWgmavqH8AIhTIsnuomRCf5AfBz4EZgN/Au4Hyt9Ume592baWTZk+vpKihj5INUCCHanR+ENyF9lIQQopF+DNwN/Bb4esF1wnoG01rPIX1t6maAGZU8I1cYukxECYtYJUmjWKkH9zMoFIYIix5Tqqv/khBtrt/zvKn5b8q9uF4PvA94vud5vyxvHyCZ5tlJPuN53puyDqJdSIWSEEKsDj9CEkpCCNFIzyi/yJnoBVrrHh56kl3Nn/NfSzIpBQroXbTaWxfxQ91gFj07L6HYY/fSH9XWe0mIVeJkkgp3ADzPM8BntdZ7gR9qrZ/seV6QWXTZkgqlKkhCSQghVoergL/JOgghhOgEBrUGeGzWcYjq5TAMx7PMKZseI2uciI71GBYklOZ5nvffWusTgCu01k8CSov36QCSUKqCNJwSQojV4WfAkkvVCCGEqJwyZtkeIgrTiTdZq0afKTKlpEBMdLTTlnnv4yQ9ln4CHNuUaFqLJJSqIAklIYRYBQquMwtcm3UcQgixGvSZ4u+We39dNO00KxaRPhuDhWFKyWQN0bGWTIqXp7+9A/CB/9O0iFqH5EiqIJ+iQmTID8ItJA3wNgMnAtcAtwCzJKt//UfBda7KLkLRZr4DXJh1EEIIsQoUl3pjIJ69a8jMLvd0X7SB4XiWfVYfORMnPZeE6CzLJs3LSaW/01pvBF7TnJBahlQoVUGyb0Jk6xTgZcAukrnM/w/4FvB94AJAZxeaaEP/nXUAQgjR7pQx23pMqVsZcw+LlkNeG01t2xRNnCZ3G+1PAevjKUatnqxDEaLZIpLem5WYbmQgLUo+4qsgFUpCZOtWYCvwKuATQExSgnoncHXBdQ5nGJtoMwXXud8Pwh9TXoVICCFE9YxSJxywejcruLuL6DpliEaimbVzyp4uKWtDjDyRXS0sQGEwyB2k6Cj/4XneA1kH0cLk46AKklASIkMF1znkB+HJwGzBdQ5lHY9obVrrF5W/nDvKawYo9thDX5yx8pJQEkKIeiiVN3DmXPlSeUbl9m+MJ9dPqLzea/fHI9GM1YOsELYaGLl3FJ1lHPirrINocfKhUAVJKAmRsYLr7Mk6BtE2PgacvNwOW6Mx7lJr70OpE5sUkxBCrG7GlIbNzDqAAVP0+qIih60exuhmbTxNDrPSCKLFyd2j6CB3eZ63t4r9O/F/DylCrYIklIRYJfwgPAbYUnCdW/wgHACeBdwD7ATeBrwFGAZC4GvAuwuuI8set5ddLEooxTC9z+6/dlrl+gbjOWwT5y1MT9yR//4LIUS6LBOH6+LpuMdEm2eUzajqIU/EUDwLwKjVg4VhOJ6RO5A2FAO2NOQWneURWuuNMuVtWXIRXQVJKAmxepwGrCdZJe6vSBp8H80W4GJgkx+Ery64jjxabR+7F284ZPXeMmr1PAvggGXvH45n73Ciif5d9uBOlNrS/BCFEKL9WSYOc8SlzaXxLflywuGQ1cux0QTjqovDVg85E7MunmYGm312P31xkQEzJ3cibWRcdTMYz2UdhhDN1AN8X2v9LuC3wDHAo4FNJL1d51uKzd8fjGYRZMbkY7wKklASYpUouM51AH4Qnga8p4JDLgK+C3y9kXGJVB2RUBqJZx5TwvqRTRwNx7OPyBOfB7Ahnrxprz0gCSUhhKhQ3kR3d5vS6Lpo+qQuImf+jsIA+60+ek0RBQyZOSbIs9/uY9J0MRzPsCGaZFLl2Wv1M2hm6TNSANzqkrtmQ14qlETneSzwo0Xbtnued8LiHbXWI02JqLVIQqkKUp0rxOrTAxU3dNjfyEBE6o5IKNmY/o3x5DPXx9PPyhNvnt8+HM+ebZn4N80NTwgh2pNl4t860bizKZp4QjfR2oV3E/usPmaVzXB5mhvAgClyQmmUY6JJdtuDFLEYMEU2xJPMKZsHrH7m5DK7ZRWx2G/10W2ksboQZcdpraXYJCEJpSrIv3RCrDIF17kduLKCXb8H/LjB4Yh0HZFQWooCNkfjNkaulkX6LBP/VhmzA2NGMeaAMmYq65iEqJkxD5xUOnRij4kGjvb2tJXHWmItsDxJx7pIJZfUChiJZ1kfTzFq9bDX6qMol9stxQAHrV7WxVPYxEyrHLPY0lpddDobcLIOokXIh3YV5JclxOp08wrvR8AH27F/kh+EOT8IO/UJSsUJJYBeUzq9zxR/1qhgRGdSxuiTSodOPLV0cOtppYPDp5UOrjuldLBvQzQRK2Mms45PiGqNxDN3WdC95PvRDBOqi932wBGToxQwFM+y0x5itz3wYFLCAHPKZiCeY489wD6rTyZWtYhRq5sBk9SP5TD0mhJdRBSxmMOSxJLoZMdnHUCLkAqlKnTqTZkQq91ngTcAG5d4/z0F17m+ifHUzQ9CBXwYeBMQ+0H4HuDTBdfppGv0sNoDNkXjT75XrbkjVtaZjQhIdBBj5rqIrtpSGvMW33yXqzKs/rjYty03st8otT6jKIWoijLm3mPiqacst8+wmcWKDKE9wL25NayLp1kTzzz4/sZ4kj5TZI89wKjVzUic1LvEKA7ZvWyOxphUXeyyhxiOZxiUxt2ZKaGYw2bEzD5suwK6iDEk0+EMihyx1C2JTvNJrfVhkn/ju0naaPRmG1Im5CO6ClKhJMQqVHCd3cBLgbuP8vbtwKebG1Eq3k2yOt0gMAx8EvipH4Tnl5NNnWCMZKridys9wIL8iaXDxyljtjUsKrFq2Sa+ZTiaudopjf/klNLBwyeURp9rY7YutX+eWG0pjQ5aJt7ezDiFqNW6eOoBVcH18KCZ44TSYTZGk0yoLiZU/mGphkEzx9bSKDMqxz6rjxmVYziewS5PiRs0czjROLMqxw57mINWj1QsNZkB9tn9rIunl9xnPrHUTUSMYhZbpiyKTvJY4OnAk4HHA48ATso0omx0yn1FKpQxknkXYjXzg7AP6AJKJBfN4+021c0PwgGS6pyj9rcAtgM3AQeAaWAEeAC4D/ivguscbkac1dJaW8CfA38AvNbzvDsrPG4NcLCac5VQh+7LrTlolDq5+khFRzFmR78pblsXT23qMdEptQxRQpW25Ub2xsralHZ4QqSl25Su21oafUq1dw4xsD03gm1iNkXj5MqppSmVY5c9hFEKZQxr42nWxtNH3JkYYErlOWT1MBzPMiAVS00xrrqAJLlXjQhFjJLV4IToHN/0PO9lWQfRLiShJESH8IOwF3h0wXVuzDqWavhBeCLwfuCPahziMPDygutclV5U9dNaK+DLwKvKm2aAdwH/7Hneih/MWutzgVcCb6z0nLPY27bnhkdQqhOXgBXLMWZ7ryndvS6e2thrSo9M4+a2hGJ7buSOSKZbihZkm/jWk0qHHq1qfBI9pXLcbw+hgF5TxKCYVkknCSeaoN+svMZbTNIcekblWBPP0G+KtYQiKhCVq436KGUdihCi9fme57006yDahdRwCtE51pFU8bQNPwifDvyW2pNJkFQrfd8PwhemE1VqhoBjFnzfA3wK+B+t9YqrbHie9zPghmpO2E10wqZofAfGTGFMjDHyuLWTGXN4KJ753onFQ786rXTQ2RKNXdCXUjIJkma3J5YObVTG/CilIYVIzaZovL/WZBJAnymxNRplwMwxrfJMW3m6iTguGmOwgmQSJBfh6+NpNkaTHLZ62GP3U5JapYY4YPXShSx6KoSoiHwQV0EqlIQQLcsPws3ArcB6YIKlp7xVYi+wueA6mTye1Fr3AReQ3EPcD3wVOHWJ3Q8Ar/M8779XGPMJrLyi3xHmsHZZmL6ish/YaQ+tRxoodxZjohzxVVtKY1vzxGc0+nQx/Pqe3Noxo9SyjY+FaBbbxLedXDr06LTGM+VXPU9p55eyP2z1sCGarHpaVieJUGMRajxHvB5gzOr+VRF7rt/Mbew1JXfxneC0yrHHHuDEUkvOfhdCtJ5veZ73kqyDaBeSUBJCtDQ/CM8FXgJ8APi/wDvqGM4puM6eVAKrktb6cpJG6dX4IvB2z/MmlhhzHbC/nrhmsXfszA3tjpX1pHrGEe3BMvEPtpTG1nUTndXM80ao4J7cGgullkqiCtE0G0oTN4+Y2ab+P1CpWWz22v3YxKyLpunu8KoaA8xh3zdqde+YtLq6i1hbUGrz0geY3TninTkTz9oY021K+SmVf3yeuNuJjvpPqRBCLHaF53kvzjqIdiEJJSFWAT8IzwN+U3CdA1nH0kjl1dxeCHwIqLay4rfAmVk1JNdabwZuI5l6WI17gFd5nnfE9LZyH6Yx6qvcAqCI9cuduaGpkrKfWu9YogUZc9eaeOZHx8RTrySZbtl0c1jbtuVGulCqpRp1d5nSTzZEk2v2W333z1j552Udj2gsZcy9p5QOntTK8xkMMGp1c8DqYzCeZX081bY9KmKYmlb5e+eUPaEwFoAyqKKyZmNUnCfO50zckyPuBawS1mRRWVNTKl+aU3ZfCes4lFpxGvhKlDE7Nkdjk32m1PCqTCFE2/u253kvyjqIdiEJJSHanB+E/cALC67ztaxjaRY/CNcC3wXOqfCQ/cCFBde5tXFRrUxrfSrwDaDaqRYG+Bzwbs/zHpY01Fr/GvDSiM9AfMDq/c5Bq/dClOpLY0yRLWXML4bi2bs2xJPnKDgx63hmsW/cnhvejFJbso4FYDCe/emx0cT5Jazb78uNrFu28kGsCkPxzDXHRpPnZR1HJWJgUnURkzT0GGzx1eAMRNMqd/e0yu+fUF0UlTUSo1yUymcdGwDGxD2mdN2maPz0HOaYlQ8QQnSo73ie12q9V1uWJJSEEG3JD8IB4CrgiSvsuht4RsF1gsZHtTKttQ28hmTluo1VHn4Q+D/AFzzPi8rjfQd4fpoxxnBwQnUF++z+UqQsqVhqN8bc3UW0bUM02d9nSufQYs0l57D2bsuNKJTK7IZOGRNsisajflM808D073JrbzdKrfRZItqdMXMnlQ5N5jBrsg6lGiUUe+1+ispmXTRFvym2xP/URaxw3Oq6b1rli3PK7ipindEWq4gaM9VvijcdG0081sYMZx2OEKLlfNfzvBdkHUS7kISSEKIl+EE4AlgF1zlYxTF54PUkSaUnk6xi9xvgJyQ30b3AroLr3JF6wHXSWg8CfwO8E+iu8vBfAn/ued6NWutPAm9NO755h6yeH+23+o43Sp3SqHOIFBgT9prSr9fG0119pvhUBTYAUQSWBaqK209jII7BthsULJRQM/fnhn41p3KVVhmmw5h4OJ69bkM8ee78Cl/7rL5/P2T3vrqpcYhM9MbFa7dEY22bJI9QHLB6mbLybIgm6TPNXWPCACWs3YetnnvGrO6+CPVYlGrX2XhgzOhwPHvbhnjyvFZI0AkhWsb3PM9L9WHtaiYJJSFEU5STP8cA5xRc55vlbb3Ay4FnkDSszgO/X3Cdb2cWaJNprY8HPgj8UQ2Hfwl4gCQx1TAGzKTK3/aAPVCKlPWERp5LVMiY+3PEtw/Ec3GPKfX2m+Jjbczah+0TRWx+z3uIhofZc/HFlSWVjOHYSy/FHh1l1yWXNDSpZIC9Vv81o1b3U1CqcSd68ITGbIgnbx6JZ8+e3zSp8t/clRt6FjDY8POLbBkzfVLp0FQOU20fu5YzqfIcsHrpImJtNE0yKa5xDDCmum/eZ/d1xcpKbXW8VpEz0U0nlA57FshUbyEEwPc9z3tu1kG0i1zWAQghOsYvgUcCh/0gPAs4DzgdWDz14IN+EF5bcJ1DzQ4wC57nbQdeWa40+geSSqtKvaYxUT2cAjVgio8ZKB3ioNVz/X6r77Eo1duMc4sHjWLMz/pMcee6eHptjyk9TcHyFzuWRTQ8zPrLLgNYOalUTiatv+wy9l90UVLZ1EAK2BhPnjdg5n6zyx4cRKmtDTuZMfFIPHPdSDz7VGCyhNqxxx742ZTV9XIkmdQRhszszTlMW/ROWkm/KdIfFSmhOGz1UFIWg/Ec/aaY+rki1Oi23Mi9kbJaclW8NJSUffY9ubW/21IaVT1EJ2cdjxAic1K0WAX7fe97X9YxCCE6wJ0HJhxgGDgBOBfYQjIlbbENwPoz1g92TJUSwIYNG3bt3bv3S8AdwFlAS/ah6DWlLSPxzOxgPHt/v5m7f0bl7ouVdVzWca1SU7aJLx+KZ6/cGo0Or4+nnzxk5p6YJ36Egv4Vj1aKiac8BWt8nPWXXYY1Ps7EU55y9KTSomRSxRVNKegi3rAmns5Pq/wNJWUfn/b4lolvd6KJPTnMnjA3cMteq3/mkN33iKKyzwZ60j6faD22iW/dEo2drRbdJERRhFIKVcXfdWMMcRxjNTjhWgkL6DMl+kyRSauLw1YPXSYiRzqzD4pYD9yXWzMaK+vMVAZsZUqtHbW6+2LUDbaJSzZmrdxRCtGx7t2wYcNlWQfRLmTKmxCiKcpNtH9H5Y2on1RwnZ83MKSWpbXuASah9VeKNkBoD/x0wuo+P+tYVpH93XHpG5ui8dPzxE+ve7SVkkUZJpMWm8O6/5DVe++Ule8uN/gdqmoAY+YU7MwR7++Li7MDZq4UoSb22v2DsbLq/12KtqOMuevE0qENOczDkvRRFPGe97yH4eFhLr744oqSSsYYLr30UkZHR7nkkkuwGzgltBYlFAesPoyCddE0+Tqmws1h3b89N1I0SmW+OmQWcia6eW08HQ/Hs2epNvi3WAiRqh95nndB1kG0C5nyJoRoltdQ3apmfwx0ZEIJKNImF7AK2BRNnH8/6popq2tVTCfJkO4ypS8dXxp9toI3pTaqUkmSCI6c/tZCySSALuLjNsaTxxE/2AB436yydxeVPVbEKsVJA2BlGaMUqBxxzjZx3sb0dJlobY7YUXByEWvnjtzwnlHVcyHQ9j1zRA2MKQ2aueuPjSbOPVpCwLIshoeHuaz8/8RKSaX5ZNJll13GRRdd1BIVSovlMGyMJ5nFJrQH6DNF1sXTVc/dmFa5u3baQ2tRqmOrT0vKPmuvPcBeq3/PoJkLNkYTZ1tHr6oWQqw+rfW0oMVJQkmIDGmtHwH874JNi6/71KJt6ij71fK1Aq5p8pKY/wtMUXnTy1f5QfjBguvc38CYWlVX1gFUa3M0fu69as2tkbIek3Usbegw8OaC63xNa/37wIWpn2GJpFIrJZMWU0Ce+Ji8iY+hit4w0yp3zU576HSUelrDghMtLW+in28qjW/qJloyya2U4uLy/xMrJZUWJ5MqrWjKSjcRW6Ix9lt9hPYAx0YTFT+hmFD523bbgyehlPQWA1Dq2HHVfey46tq2tTQa9xCdtGiPWeBzwDOB1T81UIjOIAmlKkhCSYhsjQBORueeaObJCq7zWz8IzwS+CTy+gkMGSKo03t3QwFpTd9YBVEuB1WeKk+Oq7ULPUhH4NPD/FVzncHlbvmFnW5RUmk8stWIyqRYx7NtjD9wwobqeLjfDnUkZs82JxkcHTPGJFe1fQVKp3ZJJ8xRwTDzFpMqzyx5iYzSx4mpwh1X3TXvt/kej5IP8CEqdsCM3PLohmrxp2MyerWAO+DzwIc/zdmmtHeBmYHO2gQohUiAJpSpIQkmIbK3cWLdxxpt9woLrbPeD8GnAR4E/Y6WbZ2NedbvW/2Qlv6fu8qvrKH8ebdv8n1/yPG9nI36e5Wit+0lWsFtYZbbwz2iZuNquQglgWuUalwxZXUKSJ9qfL7jOrkXvNfZ3WE4qzSeToILV31pchNq1z+67eUx1PwmlXph1PCIbffHcNZui8SdZycIPFVsuqdSuyaSF+k2R7qjEA/YAQ/Esg2buiH1imLrfHvrFjJWXacvLUWp4b27g7PG4298Sjb3D87wd8295nhdqrV8H/E+GEQoh0iEJpSpIQkmIBtBa95JcVPQB/w58xvO86Ci7ruqEktZakSxt/nZgE5A/LfncyUeoQ7PK7hlX3T2jds9REygDZm6Lldx81+O7QNMTSsArgC8st4PW+nLgLzzPW/wztuXT4W4TTZeU/Bu8gs8Df1lwnaUqBBubUCr3TFro2EsvbbukUgzhYavntkNWb1+EeiJKvTjrmER2huKZa4+NJmtOhiyVVGr3ZNK8HIZN0Tj7rT6mVY5j4qkHn25Mqvztu+zBEZSSZFKFpq184S5r3Zc92LFwu+d539da3wg8KaPQhBDpkIvZKkhCSYiUaa3PAL4InFPedDZwntb6lSRT3M4F1gIloKKy/AZp6JQ3rfUTgH8FHnm0921MebnjEjYxB+0jWyvFKA5b3YzEs/WEMlPPwXWopHnny4ALtdbvAr7oed78sptZJhpr1mUiazLrIFrXNcDfFFznhhX2a1xC6SgNuOe/h9aoVDJQOmz13DKhukoWpthv5nqG49knKqCEGj9s9dwwavV0lZNIz840WNESeuPiNRvrSCbNW5xUmk8stXsyad78FLgJlWev3c9wPDOz3+r7+ZTKn9f2P1w2/sMPwrMLrnPnou3/jCSUhGh3klCqgiSUhKiR1nojSRPGISAmqcA5D3gaRzbX/n3gZOBRNLoCoXI3NmpgrfWzSXolVdSAe108Ta8pccDqZcZKfj3KGPriOYr1V7xklVDqqXC/YZKqlVdqrV8PnAJ8pmFRNdCaePqRh6yeHSi1NetYWsgh4C+BLxdcx6y0M436fFhiNbclV39rshj27LP6rxu1us9CqbPnt0/SxT6r/w4DfSh1AvCspgcnWlaXKV1/XDR2Xlp/Y+eTSpctmBK6GpJJCw2YIlFsbd+RGzkeOD/reNrYAHCFH4SPL7jOworvbwD/iKwuKUQ7k4RSFSShJETt3kp1DaMraUTdTA1ZPa1cifVvVPH5okj6PFixYbca5JgoqXMpKpt18VS9IU3XO0CNql1e+GnAHbTx53IOM7K1NHpwR274AErJxTR8DXhHwXUeqOKY9BNKSySTgJZIKh2yer6/z+p7FEq99GjvG6Vk5SRxBGXMvVtKY49M82/qfM+khS699NJVlVQqYu15wO6vdNE3sbxTgX/zg/DlBdeJATzPm9FafxG4ONvQhBB1kIRSFdr2xkWIFlBR9U0Lq3nKW7k30rOAPwF+DdxHUpFzOnVcRPWaEseVRtlrD2CAzdF4xUsdL6OVp7wttuxnsgFCe4DheJb+KpZRb6YeopO2lkbv3ZEbLqLUsVnHk5ErgQ8UXOfaGo5NN6G0XDJpXkZJJQPcbw/9dNrKP6ehJxKrjzF7jy8d7rUxqa3md7QG3PPfw+qoVIpheltuZAylTss6llWkALwD+NiCbZ8F/oojq9WFEO1BEkpVkISSELVr94RSTe1utNZPBT4APLW86RWpRQR0E7MlGktzyFaf8laRWWwO2L1Mqi5GMvuRKtNDdNKJpcMPbMuN/Moo9dis42miHcBFNSaS5qWXUKokmTQvg6RSEevgtJWXKTeiOsaMHReNHeoidtMb8uiruS21+ls7iqG4LTdym1FK+vuk74N+EF5ZcB0N4HnevVrr75MsSiJEKxgHvgVsIenx2paLvzSRJJSqIAklIWrXlo2TFzhTa72FpDl4VP5zbsFrFiiW34uAxwDvB34vk2hrV1dH7zrUUqG0pDwRx0YTKNrjkWeeeOPJpYPF7bmRrxaV/UdZx9MEnwUuLrhOvdnQ9BJKcYw9OrpyMmnegqSSPToKcQz28tdUJRSzKse41UURm0Ezy1A8u2xlYQy3TaiuG6esfB/wqup+KNHRjJnZHI3v6DMlL70hj55MgqVXf2u3pFIJtW9bbmR3rCxJJjVGF/DvfhCeVXCd+RV9P4UklETr2O153qsBtNavIJmSL5YmCaUqSEJJiNq1e4XS1VkH0ASznufFGZ071Qqldmx4YcFxJ5YO//5eq+/yw1bP81Aq1SRbi7gbeEPBddL6/ym9hJJts+uSS8CyKq80mk8qVZBMmlR5dtmDDxt7mjyTqouN0QQ5Ht6DPIZ9e+yBXyhYPxjPvm5CdY1W/TOJzmVMtDGa1P2m+IT0hlw6mTSv3ZNKh6yeG/ZZfWeg1KOzjmWVeyzwEuDy8vdXAr8jWWhDiFbygawDaAOSUKpCO96jCNEq2j2h1AmynBu2GpMntchtiKdetiUauxVjfpt1MCnaC7wZeESKySRIu4eSbVc/bU2pFZNJ0yrHXrv/qGNPWl1sy40wofIUF1xmHLD6fr4+mnqGE02cNWCKlo3ZU11gopOtj6duHjazTU0mzZtPKl100UVcdtllXHrppRhTyaKN2SmhDm7PDf9sn91/DkqNZB1Ph/iMH4TrAMoPsz6VcTxCzFv44ZYnuYZZ/NoH/A+wtfzaAhxHkhztNJJQqoJUKAlRO0kotT5JKLWIYOCTvQAAIABJREFUXlM655TSwYM7csM/mFO5Z2cdTx3uBj4J/FvBdWpubL+M9Fd5S9mEyrN7UWXSYgrYnRsCYzixdJg8McBgF3H3Q/uYrsZHK1aDgXj2mrXxzHlpjhnHMaOjoysmk+YtrFQaHR0ljmPsFRKvWZlWubt32kPHoNS5WcfSYdYB7wL+tvz9V4CPIP1qRPYe/IDzPG9rNQdqrVu7cWdjtOaHe4uShJIQtWv3HkqdINZanwnEJItKrfRnJfusOIbneYaUp7ytBhasPaE0+uwJlb91v903OIftoFS7JGZ/APwjcHXBdRq5xN49wI848u/j/AuSC0Or/FKL/qx0myK5yamqsXGEYt8SlUkAOZP0+uozJYpYKMyDU9+6TLRpUuV395viJgDbmO62aAgmsmPMwfXxVLAm5WQSgG3bXHLJJViWVfH0tfmkUqsmk2KY2WUP3TStcueilMxCyMZb/SD8UMF1xjzPO6i1vhx4ZdZBiY5Xz7+2nfgvdet9wLcwSSgJUbt2uRHuZA7wm2afVGvd7FO2lQFTfMxAaZQi1v77ciMxyYqD4yjVar0mpoErgH8suM5NzTih53mfAD7RjHNprR8J3F7p/gbYYw9QVEdeZyljGDSzHBNNYZcTSOWqpAcNmLlNB6zeGYWh20SMxDN901bLF2SJjChj7jmhdLgvT3xOo85RS1JIKfXgcVEUVZWQgmSqXdoJKQOMWt0/32v1b0Kp1JNvoir9wB8Any9//zkkoSSy14lJoXpIQr4KklDqYFrrC4ADnuf9aon3XwQU4MGFpWp5scTXC79fvL3ebdXuW+3PMf86/mi/N9EeIhT7rT7mlE2/mWNt3IkVvc0Vw/ik6rqzqKzZWZUrjasuz8bcvrU0enyO+ORRq/t/91t9I7GyzsowzGuAq4AbgBsbNK2tVRxXzc4K2BSNEzLAhPXQDI68idhSGj2iCfdiNqZ/QzzVD0nZVb+ZW4sxoyg1XH3oYjXLm+imraXRM23MQNaxLCWKIt7znvcwPDxccZPu+b5No6OjXHLJJXUnlQwwobpuecDu74qV9cS6BhNpei0PJZSuBQKqrAYVQmRKKpSqIAmlzvZokhUojppQIlkm/tXNC0eI5lEYFAabmGmVJ2L2wcoK0RjbciN3lJSd3PQYs29tPH3Hunj6/PnbsJF49sKReJYSavc+u//WcdV1Fkod04TQfkPSdPJfC67T9Iq2DA1We4AChuLZhyWU1kbTKyaTFpt/9DdkZu8ZUz2PqzYOsUoZMz4Sz9x6TDz11FZ/nG5ZFsPDwxWv/La4Cbhl1f4A3EB02Oq5ab/Vt8YoJf//tJ6z/SDcUnCdnZ7nGa31F4CPZh2U6Gj1VNy0+sdxI0hCqQqSUOpsFix7F9CJHyCiQ1jAhngq6zA6SozqxpjtJ5YO78oRP0nB+UfbL4fZ5EQTmzag7g/tgR/PqNyxMeo4lBqq4/QlYDvJk+KdJL2K7iSpQtpfx7jtrKZpuwOmSH88x6TVhWVihsxszQFsiCa9SdV1S6QsuSnuYMqYuwbN7J710dSjcpinZh1PJRY26V4pqVTNinJLmcPadcDu+92kyq+PUcegVMOmAopUvBL4cPnrfy9/LTepIiv13tN9FzgIFEmup0qLvp7/PgL+BmjZ6tIKyf+rVZCEUmeThJIQopmKm6LxX+eJn1/JzjbmuOOi8eMg+aCaVfY90yq/bw57blbZllFKYTAKYyyMKSq7K0L1D8Wzh4fj2S2xUv+xMzf8T8AUMFFwHSlBe7iaFxZYG08zqfLEyqKEdUS/pEpZ0HVS6dBjH7D7rxqzei6oNR7RZoyJLMydfaZ4cCSeOabXlM5QcFrWYVWrkqRSvcmkCDW+yx68dUblnoxSm9P9CUQDPY1yQsnzvL1a6wA4M9OIVrFW6WfWwuptyv1pz/N+sNKOWuvn0/7JJJCEUlUkodRBtNZnA/+yYNOxwIzW+n0k92vXeJ73lwvel4SSECIVBqKN0eTYgClWlExaTAE9Jjq5x0QnV3FSVXCdB2o5X4eo+Rqg15RYE89wyOqhpCzypraEEoACdWw0eUGXia7bb/U9HqVkhcTVwpjDNmZb3kTjCoyFoT+e6x00c6fbGC/r8NKwXFKpnmSSAQ5YvdcetHrPRKm2qNoSD/MYPwjVggcZtyEJpYZohX5mbaDee7rXk6x2uySttQVcUud5WsWq/wuRJkkodZZBYLlpBfu01mvKXytkFTMhREoU2INm7pkpDrmXZAW2bqCr/Od8Y59fkTTVvj7F861GO+o5+Jh4iuEUm9mvjWee0mtKd+2yB0uxsuTGqw0pY7b1meKO4XhmpMeUjrMxa1XSj3FVWyqpVGsyaULlb99jD9ixsiSR1L42ApuAXeXv78swllUty35mbaQZRQIFVs/nvSSUqiAJpc6y0nSPZ5PMjxVCiFa3zfO812cdRJu7CpgGemsdYNLqYiTFpFKvKZ12fGl0733/P3v3HefYVd///3XuVZk+O9u88rpgGyMwh6UaMM1A2je08FMCJMEklJBCCCEBmxC+CzgbvoH14wshkAIkQMjSEpiE/AIh9OKYGExbDsZj47bF8nrbaKpG0r3n+8eVZmc0kkYalavyeT4eesyoXZ0ZzUj3vvU5nxPZdhSlLmzZhkX7WHtm2BbMTn9pz5AtPETBg8IeUhjKQ6XSwW0jYVIBdepoZPL2vHKf1NbBik7ZwblAaarWDcXWdbqfWY9qNjX7z1pXGmNc4PomH6ObOMYYpbWWVgl1GIhIVqySufdCiH4h719N0lrPA//azDYKOC3/2DOKv/tBhVkXa+9p8aZFK1l7cspb/uaDC2dGL/TmnjYchEkDbe2BbUk9B6w+5NLu2NfvikyNSJjUVzKwOhXo50IeS18r/e9dc801HDp0iIMHD2Lt+ixggMMkaK5CKQ58ZZPb/Cr9N6VT9jPrJBVKg+XFYQ9ACCFaRN7oW+MfgF/f6p39NlXRx/DPv6xw9szdkW3f8ZVzZb33G/dXvjBkC7EV5eanvKyz5ETtKWfkIqtUzzV87lrW5kZs/n8S3sJj3B5Zka1TSgesax08eLDqgWsO5z4ftXw8MpHxlFNx1UvRs27n3LTilwAPDnEsA6Fd/cz6xJZ+WGPMToIFExZq3GYXcLDa9T3MJVi1TmxCAqUBYYxJIJ+OCCH6hwRKrfE14C7g0jpu67F+ieDCbn8xRtCfr+Vc7PbLCmfjRyKTX1xRkbrev+ad+M/vzC8xVVx1Lu57bPOzLKro4ZPu6FIe57EoFW3HePuetZlRm//hbm/xiij+08IeTrepdMBaOg/rK5WWVeT2E+7oyZyKPDnMMYu2+lQqmbDGmEngHWEPZlC0up9ZH9nqD/xu4A1a64oLnBhjosDHCPqF9Rvpo1QnCZQGx68hB2CtkgVkFSIhwiWvZy2gtfaNMZdT7LHXaL8AY8xvA+9be5mH4oQ7ilNs27fLW8LdtIVfZQpGLypkfu6EO/qNORW/arMwaNLL/lsU//ll22DM5veNFWbxUHNnnaGbM87QqId6JEpV/zuy9oiLPeXiLyvARzkWIhblKKwF/Jj1lj0cd0W5+1BqYks/ZBu1ZCltaxfHbe57u73Fx7pYCZIqqFb9UH5g+9rr/uS++6MTd68EQZJUzfWnPHAd8KHi+bcQNOgWHdKKfmZ9qOEf2hjzKwQ9Fv+5yvUKeC/ws80NrWtJoFQnVT6/VPQnY8wPgEeGPY4+8XvA34Y9CCEG3He11o8LexCDzhjze8DflF+ew+EBd5QlJ8al+TNEthgolW3z/pPu6GxWRcY9VGI1DLL2tIs9Ou6vzO72l55GnWGjh5pbVNE7cspdBlTMekPDtnCBiz9lUQUXW/dKpz4sn3JGvjPrDF2BUju39AO2mOd5/PWf/hFjk9t42Ruvr3sp7Q/9xVtYmD1rX/O2//u9nU4+N+mv7HOxox0Yck/abCpNwbLwpje/ZeFz/za959kveQUv+9M/G9QD2n73GeBTwBdTycQJAGPMI4HvIgemobDWsm/fvtXzhw8fHuT/vZNa69313tgYcx5B36RnaK0fqHKbPwH+okXj60bbtNaZsAfRC6RCaQAYYx6BhEmt8m2CHQYJlIQI1+fCHoAAqhwoxfDZ681z2g5vuTqpwjb37PXm9wD4gEV5aXcse743P+ZsYaliFzsxYXOPrTw8G2tkWw4M7/aXnrbTX8otqtj3553Y/LKKTnioh6FUvNGxtYLjOIxNbuOzH/l7gE1DJWstH3zbfu9zhz7ovuBFv7p8uZ17rPIH9uCrLtXCJB/yGWfoltPO8KiPuuLlf/GeMTWxPXgulKo74BNdzwe+QBCq/0cqmVh9NSk24v5bJEwKRaP9zAZA3T908W/3fcD+GmHSr9HfYRLI/27dJFAaDC8JewB95IuAfFIrRPikUWJ3qLofoYCd/nJbHrRYmuTGrTfaTXMfHYiN29yjx70cABYKK7h3LjvRk1kVWckp1y3gDPuoMQuTBO8nDmBRaqyVY1HF4ALYNFSyvj/3t2/8w/kvf+bTe4vByMiAHnTVrTxM+uPr3nBmzonfmXHi2ayKPBylrirdVkHdz4XoGfcBz04lEz+ocv0rgKuqXCfaqJF+ZgNkww9sjHEJVnB7N/A8gnYeQ0AM+LDWerrShowxVwMfbttIu4cESnWSQKnPFV8sZHW31vkZ4NNhD0IIEc4bfbFnQMO9hvpYaDtcPqz2aepWCiJDeJcN+d5lm93WQ2WWVeTerIrMZVXEzys3asGxqKjCFgAsKuqjhixcgFKbNkOvGSpZOx/D+9FUfnHob9/x54/+8mc+PTHgPUbqUkDNLqrY7XNWLd9x34mH/UzqRTz/T9+u7nacXcD2avdb+1wsZGbX96kSvcYHUtXCpOKqV9KIOwT19jMbwNe57caY4wSBUbx4qpYD3A28qtIVxpiHAf9GEDr1O3mBrpMESv3vGfRn5/2wPBH4SNiDEEK0pym3MWYMeChBw9xLgQcBieLj+QSVUdcAc+14/B4U2g7XkooyFOQsfcHFTo7Z/L4xm9/0thb8HO69K8o9teREF7IqEing7PBRCQWngDPALiDrYP1XvmH/fHb2zAWf/cjf73UXZk+/9a1viUQUk1j7pIMHD/LRj3500BvW1jSnYt874w4v53AvQKmLgccDvO49H2yo6XkpVJIwqee9L5VM3Fzj+huAqU4NRgRq9TOTUAlF/ceDf6C13lBebIzZA/wnsK2VA+ti8iJdJwmU+p9Md2s9HfYAhBDNB0rGmO3AE4ArgccQ9Jp70JqbvBj4KHBMa735Uf5gCm0/YkVFmGrTlLpup8CJ410ct97FE8XpdWtMLqjoZXHrEcUHggbd7zzwFm6YGOHQoUM7JkaGNl1Ke8NqbwPIQ80fd8d/kHWiT610/VZ+N0qpgf6d9oEZ4I+rXWmMeQLwm50bjoDNm+ODhEp1+qDW+rPlFxpjRoH/AC7u/JBCIy/UdZJAqY8ZY0aAXw57HEII0QZNBUrGmFuAx25ys//WWt/bzOMMgNB2uIb9XHvK1PrA2ionz/PYv38/k5OTXHvttcDmS2mXDs4ymQwHDhwYuACkgDpzxhn+0awztA+lKoZJYmC9J5VMZGtc/4cdG4kA6guTSiRUquko1cPSf2DzfaZ+M1hvfE2QQKm/JWisgfTNBJ/Gj3OuedtVwLOL32eAk8AOKpfyfhy4ALgc2LOF8QohRL2azRI27WkDxfIOUUtoO1zLToyRAa1QaoTjOExOTq4ePF177bWr38PGg6nygzPHGYzYzoKXVZGfzqn4iYwTT6LU1WGPSXQdA3xgk9s8sRMDEef4vk8mk6l72u7aUCmTyQx8JeYaL9daZ6pct6+jI+kO8kdRJwmU+lu1pYoPAPdSWnn53OkurfWNa29ojNkHfL549uNa69PFy78MPLNsu6/WWp8pXj8OPBj4DvIPKYRovWZfV1bquI0ESpv7F+AnBPsTpZNbdv5JtLhatoAiYuXpqUf5J/K33HLLuuvXLqXdyCf9/WIF956z7tC9cyp+CUolgWTYYxJd6y2pZGLDHNMy0Y6MRKxyXZcDBw403M/suuuukzDpnL/RWn+pxvXdvQJGe8gfRp0kUOpv1Trw/7PW2tSzAa31YeBwhas+DTyV9W+cq3v3Wut5Y8xt9O8/4/3ArQQNev01X58GTGxy3yPAPxG8OL+awWluJ0QrPd0Yc5Dg/64Ujvs1zpdfNlTHY7zLGJMlqIZyCF7vogQhyhLB/32h+NWrcL7R79ed11p3fWKitf4x8ONatzHGzNPiQGlFRYj3UUPudlNKce2113LLLbdw22238dCHPpRPfvKT3HDDDesql0rnOx4meR44DjTyeNaC78MWDgYt2IwTv/m0MxL3lPNo1vdOE6KSwwSrW21Gjq1CIP3MmnIP8IbSGWPMbxHsLy0An9VaLzCYH7DJH0ed5EWvv1WrUKrnk/matNZ/Y4z5CfCVNReXv9hUXT63D/yr1nrDkprFEG2zQOl24M8JDhxfgQRKQmzFY4qndnpBlct/qc2PC4AxxrIxaCqFYmurS/2yr1ngRuALwBe11g90Yrw1tHxfI68chutYDU0ErLXccMMNq2HSbbfdxg033LCup1IpbAojTNq7fz/e5CT3X3ddfaGStew5eBA3k+H4gQN1h0oW/DPO8LfOOMM7rFIyNUk04h2pZKKeg2qpUBK9Zi/wXmPMMWAeePua6x4C3EGw/zFoJFCqkwRKXcgYM0nw3KjiySn7Wu2yS4GHr7ns0ioP8XpjzBzn+iSpCt9Xum6ejSWPpwl6KgG80xiTJ1gBYJQWBFdd7BpjzLMIXmycNV93lt1uCfguwZQQC4wAvwBI4w8hxGYU56aNVfuAoJpLgd8AMMZ8nyBc+i/gJq11p1+bx1u5MR/I4/ZVQ27P8xqargH1r8JWPo1tbSUSsKFy6dprr+3sNDfHwZucZGdxPJuGSsUwaeehQ5y65pqgsmkTFphXse+ecMcmrFJPbtHIxeD4JvCJOm8rx1ai10SpvjLhO40xywzW6m4lEijVSV70utN3qa9h7Fb9dhu2+UOC6VsTgF5z+WuAuyrcfm0wpQiCl176xx2n9kHSXcAx4Eta6wNrr6jSf0oIIdrl0cXTG4AlY8zXCMKlLwAzWut290ZoWaBkgdPOCJN+rUWWesvaVdjqrQyqdxW2aj2R1vZUKgVLayuXOlqhpFQQIsHmoVJZmFRPRZMPi0cikz/MqciTWj52MQgeAF5SZ3USSIWS6C/PCXsAIeql49JQSaDUnYbDHsAWLGitswRTLb6y2Y3XMsYM0X//tH+ptX5Pleuq9bYSQoh2GwGeVTwBHDHGfIEgXPpyaWGFFttsGnBdCigyzhBT/jKRPuoPWr4K22ZhTr2rsNVqsF0Kldau9lbeU6nrQqUthEk5nGP3RratWKUkTBJbcRr4+VQycW8D95FjKyH6Q78dm7aNvOh1p5GwB7AFi03cd6xlo+getbrFSqAkhOgWFwG/VTz5xpjvcG563M1a6wKAMeYTBB923Egw/eP7DUyda0mFkofDdn+ZDk7G6ojyiiGoHuY0sgpbraW0S9tZa21PpVCW0q4VKm0hTPJQc/dEtsVR6oK2j130oyPAL6aSiVsbvJ8cWwnRHyRQqpO86HWnXqxQWmrivv0YKNXqFiuBkhCiGznAE4qn/cCcMeYrBOHS5QRN0J9XvG3OGFNaBfQ2gmm+xwmmh5wl6BPnEUxp3kELxPu4J2g9oVIjYRJUX0q70nZK5yHoqWStDWf1oyqhUqNhEkDaHfs+Sl3d1vGKfnUj8MJUMpFu5E7GmNKKoL3mB8D3gfOBBHAB/b2wjhD1kECpThIodRljjCJYprG0RGO1VXwqXbabFk0t2IJmKpRa2rC1S9QKlGR+vRCiF0wAzy+eysWAxxVPogVqhUqNhkkl5aFQPT2VSo/bqJY1Fi8LlUrBUoM9k36QUxEJk0SjloDrgXelkomtLCPZq8dV39Rav6Z0xhhzGfDTEMcjRDeQQKlOvfrC17eKzVHLVwqrizHmw1Tv0r/W7cCr2BhMXcvWm681U6HUj4GSTHkTQgjRkGrhzlbCpHL19FQqf9x6H6fljcWLodLONT2e6gmTssq946g7GZGV3ESD0sBfAx9IJRMPNLEdC7yRYB8wv+ZrvsJllW7zBcLZJy5vSncshDEI0W0kUKqTBEr9ZajO2z2gtf5y+YXGmFc28dgSKK33TGPMNmAOOEXQrHy5+HU0zIEJIYToXtVWYWtXmFTtcaH+UKnljcWLPZPW2nPwYM1Q6bQzfONpZ/hxKFXvvpDofzPATcAdBAeHVwI/SzALYAT4FPAJ4MupZKLWB4F10Vrngbdv9f7GmHpXkmu1dY+rtV4xxpwAzgtpPEJ0AwmU6iSBUn+pt/dStfWWm+nd1MyUt7Cm6bXTy4snIYQQoiGVVmFrZ5hU/rjQWKjU0sbiFRpwl85D5Uqls87Qt067I0+p49cheptPUE1kCfr9lPcrOgl8FPgS8J1K1UbTM2lFsMrlSiqZ+FJ7h9uwsPovVVo28wgSKInBJoFSnSRQ6i/NBkrNrC4nFUpCCCFEC1Rahe3gwYNbCpVqrfZWydpwqJHV3lrSWLzKam5VV38DFlT08Eln5DF1/jpE71kB/pGgkuimVDKxAjA9k44DVwC/DOwFPg/8ayqZyNXaWCqZsNMz6RzwEoLgqZuEtYhlpUDpKEFFlxCD5gjBgiMy9bNOEih1GWPMDs71MVr7xlLP99sJVteBc/2RSifWfB0zxvxuhftftsVhQ3OBUj9WKAkhhBAN22wVtkZDpWqrvdVSCofqDZPK7wdbaCxeJUwqbrhiqHTKHbnxjDN8JUrF6x6k6CXfAF6WSibuKr+iGCx9v3hqSCqZ+OL0TPobLRhfq3VbhZIQ/WwJ+BHwQ4IA6TDwI631bKij6kESKHWfy4EPt/kxdgNPb/E2ZcqbEEKEpGUrbIlQNbIKW6OhUqOUUlu+X8ONxWuFSec2vC5Uys4vH7/97X/1lM0adYue9VHg5ZtVHG1VqdKpXYwxDsGUmUjZ10qXrf0ahhcZY55IsApxlGDxmD0hjUWIdriTc6FR6XSX1jqsvmV9RQKl7tNMH6MwyZQ3IYQIQctX2BKhaOcqbJ3WUGPxesKkIk85c7e+Yf+PLlzxr7jkXz62Nzs5xeE3Xr/p6m+i57wP+L1UMlGpcqZrGWMuB24lCId66Y/yguJJiF43RxAWra06+rHWej7UUfU5CZS6zyAGSlKhJIQQW9TyFbZEx7V7FbYw1N1Y3PdxM5lNw6QFFf3hfe54AqWefOrPbsAbHiGamQXfBwlE+8nngd/vtTCpKIocWwnRCT5wOxurjo5orXvxtaOnyYte92mmMXaYpEJJCCFC0NIVtkTHdWIVtjDU3VjcdTl+4AA4TsUwyUNljkQmf5JX7hNXL1QqqEySMKnfHAdekkomvLAHskXRsAcgRB86w7mKo9LXW7XWy6GOSqySQKn7SIWSEEKIhrRkhS0Rik6twtZJDTcWrzL+ZRWZOepOjKDUEzdcqZSESf3nxalk4lTYg2iCHFcJsXUeMEMQGpVOh4G0VB11N3nh6z69Gig105RbKpSEEKJJTa2wJULTyVXYOqFVjcXnVOyW+92xh6NUr+4Xicb8fSqZ+HrYg2iSVCgJUZ9Z1gdHPyTodZQNdVRiSyRQ6j6DOOVNKpSEEKIFtrTClghdJ1dha6dWNBb3IXfMnbg560Sf2tnRixAdAV4X9iBaQI6rhNjop6wPjn4AHJWqo/4hL3zdp1c/iZMKJSGE6AINrbDVjTyvaj+dqqyVfjoha0Vj8RXce49EJpetUhImDZbfSiUTc2EPogXkuEoMskXO9TkqnX6ktV4IdVSi7eSFr/v0aqAUVoXSIkGzNkvQ8d+WnS5GSpCFEAOm7hW2uo3nsXf/frzJyZorfq1TXHbezWSC5s4SKnVcKxqLZ5yhbz/gjl6BUmMdG7joBm9LJRNfDHsQLSIvPmJQHGHjlLU7tdZ+qKMSoZBAqfsM4pS3ZiqUPqS1/oNqVxpjDPDwJrYvhBA9p+4VtrqN4+BNTrKzGDRsGioVw6Sdhw5x6pprgsom0XHNNhY/ZaP/c9YdvRKl5IB8sPwT8OawB9FC8vcr+s0KYChrlK21PhvqqERXkUCp+5wFbgUUMARcEu5w6ralpRuNMTGCn3OrNnvzlqRcCDFQGl5hq5soFYRIsHmoVBYm1V3RJFqumcbiJ2z8xrPx8ae0eYiiu3jAnxFUJ/XTfpoESqKX3c/GqqMZrXUh1FGJrieBUpfRWr8NeBuAMebRwPfCHVFdlpporNZIddJZ4DtrzvsEjd1q+QxwC+emxPll35effwrw+AbGJIQQXaNVK2yFqp5QScKkrrOVBuFZJ3r7nDsm77mDYwF4F/CBVDJxNOzBtIEcV4le9YDWOhH2IERvkhe+7vZjYC9BtRLA94Fd4Q2nqhFjzP0E4yydnBrny7+v1xTw82vO36q1fn+tO2it9zewfYwxf4YESkKIHtSKFba6Rq1QScKkvuChMkfdiWGUioU9FtERaeBnU8nErWEPpI2kQkn0Ki/sAYjeJYFSF9Na54D7SueNMd3cXPq8EB6zmb5N1UhZpxCi57Riha2uUyVUkjCp91ng3sjkDErJBzj96wGCFZ/SwH8Dn0wlE7PhDqntJFASvaqfpp6KDpNAqbc002uoH40YY55LfVVQ9VZLPaazP4IQQjSnFSts9UqoVAqWJEzqDRZYVFFWVASFZczPEcXnhDv6zYJynxr2+ERbHAXeRBAg5cIeTIdJoNQ7vgx8C7gGeFC4Q+kKEiiJLZNAqUcYY0pNusU5VwD/HvYghBAiTM2usOX7/pb633RMMVQqhUlQx+pvInRZXO6PjJFT53Y1T7mjONbHV46ESf2nALwdeEcqmVgIezAh6eIXUlHmfq2tuZG5AAAgAElEQVT1fmPMm4GrCIKlFwI7wh1WaFYDpemZ9MOB3wWuTyUTp8IbkugVEij1jnjYAxBCCNF9mllhq+vDJFjtmbTWnoMHJVTqYllcjkUm8FXQJtGxPhcXMiyrCA+4o7PAtnBHKFosA/xKKpn40lbuPD2TjgKFVDKx1QVeuoUcV/WY4qJCNwE3GWNeC/wCQbj0XGA4zLF1mAWYnklfDHwbGAEuBJ4f5qBEb2ikIbIIl1QnCSGEqMh13YanrSmleiZMKvVMMocPc+qaa9h56FAQMtleP/7sPx6K+yNjq2ESwIjNE8Vn3OYKPiob4vBE66WBn9tqmFS0h6DqvNd1+QuqWGPDG6bWOqe1/v+11i8CdgMvAj4B9HvvLzhXoXQhQaXh44DXhTcc0UskSe8dEigJIYQYHFVWc6u6+psInQVOuKPrprkBDNsCPnDWGf4OSl0VyuBEqxWAvwbe2myz7VQycXR6Jv2m6Zn0y4G39PCUOQmUekfNNw2t9QLwz8A/G2Nc4JEEq0BfATwbuLTtI+wsHyCVTNwI3BjyWESPkUCpd0igJIQQYjBUCZMACZW62KKKsuBsnKF/0h3lpDsKQa8S0ft+CjwrlUzc0cJtzgIJghYPEiiJrqG19oDvFU8YYyzwmlAH1XrSlFtsmQRKvUMCJSGEEP2vVphUIqFSV8o4G3dVItbjwsIcyyri3x8Zl1YL/eG1LQ6TAH4CvD+VTORbvN1OkuOq3rH6ZmGMuQR4K8HzVzpdr7U+HM7QQiGBktgyeeHrHYPUGE4IIcQgqidMKpFQact8wC8eTznYljTUXFRRFp3Yhstj1iOKTx7/J8DDW/BQIlyngM+3coPTM+kh4BupZKLQyu2GQCqUetMO4DfKLvt7oFqg1I/N+yRQElsmgVLvkAolIUTXyuMQlf0R0Szfx81kNg+TStaESm4mA74P3d5oPCR5HGadIRadKDncdb9b1/oM2QJjfo5xu9JQwGSL2067YxWvH7ZBRjCv4rL8dH/4TCqZ8JrdyPRM+iXAOEEI84+pZKIfmrXLi0/vWPvmUikgGrTVtfsxJBMdIoFSlzHGHCdYqrH0j1362q/P1ceB/0Pwc1Y6+TWuq3Xa7H5/CbysAz+fEH0vh8O9kW3s9eYYsb3+AbMIlety/MABcJz6K41KoZKESVXNqRgn3DFsld+ppxwWVYxFJ8YpO8KUv8ykv4Jb4xgjh8Mpd4QFFcPBErMeWbUxihq2wQymRScqldb94f3NbmB6Jn0R8F5gArgplUy8p+lRdQd5Aeodu40xTyU4JngQcIKg0XwB8IBcjfv2Y/ginwiKLevXkKKXncdgvSEd0VqbTj+oMR1/SCH61oITw7LJkilC1GsroZBSEiZVkcXlfnes7oDOUw6n3FFOOyNs87NM+lmixQlyFijgcMYZJuPEV7fpo4jbHNYqVtau8GYtQ7aAhUIBpx+WhR90n04lE99udiOpZOLI9Ex6D/A14JLpmfSQVCiJDjujtf5m8fsbgUMN3FcCJSHWkECpixhjIgzem9FiSI8bDelxheg7I36e7SyvTm0RQoTDAgsqRk65OFhc6zO3JvhpaFtKcdYd5qw7jGN9XCwFnKpVThlniG3eMp6jKKhgVyaGhwMsqcgMSkn/pN6WBV7fzAamZ9KXApMEVSAPA/4D+Ks+CZNAjqt6yaAdbxUIqq5Wiqfy7+WTdrFl8sLXXQZtvi6EFyjJ374QLRLBZ5vfL8cDQvQmH0i74xUbYze9beXU9fH1rDvMdm+JWWcIXzkMFUPmrIpkWj4o0WnvSiUT9zS5jf8D/AHBlCKTSib6rdJj0EKKXtbMc9Wtf7f/AbyWjWFRTmvddN8zIaqRg+ruIoFS50iFkhAtEunafSshBsdpZ6QtYVKjzjrDTPnLnHGGVwMlHyXTKXrbPcCfN7OB6Zm0C/wwlUycbMmIupMESr3j8caYzxA8Z5E1XyMVLiu/bmcYA67DWa31nWEPQgweCZS6iwRKnSOBkhBCiL6Rr9AQOwxWqWKolGXEDxpyx603EvKwxNb5wK+lkomlFmxn2/RM+gWpZOJfWjCubuQSVK/kgPyaE8DusAYlKjoPeF7Yg2gxCe5FKCRQ6i5DYQ8gBBIoCSGEEH3EKsWiE2WXH2QQIzafxNosSg3ifk6v+3gqmfifZjZQ7J30K8C9BCu79as3a633l19ojHkQcHfnhyMGjJSLi1BIoNRdpEKpc+RvvzFHga8AvwDsCXksQgghynTbKotR65NRcUZsnij+6IjNf31Jxa4Oe1yiIQXgQAu286hUMnGwBdvpalrragf09wLvBV7dweGIwSMVSiIU3VEfLUoGMVBaCOlxpUKpMTdqrV8K3BH2QIQQQmzUbR9Nj9g8Z9xhjkfG8VCc781fibVHwx6XaMgHU8nETAu28zvTM+mBPeYoBk393DtKdAcJlEQoBvbFvUvdBlwK/E7YA+kgmfLWG/YZYw4CDw57IEIIITayXVajFLUeeeWSUxHuc8cBRi705paxdj7ssYm6fbBF24kCV7VoW73qVNgDEH1PAiURCpn200W01ivA3caYQVpet2CMmQS2Fc+rNScPOANMAsNl1wOcLd5m7WWq7ASwq/h9HJgqXtatKzR0q4cXT0IIIbqQ02U1Sifd0dXvl50oJxhjj7fwkAu8uVuPuROXoNRwjbuL8P0glUzc3OxGpmfSrwS+AHy7+SH1NAmURLtJoCRCIYFSd8oDjS776AIPauD2twArFS6vtEd6PkHlVDuYCpf9FLgL+Pk2PaYQQghRlQVWcPGVIqdccrhE8Bn3c0Rln31TcVtg2M8z657LjOadOFHrMWrzV7jYRa/LKqrEBv/Uou2YVDLxrRZtq5dJoCTarbs+VRADQwKlLqS1ngamG7mPMWYnjc3Pfq7W+v46t/37BM0EW8UH7gF2EFQflfsA8NeE119JCCHEALGAhyKvXJZVhFlniKj1SXjzDNsCBRzmnRh3R7axy19iys+GPeQNVBcdS8RtgZxyN1x+xh1hwRZIePOjCyp246w7/JQQhic25wOfbHYj0zPp3wda0YOpH4QSKHmeh+M4KFV/gGutxfd9XHfj/7DoavJphwiFBEr9o9F+WF4Dt231x4gnCebSvx64tsL1zwce2uLHHHR3AJeHPQghhOgGFsiqCEsqyrKKkFURfLX+bXTKzxJZE9IsqSgoxWlnmEk/23VNKMf8HHPOUNjDACBuPRadWMXr8rhYFLv9pacUlPP1BScuK791n5tSycTxFmzn9QxWX9BaOh4oeZ7H/v37mZyc5LrrrqsrVLLWcvDgQTKZDAcOHJBQqbd0daBkjHkU8JsE+UPp9Gmt9edDHZhomgRK/aPRV/z/NsaUh0rV3mmmqly+VecBJ2pcfxXSvLHV3gr8OvDskMchhBAdV0Bxyh3Bw2HU5phXcbIqgi07wIpYL1jm3vosqihLbpSI9ck4cSje1sGSw8XFYjnXDDve0Oc0rTdm80x6WTJu+KHSgorhqcqRm1WK+9xxLixkSHgLVx9HfX3JiUmo1F0Ot2g7p4FvtGhbPcMYo4FXEDQjLx04d7xnmOM4TE5OcujQIYBNQ6VSmHTo0CGuueYaHKfbYnOxiRcaY57I+r+7tacr652d0iaXAK8tu+weQAKlHieBUv9o9FVfqlUGywrwYoKVBPeEPBYhhOgYHzgamSRfnIK1M7/ENlYooFhWwYKfEXzitrDhjTSLy5wTR3GuOYWDxcUSKX4YnMdZ/T5su/xFsk6EFRXe7p1jfXb4SxxzKs1oD1ilOB6Z4MJChr3e/NXHGZdQqbu0aiW+G1PJRPfND20jY8zFBD1Ayw+cO04pxXXXXQewaahUHibVW9Ekusp5xVO3qtS7N97xUYiWk+i5f8hzKWopaK0zwFvCHogQQnTSWWd4NUwCOOMO4wMRLOM2x7jNMVwhTAIYwmO3v8SUv8ykl+Xi/Cw7vGUyTpyzzhAZFSev3K55A3aA8wvzuDa8gGuo2HMKW7unk6cc5oth3V5v/uoxf+VTVD7gAFgGCi0eqqiuVR88PdCKjUzPpLdNz6QnWrGtDnge8H/DHkRJKVS65pprOHToEAcPHsSW/W9KmDQwwv7ko9Lre/gltaJpUqHUP2SSs6iltCP+AeBqgulvQgjR98pXE5t34iyoGBP+CqM2R8T6RPCLnX02sgT9lDwUFsWQLTBmc1XniFuCqqWsCiqF8sWpX1HrM2ZzDNlCW9c3i+JzvjfPUXdidZpeJ8Wtx4TNMVY4QwEHHwUKlC1Vd/l4OCjsao8qBZzvLfxKwVu8KeMMHfVQPuBF8IeGbGHvsC2c56NOHnfHT2dV5H+hqsynE63ymBZtp1XP00sI9l96wYcIFtbJrzkVgD8E3h7GgGpVKkmYNFDCDpRmCWZK7AB2FS+TCqU+IIFS/5CdK1FLAUBrbY0xrySY8nhluEMSQoj22+ZnWXRi66qUrFJk3CEyaz8ctcFUtrgtELMengpCoTzOhmBGWcuwzbPTWyKOh48iqyLMOXGWVLRq/6CzDONan21+lil/uW1v3MO2wC5/iZPuaJseoboRmweCnZJY6filrFjJqXJcE8E+aYe/XPE6F3vpRd4cSyryvePuxKhVKtmqMYsNHjE9k74slUzc2eR2mj5YnJ5JbwNUr0yd01ovUGGVYmNMmL1rqoZKEiYNlFADJa31d4GHGWPeBPx58WIJlPqABEr9QyqURC2rUwW01kvGmOcANyK9tIQQfcwSVMWM+TnOupv0xFUKD8WSirG02XZVcLsjTgzH+sUqnM0PxJS17PIWGbc5jrkTKCwT/grjNSqetmqbn6WAs/nP3UJxv7AaKLXLiC085sGFM97dkW3/XlDu89r6YIPtfwMva3Ibma3ecXomrYDfBl4OzEzPpH8f+IdeCZYqOBn2AMpDpVKwJGHSwAi7Qqlk7dQ3CZT6gFS19A95LkUt63pPaK0fAH4BSIczHCGEaJ+zzhDH3XHuikxxV3R7W0MVX22sYAKI20LQdLowxwWFDBflZ7mscIaJYniksCw5Me6PjHNPZBtzKlZeyNMUBez0l9jtLazvqWQtUesx6ueY8pbZ6S2y3Vti3F8hZgtErIdTpQeTsrZibyTX+uzwlrjQy7R1Ot/qOMC9pDD7eNf6/96BhxtUL52eSb+i0w86PZMenZ5Jvwr4KvB3wOMJpry9F/ja9Ex6b6fH1CKhB0qwPlQqkTBpYHRLoLQ2FJYeSn1AKpT6hwRKopaHGGMKQKzs9EHgTWEOTAghWiWHw0l3lEUnFvZQOL8wT7TG/vuUn2VFRfCUQ1653B8ZZ97Psddr1QJbQai0zV9h0l+hUOxbVK1XVDlL0H/KL/aOKvWZsoCPWu0ppbBEgxqtjlKw59LC2auOuhMfyjrRZitpRGXvm55JjwF/lUomtpJ31vWPWKxG2gP8EnA9sLvKTZ8AfHt6Jv38VDLxnS2MJ0zHCJZHz7G+v9La82M0XxVWU6ln0loHDx6UUGkwdEugJBVKfUYCpf4hU95ELe8PewBC9CPP83Acp6EdcWstvu/juvKy3SoWmFNxTrojQcVQ2Kwlssm++6jNc0FhjiORSaxSnFdYYMTmOe0M42DZ5mdbFtIoqBluVbtP0DTbbrjcLQZTYVOw6yJv7qWn7PA/n3GGn4VSY2GPqc+4wF8CT56eSf/vVDJx+9orp2fS44AGHlL8uh1YAv4LeDDwjOLqbCcJqhIywDzB8ccEsBN4HPBUIFHnmM4HvlTs8XSquR+vc7TWaeAXa93GGLOHNgZKlRpwl86DVCoNAAmURFtIoNQ/umAPWgghBofneezfv5/Jycm6d8RLO/SZTIYDBw5IqNQkCyyqKKedEVac7tmliW9YW6767S4qZMgrh1GbRwHb/WXmVYxj7gR7vIWGg6ABpHb6yy8ctflvHXUnRlFqX9gD6kMvAFLTM+mPA58CosAjgRPALcDXgE9W6G/0lwDTM2kH2AZMERx7PITgg66t/tNOAH8K/PEW79+tzrZrw9VWc6u2+pvoS93yZrI2UJIpb32ge/a+RLMkUBJCiA5yHIfJycm6d8TLd+gdR162t8ICGSfOggpWblu7elu3mPBXNr9RURyPuPVWzytgwuZwfcvxyDjneYsM20L1DQgAhm3hqssLZzIn3NHPzDlDvxT2ePqQC1xTPC0AF6eSiTP13DGVTPjAGeDM9Ex6N/Aemj8Ged70TPp1W5yK15W01ivGmGWgpU3fqoVJUH31NwmV+lJdgZIxxiGoHCqdSm0yIsVTdM33jZxK93v0mod7sDHm+hr3OaG1fvNWf2DRGRIo9Y/u26MWQog+1siOeK0derGeD+Rxia2p8snhsODEWFAxsipS14pqYXGsXzFQOuUMF3saZeuaLjZq88QK89wXGWeXt8iIhEqbWsGdjFnvly7Kzx6+LzJ+Z0G5/1/YY+pTYwTTzp6TSibuA5ieSQ8RTFvbBhxJJROnp2fS24CLCY437kwlE7PAHxUva9ZlwNMJmnf3k7O0MFCq571HQqWB8QVjTIxzIVF5aFT6vpPHlBcBtQKjw5tcL7qABEr9Qz7qFkKIDqtnR3wQwySfoHFzZJPgpIAiqyIsqygF5eBanyUnSk5FUNYyZAsUik2re4K1nO/NVwyM5pw4BeXi4rOtzgqmKD57C3Mcj0ywp7BAHG/zOw2g0t9RMGUwC7Dv0sLsviUV+eYJdyyXx3kKsIBSO8IdaV95NHDz9Ez6EwTHE/cBcwTT4HZOz6QvJuh3dIxgpdkXTc+kHwr8bIse3wC/Qv8FSmcIfm9Na+S9R0KlgXB12APYAnnT6wESKPUPCZSEECIEtXbEBzFMWlRRTrijWBR7vTmGitO5LLCsIiypKMsqSk65eDUaaFulWFbRDo26Nab8bNVKotLaamunt9UjgmXKW+a+yDgXF2blzb5MHoeT7gi7vcUNAeaILTz1ksIsPuQUbFvBveuMO3xqQcXOQ6lWVMkMuguA1wPvBt6dSiZytW48PZN+AfDcFjzul4Bp4Dkt2Fa3OUnQ2Lx8BbjS9zGChueb8n2fTCZT73vPjUqpd73+9a/P3XzzzS//6le/OvrqV7/6baOjo78FvKSZH0iIJkig1AOUtX0z9XigGWOeBPx32OMQQohBVWsFnUEJkzIqzgl3dHVKWtwvsMdbYNGJMusMUeiVSqMt2lOYZ8JWPqa+K7KNgnJR1jJqc4z5OSL4ONaSUy4jNl+1omtZRTjqTjDlZ9nlL7XzR+gppYByyl9uKGjzIZ92x29aVNEno5R8uNoaXwN+LZVM3F/pyumZ9KOBG4GRFjzWFPCbgJtKJt7Zgu31DGPMkwl+j3WpcyXSTwEv0VpnAVRwY8da6xljXgwcambMQjThZq31E8MehKhN3kT7h3xoKYQQISqvVCpVK/V7mGSBk84Ii07QJDtiPUb8PHHrsaBi3BvdFvYQO6agHKrN8vNwiFoPx1oWnDgLzvrVkpW1TPgr7PSXNkyZG7YFdvjLnHGG2eZnZeW3oiFb2FLDcgeie735q7PK/elRdzJnlbqiDcMbNE8Hbp2eSb8beADYAewhWJFtF8F0m1b0BlpIJROz0zPppwGvbsH2ek1Dy6zXsZLou4DXa61XX1RsUG1Qqgz5bkOjE6K1pEKpB0iFUp8wxjwN+HrY4xBCiEFnrWXfvnMrlx8+fLivw6T73HEWVZQRm2fSX2HM5lhSUdLuGH6NKW39aNxfIeEtbLh8TsWYd+Kc782jCHr+3B2Zwlb4u4haj+3eMhF8Rmx+tTG5D9wdmWLMz3Gev9jWn6NbWaDV/0kWssfciZuWnegzW7xp0T77gPekkomnhz2QTjPG/CLwuRZsygKv01q/a5PHc4AMQSN2ITrtm1rrp4U9CFHbYO3p9bf+nkcghBA9oDTtba2DBw/Srx/eBNPYHC4tnOUCb55xm2NZRbjPHR+4MAkIVqCrIOMMsc3PogiO4uadOBaI2QJj/gquPVdxlFcuJyJjHI9McL977hjOAab8Zead2MDUJ2VxmVMxzjhDzDpx5lS8jvXxGqNg6EJv7pm7vMVvYG2mxZsX7XEYuHp6Jv2wsAcSgtgW73cd8L+AnwGeCujNwiSCG/nA97f4mEI0SyqUeoBMeesfg7fnLoQQXaRWDyXozxVzzjjD7PCXVnv/LKsIx92JipU3gyCPg8/6N2Qf8JRiyBbOVXQ5wTFhzrqgYMzPkXGHAIjbAlhYUS6LKrpue5P+CqedEXK4DPXxfnYBxbwTJ2a9oCdVB/LYKT/7tFE/d+e9kW13W6Ue1f5HFC3wM8BPwh5EhzU05a3ovVrrG5p4zO8ShFBCdFrjc5pFx0mg1D96MVBaAT685vwjgCeFMxQxwHJAmuBNK1/8up2Ny/YeIfhUtLTiiiXYsRshKAWfIGgUurcjoxZdpdpqbv28DPOyijDm55jwVwCYVzHS7thqQ+6BpBQeTjFWCn5Hc06c8wvzuFhOOiO4+FyWP4MFVlSEs84QGSeOa312eYuM2xyqeN8T7ign3DGm/GXi1iOnXBSWFRVZXT2vn1iCAG5JRZn0sx3fsYnhX/bgwpmVU87I5846Q5ej1OUdHoJoTDLsAYSg0UDpZuB1TT6m9FHqfYtAlqDCbTzksTSi/97o+pAESv2jF5/LWa3175bOGGP+CAmURHv4wB2AAX5UPN0OnCX4O1zXkMQY8yfAX5Rt49+01n9Y60GMMYrgzW+Aj6gHT7UwCTY26obuD5XKK2yqca3PTruEAyypiIRJQMR6OMVymjwOGSfObm8RB1hUUZacKBcVMqsvEBGbZ9TL4xO8aKz97Q3bAhcXMtwT2UZGDeEqnyUVxUex5ESZ9FY6+8O12aKKMu/E2OEtV10prxMUxHf5S8/a6S+xgvujOSdu5pz4Hl85TyXY11rA2m+72NM+yrVKPQXYHdqAB4W1HnAKpc5bc+mpsIYTokamvJ0GXqi1bvYf6ntN3l+E79Va6w8bY14EfCLswTRAAqUe0IshhKisF5/LfNn5XvwZRPdbAnZprRtZa3uowmXlf6+VRJAwaaDUCpNKeilUssBPI9sZsXn2FhtIVxPDJ4eDwga9frrw5+kkZS17i5VIAGedIc7zFlEE4dJJd2T1fLlqAV6p59KiEyXhLbDTX+asM8SsU+klqjflcTjrDDFkC1V/P0X/SfCreiYQbfe4FDCE94ghf+kRu/0lfLg3p9zbYtZznODDr1EAC7fOOkNfXVJRZ1FFn45Su9o9toFi7b1jNnfPLm/piij+eYsqao6740mUijKY/UPrrVCywIu11kda8JgzBBUuoy3YlghHqfVeGG8ex4DjrJ8JUO378st+FMJ4RYPkAL5/9OJzmTDG3MO5D2Ynwx2O6FMjwEXAbQ3cp9Ib7rAx5qJNds622ixT9KB6wqSSXgiVLKwGQ0sqxqIfZczWzlEj+Bx1JymoQTyuO0dZy0WFDPE1H6bmlIuHwsUGgVBhYd319drmZznljlIoxk4T/gqzzlBbVjzrJJ+gqbuHww5/eTWIq2IZeKnW+gFjzBTwq8DvEUyV7wgHLh6y3sXllyu4YsrPXjFFlrQ79rl5FX9Wp8bU16zNnO/N3ztm8/uA1d/7qM3rbX6WTPA/8KbpmfS/pJKJQTrorBUoGSAFnAFyWuv5Vjyg1tozxvwAeHIrticaYjnXaiFPMG2tdFqucB6Cv4GSjxHs/95tjHk78NjODHudg1rr94TwuKJDejGEEJU18lwuAHdzrs2lLTuVLrsAOG/DvVvHZc1OghBt1OiiSF8CZglKbT3gj4FXAa+kdmi0lWaZokf5vk8mk9k0TCpZGyplMhl838d1uyeIUQTNoX2CBtKjm4RJAIsqxoojuxK7vMUNYZGP4n53jB3+MhP+ypb7AU35WWadIfxifORimfSzFHCI9uh6b8sqwmxx5bthW1fP1Wmt9QMAWuuzwN8aY/4OeBbwNuCR7RttfQqoOxZUTHrotYK1Z8/35o+M2XzF53W3v8R2f5lZZ0jNOkPvIPg7GBQngJNAeSXcD4Cf01pvOg1weiYdTyUTjc6Z/S4SKHXaP2mtf6OROxhjEqwPlN6ptf6uMeZy4A0tHV39ZNpan5O9wP7RyHP5Va318za7kTHmncAfbX1IQnSNY43cWGv9JYJQCQBjzCsImm3njTGjBG+OBcDTWq/9WF0CpQHiui4HDhzAcZy6K41KoVK3hUkl4zbHuFdfuw0LnHaH2zugHjFW7PljgRwuy04EBXjKQVnbVHNpRVCVlHHiq32TYtYjqyJEQ+w1tBUFFKedEWJ47PEWGqmwWii/oPja+1ljzOeB3wIOEiyO0FE5nGMPuKM/WFLRZ6CUTAnaCmuXHezdAC52/oLC3MVR/JohYQTLDn9ZzTnxJ0zPpHUqmTCdGWy4tNYfM8Z8HLgQuBJ4HEEV9h9orc9sdv/pmfQwW1s5Sxpzt8YrgBs5N7WrVtX7nVvYfvl04BPFr2Ee88tKbX1OAqX+0chzWU8vGOhAjwIRDs/zGjoIhmB6T7ceBNdhefObnGOMeSwwqbX+ijFmB7CneNUIZQc2xphSFVOBxiuhRI/byv+DUqpX/4/W8VHkB7KFyXrj/gpLKsqKihC3BaL4jPs5hlSBAg5DLfhw1sESWfPyErceGSfOeM1ZYt3DEkxvy+Gyw18iUnt6WyWPqXaF1toD3meM+S+CZrNP2PpIG7Ogoofvc8cvQqnndOox+82En/3Gbm/xiQ5c0eh9FbDLW5o84Y6+EXhx60fXnYph6pHi6dMN3n0olUyc3cLDSqDUGj/VWt8OYIypVfG+AvzjFrafAa4jmAXiAg8ULw/zzVoqlPqcBEr9o5HwRwKlAeZ5Hvv372dycrLuHi6lXjGZTIYDBw702sFwrqyKqB6fBL4OfIXgU8DtNW5betOW/klioLhYtvvLnHZHwh5K06LWw7EWXykKONg6w/ao9djuLZAsOh8AACAASURBVOMpxbi/tFpxs6wi+KhNe1DVa9TPcyYyTFa5DFmvp6a6ZXE54w4z4a8wZbNb3cyjjDFxrfXK9ExaESyD/jqCJsGfAV6f0voeY8zVBAdhL2rJ4Gs44wx985Qz8sRic+jBYO1KDO97E/4KY37uQS52zEIuqyLHFpxYpoBjLUrllDvmo6Zs0BtzfN3vyFrfxX4/bguLk/7K+LjNPa2ZIY3ZnHuSkZ+bnkmPpZKJDZVs4pzi/05DH7CtcTvB8cPg/L23x9o3hVq/yz/QWt/T6Ma11hnghgpXSYWSaBsJlPpHI89lvTXy8qbRhxzHYXJysu7GwOWNhx2nmckbofCMMY8i+DDTJVglaLPTdmCPMea5wEPDGLQQvWC7v8y8EyOn2rA7YS1Dxf46QdXPCi6WBRVjRbmsqAie2trrkWN9xmyOIVtgxM8TWxPQrJ22lsNl1h1GWbt6HUqhrGXcrrDDWw7CnbLIelFF2elv9bhtozgeu7wlllWUIRt82LukouRYWTf2buKhOOUEYeN53uJmTbc3EyXoGXOMoLfjBcB7gXngacB3pmfSv5zS+jvGmBcTHLRd08wD1rKkIh875YykejpMsvYBB3vKopSFbcAUSm1ckMLaeRd7Z9wW5nZ5S5fE8a4qv8mYze8Y8yqHpz7kCzj3ecpZXFTRE2M2lxiyXssaAytgh7c8ddodfj3w1lZtt09NppKJ2a3cUWudN8bMALrFYxo0a8OVJWAHwX7nHwNvJKgwepXW+mMtflypUBJtI4FS/5Apb6Iujaw21cgqVl1sGPj+Fu73LAar0acYQAUUJ91RItZjp7/c0KphHgoHS6KwwPHIeMtWehv1c4z7KwzZQsWwpNTE2QJZFQmCFeXio/BRZFVkQ4WRspaY9YIAyeYZtbmqfY0UQYAT9z18YNTmGbF5VPExl1SUWJUqodKYPByWVNBHKW4LTfVQguB5GrF5ovbcY+7ylzjpjnK+N99Vq71ZYEHFmHdibPeWWzLlD/jx7ZHtO26fSX8WuDqVTLx2zXV/NT2TfiXw1emZ9PNSwVTllxP0vXtGKx58LQ91+Jg78cyK4UuXc6z/wzGby0x52UtieBcq2F26zofciorc7qNyFryccnMx68VGbD7pwKO2/JgQjeGfj/UZtoXLW/OTrDdhVyKzDP3m9Ez6+lQy0SMTQUPR7EvFUSRQatbqMVixev4MgDFmmaC68g1a6xNV7tsMqVASbSOBUv+QQElU4hN8MrDuuawnVOqTMEkIUUMEy25vEbD4KCzBVLZa/+ke4OPg4lMoft3pLXF/ZLypsUStx3neAiP1rfqFIgiXylcJKy1X6q/5KWr8TEvAt4CHEExvXceBdavdqbLzax9zTsWxKuhvtMtfbDpEWuuEOxYsveqdWwV82BY435snj8OsE2QbIzZP3HpE1v30nVNAccodYcgWSDTWdLsmC69DqY8AL69UYZFKJj4wPZN+EvCZ6Zn0Y1Na326M+XXgMBtXw2rKsorcilL7WrnNdnOs/+O93nxk2BaqNrp2IDZsCw9ZvaBF0zU7YEXBZ+K28JMVFXkK8M2wB9TFmj3ue2Dzm4hNVHuDe5fWup1TNqVCSbSNBEr9o5Hnst4ySgmUwnEXQdlrvsqpUOO6dSettW+MSQK3lT9IrVBJwiQhBoMlaPisiucskEcRYf3KZJagIoni7UvVOQ4+PlDY4tQzCKafTflZpvzlloQwqnhyKk+xWiJYYedrBH3SLgXeSROhgyWY4jZqc0Rs64sjFlSURSfGBYXMhusUEMNnt79EHoesirDgxII+UIBFYRU4NnjOItYnWqyuanIKGj6QxyWnXPLKwUfh4bDT21LT7Vo+e0d0xwywj9oraR4DxoBXA6/RWt9vjHkp8NlWDiarIj11cBSx3i0PKsw+wunPVUjfCfy51vrs7TPpVwHvnJ5JP16qlKrachOzop762+9SFZPaNodJIBVKoo0kUOof9T6XZ7XW36jzttJkOByv1lr/Zwu3VzUYrBYqSZgkRP/zUORwiOKxpGLEbYEIFheLh8Lj3PyIYJWxysdoDsEy9vE1U9EKOPibhEzKWnb4S0wWeyO1ySLw38BXCQKkW4q9QFzgbcAbmn4AFWXYFtr2MyyqGLEKlVjlovhEbW5DP6dStVYeh4JyWHaiZHCxCpQNnlsHy4jNE7MeK8oNWisDETyyKkoBh3zx+bQoVPHvJGJ9oniM+Pk1wWRL3QW8EjhdPE1Pz6SfkUomfrL2RtMz6d3ASwkOeL9Sulxr/TljzF8Br2nFYCxw1hl+fCu21QmO9X90SWH2Uar/9vc9gj4z719z2b8B7wFSNL7yWd+bnklvJ+jP04yea6LZhcIKV9ZVKK3gMucEGfN2f7md78EgQWTf67c3mEFW73PZyKcTUqHUeR9scZgEm/xtlIdKpWBJwiQh+lcehyUVZdyuUMAh4wxxvje/ulPpYvE5V+1TSwHFaXeEi4oVNIqgeiXjDHHKGWHE5lenx0EwJWzIFhi2+VZVshwB/o6gEuW24hDOI9hxP1FcVr7c44Brm3lQn6BX0KjNt21nPI/DohPlPG9xy2FNsBqBxcUD61WcylQKnRQWx1qsCqY/YoOpiHEKKGs7PWfiX4Df11qf1MD0TPp3gI8A35qeSb84lUx8luDyYYLKpF8DZlLJxMmy7bwBeDpBhVNTVpR7s1XqCc1up1MuKMyN9WGYtAC8QGv9+bUXppKJ+6Zn0jcCv0OFQGl6Jh0HHgYkCCoVjwFHUslEz8zta4FmO/hLoNS8sP7eIhB8kPSAO8q8c65gMasi697/28A1xowTHFdGi2Op9HWzy8pPjVxeflk9t3mO1vrWtvxG+oyybSjPFp1njHkzcH0dN/WAOzl3nFDpBOd2yPuxRLpb3Qvs01rPtXKjxpgrgW9vdjtrLfv2ndvfPnz4sIRJQvQpC8yrGCM2T0E5KBs0om5EHodlFWHeiTPhrzBuNy4gesYZwsEy7ufasbOaJ1g6/n1a63pXL11ljLkOeMdWHthDkXHibPOzbTvCyuFwNDLJmJ9jt7/1QKkqzwPHgUZe560F3we3LdFSFriFoJLsE1prUwyLRoqnKEGfq+cQNAY+S9DQNgq8M5VMzFTbsDHm4cVtN9VI+7g7/qFFJ/ayZrZRF2vvAxyU2tPENuYuL5wZV803Yu4mx4Fna61/WOnK6Zn0uwgCpV0E+7tXAlcRrNx6D2AI+gCtAJcRhIzpVDLxybaPPGTTM+mpVDJxtpltGGM+ArykRUMaVHu11vd1+kGNMY/1UNcfiUw+Ka/cqdUrrPUAZ8Tmb9rrzX9aBf8b2bLTOxjMZuz7tNY/CnsQvaDfPrUYZPU+ly5B81HRXZaA57Y6TCra9G+j1DNprYMHD0qFkhB9SgETNocFInZr1egRfCZsjgmvepaz3c+uhi/jfq7VzaIPaa3f08T9bwAeA7yo0TsuqwhTfratR+qn3RGGbZ7z/MXWb9zz2Lt/P97kJPdfd119oZK17Dl4EDeT4fiBA60MlT4FvB/4htZ6pXTh9Ew6BqhUMlGa7gbBFLivN/oAWusfF/spfWKrg7Rw16KKXrXV+2/+ADY7ZAu37PSXdg3bQhIozDpD/3PaGZ7wlXNFA9uxEfxbEt7ClIKJto238w4ThEnHatzmi8BrgXcD08BNwI1VeirdC3xleiZdz4ex/WB+85ts6gTnepWNE26j565Wmvrt4pd/6BDKlDet9XenZ9LfAZ697gqlXOD4kortuMPZ8eVUMnG4/L7GmDd1aJjdRno/1UkCpf4h09N62yvbmILfB7yV4IWxADwXeHLpykoNuEvnYePqb0KI/lHpP9sHllSUeLF5cyP3rcTFss3PMq/iQePq1lUqNbV6l9baGmNeQVDFcGkj941bjxxuw1Vd9criklUR9hba8RkD4Dh4k5PsLL7ObxoqFcOknYcOceqaa4LKpuadAF5Yra9jKpnIAQ1XnlWjtf5kcdrF+9lC1c4ZZ/gLKPW7rRrPWqN+7hvneQv7ItinrLk4MuVnn7jNz5JVkduXVeTUkormsyqyy0c9BKXO7cNbax3sT0Zt/uQOb+myGP6V7RhniP6L4G9ls3+IHxS/jqaSic9tttHpmfRTGJxjoQsIqrRqmp5JOyN+7ndj1rPLKvr4KX/5qxM2V6oEvIUg2IsS9Fl9GfD/2DvveEmqMn8/p7pvmjuZAaaHICDSKEcQRDFilqDi0qIYMGCOi7iCqz8zRjCsrml1FZVZ14CNGECMYABUlEWOQJNlgJ5hhpm5M/feuaG76vfHqZ7bt6dzV+jwPp9PTXVXV516+0511Tnf84aeySkWJHM4DW8iNSZQYhEpsrm8Azy/xsf7AbcBn8eGB1cyqMKh5H5qkkG5iQ4Cvfh/eRXw2bL3XsW63raTsJVc2uEmrMhSxN7Yi2XLaW222Qn/qbVutvJeO8xgwxyT/rL7YVarmlut6m+CIPQ/W50xhjyXoQBTPTjACm+24X4tcqIxZm+tdWXOnKbRWk8ZY74DvLeV44ZwmfRFtyBxge3OKDvVCPsVdjDcccqTGihlRSRoLCpViElNezTVZwp4mtb65oZ7BojW+r+NMRuB9cCKVo7d6owdH7hBnje9yp35297udM22FTDmFQ4b8wqHrfbTYLowN6uSt06roc0J3MRSdy6dxGvei6m3+Bo2l1YzN6Q81ivp1Gwu/w5gJdaTpogNkbSFEW1fKAHcCnwgDKN7mH2XePNnr3ZnDp1QI0w7Q68aLRYoKodRr9BX8ZOdMNS+t20sglImnXKzufxJwDv9pZwvAJ8Czsjm8usy6VRlSJ4ISkJdelGEEKrTi/+Xd2mtL23nQGPMQR2c9wNa64urtKmALdjOxtIO2m+Fa9jzxh40RwIXVW6sJSZB7epvIirFygZs/ohj6c3feyR42ASTHrCkQVUsYTG7VJIdaoRdTpL9CkFER4ROEhuu9oV2GzDGjGNzrrRM0DmhdqkkDyTGGXPnOaA4EX7222ZEpXDEJIBPRi0mldBa/9QYcxRWqHhWk4ft9Kx3R6CizTJv7rp6YlItHBguiUxB2lPBJHAJNszQK1vcivetLI2Orfx8G/ATrXVTP7ZMOuVlc/mTgbXAA5l0als2l1elz9r/U/QFzYoCW0c9+wBY4c2yomgnAjwv0HDlnqeDv0VsHZNMOrUpm8ufh/UyOwe4EZsf6f5MOrUlm8t/G6g2QRP4bFCPIIJSk8igpH/oxf/LTqa/O/m+VSvd+R2WvYwxp1M7z8IlwH8Dr6e262izbAJOayeZbIvsEQ5ZT0wqIaJS1/FJrfUXjTFbgL3iNiZs5nCYcoZZ5dqfq4dNAu0qxbBX3GOwXUQxqxJsTowzq5IkPJeHFjrKPzpwjHkFRr0CuD2VxffldCAoYfPX/YPqbv51UZ7HPE7dsMB6lMTPSTXMjEoyRJF1hZ1tt9cW9USl8MQksHmTYiGby69maK/XOZ77gkML215Bc9fPsmXe3MadKrg6JUNe8dq1xcknNd4zEjxsWNnFwB+BO5r0COo6MunURDaXfwbw7Wwu/7pqOWEAsrl8EuuV/gRsOJgL3IUtYnJ1Jp26LyqbI6Jqvzmby6/GJrsfw94PC2NeYbJyvx56JnQ77zbGbMBGStyP9ap7oEY10sDJpFM7gIuyufwlwIry6zyTTm2ocdigirEiKDVJL4oQQnV68f+yE5W+k5xRVQWlMupVgclprS8zxjynzj7NUMTmA2i70oMx5iTgr1rrBxrsuujaaEZMKiGiUlfxaGPMK4DxuA0Ji1ISy42Jpbu9jFysgJTA5d6kjVBRnkequAMHSHgeCg8PxZhX2O2EXlQOsyHmuOlXevCX/VhjTFprXbPCVz38PErnANfSolv/MEUm1TBDVarbNaKIYouzBIDl3ixr3On4/vY1RKUQxSSAjUE21izZXF4Dvwd+6SpnGqiav6kaa4uTr0547pXbndFjUaojL+aE517/kML2o1V3lGH/BfD2uDzGwiCTTmWzufwa4PfZXP5dwDf8nFxkc/klwJuBs7BCUjWmsrn8l4BPZNKpraWN2Vz+kcBemXTqyrJtCkhk0qlud4ndo9/sJ74/svz7ABjz4KAKCFFQLbza9UNx8ywITfdXvM8Dm4MSnjLp1CTWC7EZVgdxzh6k23/TXUMvihBCdXrx/7KTH2on37eR62a9KcjSyKHTJOjvrJWItAWejS1/20hQWmSr67pMTEw0FJNKlItKExMTuK5LIpyS0UJ9tgM7gK9gq9j0JKVeaumqmyHBDmcEVylmVZJZtfin/WBiye7XyvNY7e5ipTtTM9xo1Cswr+z1uTGxlP2LO8IoVy90F6cBH631oTFG1QuZ0VpfZ4x5IzYEqmkcbNLVVvGw4W37uFPdI+BViEolYSkkMQniC6H4BzaJ8N2ZdKpozINNP8sVsI87/dSV7syGDckVNxWV01Yy4oTn/t8hhW2PUt2h334AOK/ZkLJeIpNOfTWby08CXwfOy+byP8VO5j0fWNPg8HFsSNCrsrn8v2G91g8FPg6cCruFpCcBnwBW+e3/NZNOfS+M7xMSTwH+UGV7310PXY4DrPOXR9fZr1hFeMoDX9RaP1jnuE4Z1E6/zEg2ifI8uWf0A8aYC4FXNbm7y0KceuW6UYw7Fe/37cDsq1js9l7ZuVJ1Pns2cHKb5/0y9iZcSspYWhx/fTS1wx9uxCb1Pg44qM3z7wC+gf1OTtnaqfG+tAyVLcPA4cAEsKvKZ+Wvx6jwuioWiziO05Knked5IibFywu11hf7pa8vrPjMw874e0CK7hio7IEH/DO5gnkSrHRn2MudZloNMeGMMuUM1z122CuwtjjJaIMkyC6wSw0xrYbwgL3j9PwQouI7WuuXVW40xhyJ9UJ4LjZR7wzwP1rrn1ZrxBhzPHAZLXgBbnNGGXfnKCgHF8USb74rXE7axvPQRx65+635+9/DEJMAklGFeNTDGPNY4E+tHucB253RP252loyh1DHNH+jtWlucvGm5N1dv0Bg292C9JMa01l+N0Y5IyObyr6VFsbgKm7HeHKdhJ/FejPXa+CvwN+w946VAIZNOvb/Dc4VCNpd/MdbO5dh+owtMZ9Kp9ZX7GmOuxIpNQm/wcK31Le0caIwZBRJa66k6+1wCXI4VYveuWFLYnGX9yJqQhbq+oRe9WoTqvBn4VxYLRItehzEDZYyZobZHz9HYWcjKSm2V4tSXgWeWHXdIjWMoe30A7QlKBjsjtz+2E9Aqj/SXTlhOzB4m7YhCSikRk+Llhf4A+cQqn23UWq8DMMY8SBe6J3vYwbeLwlOKbYkxtjujLPHmmVG1H0UjboHV7i6WenNNCUMOMO7NM+71ZPoPoT2eZYxZo7XeYoxJAKdghaTyAdG/+OtTjTEnaK2vKm/AGJOcUYmz8BhP4pJsYoLeA4a8IncPrdq9LeG5jHnzKGz4ZgKXFe5sb1yPfs6kctaef35YHkobjDEFrKdyAfgvrfWngz5JE7TVD1bAKnfmiSvdmYmtztjlDzpjj0Sp6uFTnjc1TPGGFe6ss8KdOdKp74EQBT/GTkD8PmY7QsfPD3R4AE2VBs/XATcDJ2XSqXsq9nlPAOcJk+8DqzLpVDMDZPE26C06ifh4HvB9Y8wUNrfrRn+9qez9z7CeeH/A3je+A1yvtS4YY94MfLGD83czsU969AoiKPUJWutdUZ/T77jXCw+7WWvd0K3dGFP+4JrWWt/VxDHt9s6ntNabjTEHt3m8IMTFi+p8NmKMORP78FtSZ79YmSdBQS2Ikp5STKnankmri9Ps5e4SDyOhEXsDm40xd2M1xQPr7DsC/NgY8x/ACdiO+FeAdfnEssw8Dsu9WYa9IiNeccrB++0ONXIo1uMz6eAVPHALykm6qALAEnduDMAPYXKKOEnAU3jz8yoxNKmGx8e9+e7OfVYlAXfpPVSp/tY5qYr3jUKQwqKjWRIFK/Zyd5202t3FLpW8ZZsztmlGJZcpvMKQ584Oe0VvL3f6EUm8JwRlcAC8FdvX+mXchoSNn//ondlcfjt24vU07G/5RCADtFolT2EFqoOwnl49QyadcoFmvS2uxIZSzTVYjsP+HYV46UT4WOmvx7ET+ofU2ff5LBQkmjLGXAM8vINzdzsiKDWJCEpCJ4wF1E75ALimy2WdY1rBMcY8DDiqzeOjZBvwS+wNrdDiup1jqq2/DBwR9hcVOmY1Noyya1HAvu4UK7wZ7k0sx1UVgUGex6hXwFOKpOeyxJtnpTsjYpLQCgc1ud9yoDws5YnAs1e6M9c4nldc4c1uwQoNG7TWb+nUKGPMj7Fhd1FczrPYqmWbsffvAravV1qG/PXnKA0MalRzq1n9LRzi6rgH4nargCVe4fAlxZ1BeMNEwQ1xGxAlmXTqI8BHyjZdBbw7m8vvi82NpIE3YD3rS0xi0wpMYPtjE9hchnma76t2Ddlc/gXYSIZLM+nUZ+rtq7X+UKP2jDEO8M1grBM6pBMPpVWNd6nKOIujS/oREZSaRAQloRMaiTrNusyWt7PaGHMbCx3vK7XWr61yTLuzvY8Bbm3z2KgxWuvTYzXAhjQKQmCMekUOKWxjpxphhzNCUSmGPJe9itOMyrNbiIcdgHnyIw4NxYtEa30K7B6AlXL2Jeu8PgUr+LTKD4FzmvTyfS3wK1xXHXjWWa9efuWVj9ojAXe0olLr2c2DoadTXnVAo2IeXUE2l38osDGTToUi4GTSqVJYzx+zufxXgYcAO4GJHqja1jR+6N9ewH7AU7O5fCKTTl3QSZtaa9cY8xfg5UHYKHTEI4ANbR7brqA0CEintElEUBI6oZGgtMYYA4sTRg8B92qtt5btVy4OJbCzRSU8Y0wpr0J5L/aJbVncW7Reizp46oU0Ct3D/diZwtLANAm8kgVX5q7CAVZ4s6woxlXoSRAWcZrWOh/2SbTWpdyGdUO2jTGbWmz678BZWusrW7BlC0p9EfgssKeYVCI6UamnPZR6kJ4QlICTsJ7aubBPlEmnPODubC7/JuBh2Vx+BfYZuhJYUbYexxZouRL4d/+4RWRz+bWZdGpjo3Nmc/nnAH/JpFNh/388Grgzk04d6len+2FA7W4OqB2hM35ujLkIeFcbz7Ku7Cd2CX0jKoeNCEpCJzQSlO6rsf00Fj/M6rVzKPCOVozqI7pBUKpfekvoFu7QWv+/8g3GmA9j7/GPxlauEgShOv9ljHliFKJSk/wVeCMLkyjVKp6W1luAi1uumGZLfH4WOGv6iCMu23juuSfXFImiEZV60UNpBvgnkA7Illb5Fbaf1cx1Ur72qN0/6yoy6dQXYjjtK4DHNdjnsdjwuHdT4Y3vewOdTnNehj/Ghtr9d+tmtsSB2GTiJbYF1G439FMFy8uxRSfOw46rzsB6H834y64qyzhwfCzW9gZxPZd6DhGUhE5oN4/RdEDt9BoPYG/wpep7Hosr8XkVnwX1wO+Ua4DRimWVvxa6gz1cfUpegMaYndGbIwg9xcHYGd6naK23x22M1vp24PZAG1UqAbh4Xmnw6wCrp4455jd3ffOb1cUkzwPXhURikaiUmJhY2L6Yv2PDhRIVyyHAsgYW9qKgtBObkPbR2Kqzj8fmHFxHNJ5PH9Na/zaC8wwat9NYUAKbS+lZ2Vx+C/YZPI69FjSLc7RVxfcUcogmH9MarKgAweU/hSp9DyFWlgKfjNuIPiGU6uj9ighKQie0KwRVVqQbFEFpogerqjyotd4jr4gx5qN0f4ncQaJep24oMisEoXc5EviJMeY9NC5W0HBbV3VErZh0IbAVpc7G8zw8r4hSZ97z2c+OotRK4FvAM3Yf4yfqTkxMcN955y0WlaqLSQBv0Vr/oXKjMeZHLFQGqkUvhbx52PLZ3/P/n6/zF2B3rqwx4O0sTgQdND3tHZLN5ZcC85l0ajabyz8S2JVJp273P1PAPn6Oo6i5Ejv514i7gHuxE2z7Yz26f5RJp77U5HlK114UFSBV2fmWs+fEbruIoNR9/BM4BjvpOwZ8FOsxJ7SG5E9qARGUhE7oWFAyxiQYHE+XXnzw1hoUSW6l7mLMGHMUCxX+3LLX6+I0TBB6iCcBvwuiIWNM6TdYLjY9XGvdMK9KCLjAVuAsgHJR6eHWO2LKGLOQK6Ki6htOmROPUrXEJLAJjfcQlGiur9ntHkpF4DfYcP1L6/0/+rmyFv9Nw6EX+xRkc/l1wAewIWM/zubyHwdeA/wkm8sPAV/C9j3+N5vLfyuTTkUqnGXSqa9nc/lJbLXENTV2+z/g9A4Fr1Lft63iJ9lc/gDgOdjUEKuwoZersL/p24G/Ab8FbsH+rb/uH7qK9hM4V9LTomaf8hBsYQdnDudZmxJLMy6KVHEnwxLB1QoiKLWACEpCJwThoRSk622304sP3lqCUl/mVip92R4sVf90bAdXEITuwPGXcg/BeBJ8ep6HUmf7784CMDfc8FcSif1YEKAP8fddJCa1mCvpoBrbm/ECimukU8+2WeAXWBHpJxXFRJoh7EdJL/YpyKRT92PzBpXz9tKLbC5/aiadijX0NJNOfS+by1+ODV17G7bPM4e9TkexoY6dhpOv8Ne7/x+zufzRwInYsLk12KTX/wD+gk0/sBZ4AvASf79a19hj/H3KOdyvZHcL4qHU71wIsDUxxi7HPoLm3QTDnghKLSCCUguIoCR0QhCC0qCEu0FvPniTxphVLK4elqT2rF3PMo/DxsRSZlWCAwo7GJFniSAIwfIfxphdLPYgdKusr9daf98YMwq8EPucrMyxV21xK5bi7tc33likWLzi0Be+8CGjt9121roPf/jB+z/4wb0WiUWdiUlQuwPejKAU6A3XGLMMG7qkWPhbV1v2rjh0ClvE4IfAZVrrTkSDTvIzNUMv9ikaEreYVCKTTu0A3pnN5T+KzbP2DWxF1ZOwXtonZnP5P2HFpROAo7AVsyax4XA/Ai7LpFO1w4HdXQAAIABJREFUru3SGOzkbC5/nN9OPZGoU47Eel3tBO7I5vLXZtKp6wCMMY/DejuNlC2jDd6P0Dg3mhAjy9w5XBRjXoElXt3iosKeyCCgBURQ6gOMMfsDl2AfQk7Z2mlyW/m61vJqrfVPKk69NzbO/GfU7+SWFvx1+V1tM/Y69ACvlHfCGLMeeFknf5cupKdmE/08EMdhQyX6Gg+4N7mceWXHPQ8kxjmguCNeowRB6DeafaZ91w+Zu4DaXj+tk0hw+w9/WBKN9nKXLFkQjToXk6CiA26MeR9wKvCwJo4Neur8X7B5RJphAltt64fAL7TWlXke2yXsPnZP9Sl6lUw6tQ3Yls3lvwM8CivkjbBQrXgjcBPWi+mRWOHlacCrgfuzufwPgK9l0ql/VDSd99t4ZehfYjHLsN/jT9lc/l2ZdOpT2ITy743YDiFkxr15xosiJLWJCEotIIJSf7AKODbkczzbGLMfi0Wm5wGv7aQqji8gVfvR9mMoXK/NJvZlWFstRrwCBRwcPEa9eCJTBEEQgBcALw6l5bJqbWvWrwdg47nn1hKTbsR6YySxoXtDZa+rrW+tONtB2NwtzRB0571Z8e4K4BStdRjijHgo9RefB67FJlo/DCuUKjxvdAh3bLk76xVw/rzTGV7hKuco/5h12DDTf83m8lcAm4B9/e1p4s1H6QAXZHP5JQ+DHT0Y6i8IYSKCUguIoNQfLI3gHG+tsm2r1vrOkM7Xj4JSr32ngRGUFLCuOBm3GYIgCBB2ZcYKUakkLFXxTJrRWt/XwZla6WMG5qFkjNkXeFaTu28NSUyC9irItYIIShHieO5pHmrag39VsHXUK9y71JtbstydPTiBt7y03z7uFPnE0qsmnZGnlB2usOFs3ciH7k6uzB1YmCBRM22mIAwc4trVAiIo9QdRlBytxm0htt2PuZXC9iILGqnkJgiC0I/4olJJTAKqhbl1OkN7JrZ6l1NnSfjrIBX902mteltYhC0ovckYsx1bJWyD1vqKkM83kBhjVu9SyY8uUyOvXeLNJ7cmxr43S+J5BeVMrirOPLpyfwWkipNPecDzfjfhjByMUgfEYHZLzKtEOp9YyrriztDd6oSOyAOpuI0YEERQagERlPqDuASlSvf2IOk1b55m6LV8BwPjoSQIgjBQ+DmTyll7/vmVolJHYovWupQcPGpe2sK+YdoXtqB0Xtnr32HD94QA+c1Ndz7JccZ+lfTckb3dKRxgWWHudP/jPcSkEgrY1506fh93qrhDjVy30xmemleJkSJqmYvaF6W6rrDJtDPMg94S9nYbFoCbx/ZnZ/31PPUT3we5FFi4L72jw6/cLh8E/oOFv0MRuAp4cgTnfhqQAd5DNNEpg4zkvmgBEZT6g7huKreH2HY/eij1mnu6eCgJgiD0G1UScJfewyJPpZ6rMW2MORRbTKJZwvRQirKPLYOfAMnm8gcAZ42qZGH/4o6Rdr12FCRWeLPHrigu7v65MDerknc/6Izlp53hp9Q4PHK2JcYoKOe1qeLkH1ksGpXWc75QHCvGmCHiE5R2aa0n/Cqcj8FOvq6I6NwzWuuPG2O+DnwAeCPh52obVOSe2gIiKPUHcXkobQqxbfFQih8RlARBEPqJGtXcqiXqRqleTErarHfSl7EFPq8J0ZawPZTKkfCMAMjm8nthq67NAR86sLjjaOBdQZ/HgeExr3DY/sWdh232lty6zRl9KEpFeb3UZKcz8uZnPfygr8dtRwPivDctM8Y8FzgA+FLE53YBtNYPAG8xxvw38BXgsRHbMQjIPbUFRFDqD+ISlMKsqy4eSvEjIW+CIAj9Qg0xCaguKp1zTk8JSsYYRfPV3c7SWoc9YIhSIOi1/kVXkc3l98Xm/NoFfC2TTu0EMObB0D1PJpyREaK9VhpxTDaXPzqTTl0ftyF1iDN7+P7Ae2M69yLvMK319caYJwCvAz4OrIzFqv5EPJRaQASl/iCukLcwBSXxUIof8VASBEHoB+qJSSUqRCVnevpo8/73n0kiUcBWQ/tZ9Ia3xDHYcu6VXAucja2eV1qiEMtEUOpysrn8KuAN/tuvZNKp7RW7rArbhmGveM+MM/SQsM/TIq+henXnrkBr7RljPGy6qkFiDyFNa10EvmKMuQS4AHh55Fb1JyIotYAISv1BXB5KEyG23Y+CUq91+MRDSRAEoddpRkwqsVhUWu0uWfINf/8bgW4XlGp5J01rra+N1BJLlH3sXutfxEo2l1+BDW1LAF/NpFNba+wausdHqjj50LvUyk0otW/Y52qBx8VtQBO4dJdnVxTUzF+ltd4EvMIYcyHwVeDQyKzqTyTkrQVEUOoP+irkzRiToD+9Yx5s5yBjzDjwNuyDM4H93SYieL+sHXvjYIcaZtybJxGrF7QgCCHwN+Cp2MSjioVy87VeV75/GfZ5osqWY7HVcnqFK1gYPLW6JHHdRHLbttSWM85w6opJJcpEpcTEBLguJBJdLVj4/YYX1/g4riTC4qHUZWRz+SGskHQg8B91hKQSoQtKQ7jr1hYnb9qYXNZNgtLh2VxeZdKpbu5UxSUo3Y/1cvSAm6juFRkWDe9lWuvfGmOOAj4CvJ3B8+IKCvFQagERlPqDb2JLVpZu/J6/fBFIhXjebxtjZlncUQ9q6UdybR63FzY2WqhgDofNiXGmnGGGvQIHFcJ0mhMEIQYKWuudHRz/wcoNxpi301uC0mla68lOGjAf+cglJBL/0lBMKlESlayYBHCUMeafLJTtLl9X23aZ1vrTndjcIk+jdn9nL2PMc1hcftz11/dqre+qdpAx5iHY/ki1suWV712tdeXgWwSlLsEXkl4B7Af8byaduq3JQyPJSZPE3SuK87TAODZSYDpuQ+oQl1DsaK0LAMaYqPPMNSXwaa2ngXcYY7LAN4CHhWpVfyKCUguIoNQHaK3/Cvy1crsx5j9DPvVRIbffb8y0edxooFb0AR6wQ43wQGIcTykSnkuq0NF4SxCE7qSbZ8ijYi9jzDCws+1E0slk66WllSqJSWBn5A9s4ehjjTFf7VAMbIUz6nx2NPDTGp99Gnhnjc+uBtY1a4A/uCxfonx2i6BUhWwur4BTsdfuTzLp1B0tNhGJoDSrkvfheXuhVDeNy7q9HH03eB5GLSi19J211n8wxjwKOA+bR65fJ+zDQASlFuimG5cQPHEl6xaqs6vN40RQqsJOZ5gxb54h12W1u4uh2PoWgiAIoXK3vz4V+FGbbUQ9OFwOvAoIe2ILY8wS4AVtHl5vQNhqH7kUZhgHXSkoZXP544D3A/8ApoAHgEns9ZjEDnAL2JQAO7GpFArAChb6sNPAbZl06v4WzjsMvBD7/3tVJp3KtvkVQk/KDeDBmiTuzQUSj4zifE2Qz6RT3T5LF1enb7mfp0hhPd6ipOUJFt9b6d+MMT8ELiTaEL1eRnIotYAISn2KXz5XBKXuol0PpX5MUN4RCti/GNXEtyAIMRKGh1Kvej11MmMapqB0E3AlNvT+d8D1wFrgbcaYL2qtwx74nUL7/Z16gtJQm23GQVcKSsB7gIsz6dSF1T7M5vIJ7KTZKPZ3OYoNXdwb6x20L7AaGMrm8rey4GGxBCsolEISdwLbscLULuAE4KJMOnVnh/aH7qFUQN0+4Yyu8VC3h32uFvi/uA1ogrgEpRGsWN4sHlacKC1zFe+rbX881QvjvNIYU/BtGPH3qXxdWv9Ya/0/pQO11lf73koH+ueaw/7OvgA8sYXvMyiIh1ILiKDUv4wweNUPuh3xUBIEQRDapa3wCmPMUuzAPCgMVjy6Evid1vqBKucDm7fjROCyAM9djU7KZNcbNPRSH7lbBaXjgHNqfZhJp4pYz6Wpss33UyWNQy2yufwIVvhZifVsSmMT+X83m8unWRCeZrD9Yg87mH4wk041+ruFLihtToxnR7zC8yadkaeHfa4WaPrvHyPd4pZ+G/Y+V1Uk0lq3fN82xtxH9XDbz7TQzK2VG7TWu1icz/U+Y8zxwFuwuVrjKvLUjYig1AK99LAUmsQYcz7wkLjtEPagZQ8lY8ze9Eb51oZsdpYw5Qwx7BUZ9QqMeQWGPfucLfiT5yO1x0s7sA/tIxCBTRAGCWWMUaWEx8aYVwNvwIorXyyfgW2BdjyU7qG1HEJh8GFjzFtYSChdbdkM/JHFSaP3Bx7dwXlvpMwDSWu9ucH+5Z49ZxGioGSM2QfrjdIuQYa8xUnLglI2l18CJDPpVCgVe7O5/FJgDdBq3qKW8EWhTf4C8OdsLr80k061WwilnLAFpXvnVOLoAk6janNR8524DWiCbhGUClrrTj3hKgnCi7apv4/vQfqfxpifAF8DnhnAufsBCXlrgV56WArNkwEeGrcRwh605KFkjDkM25HvhZmiunjAtoSN3JtTSSYZ2f3ZkFdkpTvDcneP/vAGrCvuj4DbtNaeMWYDdnAUDMUiOE7jMtrleF555SNBEMLlOMA1xsxg76FJYJn/2aURnH8j8G5sWNefIjhfPY5tcr9aSaab5QYWPJB+r7Xe0uyBxphxFvctjzfG7Ku13lTrmA55MZ15Y9cTlN6BDR/5N+IXExvRjofSPLAqm8sfjJ2oGcY+rku/s3HsZM52f70LOzFWaLKcvAau872QIsNPxB1UiGeogtIulbykiDqhqJxuymtzaSadujluI5ogLkFpHpvPruSFFEZ54SC+W0uilNb6bmPMs7EFDs7Hhi0PMuKh1AIiKPUnkjupO8m3uP/ZwA+w1WkeH7w50eACW50900CNufPsW5xkCLda2Ym/AM+oUiFoZM9d26RYZL/3vY/iihW2PHYzopLnsfb880lMTHDfeeeJqCQI0VHKsxIlXwDeo7XeaYxpVszpdc7SWn++g+OfiZ0M+A3WM+m3WuswvS/qVXdrhpqDBq31VwCMMa+kDwWlTDo1D9znL3vgexiNY8MlD8WKK3sBy7O5fBHriZbEikwPYv+WY/72pdhE6SuyufzTMunUb1u1r0PaTTGwG2OMgw2hC40HEuNuAm+yi0au81ghtReIS1BSWut2iyM0S2QeSuX4nsAXGWN+BLwPOw4ZVK2gi36W3c+gXiR9hTHmT9j48Dlsp2JNvBYJNbiq2R2NMftik/49ATgqLIOi4IHEODucPceBRaVqiUkAH6tRbjq4AaXjUFyxgjXr1wM0FpV8MWnN+vVsOeMM69kkCP3FNHa2dbu/rvd6p7//DLbjVcQ+h5JY4bckAI2VLaNNvJ4BtmBDt3ZiO9ZnYxPzBkWznfVvlN2HWi23fA3271Sq/OX468OxiVC7lc8YY/6ptW7X++vXWuuDA7WoBsaYNPCYDptpxnumF5JzB55Dya/yNYkNJft7q8dnc/mPY3/byxrtGySZdMrL5vJBPKCXE3KZ9VGvcOgONbIUz5tDqWpJmKPmEwEkMo+KSD3fyohiJjEWQamE/9w71xjzHeAbwNEB2NNrSMhbC4ig1OMYYxLAY+O2Q2iKuVof+FX5HgachE3udyTwNa319caYns2h5ALzNZ69cyrJpBpmmTfnYTsGpbwgQyzkQtiNMWY1QQpKSlkRCRqLShViUtMeTYIQPH/ChiSVhIph7MBnb6yL+hzVBaB64tAEMKG1btiBMsYM+edbhvVeGMX2JUrJbmex4TGlELXSelcr1b6MMQ/FClW7sOJ6uaB0FbAe+Fuz7QVAqz/4c7TWf6zcaIz5HvCiYEwKhQTwfWPMc7TWv2r1YK11lKXGO/VOAluJ7hhsovHrtNZXVNmnGwb6jei6pNx+WNwuAvAWaoMgHtChJ+T2YMyDQ1CqG8ZjvwM+ErcRLRCXh1LfC0oltNb/Z4w5Dptb6ZWdm9RTiIdSC3TDDUzojCVxGyA0zaLZFGNMEptM9GR/vR24HDgP+LPWunQziyrMwwW2seBtsArrGXCfv620fIbasxXHA3f7xxcccA8o7ijepVY+fh7nYpRaiH3zvJs3JcaPe/zhhy3yRDLGnEv1h+m/EfRMcTOikohJQndxkdb6i+0c6IdwLMeGcZQqIu1Xem+MWeG/XkrtAVkBK0A9CGzFhjg1NbA3xsyzMMBcJDZVeX8a1mOpGnPYe9VaY8zTKtpYtNQQsX4NvBbrNfRc4DlV9vGwYsMW7P2s1SpptTrzoYbQBMQwcKkx5gSt9R/iNqYa/iRMEILSAdg8TGALP+zOZeOf4whsHsMxujvsresEpbjwcygFQWiCkgtT25yx/wMSS725m6cYPtCDeZSKK8LgT8C/ZNKpmhOfXUg/C0pBfLdA/j5a63ljzI1BtNVjiKDUAiIo9T4uttSj57+uti5/fTawTyyWDjZzZVWKktiO8HuwZT2/B3yosvRyGVEJStdrrXfnCfFdXX+qtV6UX8EYcy+1BaV/aq03VG7UcFk2l38T8HnsgPY+lHrDv6TXVQtrU1QXlILLn7TobHVEJRGThO4jYYw5AitMlAtDla+rvV9ep93vY0XbCWCydL9qhDEm1YLtQ/5Sz45meJa/NMQYM0d1salUdfOJdQ4/s85n38aK/6Vwvcr1bTWO+xNWeK8lloXN1cDpLHiVJSte/xLrDbYEuMwY82yt9bUx2VqPJwIHBdxmZQjNEmxhjAL2WX0F9tl0F1bUPAKbeLobkteKoLTAEmwy/U4JRVAqonbcmVz1oKfU7nvPiFf4277FyeX3JZbfWlTOE8I4bx0uAt6QSafi8CTrhH4WlLrCQ6mMQUwYKiFvLSCCUo+jtZ7CChNNYYx5fYjmCLWZ82c7X4AVAA1wutb6+iaOjWrgUdkhHaO6q/oXgOfVaKPmAyyTTn0rm8t/F+v5tCWTTtVS/2vdl8IT1mqISv0oJhWLRRzHQbXwXTzPw3VdEpKEvBv4XEjtbtNa39vGcd3+oxj2l6A9g3ZqrW9v47g7iE9MApiq9/9sjCl/DiwDrjDGnKS1vjp801oiCO+kSioFpVKBkyTwCH8BOE9r/f7STsaYo4C3AC8jPq9xEZQW8AimytuqANpYhAfcnVx5q6fUoiT/syp5zD2JFRPLvLm7Eq77g+3O6NEodWjQ56/gVuDfM+nUJSGfJyxEUKpPkH+fQUwaGleOrp5EBKXBQyrAxUMSm/cjCby8xRnfqDyUZirej1XZBvXvG3Ufgpl0apbGM4elXCyVhPt3qBCVSsJSv4lJ73vf+1ixYgXnnntuU6KS53mcf/75TExMcN5554moJFTyfWxOp9LFZFicL24v4FPYsN5+ouUbgp8Xqq1wxQBp5MZf2YleDvzSGJOpkV8ocowxI4STh6pyADZeY79FnrVa6xuA1xtj3oXN9/UW4KGBW1cfEZQWmMXedzolcA+lTYnxK4vKeWrVD5VasVONPAvP27HEm/+j8rhhSg09E6WCFMM3AFdiPeMvz6RTcYkyQRCX7VGIKyIoxU8v/zYiRwSlwUMEpXgoYgcS3282lKSMqASlyg7pKPZ6ma7YfkidNoJ4CNZSLMIJeSvHF5VKYhI0Uf2th3Ach5XLlnGR//0aiUolMWn9+vW8/KUvxZHKdv1MW79drfUdWK+bWuT9MNmBxk9m/j/E/wxuVVAC63VzuTHmY1jvnLjFi5MJwXuEPb97LUGpauJxrfU24LPGmE3Y/+soifv/pNsIIlwlUEFphxq+aocaOb7hjkotn1bDJynPu+vAwsQdDyTGN86o5DNrVoHzvLlxb/7aKTX0CJRajs1ttwXIA3diRf4bgH9k0qmtgX2h+OlnD6VSnsL5iiXdQhvP9PMijpQtwxXvS9t2aq2fX6etIPr2vcYgfue2EUFpgPBz98Tpaj/IbNJaf6/NY6MSlJ5tjJlkcU6Nef+6ObBs26PrtBHEDThZo53w/w5+zqRy1p5/ft+ISsp1+dyOHbz08MM5qYGoVC4mXX744Ry3Ywf3uS6Ih5IgtMP7gOPiNoLGglKtQZoC/h/wUmPMBcB6v7R0HLw8pHZdY8wwC3kna4l/Uw3aCX/yY09EUFrgUdiKZZ0SlKA0vTExfukOZ/RUWvD08JQ6+J7kirH9ijuHR7zCffnEsg0zKrnWs5N6CeDBBN6GtcXJ4XFv/njgGq111PmX4iQuQelRxpgvs5ATsJVlk9b6KY1OoLV+TLXtxpgizV9DJ/lLM2xp8Pkg5hMSQakFRFAaLGrNtgnhUy10rFmiEgET7HmNzGETn9ZKMFtJEA/4WopFuIJSlQTcpffQJ55KjkNx5UpOvOUWLq8jKlWKSSfecgtbjj0WxENJaBFjzFJar5DWCzR9MzDGPBkrxnQD7XgolXMw8CXgE8aYrwNf0FrfGYhlTWCMWU31qnxBcAzNCTNVPZTKEEEpJrK5/ChwZCadujCA5joWlDy47e7kyp/Pq8Tb2mpAqbX3JZbtM0Lx6nWFnQ8bwk159jesFKzBLiUGbdAf1zV/EPDGNo/ttCDFHOH0hRtVUO6l6n9BIYJSC4igNFjE7Wo/yHRSPSMqD6VKtmHD3Vo5fxA34FpV3k7116WKhacD/xvA+WpWc6tZ/a1XKftOJ/piUaWoVFVM6qM8UkJNwuo8HQY8N6S2ux5jzEpgPd2Tg6KRoPQE7OAiUbY4/vp7wJH+fsuxVWPfbox5udY6qhCvEWz1vZJtp7DwbIiKRoJSHM/sfzfG7MQ+Px1/UVXWJe+rtpYpNbSmiEo4ePMuKuEqlfRQypYTVsrBm1V480WcpMKbn1ZDhyfwtiq8godKeJBQ9hosFlHL51TicN9+F1AeajSJe5fyvGkFUw7etIM36XjelKdwlMecgzfnAa5Sw0WclVgR1PXAWYa30wPv1zfd9a8AwxQ3r3Jn7q743pXVkGu93r+T/xAXrr4juXraU6o9MamEUs4sySfdlVw5Pe7NX7W2OHl0Aq+aMDFoSYQr0zH0AtXDFpsnLEGpkV0/x/a556osf6A/q8CJoNQCIigNFiIoxUcnHkpxCUozWmvPGBO1oDRCldkQrfWigVCLdtWmhpgEDKSoJGKSEDDdIqREjl/Z80vYkOFuoa6gpLXeXOuzigpwJRQRDmS11nngO2U2rSV6QakbQ95eHcVJxr0KJ5g6T/xtzih7F6cZafLycIEpNcyoVzhsqMzZeQ6H4Tadn7c68XSfdqjhP29MLF2DUocF1qhSS6bU8FPuUKsmlnuzV+1TnHqsM9hpLHpRUOr03hCWp1BdDyWt9a3YqoB7YIzZRX+OL0VQagERlAaLfvzB9wqdeChdhXXtfUFAtjRLafDQygMwiBvwAcB9TezXeU+xnphUYoBEpfX+9xMxaSAJq/PUrxdPM9/rDOAlYRvSIo08lOpRSxzc0EGbnRKHV0aj3FFxCEpdxbRKMuoVmhaTwF5cy7w9x8tOB7emIS/6NDsPOEt+sd0ZfQZKheO1odSKHWr0KTvUyNal3tyf9ylOPTKJt5rBE+8bCbvdSBAeSmGQNMY4Wut2fjAz9Of4UgSlFhBBabDoxx98r9C2h5LW+lPGmDTRCUpXAJdhSx9Di8KNn8S7PLF3aZ1osK30+iHYKiWl9pyKz5+MrfDzpHa+3G6aEZNKDICo9Fls/MpnIQ4x6TxsVRPlL8djw6QuAnLYjvJrsNfGJ7FiZ3kYx4upX32wHt/DdtLKQ0OqhYskarx+KuE9SwtYMbr8vLAgZqg6r8vXcTJogxwAjDGHYCt7dhthCEpxVvGLQ1DqRg+lrqKAw/Iq4lDUJCPM2+wB9yWW/WraGX52JCdUavWkGnnKpBqeGfMKv1tX3NnJxGUv0oseSsPGGNVGtecSYf6ohmgvL1UnERjdxq3Ar/zltzHb0lOIoDRYiKAUH48zxrwSO2guDQxrrRNYweRIrLByB7CuxfOVcgAU/KVY9rrRthXAC4E7jTGfwV43P6tzbAL7INof+BSwueLzYtn7Yo1tn2dxQvBdxpjS3yKcQbHrkpiYaF44KRNgEhMT0A8Vz5Qif845XHfddbz9llt4u7/554cfzn7nnFO1+ltIfF5rvbvKiDFmDisofV9r/VN/mwI08H6t9aJOlTHmWNoXlF6ltW67Q2SMuQorgIXBmVrr9UE05P/9oLYI5VXs/2TgFyz8Vustbp3tS4KwP2A8bCiaU2VJ1Hlffp++qcE5zsIWMxgBjgj8G7RPJ4l7q93wPOD+DtrslDgEpW5Myt01uHTmVVSJVzOtYmOKEWnqLuy6J7nir3Mq+cxITliOUqO71NDxd6hV99yRy2eASzLp1CB4V4QpKF2Fva+V91cr+7EPATJttD1E+8KQCErB8gALAtKvtdb3xGxPzyKC0uBxPwtJBysTE3pNfuYCq7HVXoTmuBIbFlA5AHsqtpz0uWWfvRM4tEF7c8BDWUgiuQs7a+oCXgezH7Hgl6EuF5TC75AnEtx33nm2clmzwklJVOoHMQm/mtsFF7D+llsWdddPuuUWzrjggj2qv4XIfxlj5oGrtNZfxs4SfR/Il3bQWn+4zvGVbuQuxSI4jtPg/7awSEyyX9bB81oZpP6ScASlv1CWK6ZTyu4Jzd4bVhFf/rawmdVavzXME2itzwIwxhwMRFYFrQkyxphHUl3Yd4G7gX+rEfrwCWAfFnuVzmut46wuJR5KXUQBxZQaZrk3OEXnZkjkNiRXJD2lOvOa7hSlDgR+CPwpm8t/FPhZJp2KPuYvOsIUlD6ptb683g7GmGfTnqBUNU9ok4QpKLUbjtdLP/YprFhYEpFMr42XuhURlAYIrfXPgP2CaMv3tvlmEG0NCBPYh19phnvYX68Edmitv1Ta0RhzJo0FpYLWOs4wg6CJJyymHVFIqf4Rk8oScHPLLbs/q1b9LWRKnbIZ4Mt+R65uZ66CVwBvBd4MbHWmpl6x7sMf/mVh9WqngffZwsDQfsnPAqtR6swWRKVfYUP2gubsNvMZBEXHJbO7mE7CvlplC/Am4LFYD7shantD7U/4YsRaf6mGBzyt1nWntQ6mqmawxCEo/d4YUxLgqi0Pi8GmWPGAORIkcFnuzQbqF+R2ReRudbZ/gqF/AAAgAElEQVQ5o7/b7Cw5FqW6yRPzOODHwE3ZXP5NmXTqd3EbFBJh5lBqZjKlXc+cTvIohe2h1A4zWM/XWRYqv1W+Pop4KsEVgT+zICBdW+nhLgSDCEpCuwzsDFybvMZfqvHPivfNiCv9Nus0kHlW4qJSTCrPmbT2/POrVn+LyFPpBGPML4GLtNbfbvYgrfUG4F3GmE8C7iMe97iJLS97WaKJfFe2Q7ogJp0FfI4mf1/GmKdgvTaC5vta6z+G0G4r9LOgFGVVsp3AV/ylLsaY64BHh25UbT6itb4qxvO3Qxyzy4+K4ZxdywwJisphzJsP5UHeje4DHnj3J5b9dsoZfnrcttThEcBV2Vz+W8C5mXTqgbgNCpgwPZSaEZTa9czpZPzUjR5Kj2nk5WOMuRybPqOa2NTodfn7Vo+d7iSlgdA8IigJ7dJppQJhgX2MMb9gIem0LvvscuCD7BkqF+UMe6j4uV1EUIqIemJSrepvEJmoVPKe+HM7B2uttwKYG28cxvMclGqURH2qiph0Np7X7BgmDzyuHVvrMAu8K+A226GfBaVuvX+uiPHc9wL1wkq7lX6bXOkZZkkwrxzGvAKjLUUJR0eQuZxKuDD7z+TKv86rRDeLSeW8Ejg5m8s/P5NOXRO3MQHSq4JSX3koNRMyprU+qZ22hd5BBCWhXURQCo4x4Fk1PtuotW5rcN3t+ELSc4H3IgnjI6GRmAR0g6gE8BJjzGOBe7XWZ7Zx/HhTlflcd5r2xSSwSZfvAQ5sw8ZafEZrfXeA7bWLCErRszzGc98EHGKMuT3mUMtW6SVb+wIPmFTDjHnzjHSpkFTCCzhczoPZu5Mrry+oxBMCbTh89sZ6K70mk05dFLcxARG3oNSu50u/eSgJgngFCG0jIW/R0N29tTYwxjjGmNOA67Fx/o+N2aSBwXVdJrZvry0mlfDFmC1nnMGJt9zC5YcfzsT27bhuZGO33wPnAJ80xow32rkKy4BF32PN+vWsPf98KOlFnsd+73//PrQvJpVm5n5Zsdmj/ZnLTcDH2zw2aERQip44PZSeDeRoP49GXIigFDE71TDj3hzJiILROpGERrzgfuoezN+dXHltQSWC9kqNiiHgW9lc/vPZXD7Oe01QhCkojTWxj3goCYKPeCgJ7dKXSnYRhRP4nFZH9E1n2RiTBF4MvAd4eMzmDCQJx+Hry5ezdz0xqUSFp9KjjzmGTU5kcxCv8BeA5wE/bfH4Zbtf1fBUWnv++ay69NIUbYpJZZwP/C+wEdgMbPXPv7WNtt7r59zpBvpZUOo6od4YM0L8EzUecKYxpoAV3RotG7TWd8Rka4m+eUb2Ai4whBvpbLRnE9vX8gap211L4q0hmN9VYUNi+U/mVaKdql7dhALeBrwom8u/Dbg4k051Y5qqZujVpNzioST0HSIoCe0Sd8c3UIootjpj7HSGOaiwvZsEpa4b+LSKMWYYKw68GzgkZnMGG9cluXNnYzGpRJkYk5yYANeNqsLdN7BCjYP1mmiVxSGUFaJSSVjaftJJd6y8/PJOxCS01rcCt1Zs3maM2Q9b3ety4GlY75Nz6jR1A3Bhu3aEQD8LSsuMMe/BXifLytarsP2iSezs8yxwsdb6hxHYFGe4WwkFfLmF/T8IfCgcU5qmE0HJA7ZhZ+aHsP/30i+uw6xKBur10wzbEmMveNbDD2qrUpkx5jKg4/wtW5yxy2ecoV4Xk8rZF/g+cFk2l39nJp26OW6D2iDukDdJyi0IPvLgFNqlr248U2qI5e4sq91d3RYHWlVQMsa8Eng9dgDgAK/VWpsoDWuEMWYMW9nuXOCAmM0RABIJ7jvvPHCcxmJSiZIYE52YBLBda92OkFRiz5xc/vcoiUkA937iE9esvOyyUGZntdb3A+/z315tjNmX+oLS2VrrbhKQ+1lQWgV8tMl9/x6mIWX0WgjKnbQmPoVFJ4LSPVrrg8o3+Ln9kiyITNWWMWC8bFlS8X4cOyAdqmir9Hpv4PgO7I6Fgj/VFnUfyUV14rXZTOjSbuZweDCxhH2Lk7u/5zzOxq3O2FM7sKGbORk4IZvLfxr4UCadClOkCRoRlIJFQt6EthFBSWiXvhKUlnth3qM7otYA8yCgPCnkKCyqmJYAlNa63Qde2xhjlgJvAN6JrdgldBPtiEJKRSkmQWdpM6CaoOR5NodSGQeeffZR/OY3qhMPpRbYAhwHPBk7mHwSsNr/7FKt9W8jsKEV+llQaoXJiM7TDR5KzbINOFlr3Q1lyDsRlHZUbvDzos37SygYY54CXBlW+2HgYr2Txr3Q/iw1KeB08htc0uyOu1SS+xPLWOLNLxLNNiaWTqFUP/dlEtiJv9OyufzrMunUb+I2qEl6NYdStwpKfTWuE6JFBCWhXS4A1mNvjJXLcI3tI1g321fGYG+vUktQqpwkvMYY41RsvxZ4fKcGGGNOADTwba315jr7LQfeCrwD2KvT8woDTaeC0uJE3r6YtGb9+t3hfv77RwKfRamOwt6awfc++rO/fNr/vT4CKzD9Isxzt4kISpaoBKVe8VCaB07t0IOwaXxP1yGt9R7ij08ngtJEB8d2wqqYztsWHjCthlgSg5gEMKcSWzo4vClBqYhii7OE1e4uVFmycRfYpZIHd3D+XuIQ4NfZXP5C4D2ZdGpj3AY1INYcSlrrgjGmiBXkWkGScgt9hwhKQltorTcAG1o9zhhzBCIotUKtznKloFTttxxUstJ/AF8DTjfGPF1rvWiAZYxZha2UdRYyCBWCITgPpSpiUin8beTOO69ddvXVZ9kzhi8qleOXZjf+0lX4YlevCBxhE1WS9F7xUDpTa31VhOcbAm40xkxhPYp2VqwP7KBtEZSaYFoNMeYV4koHMHPq4eu2dXB80yFvCb/LtNStGLMr1WWZEELnTCCTzeXPzKRTl8RtTB3iDnkDm5i71Uq04qEk9B0iKAlRIzes1nCNMU/HJrXOY0UiF3hqE8cGko9Fa32v76X0B+BiY8wpWus5Y8warDfSWymvqiUMAp/Elrgv90Yszy8yWmVdbVvJo7HyvvCvxpg3+uc4UWvdasJQKyjVEJMAUIp/fvnLF+ujjvoTVgyNXFTqYpYSfaqUbkU8lBZ4v9b6f6I8odZ6hzHmQuADHTa1Azs5cpO//gfR5ceqpGcEpRmVYNQrkCC22+KuDo9vykMpgYeLYrszykp3oXiXA4y7c5unnOG9O7Sj11gBfCuby1+dSac2xW1MDbpBUJqluwQlFzgFe4+5qMW2xUNJaBsRlISo6avqcBHwdmxsezsEluBXa32zMea5wK+Bbxpj7sdWsGo6P4HQV1yktf5HUI35ub+GWBwyOwxMaq3bCXdYWldMKuE4k8DZ/jsRlRboZ0/DWay4UG2ZYUHwXOKvowr76HZB6ZvAR2I693exz8IRmhvo3Qr8FisY3Y4Vj+738yN1Az3x+5rDQXnEKSZBRIISwN7FaTz2dI9dV9y5970sv2GXM3RUh7b0GsuAy7O5/GmZdOrOuI2pQtw5lKC9PEphCUqXAKdprV1jzAitC0oy4S+0jQhKQtTIDas1Ovl7BV0x6p/YvEwvCbhdoTP+E5uXp1YOs5IH0CiwBtvBLg3MauU6Ky21Qs+2BvkF/IHeHEG5c7vu0rUXXFBfTLJM4nkeSomotJhuHPBOU1sIqlwmamzfGUehgiaJM+RtB/a355QtW7Fh7RuA24CPxSXIaK1vwb8mffG5dI8r3cPGWLhnbdRa3xuHnS3Q9R5K8zi4SjHqxV54MjJBaaRGl0kB+xd3HLXdG/3bZmdJCqVSHdrUSxwN/D2by58D/FcmnQoqlUIQdIOgNNN4lz0IS1Ca9kPpS/vdDRSwoldpmal4X77ttg7sEgYcEZSEqBEPpegIpCdojFkHvAtbuU3+/7qPq7XW3w260bLy2eUCU2kAVzM5e1dQLC5PTEw0EpOgFM60WFRajR1Qxz6SipG4vWVuwObx2MqCEFSI16TQifNvfrrW+ucxnr9pfFGrNBCqlai72+lqQWkeB5euEJOgA0HJGJMkoDAeBaxyZ45Z6c787vbk6g96Sn2IwaliOw58CTglm8u/JpNO3R+3QQB+6oUC4Yxlm+3r3oXtK5QmxGYbvJ4FbuzArq8AP6C6QLQ7a75/nxyUZPJCFyCCkhA14qEUHR31BkVI6hlC6fVXlM+OKo9MMAwNLb3vvPPAceqJSVD+vRZEJQevO0ZSMRKnh9LtwAla627N2xEWrXoo3Q8ktquRpaNegVGKDnbw3E6/bnsbxwjt07WCUgGFi6rprRMDnXgoNZ2Qu0m+o+DVpx6+bjaby1+KDat8eMDn6GZOBH6bzeUfm0mn4kpoX8mF2AmguYCWeX/dVJ9Ha/2M4L5KU+fbhM0tKQhdhQhKQtSIMBEdbbkmi5DUc3RNz7+LWEaiqUq+izuNNsxN/p7xCUp54NkDKCZBcx5KW7ADqP/WWt8KkM3lTwHuz6RT18Fuz8IEC0nyHwP8qkG7IihFywx+lVwP1ByJJNYJplz9VvYfT3mll/7+amE/5ZXWSillo3SVZ0V05S2W05XjebvDvxw/L1IphlEBRaUo4LDUm6cKLvbeqMoOKa0rtwVJJ4JSkDkePwR8qBT2mUmnNmVz+ROAa4D9AjxPt3MY8LtsLv/UTDrVSfW9QNBavz5uGwRBEEFJiB4RKKKjpYGxMSbFgpDUbIULIX5EANmTZqsOToVqRe8Sl6D0aa31XTGdO27qCUq/Ab4K/KhKDigHOAK4DnZ7Fhb8ZZcvMDUi9oHhIKG1fkH5+2wuP8RCBddSDqsC1qPbK/tMZdKpYtkxDguaUKk/X8rpUtru+J8lHjb/4G0K1tWya8iDOo+TF2utf9DcN7SUXXthCE3N8ACNQ96ask1rvYfKlkmnNmRz+bcB2TZs62WOBH6TzeWfl0mnuj1fmSAIESCCkhA1gxryNoWdNS7NHEfBM4wxN2M7ol/VWn+u2k4iJPU83ZQks1uITFDK5vIKm+x8f+AAf70/sA/wIPDtTDoVWEW8iIhDUCpicycNKuUhbxuB3/vLz7XW9ZKlXkl9T4xm/i+7JXxlIMmkU+ViRZEFVadmAvmKY6B2st7d7RnzYCd9j5YLJpQlcY8rmXtJXA2TX2D/vk25xPYRjwJ+mc3lj8mkU50mThcEoccRQUmImkH0UJrSWi8tvTHGfAF4SwTnHQcO91+vqfxQhKS+QTyU9qRZQWlnox18T4CDgIcCDwEO9JcD/GU/at/XtgF/xJYt7yWivqY2Ai/TWv8m4vN2E1cAX8eKSHc0W1Etk05tp37IWqN8PTNa63YqFQm9RycTesFU4OwzMunUVDaXvw44Lm5bYuBw4LXYSrOCIAwwIigJUTOIHkqVpU2j8lAqZ/cA0ReSzgXeiAhJ/YAISnvSrKBUN/FmNpdfCdwK7N3i+a8HPgH8JpNObWnx2NjRWn/MGHMp8Crg5cC+IZ2qiA3l+n9a64EOu9JanxdS0408lCR/0uDQSd+jpreUMNA8CxGUBGHgEUFJiJpB9FCqdAeORVAyxjwCOBs7QBzE/4d+RQSlPWlGUCrSeJD0SloXkwD+PZNO/aKN47oGrfU/gHOMMe/GVvc5E3gewdy/5oH/AT6qtb691YOzubwG/gP7f/jaTDq1IQCb+pVGgtJAC3kDhngohcMgh3ydnM3lD86kU4Oa+04QBERQEqJnED2UKnMd3A/cyEJOpXrLMjobwE0C/wROBz7cQTtC9yKCUhl+ItilDXeEyVphRX5epDcAn23TjNdhc2v0PFrrAvBT4KfGmDXAS7Hi0qPaaO4G4LvAN7XWG1s5MJvLvxp4if/2aSzkLPkmEGnp5h7jFqx4V/lscfx1vfxMQp/g3xc76fOLoFSbQfb0TgAvAz4StyGCIMSHCEpC1AziNbdowK+1fi/w3mYONMa8EziF2oJTssa2KWyi1ZXYCkBC/yJJuRczRnOVe+qFu32YJn+jNdjcwbFdi9Z6C/B54PPGmIcDJwOPx95jDsDmbQNbaSoP3IXNH/Vn4CqtdSeeRGcBhwDfAz6G/Rs/gM05JNRAa30RcFHcdgix02nfS0LeajOI/dpyHh+3AYIgxMug3wSF6BnEa65tDxKt9aeATzW7vzHmodgkia/BDr6E/kc8lBbTjHcS1BeUOrlP/RybF6iv0VrfDNxcvs0Y4wBKax3oNZnN5R1sFbSTM+mUCEiC0DqdeoeLh1Jt7gKOjduIGDkmm8svy6RTDYtcCILQnwzi4F6Il0G85kId8BtjhoHnA68HnhnmuYSupDKkctAZAzZhy0XP++tqr2+u1QDWff+1VKmO2IC/Aadm0qmBrJqltQ7FWy6TTrnZXP7wTDolXhKC0B6d5j4TQak2vwdeGLcRMbIWm59T0ioIwoAyiIN7IV4G8ZoLRVDyvZFeh81nsk8Y5xB6Aunol6G1/ie2g9sJBfa8V80C92DzZezD4sT2m4DvAB8cVDEpbERMEoSO6NRDSX5/tfkh8DmaC7XuVz6QzeVvyqRTF8dtiCAI0TOIg3shXuKocBY3gQlKfmLNE4C3+2tBEA+l4EliPZ1KvAf4XCadmobdSbvHsOF1BWBbJp2qmuBbEAShCxAPpZDIpFP3Z3P5rwBv8jddBUwDJ8VnVeQ4wPeyufwpmXTqZ3EbIwhCtIigJETNIF5zgQhKxpgjsLlZnhBEe0LfIIJSwGTSqalsLn8G8BXg65l06uMVn3vYAcN0HPYJgiC0yAPA4VgvmpInTb3Xldu2RmBjz5JJp96czeX/EzgSWxXzAOB4FgoVDAIO8O1sLn9YJp16MG5jBEGIjkEc3AvxMojXXMeCkjHmRcC3GOzytEJ1RFAKgUw6dXE2l/+heB4JgtDraK3ngVzcdvQzmXSqvFDBLdlcfj3whhhNioPVwHnAm+M2JGyMMS/HJmN3gE/54faCMJAM4uBeiJdBvOY6EpSMMWcDnwnIFqH/kFCEkBAxSRAEQWiWbC6fwIZCvxR4VbzWxMYxcRsQEbdjJ/Q86leNFYS+ZxAH90K8DOI117agZIx5F/CJAG0R+g/xUBIEQRCEGMjm8mPYyqAvB/aO2Zxu4M64DYgCrfU1wDVx2yEI3cAgDu6FeBnEa64TD6XjArNC6FdEUBIEQRCEkMjm8kPAE4EnAQdjizIMYat9PhpYF591XcfOuA0QBCFaBnFwL8TLIF5znQhKTmBWCP2KCEqCIAiCEDDZXP4I4K3Ai7D5gYTGzMRtgCAI0TKIg3shXjotXduLdCIoqca7CAOOCEqCIAiCEBDZXD4NfAgrJEk/rDXWxG2AIAjRIoKSEDWDeM25HRwrHRmhESIoCYIgCEKHZHP5FPBubJWyRMzm9CrL4zZAEIRokXAaIWoGUVCSkDchLFytdUdVBAVBEARh0Mnm8m8AbgPehohJnXB0NpcfjtsIQRCiYxAH90K8DOI1JyFvQliId5IgtEk2l1fAKmBbJp3y4rZHEIR4yObyLwO+ErcdfcJ+2LxTn4nbEEEQokG8H4SoEUGpNeQ3KtRDBCVBaJ/HAzcCT4jbEEEQYuXjcRvQZ/x7NpdfGrcRgiBEwyAO7oV4eQmwDBjGllstX+ptG8Z2+p8XvckdIx5KQljMxW2AIPQi2Vz+WOAKYClynxWEgcUXPg6I244+Y2/g9YiXkiAMBCIoCZGitd4CbGnnWGPMmxg8QUk8lIR6iIeSILTH07BiEsB0nIYIghAr09hn6SBWIQ6Tc7K5/Ocz6VQhbkMEQQgXGawKvUSvCqDioSSEhQhKgtAeX/PX88CmOA0RBCE+MumUC9wctx19yFrgmLiNEAQhfERQEnqJXq26IR5KQliIoCQIbZBJp7YDTwUelUmn7ovZHEEQ4uVHcRvQpxwbtwGCIIRPr3p8CINJr16v4qEkhIXkUBKENsmkU1fFbYMgCF3Bl4D3x21EH7Jv3AYIghA+4v0g9BLioSQIixEPJUEQBEHojF6dsOx2tsZtgCAI4SM3UKGX+AFwE81XiNun4n0iwCVZ9roRnQhKLuAhnkpCdURQEgRBEITOODRuA/qU2+M2QBCE8BFBSegZtNZ3AnfGbUclxhiH+uLTTLtta62f7p9DlbXn1Hhd7X1J/BoF/tKuHULXIoKSIAiCIHTG8XEb0IdMAhJWLAgDgAhKgtAhWmsX60kU2uBea+0BBX9pGWPMaLAWCV2CCEqCIAiC0CbZXH4IeF3cdvQhn8ikU5NxGyEIQviIoCQIfYox5uHYkq0F5Lfer4igJAiCIAjt8zLggLiN6DOuBj4ZtxGCIESDDDIFoX85GfhU3EYIoSKCkiAIgiC0QTaXXwJ8OG47+owHgRdn0qm2POoFQeg9pIKUIPQvvVoVT2geEZQEQRAEoT3OQbyTgmQeeE4mndoQtyGCIESHCEqC0L+IoNT/iKAkCIIgCC2SzeWPAN4Ttx19xB3AMzPp1J/iNkQQhGiRkDdB6F9EUOp/5uI2QBAEQRB6iWwunwTWA8Nx29LjPACcD1wB7MIWqBEEYcAQQUkQ+hf5ffc/4qEkCIIgCK1xNvCouI3ocW4AXpRJp24tbcjm8qdnc/m9gVXAQcAmYCNwRyad2hyLlYIghI6EvAlC/yIeSv2PCEqCIAiC0CTZXP4QJBF3u3jAxcAzgKPLxSSfDwH3A7/8/+3deZhkVZnn8W8lFJsIIg1yxQXB5rgEihulo6IiNnSrqHfaaRtLdFRsHRdUEEdtVNybdtd2QVunpZxpt+MGKtrSqLgA0oAmyEGRnaPsqxRIVs4f5xYkSWZlRlZG3Fi+n+eJJypjO28lVVTkL97znuZyLfAAoNPPIiX1lx0M0ugyUBp9BkqSJM0hpryyDtXsfyffA2zRRj0j4EV1qL4w1x0x5RWUAedX1qFaB/y+uUgacQZK0ugyUBp9BkqSJM1t62YL1krKjJ/HAH/XbklD62zgmAUesxbfl0hjx0BJGl3+/R59vnFTq2LKqygnJd0CHFiH6raWS5IkAOpQXQNcs/7rmPJrWyxn2P1HHarpBR7zjDpUU32pRtLA8AdOaXSNbYfS1NQUExMTrFixYtHPmZ6eZt26dWyyyVB92wyU1LaDgQOAKZzLKGmwrW27gCF24gL3PxJYBfy896VIGiS++ZNG11AlI8tlamqKI444gqOOOorp6YU+TCump6c56qijOOKII5iaGqoP1wyU1LaPA/8E1PjnUdJg+0nbBQyxvMD9jwGu6kchkgaLHUrS6BrLQGliYoJtt92WNWvWAHD44YdvsFNpfZi0Zs0aVq9ezcTEUOXs/gCvVtWhOgM4o+06JGkRjqeEHtu3XcgQ2mGB+3cCTutHIZIGy1D95CSpK2MZGK9YsYLDDz+c1atXs2bNmg12Ks0OkxYKnwaQgZIkSYtQh+pW4MNt1zGk/ucC938TeGE/ClE7YsoTzWl+0p0YKEmjayw7lGBxodIIhElgoCRJUjc+CFzadhFD6Dkx5afMd2cdqtOBzWLKz+hjTeqvfYD/jCk/su1CNFgMlKTRNbaBEmw4VBqRMAkMlCRJWrQ6VH8C3tl2HUPqvQt0qLwTu5RG2SnAtcBpMeW/bLsYDQ4DJWl0jXWgBPOHSiMSJoGBkiRJ3fo8cEnbRQyhVcDqDdy/DXBZn2pRn9Whuh54DvBw4MKWy9EAGcsZK9KY8O83d4RKAGvWrLl9WPcIhElgoCRJUlfqUN0aU/4E8J62axlCbwCOmee+FwDf6GMt6rM6VNPAr9quQ4PFDiVpdI19h9J6M0Ol9UYgTAIDJUmSluLTwK1tFzGE9ogph5k3xJS3a7bC7Qv8qJ2yJLXFQEkaXQZKjfXb3Gba0OlvQ8RASZKkLtWhuho4o+06htTuADHlv40p/wdwNWW+zpfrUF0TU75nTHmvmPLKVquU1BduiZFG14eASAmWNl2m6x2BoTrBY66ZSeu/hqHvVDJQkiRpaa5pu4Ah9YKY8u7A+2fc9mhgZUx5S+BQ4M3A1THlrwM/AL5Zh2pt/0uV1GsGStKI6nQ6JwEnLedrTk5OPoohCpTmG8A9c6YStB4q7cud96PPbpva0Nc39aQiSZJG35ZtFzCkvgw8d47bD6lDdXNM+RjKh5DPBV7SXC6OKR8GfKMOlVsNh1hM+XDgMcC2wLmUnzW+1MxX2tDzauBJdagO6X2V6icDJUnd2KztAhZrQ6e5DViodHmn07mijYUlSRpHzXasPdquYwjdCBwL3BM4ANiiuf004CcAdajOAf53TPntQAd4FeV0uC8BF8aUD6lD9c0+163lcwKwDrg3EICnAN+nbH28k6aT7VBgL2BP4DX9K1P9YqAkqRtDsR9+Q2HSegMUKt3W7wUlSRpzq4Ht2i5iCF0FTNShOjqm/D+ApwIXAXUdqnUzH9hscfsl8KKY8pHAy4HXAV+JKVd1qK7qc+1aBnWofkn577pBMeW/Ad5NCZLW+1Kv6lJ7DJQkdWPgO5QWEyatNyChknOQJEnqk5jyw4CPt13HkLkSeAvwdeDjMeXzgMdTtjw9ow7VRRt6ch2q84E3xpTPBT4L/CSm/Fd1qC7pcd1qz4HcOUx6dR2qy9sqRr1joCSpGwPfobRu3Tquu+66BcOk9WaGStdddx3r1q1jk036ekCegZIkSX0QU34s8G1gq7ZrGRJXAf8MfLwO1U0x5Q9QQoK1wCHAMXWobu7i9VJzvTPOgRx1Pwf+nnKq/FnAv7RbjnplxQgcmy2pTyYnJw8ABn7f+9TUFBMTE111Gk1PT7cRJgHcp9PpXNrvRSVJGicx5acDX8Fh3ItxMvBR4Gt1qG5Zf2NMeS/g/DpUXc9+bE6AOwPYHXhtHaqPLFexGkwx5XsDLwJ+UIfq1JbLUY/YoSSpGwO/5Q1YUii0YsWKNsIksENJkqSeiikfBHye0i2hud1IOcHtI3WofjXXA+pQnbIRr/9SSpj0K+BjG/E6GhJ1qC4D3tN2HeotAyVJ3Rj4LW9DyI5N5NgAABeESURBVKHckiT1QEx5BXA48F6glaNch8QngLf2eFD2q5rrk2YP8JY0vAyUJHVjKDqUhowdSpIkLYOY8krgoc3lIcA+wGNbLWqwrQVW16H6Wi8XiSk/kNKdBHB9L9eS1F8GSpK6YYfS8jNQkiRpiWLKOwAvBJ5OCY+2aLeiofKKXodJjVUzfv2zPqwnqU8MlCR1w0Bp+bnlTZKkJYgpd4CfAtu0XcsQOhn4tz6ttXdzfQFwXJ/WlNQHBkqSuuGWt6U5ijvetE03l/W/nmqlIkmSht8HMUxaqs/XoerXcd/rT7O9yPlJ0mgxUJLUDTuUluaKTqdzdttFSJI0Yh7cdgFDLPVroTpU74gp/wq4tRevH1PeFLg35RS/S+tQOU5A6hMDJUndMFDqzjnAF4H/13YhkiSNoK3bLmCI3dCvhWLK2wJHA18DvrNMr/lo4FBgX2B77jjF75qY8veAN9ehumA51pI0PwMlSd1wy9vC/kAJkNYAp3c6nX61k0uSNDZiyncD7tF2HUPs8n4sElNeAfwLsANwxjK95gOBTwFXAn8x6+7tgL8HHhlTfmYdqt8ux5qDLqYcgEfXofpi27VovBgoSeqGHUrzy8BBwH92Oh3nIkmS1Fs3M3egMK7OBd4A3B94PPDXzD9f6j+AS/pU1yOA51M6oj63HC9Yh+p3MeX3AZ9sbroSOI87nyYXgLNjyp+kdEfdSDkI5Wbg+lHZFhdTXgl8GXg28JuY8lfqUPVka6E0FwMlSd2wQ2l+FXClYZIkSb1Xh2pdTPkg4BjKlqdx9mXgdXWoLgOIKU8CkfJ9eQOwC/Ab4ITm9hP7OJD7asoBJDMPJdkoMeVnA19pvrwY2LsO1QUx5ZdQwqOJ5r5NgVc3l9mvcV1T22XAz4HvUb4vw/Y+bkvgLMrv+8eGSe1puvGe11xuAp7fx79nrVkxPT3yv0dJy2RycvJDwGvbrmOAfavT6Tyr7SIkSRoXMeUHAD8EHtB2LS24FTgc+NjM09Niyt8Ebq1D9dyY8gSwaZtBQ0z5UsrQ7GfXofrmRrzOVsA/Aq+gbHc8FXhuHaoLm/s3Ac4Gdl/iEn+khHP/WofqzKXWqfEUU94LeBzwVeAA4Id1qM5tt6rem1j4IZJ0u43Z8nY+8FPKp0Ans0z76AfAWuD7lMGQb2m5FkmSxkodqvOBd7ZdR0veXYfqI7PCpIcDF1G6JKhDtW4AulaOa66PaE5k61pM+VnAmcCbKGHSZ4EnzgiTdqV0YC01TAK4F6Wb6YyY8reagEBarMcB+1G63falBJQjzw4lSYs2OTl5NHDwEp/+8k6n8+kZr7UrZb/7MPo1JUQ6Hjip0+ncvDEvFlPeEti+DlW/5hlIkjQSmoDiBOCJbdfSZ2uBnepQXTfzxpjyNnWorm+ppruIKW8P/DvlB2wop9++vQ7V77p4jUOB9zdfHgu8ow7VqTPuXw18BthiWYq+sy8Ch9ShuqoHry0NPQMlSYs2OTn5eeBFS3z66k6nc/vJE5OTk48ETluOuvroYuCxnU7nsuV6webY268DOwKHAb8FfluHaljDNkmS+qLZ4vQ5yqEY4+aUOlSrFn5Y+5rZMo8B9gYOBPakDAb/DPA7Sjh2zlzzZmLKNWUL0QrgeXWovjTjvi0oJ8i9uMe/hYuBA+tQndTjdaSh41BuSd3YmC1vN836eruNKaQl1y9zmLQj8F3uOKHmo831h4HXLdc6kiSNmpjy44F3AU9uuZS2pLYLWKwmKDoFOCWm/AFgf8pMzmOAzZuHXRJTPpMyA+k8SrfR44DnAuuAN8wMkxqvovdhEsB9gW/FlPesQ3VRH9aThoaBkqRuvIzyj/cKygy22dezL5vMuJ69neu/KG8UZj9ukzlum+965q+3oZwiciV3nCIyPccF4APAzkv4/e8yOTl5PLB/p9NZjvbOQ7jrccd/4I62bkmSNEtM+WXApyjvP8bVr9suYCmacOm7wHdjyptTupUOAJ4APBV4+oyHT1Pm0by7DtVP53i5+/S43Jm2A86KKa/emMHi0qhxy5uksTI5OflG4H0b8RK3dTqdjenUWt+Z9HRKm/aWs+4+rA7VBzbm9SVJGlUx5YOBTzPeYRLAg+tQndN2EcspprwS2AVYRQmL/r0O1QXzPHYVZW7WjpQOpl9Qts89m3JISi/mKQH8GXhaHaof9ej1paFih5KkcXMM5YSQbYHLgTdS3ry8bZHPv2WpCzezHo5mw+3Zzk6SJGkOMeWXUz6MGfcw6UKGaMvbYtWh+jPNLMlFPPzMOlQnz3H7ZEz5LCAua3F3WAl8M6b8lDpUp/doDWloTLRdgCT1y+Tk5ObAvwF3p8wrCp1O5/8AZ3TxMhtz9O6ebDhMugFw4KMkSTPElB8UU/468En8+QXgVXMNsB4ndajWbuC+rwM/7OHy2wLHx5R37+Ea0lCwQ0nSWJicnNyE0p20B/CoTqczM0Ra7P8LrwHevRFl/BdwPLDfHPfdAOxdh+rKjXh9SZJGRnM62NuBI7ArCcqsyMPqUB3bdiFDYKsev/4OwHdiyg+vQzX74BlpbBgoSRoX96MM7t5/VpgEC59edyPwIeCDnU7n2qUWUIdqOqb8TMrQyT2Be1H2/Z8DfLsO1R+W+tqSJI2gjwGvbLuIAfE94Ig6VL9su5BBF1N+COXgl17bDXg+ZZyBNJYMlCSNhU6ncz7lmNq5zBcoraXMavinTqdzxXLU0cwH+F5zkSRJc4gp3x94edt1tOQK4HTKXMVfAD+pQ3V+uyUNlV36uNbTMFDSGDNQkqS7Bkp/Bj4LvKvT6VzWQj2SJI27+wKbtF1En2XgH4Dv1KGaaruYIfZjSii3Qx/W2qkPa0gDy0BJku74f+Fa4F+BozqdzkUt1iNJ0rjLbRfQZ6cB+ztLcdls2ad17hNTXjHuQ9I1vgyUJKkM23478IkNbW2LKe9MOV3mEt84SJLUO3WozospXwjcv+1a+uAi4NmGScvm0cDWfVprF0on1OV9Wk8aKAZKksZep9P58kKPiSnvCpwFbAF8Hnhxr+uSJGnMXcroB0pXAM+qQ3VJ24WMkIf3ca3bgD/1cT1poBgoSdICmmOLX0kJk6A/J4dIkjTulnyy6pA4C9ivDtWl3TwpprwtcA/gnsDHKXN8vlCH6sjlL3Eo7dPHtdbUobqxj+tJA8VASZLmEVN+C/ACyidPj2huXge8q7WiJEnqs+WcEdN8SLN5Haq1MeWtKVvJp+pQ3TTHw++1HGsOoGng08ChdaiW0t1yN2BP4KvA2cDbgC8uX3nDJab8TKCijDDYGnhCH5f/9z6uJQ2cFdPTjgGRpLk029z2pnQnnQj8BDit208SJUkaZjHlLYCXUE5e+8c6VLct8nl3B/4OeBSwO+VU1d2AbYDrgJ1nPPxs4PV1qI5vnvsI4FSG46S3i4EzgQspW9g2p3xwvxnl97yCcvDHlZR5ST+qQ3XxxiwYU96eEridU4dq3ca81jCLKT8a2KoO1Y9n3PYrYI8+lbBHHarJPq0lDRwDJUmaR0z5CcAXgAc0N32gDtVhLZYkSVJrYso18AbgqQt11sSUn0bpmun26PbjgRuAv11Skf11G/BW4EN1qNa2XcxMMeUDgdcCuwIPq0N1WcslLbuY8lbAbnWofj3r9m8Az+pTGffb2HBQGmZueZOkWWLKmwOfAg6itOKvd1o7FUmS1B8x5Yn5Ol7qUMWY8l8BR8eUXzY7VIopP4gSID2f8m/oUo5u328Jz2nLW+tQvbftImaLKd8T+ABlthLA54D926uoN5o/f7+e464L+ljGyj6uJQ0cAyVJmqUO1S0x5fdS5ietNwWc1FJJkiT1y4qY8n0pc3q2pPz7txVlhuDvgFdQtr99P6b8+jpUp8SUVwIvBT5E2e41Ln7RdgHzmAIeDRwOvBy4Jab8WeDIMemmiZRxBf34WffJwO/7sI40kNzyJknziCmvBp5GGfA4WYfqbS2XJElSK2LKmwEPogQVxwFHAgcD5wK7cMdJqONkdR2qgRiG3YSAz6AcIvLhOlRnN7ffgzKkeg1lxtOqQdue1wsx5e9T3sP1w3eBt9WhOrVP60kDw0BJkiRJ0qI028L3oHQsbUcJMV7balHteej64KZNMeV7U4aanw+8f66QqxlyfiilY2miDtX1/a2yP5pTBPcDjgH+os/LHwf8g4e3aJwYKEmSJElakua0scz4zZK5HNh5sSfe9UpzAt8JwCXAq+tQ/XGex+0GvAo4D3gbcK9ROx0uptwBXkc5UOXuwLf7sOxlwFXccarc+cBhlG1wF9ahuqYPNUitmVj4IZIkSZI0p6spP1SPm5MGIEy6G/BV4E/AYfOFSQB1qM6rQ/U6IFE6d3brT5X9EVN+PLAvcHAdqh9RtqF9osfLfq8O1c51qB4GvKO57QHA14DTgatiyj+IKe8TU96kx7VIrXAotyRJkqSl2h24f9tFtCC1tfCMbV3vp3Ti/H0dqosW+fRfAx8Dru1ReW05qw7VT2d8vSllZtQlwH16tOZTY8qTwLbzrLGCEnLtC1weU35eHar/7FEtYy+mvFkdqlvbrmPc2KEkaejFlF/edg2SJI2pI9ouoCVXt7j2BPBW4J7A0+pQ/WwxT4op7wzsV4fqNXWoruhlgf1Wh+raWV/fUofqKErYuSewqO9Rl1YCD2VxgdWOwHEx5Wf1oA4Vj2u7gHFkoCRpqDUtxCM1A0CSpEEXU56IKR8APL/tWlry67YWrkM1Bfwb8JA6VOcu5jkx5YOAx1KGVY+NOlTr6lCdCewDdCjdWTf0YenLgB80l/Xh45bAN2LKB8aU3Sm0/Po9hF245U3SEGuOMF4NDMSRvZIkjYOY8v0og6BHag5PF9YCJ7WxcEx5J+CfgXfN7srZwHP2AnZqOnbGUh2qW4CzgNfElN8CvAJ4DbDzMi1xBTDZXL4G/LgO1TRATHlls967KFsUvwh8MqZ8GvDL5nIKZYj3nU7MiinvCpw/+3bNaZe2CxhHnvImaSg1x9/+N8ob2gng3DpUf263KkmSRkNM+UmUk6vOAk6kfPofgGngRcBLgZOBVe1U2KrP1qE6uI2FY8pPB94H/A1wDfDAOlRnzPPY7YGDgXsA76xDdVPfCh0CTZfQXsAzgQOB+y3iadPA57hjGPq1wJVAXij0iSlvAzyS0l0211qXU/6unQAcB9wLmKhDdeoi6hprMeUJ4Mg6VOO6Bbc1BkqShk5MeW9gsg5Vm/MLJEkaOTHlzSkDnw8H3kQJLh4O3Ar8lhJOXA98HdgVeDHwpFaKbcd5wKo6VFe1XUgT+p0IvLUO1TvnuP+fgM/XoTqn37UNm6aLaHfKPKSHAjtRZlTdmzL/aEfgWOBjdah+s5FrbQY8mXIi3H+nzHjaYY6HXgecSgmwfg5M1aG6eGPWHlUx5bsDr69DdWTbtYwbAyVJQyWm/CBK6+8tbdciSdKoiSm/ivLD7VGL6WiJKT8MOBP4IPD6HpfXtj8CT6hD9bu2C4HbT3vbBrh5rtOtYsor7d4eDjHlVcDrgOcAm83zsCngOXWovt23woZETPnBwF/VofpI27WMG2coSVo2MeUVdaimm/39K5ubb6tDlWc9blPgEZQ3QJNdLnMfP2mTJKlnzuryaPOXAj+idFwcC2zP6J22NA18B3jHoIRJAM0Wq+s2cL9h0pCoQ3Uy8LyY8tbAgygdUR3gKZQOwC2BTYAXAgZKd7UFZQui+sxASVJXmk/D9qB8ejJFCY6uAW6kvImcBP64oX3kdahuA06NKd8vptxZKFRqWoN3obQdn74cvw9JknRnMeUHAlMx5W3rUM0bVMzyROAzdag+EVNe/0PvVynb5kbBCcDhdahOiynvG1PeAti8i++PtGh1qG6kDOkG+E5M+VPAhyhbS6eBb7RV2xC4e9sFjCMDJUmL0oQ696eERufMc7JIhts/MVtQHaqLYsr7xZTPnadVe1Ngb0p4dWYdqhOXWr8kSdqwpvum2w6cNZRDMj5Rh+pmgJjyXwMvAN7J4gYdt+lGSpfPlygzoq6lnOJ2BZDqUF0Jt89ouRtloPItwEGtVDvAmg8dvw38uLnp+DpUZ7ZY0ij4v8DTm+v3LqGzf1xsTdmSqj4zUJK0Qc3MortRupHOrEP122Ve4gfAPjHlE+pQrZvRjbSuWffEOlTrlnlNSZK0PFYxawtO88HSF2LKxwJfAfZpo7A53Ab8ntJBdTKlq3qxR7LfTOkc+UfKoHLd1YGU8OMvgSdQOti1RDHl+1G+n1cAL/D98AZtD1zSdhHjyEBJ0l3ElDehfNq4GfDzOlQ925PchEg/AZ4dU/4WZebSub1aT5IkLY+mk/hxlO04d1GH6uqY8v7AkZQT43rhd8BHmuurKR1HN1FOoLs3pdvoIkq4cen6LqrFao4jP4hy2tatwBvrUF2xbNWPlvXd5j/3e7QsntxcX2CYtKDtgAvbLmIcGShJul3TqvwUynHAP6tDNdWPdetQ3RJTPraZrSRJkobDc4BTm7kvc2oGQ785pvwj4KOUo9k31u+By4HvAR+eZ57Rcv1wuQVl+942zdc3U+YqaYaY8vbAbpQZP59uuZxR8cLmOm/wUYIyxNy5Zi0wUJI008Mo+973Be4bU/4zZavbLZQ28VuBWxc7I6kbc81QkiRJgymmvBXwRuCVi3l8HarjY8oPoYRQL6WcYLXzAk+bAhJwFuW9yGXA0XWozltq3d1qurSf2q/1hlFM+R6U7YDHAc/1A8KNF1NeCTy++fLiNmsZEltTwl/1mYGSJABiyvcBLqlDdVtM+SLKPuQtKXOMNgd2oPw/Y7rpZFpJaS/dlTKD4LI6VO5dliRpxMWUtwF+CLy9Oe58UZrO5682F2LKuwH/C1hN6TCY6TZgvzpUdgMNsOY94dHAVcDrDZOWzQsp77/B2UCL8QDK/FX1mYGSpPVvBracEQht0bwhuKG5APxhjudtAZxXh8pPTiRJGgMx5UcC7wO+UYfq2I15rabT6NCY8puAA4AnUt53nAOcVIfqgo0sd0liyjvWobq8jbWH0E7AIcAfetHBPsb2n/FrQ9WFraPMT1OfGShJAngUcPqMr/+8mCfVoVqLbbiSJI2smPJelG6Jv6DMKLkaeGEdqmWb69Jse7+9c6lNzem2X4wpf6UO1fvarmfQLeefA93JdyjbPW+gDITXhn2Qchqe+mzF9LRBsjTOYsq7U+YiXTDjtofUoTq7vaokSdIgaOYerT8pbUUzZHukxZQ3c7ajJC3MDiVpjDUDNbepQ/XLWXfdrY16JEnSYBnHD5gMkyRpcQyUpPH2YOC0OW7fPqa8Crh+xm1/AiaAKzZ0PLAkSZIkafS55U2SJEmSJEldmWi7AEmSJEmSJA0XAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktQVAyVJkiRJkiR1xUBJkiRJkiRJXTFQkiRJkiRJUlcMlCRJkiRJktSV/w/+oB8em/g00QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "poll = geopandas.read_file(\"Polling_Places\")\n", "city = geopandas.read_file(\"City_Limit\")\n", "water = geopandas.read_file(\"Lakes_and_Rivers\")\n", "alder = geopandas.read_file(\"Aldermanic_Districts\")\n", "wards = geopandas.read_file(\"Wards\")\n", "\n", "ax = city.plot(color=\"lightgray\", figsize=(20,20))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "high_location.plot(color=\"black\", marker=\"x\", markersize = 200, ax=ax, label = \"Highest Turnout\")\n", "low_location.plot(color=\"red\", marker=\"x\", markersize = 200, ax=ax, label = \"Lowest Turnout\")\n", "ax.legend(fontsize=20)\n", "ax.set_title(\"Voter Turnout\", fontsize=30)\n", "ax.set_axis_off()\n", "#turnout locations plotted over map of the city" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#Voter turnout is not as closely localized as registration. This may be because turnout is reliant on who shows up,\n", "#not high opportunity for registration. Something to look more closely at would be how population density\n", "#plays into both voter registration and turnout." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = city.plot(color=\"lightgray\", figsize=(20,20))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "high_location.plot(color=\"red\", marker=\">\", markersize = 200, ax=ax, label= \"Highest Turnout\")\n", "location.plot(color=\"green\", marker=\"<\", markersize = 200, ax=ax, label = \"Highest Registration\")\n", "ax.legend(fontsize=20)\n", "ax.set_title(\"Highest Turnout vs Registration\", fontsize=30)\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#This displays that many locations have both high turnout and high registration, with the few outliers being \n", "#the higher registration area downtown." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = city.plot(color=\"lightgray\", figsize=(20,20))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "low_location.plot(color=\"red\", marker=\">\", markersize = 200, ax=ax, label = \"Lowest Turnout\")\n", "location_low.plot(color=\"green\", marker=\"<\", markersize = 200, ax=ax, label = \"Lowest Registration\")\n", "ax.legend(fontsize=20)\n", "ax.set_title(\"Lowest Turnout vs Registration\", fontsize=30)\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#This displays the almost perfect overlapping of low turnout and low registration polling places,\n", "#showing high correlation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Mayoral Election Winner Analyses for 2011, 2015, 2019\n", "\n", "#Useful links\n", "#https://elections.countyofdane.com/Election-Dates\n", "#https://library.municode.com/wi/madison/codes/code_of_ordinances?nodeId=COORMAWIVOICH1--10_CH3OFBOEMPURE_SUBCHAPTER_3AOROFDE_3.03MA" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas\n", "from shapely.geometry import Polygon, Point\n", "from pandas import Series, DataFrame\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import csv\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "import mapclassify\n", "import sqlite3\n", "import sys\n", "import matplotlib.patches as mpatches\n", "from matplotlib.lines import Line2D\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "city = geopandas.read_file(\"City_Limit\")\n", "water = geopandas.read_file(\"Lakes_and_Rivers\")\n", "wards = geopandas.read_file(\"Wards\")\n", "pd.set_option('display.max_rows', 500)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "x = wards.sort_values(by=[\"WARD\"])\n", "x.reset_index(drop=True)\n", "y = x[102:]\n", "wards = y.reset_index(drop=True)\n", "#wards[\"WARD\"].replace(1,200)\n", "test = wards[\"WARD\"]\n", "#test\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#200 is 2nd 1\n", "test.at[1] = 200\n", "#201 is 3rd 1\n", "test.at[2] = 201\n", "#202 is 2nd 29\n", "test.at[31] = 202\n", "#203 is 2nd 69\n", "test.at[72] = 203\n", "#204 is 3rd 69\n", "test.at[73] = 204\n", "#205 is 4th 69\n", "test.at[74] = 205\n", "#206 is 2nd 75\n", "test.at[81] = 206\n", "#207 is 2nd 122\n", "test.at[129] = 207\n", "#208 is 2nd 131\n", "test.at[138] = 209\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "wards[\"WARD\"] = test\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#2019 Election\n", "file = open(\"ElectionResults.csv\", encoding = 'utf-8')\n", "file_reader = csv.reader(file)\n", "f = list(file_reader)\n", "header = f[0]\n", "info = f[1:]\n", "turnout = pd.DataFrame(info, columns=header)\n", "turnout['Wards'] = turnout[\"Wards\"].astype(int)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "turnout['Paul R. Soglin'] = turnout['Paul R. Soglin'].astype(float)\n", "turnout['Satya Rhodes-Conway'] = turnout['Satya Rhodes-Conway'].astype(float)\n", "\n", "turnout[\"Diff\"] = (turnout[\"Satya Rhodes-Conway\"]/(turnout[\"Satya Rhodes-Conway\"]+turnout[\"Paul R. Soglin\"]))*100" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "geog = list(wards[\"geometry\"])\n", "wds = list(wards[\"WARD\"])\n", "\n", "v = list(turnout[\"Wards\"])\n", "d = list(turnout[\"Diff\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ward_num = []\n", "shape = []\n", "turn = []\n", "\n", "for num in v:\n", "\n", " for ward in wds:\n", " if num == ward:\n", " ward_num.append(ward)\n", " turn.append(d[v.index(num)])\n", " shape.append(geog[wds.index(ward)])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [], "source": [ "zipped = list(zip(ward_num,turn, shape))\n", "turnout_ward = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"geometry\"])\n", "turnout_ward = geopandas.GeoDataFrame(turnout_ward, geometry=\"geometry\")\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "turnout_ward[\"Center\"] = turnout_ward[\"geometry\"].centroid\n", "center = turnout_ward[\"Center\"]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "center = geopandas.GeoDataFrame(center, geometry = center)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "geo = Point(-89.3842, 43.0747) #capitol coordinates\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.258969668674308" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from math import radians, cos, sin, asin, sqrt\n", "\n", "def haversine(lon1, lat1, lon2=-89.3842, lat2=43.0747):\n", " \"\"\"\n", " Calculate the great circle distance between two points \n", " on the earth (specified in decimal degrees)\n", " \"\"\"\n", " # convert decimal degrees to radians \n", " lon1, lat1, lon2, lat2 = map(radians, [lon1, lat1, lon2, lat2])\n", "\n", " # haversine formula \n", " dlon = lon2 - lon1 \n", " dlat = lat2 - lat1 \n", " a = sin(dlat/2)**2 + cos(lat1) * cos(lat2) * sin(dlon/2)**2\n", " c = 2 * asin(sqrt(a)) \n", " r = 3956 # Radius of earth in miles. Use 6371 for kilometers\n", " return c * r\n", "\n", "haversine(-89.34, 43.08)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "distance = []\n", "n=0\n", "for point in center[\"geometry\"]:\n", " lon = center[\"geometry\"][n].coords[0][0]\n", " lat = center[\"geometry\"][n].coords[0][1]\n", " dist = haversine(lon, lat)\n", " distance.append(dist)\n", " n+=1\n", "distance = Series(distance)\n", "center[\"distance\"] = distance\n", "#center[\"distance\"]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#zipped = list(zip(ward_num,turn, shape))\n", "#turnout_ward = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"geometry\"])\n", "\n", "turnout_ward[\"distance\"] = center[\"distance\"]\n", "\n", "zipped = list(zip(turnout_ward[\"Ward\"], turnout_ward[\"Votes\"], turnout_ward[\"distance\"]))\n", "distance = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"distance\"])\n", "#distance" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "#distance.to_csv(\"Distance_from_Capitol.csv\", encoding=\"utf-8\", index=False)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect(\"distance\")\n", "distance.to_sql(\"distance\", conn, if_exists = \"replace\", index=False)\n", "def qry(sql):\n", " return pd.read_sql(sql, conn)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "#Satya\n", "q1 = qry('''\n", "SELECT Votes, distance from distance\n", "WHERE Votes > 70.0''')\n", "#q1" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/regression.py:546: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Percent of Vote for Satya Rhodes-Conway (Winner - 2019)')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = distance.plot.scatter(x='distance',y='Votes', figsize=(10,10))\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.set_ylabel('Percent of Vote', fontsize=20)\n", "ax.set_xlabel('Distance from Capitol (Miles)',fontsize=20)\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "\n", "\n", "sns.lmplot(x='distance',y='Votes',data=distance,fit_reg=True, ci=None, size=10) \n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "plt.gca().spines['bottom'].set_visible(False)\n", "plt.gca().spines['left'].set_visible(False)\n", "plt.axis((0,10,0,100))\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.ylabel(\"Percent of Vote\", fontsize=15)\n", "plt.xlabel(\"Distance from Capitol\", fontsize=15)\n", "\n", "ax.set_title('Percent of Vote for Satya Rhodes-Conway (Winner - 2019)', fontsize=18)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "#Conclusion: With the best fit line, it is clear that Satya had a larger percentage of the vote the closer one\n", "#gets to the Capitol" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "\n", "q2 = qry('''\n", "SELECT Votes, avg(distance) from distance\n", "WHERE Votes > 50.0''')\n", "#q2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "q3 = qry('''\n", "SELECT avg(Votes), avg(distance) from distance\n", "WHERE Votes < 50.0''')\n", "#q3" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "q4 = qry('''\n", "SELECT Votes, distance from distance\n", "WHERE Votes < 50.0''')\n", "#q4" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "#https://gist.github.com/bdjackson/2215109d2eaa8c68919c\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "class MidpointNormalize(mpl.colors.Normalize):\n", " \"\"\"\n", " class to help renormalize the color scale\n", " \"\"\"\n", " def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n", " self.midpoint = midpoint\n", " mpl.colors.Normalize.__init__(self, vmin, vmax, clip)\n", "\n", " def __call__(self, value, clip=None):\n", " # I'm ignoring masked values and all kinds of edge cases to make a\n", " # simple example...\n", " x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n", " return np.ma.masked_array(np.interp(value, x, y))\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/colors.py:512: RuntimeWarning: invalid value encountered in less\n", " xa[xa < 0] = -1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "ax = city.plot(color=\"lightgray\", figsize=(15,15))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "norm=MidpointNormalize(midpoint=50)\n", "#divider = make_axes_locatable(ax)\n", "#cax = divider.append_axes(\"right\", size=\"15%\", pad=0.1)\n", "turnout_ward.plot(column=\"Votes\", cmap=\"PuOr\", norm=norm,figsize=(15,15), ax=ax)\n", "#center.plot(marker=\".\",color=\"black\", ax=ax)\n", "ax.set_title(\"Satya Rhodes-Conway vs. Paul Soglin: 2019 Mayoral Election\", fontsize=20)\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "#2015 Election\n", "file = open(\"ElectionResults_2015.csv\", encoding = 'utf-8')\n", "file_reader = csv.reader(file)\n", "f = list(file_reader)\n", "header = f[0]\n", "info = f[1:]\n", "turnout = pd.DataFrame(info, columns=header)\n", "turnout['Wards'] = turnout[\"Wards\"].astype(int)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "turnout['Paul R. Soglin'] = turnout['Paul R. Soglin'].astype(float)\n", "turnout['Scott Resnick'] = turnout['Scott Resnick'].astype(float)\n", "\n", "turnout[\"Diff\"] = (turnout[\"Paul R. Soglin\"]/(turnout[\"Scott Resnick\"]+turnout[\"Paul R. Soglin\"]))*100" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "geog = list(wards[\"geometry\"])\n", "wds = list(wards[\"WARD\"])\n", "\n", "v = list(turnout[\"Wards\"])\n", "d = list(turnout[\"Diff\"])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "ward_num = []\n", "shape = []\n", "turn = []\n", "\n", "for num in v:\n", "\n", " for ward in wds:\n", " if num == ward:\n", " ward_num.append(ward)\n", " turn.append(d[v.index(num)])\n", " shape.append(geog[wds.index(ward)])\n", " \n", "zipped = list(zip(ward_num,turn, shape))\n", "turnout_ward = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"geometry\"])\n", "turnout_ward = geopandas.GeoDataFrame(turnout_ward, geometry=\"geometry\")\n", "#turnout_ward" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "turnout_ward[\"Center\"] = turnout_ward[\"geometry\"].centroid\n", "center = turnout_ward[\"Center\"]\n", "center = geopandas.GeoDataFrame(center, geometry = center)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "distance = []\n", "n=0\n", "for point in center[\"geometry\"]:\n", " lon = center[\"geometry\"][n].coords[0][0]\n", " lat = center[\"geometry\"][n].coords[0][1]\n", " dist = haversine(lon, lat)\n", " distance.append(dist)\n", " n+=1\n", "distance = Series(distance)\n", "center[\"distance\"] = distance\n", "#center" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "turnout_ward[\"distance\"] = center[\"distance\"]\n", "\n", "zipped = list(zip(turnout_ward[\"Ward\"], turnout_ward[\"Votes\"], turnout_ward[\"distance\"]))\n", "distance = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"distance\"])\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect(\"distance\")\n", "distance.to_sql(\"distance\", conn, if_exists = \"replace\", index=False)\n", "def qry(sql):\n", " return pd.read_sql(sql, conn)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "q1 = qry('''\n", "SELECT Votes, distance from distance\n", "WHERE Votes > 50.0''')\n", "#q1" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "q2 = qry('''\n", "SELECT Votes, avg(distance) from distance\n", "WHERE Votes>50.0''')\n", "#q2" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "q3 = qry('''\n", "SELECT Votes, avg(distance) from distance\n", "WHERE Votes<50.0''')\n", "#q3" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Margin of Win for Paul R. Soglin (Winner - 2015)')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = distance.plot.scatter(x='distance',y='Votes', figsize=(10,10))\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.set_ylabel('Margin of Win (Relative to 50%)', fontsize=20)\n", "ax.set_xlabel('Distance from Capitol (Miles)',fontsize=20)\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "\n", "\n", "sns.lmplot(x='distance',y='Votes',data=distance,fit_reg=True, ci=None, size=10) \n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "plt.gca().spines['bottom'].set_visible(False)\n", "plt.gca().spines['left'].set_visible(False)\n", "plt.axis((0,10,0,100))\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.ylabel(\"Percent of Vote\", fontsize=15)\n", "plt.xlabel(\"Distance from Capitol\", fontsize=15)\n", "\n", "ax.set_title('Margin of Win for Paul R. Soglin (Winner - 2015)', fontsize=18)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "#Conclusion: The best fit line shows that Paul Soglin got a majority of the vote overall since the line is \n", "#entirely above the 50% line. He also had a larger percentage of the vote the farther one gets from the Capitol" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "ax = city.plot(color=\"lightgray\", figsize=(15,15))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "norm=MidpointNormalize(midpoint=50)\n", "#divider = make_axes_locatable(ax)\n", "#cax = divider.append_axes(\"right\", size=\"15%\", pad=0.1)\n", "turnout_ward.plot(column=\"Votes\", cmap=\"PuOr\", norm=norm,figsize=(15,15), ax=ax)\n", "ax.set_title(\"Paul Soglin vs. Scott Resnick: 2015 Mayoral Election\", fontsize=20)\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "#precinct data cut off after ward 126 --> some wards are gray\n", "#wards were added after December 2014\n", "#Source: https://library.municode.com/wi/madison/codes/code_of_ordinances?nodeId=COORMAWIVOIICH11--19_CH15ALDIWA_15.02WAWABO" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "#2011 Election\n", "file = open(\"ElectionResults_2011.csv\", encoding = 'utf-8')\n", "file_reader = csv.reader(file)\n", "f = list(file_reader)\n", "header = f[0]\n", "info = f[1:]\n", "turnout = pd.DataFrame(info, columns=header)\n", "turnout['Wards'] = turnout[\"Wards\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "turnout['Paul R. Soglin'] = turnout['Paul R. Soglin'].astype(float)\n", "turnout['Dave Cieslewicz'] = turnout['Dave Cieslewicz'].astype(float)\n", "\n", "turnout[\"Diff\"] = (turnout[\"Paul R. Soglin\"]/(turnout[\"Dave Cieslewicz\"]+turnout[\"Paul R. Soglin\"]))*100" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "geog = list(wards[\"geometry\"])\n", "wds = list(wards[\"WARD\"])\n", "\n", "v = list(turnout[\"Wards\"])\n", "d = list(turnout[\"Diff\"])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "ward_num = []\n", "shape = []\n", "turn = []\n", "\n", "for num in v:\n", "\n", " for ward in wds:\n", " if num == ward:\n", " ward_num.append(ward)\n", " turn.append(d[v.index(num)])\n", " shape.append(geog[wds.index(ward)])\n", " \n", "zipped = list(zip(ward_num,turn, shape))\n", "turnout_ward = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"geometry\"])\n", "turnout_ward = geopandas.GeoDataFrame(turnout_ward, geometry=\"geometry\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "turnout_ward[\"Center\"] = turnout_ward[\"geometry\"].centroid\n", "center = turnout_ward[\"Center\"]\n", "center = geopandas.GeoDataFrame(center, geometry = center)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "distance = []\n", "n=0\n", "for point in center[\"geometry\"]:\n", " lon = center[\"geometry\"][n].coords[0][0]\n", " lat = center[\"geometry\"][n].coords[0][1]\n", " dist = haversine(lon, lat)\n", " distance.append(dist)\n", " n+=1\n", "distance = Series(distance)\n", "center[\"distance\"] = distance\n", "#center[\"distance\"]" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "turnout_ward[\"distance\"] = center[\"distance\"]\n", "\n", "zipped = list(zip(turnout_ward[\"Ward\"], turnout_ward[\"Votes\"], turnout_ward[\"distance\"]))\n", "distance = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"distance\"])\n", "#distance" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect(\"distance\")\n", "distance.to_sql(\"distance\", conn, if_exists = \"replace\", index=False)\n", "def qry(sql):\n", " return pd.read_sql(sql, conn)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "q1 = qry('''\n", "SELECT Votes, distance from distance\n", "WHERE Votes > 50.0''')\n", "#q1" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Margin of Win for Paul R. Soglin (Winner - 2011)')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = distance.plot.scatter(x='distance',y='Votes', figsize=(10,10))\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.set_ylabel('Margin of Win (Relative to 50%)', fontsize=20)\n", "ax.set_xlabel('Distance from Capitol (Miles)',fontsize=20)\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "sns.lmplot(x='distance',y='Votes',data=distance,fit_reg=True, ci=None, size=10) \n", "plt.plot([0, 10], [50, 50], 'k-', lw=2)\n", "plt.gca().spines['bottom'].set_visible(False)\n", "plt.gca().spines['left'].set_visible(False)\n", "plt.axis((0,10,0,100))\n", "plt.yticks(fontsize=15)\n", "plt.xticks(fontsize=15)\n", "plt.ylabel(\"Percent of Vote\", fontsize=15)\n", "plt.xlabel(\"Distance from Capitol\", fontsize=15)\n", "\n", "ax.set_title('Margin of Win for Paul R. Soglin (Winner - 2011)', fontsize=18)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "#Conclusion: Paul Soglin appears to have a larger percentage of the vote the further one gets from the Capitol,\n", "#but the best fit line has a small slope." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "ax = city.plot(color=\"lightgray\", figsize=(15,15))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "norm=MidpointNormalize(midpoint=50)\n", "#divider = make_axes_locatable(ax)\n", "#cax = divider.append_axes(\"right\", size=\"15%\", pad=0.1)\n", "turnout_ward.plot(column=\"Votes\", cmap=\"PuOr\", norm=norm,figsize=(15,15), ax=ax)\n", "ax.set_title(\"Paul Soglin vs. Dave Cieslewicz: 2011 Mayoral Election\", fontsize=20)\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "file = open(\"ElectionResults_2011_copy.csv\", encoding = 'utf-8')\n", "file_reader = csv.reader(file)\n", "f = list(file_reader)\n", "header = f[0]\n", "info = f[1:]\n", "turnout = pd.DataFrame(info, columns=header)\n", "turnout['Wards'] = turnout[\"Wards\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "turnout['Paul R. Soglin'] = turnout['Paul R. Soglin'].astype(float)\n", "turnout['Dave Cieslewicz'] = turnout['Dave Cieslewicz'].astype(float)\n", "\n", "turnout[\"Diff\"] = (turnout[\"Dave Cieslewicz\"]/(turnout[\"Dave Cieslewicz\"]+turnout[\"Paul R. Soglin\"]))*100" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "geog = list(wards[\"geometry\"])\n", "wds = list(wards[\"WARD\"])\n", "\n", "v = list(turnout[\"Wards\"])\n", "d = list(turnout[\"Diff\"])" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "ward_num = []\n", "shape = []\n", "turn = []\n", "\n", "for num in v:\n", "\n", " for ward in wds:\n", " if num == ward:\n", " ward_num.append(ward)\n", " turn.append(d[v.index(num)])\n", " shape.append(geog[wds.index(ward)])\n", " \n", "zipped = list(zip(ward_num,turn, shape))\n", "turnout_ward = pd.DataFrame(zipped, columns=[\"Ward\", \"Votes\", \"geometry\"])\n", "turnout_ward = geopandas.GeoDataFrame(turnout_ward, geometry=\"geometry\")" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "ax = city.plot(color=\"lightgreen\", figsize=(15,15))\n", "water.plot(color=\"lightblue\", ax=ax)\n", "norm=MidpointNormalize(midpoint=50)\n", "#divider = make_axes_locatable(ax)\n", "#cax = divider.append_axes(\"right\", size=\"15%\", pad=0.1)\n", "turnout_ward.plot(column=\"Votes\", cmap=\"PuOr\", norm=norm,figsize=(15,15), ax=ax)\n", "ax.set_title(\"Paul Soglin vs. Dave Cieslewicz: 2011 Mayoral Election\", fontsize=20)\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import csv\n", "import pandas\n", "from pandas import Series, DataFrame\n", "import pandas as pd\n", "import numpy as np\n", "import sqlite3\n", "file = open('Election_Statistics.csv', encoding='utf-8')\n", "file_reader = csv.reader(file)\n", "Election_Stats = list(file_reader)\n", "header = Election_Stats[0]\n", "Turnout = Election_Stats[1:]\n", "header[0] = 'Election'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "Election_Stats\n", "i = 0\n", "for row in Election_Stats:\n", " j = 0\n", " for val in row:\n", " if (Election_Stats[i][j] == ''):\n", " Election_Stats[i][j] = '0'\n", " j += 1\n", " i += 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "Stats = DataFrame(Election_Stats, columns = header)\n", "Stats = Stats[1:]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "l = []\n", "for item in Stats[\"Turnout\"]:\n", " if (item == ''):\n", " item = item.replace('', '0')\n", " for num in item:\n", " if num == ',':\n", " item = item.replace(',','')\n", " if num == '.':\n", " item = item.replace('.','')\n", " l.append(int(item))\n", "Turnout = pd.Series(l)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "i = 0\n", "l = []\n", "for item in Stats[\"Election\"]:\n", " if i < 29:\n", " item = item[0:2]\n", " item = int('20' + item)\n", " if (i >= 29 and i < 58):\n", " item = item[0]\n", " item = int('200' + item)\n", " if (i >= 58 and i < 62):\n", " item = item[-2:]\n", " item = int( '20' + item)\n", " if (i >= 62):\n", " item = item[-2:]\n", " item = int('19' + item)\n", " l.append(item)\n", " i+=1\n", "Year = pd.Series(l)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "zipped_list = list(zip(Turnout,Year,Stats[\"Type_of_Election\"]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(zipped_list, columns = ['Turnout','Year','Election_Type'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TurnoutYearElection_Type
0427162018Sup. Ct. Primary
13772017Special Co. Board
2494952017Alder/School
3399042017DPI/MMSD Primary
41541002016Presidential
5420342016Congress/State
61182192016Presidential Pref.
7385702016Sup. Ct. Primary
8542472015Mayoral
9220002015Mayoral Primary
101228502014Governor
11283162014Fall Primary
12271202014Spring Election (School Board)
13454072013Spring Election (Ald.)
14210442013Spring Primary
151504372012Presidential
16406232012Congress/State
171207392012Governor Recall
18677302012Recall Primary
19464522012Pesidential Pref
20176322012Judge
214047201148th Assembly
227389201148th Assembly
23939762011Mayor/Co Exec
24385892011Mayor/Co Exec
251096712010Governor
26323122010Governor
27222422010School Board
2892292010Judge
29446492009County Exec
............
78133121994Governor
79246491994Co. Supervisor
8046191994Co. Supervisor
81577661993County Exec
82207871993County Exec
831137121992Presidential
84470151992State Primary
85626931992Presdntl Pref.
8676251992Co. Supervisor
87375871991Mayor
88197501991Mayor
89669821990Governor
90167181990Governor
91315991990Co. Supervisor
9263951990Co. Supervisor
93621881989Mayor/Co Exec
94397681989Mayor/Co Exec
95995971988Presidential
96438501988State Primary
97628571988Presdntl Pref.
98179661988Co. Supervisor
99550811987Mayor
100151671987Mayor
101733651986Governor
102257331986Governor
103184571986Co. Supervisor
104356461985Mayor/Co Exec
105143701985Mayor/Co Exec
106979081984Presidential
107261251984State Primary
\n", "

108 rows × 3 columns

\n", "
" ], "text/plain": [ " Turnout Year Election_Type\n", "0 42716 2018 Sup. Ct. Primary\n", "1 377 2017 Special Co. Board\n", "2 49495 2017 Alder/School\n", "3 39904 2017 DPI/MMSD Primary\n", "4 154100 2016 Presidential\n", "5 42034 2016 Congress/State\n", "6 118219 2016 Presidential Pref.\n", "7 38570 2016 Sup. Ct. Primary\n", "8 54247 2015 Mayoral\n", "9 22000 2015 Mayoral Primary\n", "10 122850 2014 Governor\n", "11 28316 2014 Fall Primary\n", "12 27120 2014 Spring Election (School Board)\n", "13 45407 2013 Spring Election (Ald.)\n", "14 21044 2013 Spring Primary\n", "15 150437 2012 Presidential\n", "16 40623 2012 Congress/State\n", "17 120739 2012 Governor Recall\n", "18 67730 2012 Recall Primary\n", "19 46452 2012 Pesidential Pref\n", "20 17632 2012 Judge\n", "21 4047 2011 48th Assembly\n", "22 7389 2011 48th Assembly\n", "23 93976 2011 Mayor/Co Exec\n", "24 38589 2011 Mayor/Co Exec\n", "25 109671 2010 Governor\n", "26 32312 2010 Governor\n", "27 22242 2010 School Board\n", "28 9229 2010 Judge\n", "29 44649 2009 County Exec\n", ".. ... ... ...\n", "78 13312 1994 Governor\n", "79 24649 1994 Co. Supervisor\n", "80 4619 1994 Co. Supervisor\n", "81 57766 1993 County Exec\n", "82 20787 1993 County Exec\n", "83 113712 1992 Presidential\n", "84 47015 1992 State Primary\n", "85 62693 1992 Presdntl Pref.\n", "86 7625 1992 Co. Supervisor\n", "87 37587 1991 Mayor\n", "88 19750 1991 Mayor\n", "89 66982 1990 Governor\n", "90 16718 1990 Governor\n", "91 31599 1990 Co. Supervisor\n", "92 6395 1990 Co. Supervisor\n", "93 62188 1989 Mayor/Co Exec\n", "94 39768 1989 Mayor/Co Exec\n", "95 99597 1988 Presidential\n", "96 43850 1988 State Primary\n", "97 62857 1988 Presdntl Pref.\n", "98 17966 1988 Co. Supervisor\n", "99 55081 1987 Mayor\n", "100 15167 1987 Mayor\n", "101 73365 1986 Governor\n", "102 25733 1986 Governor\n", "103 18457 1986 Co. Supervisor\n", "104 35646 1985 Mayor/Co Exec\n", "105 14370 1985 Mayor/Co Exec\n", "106 97908 1984 Presidential\n", "107 26125 1984 State Primary\n", "\n", "[108 rows x 3 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "conn = sqlite3.connect('df')\n", "df.to_sql(\"df\", conn, if_exists=\"replace\", index=False)\n", "def qry(sql):\n", " return pd.read_sql(sql,conn)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "Presidential = qry('''\n", "SELECT Year, Turnout/1000 as Turnout\n", "FROM df\n", "WHERE Election_Type = \"Presidential\"\n", "GROUP By Year\n", "ORDER BY Year\n", "''')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "Mayoral = qry('''\n", "SELECT Year, Turnout/1000 as Turnout\n", "FROM df\n", "WHERE Election_Type = \"Mayoral\"\n", "OR Election_Type = \"Mayor\"\n", "OR Election_Type = \"Mayor/Co Exec\"\n", "GROUP BY Year\n", "ORDER BY Year\n", "''')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearTurnout
0198699
1199083
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31998132
42002135
52006137
62010141
72014122
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" ], "text/plain": [ " Year Turnout\n", "0 1986 99\n", "1 1990 83\n", "2 1994 84\n", "3 1998 132\n", "4 2002 135\n", "5 2006 137\n", "6 2010 141\n", "7 2014 122" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Gubernatorial = qry('''\n", "SELECT Year, sum(Turnout)/1000 as Turnout\n", "FROM df\n", "WHERE Election_Type = \"Governor\"\n", "GROUP By Year\n", "ORDER BY Year\n", "''')\n", "Gubernatorial" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "State_Primaries = qry('''\n", "SELECT Year, Turnout/1000 as Turnout\n", "FROM df\n", "WHERE Election_Type = \"State Primary\"\n", "OR Election_Type = \"Congress/State\"\n", "GROUP By Year\n", "ORDER BY Year\n", "''')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "Presidential_Pref = qry('''\n", "SELECT Year, Turnout/1000 as Turnout\n", "FROM df\n", "WHERE Election_Type = \"Presdntl Pref.\"\n", "OR Election_Type = \"Pesidential Pref\"\n", "OR Election_Type = \"Presidential Pref.\"\n", "OR Election_Type = \"Presidential Pref\"\n", "GROUP By Year\n", "ORDER BY Year\n", "''')\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline\n", "#matplotlib.rcParams['font.size'] = 15\n", "#ax = Presidential.plot.line(x = 'Year', y = 'Turnout', label = \"Presidential\")\n", "#Mayoral.plot.line( x = 'Year', y = 'Turnout', ax=ax, label = \"Mayoral\",linestyle = 'dotted')\n", "#Gubernatorial.plot.line( x = 'Year', y = 'Turnout', ax=ax, label = \"Gubernatorial\", linestyle = 'dashed')\n", "#State_Primaries.plot.line( x = 'Year', y = 'Turnout', ax=ax, label = \"State Primaries\")\n", "#Presidential_Pref.plot.line( x = 'Year', y = 'Turnout', ax=ax, label = \"Pres. Primary\", linestyle = 'dashdot')\n", "#plt.legend(bbox_to_anchor=(1, 1),bbox_transform=plt.gcf().transFigure)\n", "#ax.set_ylabel(\"Turnout (in thousands)\")\n", "#ax.set_xlabel(\"Year\")\n", "#ax.set_ylabel('Turnout')\n", "#ax.set_title(\"Voter Turnout By Election Over Time\", fontsize=16, fontweight='bold', style= 'italic')\n", "#fig = plt.figure(figsize = (15,12))\n", "#grid_size = (3,2)\n", "#hosts_to_fmt = []\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#over 250% turnout increase in Presidential Primary between 2012 and 2016. Likely due to both Parties nominating that year\n", "#Error fixed in Gubernational line. Data entered as 2 separate entries now summed to one value\n", "#Governor election trend line surpasses Presidential election trend line from 1994 to 2002. This looks likely due to a huge\n", " #turnout in 1996, where Dane county voted strongly Democratic to attempt to vote incumbent Gov. Tommy Thompson.\n", "#Big Increases in turnout in recent years\n", "#Found data for rest of State Primary line\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#types = qry('''\n", "#SELECT Election_Type, count(Election_Type) as 'Count'\n", "#FROM df\n", "#GROUP BY Election_Type\n", "#ORDER BY Count DESC\n", "#''')\n", "#types" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = Gubernatorial.plot.line( x = 'Year', y = 'Turnout', label = \"Running for Three or More Terms\",linestyle='dashed', color = \"green\")\n", "ax.set_ylabel(\"Turnout (in thousands)\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_title(\"Gubernatorial Turnout Over Time with Incumbent Term Length\")\n", "Gubernatorial[0:2].plot.line( ax=ax, x = 'Year', y = 'Turnout', label = \"Running for Second Term\", color = \"red\")\n", "Gubernatorial[4:6].plot.line( ax=ax, x = 'Year', y = 'Turnout', label = \"Running for Second Term\", color = \"red\")\n", "Gubernatorial[6:8].plot.line( ax=ax, x = 'Year', y = 'Turnout', label = \"Running for Second Term\", color = \"red\")\n", "plt.legend(bbox_to_anchor=(1, 1),bbox_transform=plt.gcf().transFigure)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "#Visualization of the Trends Modeled over Time by the Change in Gubernatorial Turnout vs Incumbent Term Number bar plot (Below)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "k = Gubernatorial['Turnout'][3]/ Gubernatorial['Turnout'][2]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "n = Gubernatorial['Turnout'][6]/ Gubernatorial['Turnout'][5]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "g = Gubernatorial['Turnout'][2]/ Gubernatorial['Turnout'][1]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "threefour = (((k+n+g)/3)-1)*100" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ " f = Gubernatorial['Turnout'][1]/ Gubernatorial['Turnout'][0]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "j = Gubernatorial['Turnout'][5]/ Gubernatorial['Turnout'][4]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "m = Gubernatorial['Turnout'][7]/ Gubernatorial['Turnout'][6]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "second = (((f+j+m)/3)-1)*100" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "threshold = 0\n", "values = [second, threefour]\n", "labels = [\"Second Term\",\"Three or more Terms\"]\n", "y_pos = np.arange(len(labels))\n", "plt.bar(y_pos, values, align='center', alpha=0.5)\n", "plt.xticks(y_pos, labels)\n", "plt.ylabel('Change in Turnout (%)')\n", "plt.title('Change in Gubernatorial Turnout vs Incumbent Term Number')\n", "plt.plot([-.395,1.395],[threshold,threshold], color = 'black', linestyle = 'dashed')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "#Calculated by taking a specific election year and comparing \n", "#its turnout with that of the previous year.\n", "#Averages the Change in Turnout From year-to-year grouping by\n", "#whether the incumbent governor is running for a second term\n", "#or if incumbent official is running for 3+ terms\n", "#important to note that in the Data set, every governor served\n", "#at least 2 terms.\n", "\n", "#--Voter Turnout increased by an average of about 20%\n", "# when the incumbent Governor was running for 3 or more terms\n", "#--Voter Turnout decreased by an average of about 9%\n", "# when the incumbent governor was running for their\n", "# first re-election (2nd term)\n", "#**Missing 2018 election, which would likely give more data \n", "# in support of greater turnout in 3+ term elections\n", "#**Only 4 different Governors have been elected in the data set\n", "# so the sampling size isn't ideal" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }