ServicesFromGoogleMaps.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import googlemaps\n",
    "from datetime import datetime\n",
    "import time\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from shapely.geometry import Point\n",
    "from shapely.ops import unary_union\n",
    "from shapely.ops import cascaded_union"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# geometry of madison and lakes\n",
    "city = gpd.read_file(\"data/plot/background/madison-shp\")\n",
    "lakes = gpd.read_file(\"data/plot/background/water-shp\")\n",
    "street = gpd.read_file(\"data/plot/background/street-shp\")\n",
    "max_lon = city.bounds.maxx.max()\n",
    "min_lon = city.bounds.minx.min()\n",
    "max_lat = city.bounds.maxy.max()\n",
    "min_lat = city.bounds.miny.min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Need Several Starting Points in order to obtain more than 20 instances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = city.plot(figsize=(15, 9), color='grey')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Invalid API key provided.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-42-09a770c02a2f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mgmaps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgooglemaps\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mClient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'googleapikey'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/googlemaps/client.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, key, client_id, client_secret, timeout, connect_timeout, read_timeout, retry_timeout, requests_kwargs, queries_per_second, channel, retry_over_query_limit, experience_id, base_url)\u001b[0m\n\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstartswith\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"AIza\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid API key provided.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    131\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mchannel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Invalid API key provided."
     ]
    }
   ],
   "source": [
    "#    gmaps = googlemaps.Client(key=googleapikey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pick radius of 17875 to get data around Madison\n",
    "def get_data(key, starting_coords):\n",
    "    lat = 43.0724324\n",
    "    lon = -89.4036783\n",
    "    data = []\n",
    "    i = 0\n",
    "    j = 0 \n",
    "    for coord in starting_coords: \n",
    "        j += 1\n",
    "        print(j, \" IS DONE!!!!\")\n",
    "        next_page_token = None\n",
    "        while True:\n",
    "            i += 1\n",
    "            time.sleep(2)\n",
    "            if next_page_token == None:\n",
    "                results = gmaps.places_nearby(location=coord, keyword=key, rank_by='distance')\n",
    "            else:\n",
    "                results = gmaps.places_nearby(page_token = next_page_token)\n",
    "            print(i, \":  DONE!\")\n",
    "            time.sleep(1.5)\n",
    "            data += results['results']\n",
    "            try:\n",
    "                next_page_token = results['next_page_token']\n",
    "            except:\n",
    "                break\n",
    "    return data\n",
    "\n",
    "def json_to_csv(data):\n",
    "    info = []\n",
    "    columns = ['name', 'business_status', 'rating', 'user_ratings_total', 'vicinity', 'lng', 'lat']\n",
    "    for node in data:\n",
    "        row = []\n",
    "        for col in columns:\n",
    "            if col in ['lng', 'lat']:\n",
    "                val = node['geometry']['location'][col]\n",
    "                row.append(val)\n",
    "                continue\n",
    "            try:\n",
    "                val = node[col]\n",
    "            except:\n",
    "                continue\n",
    "            row.append(val)\n",
    "        info.append(row)\n",
    "    df = pd.DataFrame(info, columns=columns)\n",
    "    gdf = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df.lng, df.lat))\n",
    "    return df, gdf  \n",
    "\n",
    "def uniform_random(n):\n",
    "    city = gpd.read_file(\"data/plot/background/madison-shp\")\n",
    "    fig, ax = plt.subplots(figsize=(20,11))\n",
    "    city.plot(ax=ax, color='grey')\n",
    "    \n",
    "    #Rectangle\n",
    "    ylims = ax.get_ylim()\n",
    "    xlims = ax.get_xlim()\n",
    "    start_x = xlims[0]\n",
    "    end_x = xlims[1]\n",
    "    start_y = ylims[0]\n",
    "    end_y = ylims[1]\n",
    "    \n",
    "    #Rectangle Uniform Points\n",
    "    current_x = start_x\n",
    "    current_y = start_y\n",
    "    w = (ylims[1] - ylims[0]) / n \n",
    "\n",
    "    pts = []\n",
    "    while current_x < end_x:\n",
    "        current_y = start_y\n",
    "        while current_y  < end_y:\n",
    "            point = Point(current_x, current_y)\n",
    "            pts.append(point)\n",
    "            current_y += w \n",
    "        current_x += w\n",
    "        \n",
    "    # Madison Polygon \n",
    "    key_pts = []\n",
    "\n",
    "    polygons = city.geometry.to_list()\n",
    "    irregular = cascaded_union(polygons)\n",
    "    \n",
    "    # Filter Points NOT in polygon\n",
    "    for point in pts:\n",
    "        if irregular.contains(point):\n",
    "            key_pts.append(point)\n",
    "\n",
    "    df = pd.DataFrame(key_pts, columns=['geometry'])\n",
    "    gdf = gpd.GeoDataFrame(\n",
    "        df, geometry='geometry'\n",
    "    )\n",
    "    \n",
    "    # Visualize\n",
    "\n",
    "    gdf.plot(ax=ax, color='black', markersize=5)\n",
    "    print(\"Number of Points = \", len(key_pts))\n",
    "    return key_pts\n",
    "\n",
    "\n",
    "def does_contain(row):\n",
    "    if polygon.contains(row.geometry):\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Points =  254\n"
     ]
    },
    {
     "data": {
      "image/png": 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W5OXlub71D0Zrn/nz5yM6OhrA3RnZlixZgsuXLwckrsPhQGVlJQtKYSY2NtbrgpIWr+VAxxVCYOXKla7H8fHxfuUSHx+PjIwMKIoy7CalhNVq9ev4gDGf59GwhRIFCgtKRERERKS7mpoa7Nu3T5NYQghs374dNpsNFovFrwGBB7JYLDCZTIiPj0dBQcGgddOmTUNycnLA4nKQ7vATExPj9T7Bei17G/eJJ57A5MmTPd4/kK17nnzyyRHXdXR04Gc/+5nfMULleQ5UXLZQokDhK4mIiIiIdNfY2AiTyaRJ9xXgbquhQHdZ6Z9Nau7cuYiLixsWb/HixTh8+DC7rJBbvrYaCcZr2du4iYmJrvs9PT3o6OgYtv3AQaVtNpvrvtlsRlpaWlBy9GVcqpGEwvMcKGyhRIHCv0REREREpLuVK1dizpw5+OSTT4I+hlKwnTx5EosXL0Zqauqg5YsWLcLRo0ehqqrfMVhQCj9Op1PvFHw28PWoqipeeeWVQUWj0UycOBEvvPBCUPLSYsBuI+LnBwVK8IemJyIiIiLyQHJyMp588kl8/etfR05Ojt7p+ExKiVOnTg1bnpCQgAcffDAgMdjlLfyES0EpPj4e69ev92i/6OhoTJkyJVhpBbSFUjhhCyUKFJYmiYiIiCik5Ofn41vf+hbKyspw6NAhdHZ26p2S186cOYM1a9YM6/p2//33Y9q0aejs7ITT6YTD4XD9bG9vx/Xr12G1WtHT0zPq8dnCIPyES0EJAObNm4eSkpIxB8ROTk7GAw88ELS82ELJPRaUKFD4l4iIiIiIQo4QAgsXLsSsWbNw7NgxfPbZZwHpKqYVu92O4uJitxfLmZmZyMzMHHFfKSWam5thtVphtVpx/fp1NDY2DtqGLZTCj5Fe30MNLSgJIbBhwwa8/PLLY+7b0dGBxMTEoOTFFkrusSBNgcJXEhERERFp7sKFC8jKykJGRsao20VHRyM7O3vQgL5Gcfr0aSxfvtzrizchBDIyMpCRkYGFCxcCALq7u1FfX+8qMvk71TqFnnBqoQQAEyZMwOzZs3HhwoUR92tsbMS+ffvw0EMPQVVV101KOeixr+saGhqCedqGxRZKFCgsKBERERGRZqSUOHr0KI4ePQpFUbB8+XKsWrUK0dHRg7YrLy/HyZMn0dPTAymlIQtKnZ2dOH/+PBYuXAin0wm73Y7Y2FifjhUXF4fCwkIUFhYGOEsKFeFWUAKANWvWoKKiYtT3b1VVFaqqqoKVGrnBFkoUKHwlEREREZEmVFXF3r17cebMGdfjEydO4Pz589iwYQNmzpwJIQSqqqqwe/fusBj/5NNPP0VdXR0uXryI3t5eFBYW4tFHH0VycjLsdjuampoQExMTtGnTyTjCsaCUkZGB2bNnG37mxnDDFkoUKCwoEREREVHQ9fX14e2330Ztbe2wde3t7XjrrbcwZcoUjB8/HsePHzdkiyR3Wltb0dra6npcXV2NlpYWOBwO3Llzx7V8wYIF2LJlCxSFkzBHIillWBaUAGDlypUsKIUYtlCiQOEriYiIiIiCpqenB2VlZTh9+jRaWlpG3fbSpUu4dOmSRpnp5/bt28OWnT17FitXrhxzTCkKT3a73bCDcptMJgghRlyfnZ2NgoICXLlyRcOsaDRsoUSBwoISEREREQVcY2MjTp8+jbNnz4ZF17VgURQFubm5WLFiBYtJEaynp0fvFEa1cuXKEWdi86RV3X333ceCUghhCyUKFL6SiIiIiCKQqqq4ffs2rl+/ju7ubtfsSAN/uls2cF3/440bNyI2NhaqqqKmpganT5/mxaMbBQUFmDdvHlJTUxETE4Pe3l5kZ2cjJiZG79RIZ93d3XqnMKqFCxciPT3d5/2nT5+OpKQktLe3BzAr8hVbKFGgsKBEREREZAAHDx7E7du3MWPGDMydO9frb5h7enpw/fp1WK1WXL9+HdevX0dfX19Aclu7di1KSkrwxRdfoK2tLSDHNDKLxYIlS5ZgwoQJ2LVrFzo7O5GYmIgvfelLiI+P1zs9CkGhXlCKiorya39FUbB69Wrs2bMnQBmRP9hCiQKFryQiIiIiA2hubkZNTQ1qamrwySefYPHixSgqKkJSUtKwbaWUaGlpgdVqdd3cjdsTKP/5n/9p6AGFA2XcuHFYsmQJ5s+f77oA/8EPfoCOjg6YTCYWk2hEoV5QCkQBYuHChaioqBg2TtojjzyCqVOnwuFwQFVV7NixI+S7ABodB/+nQGFBiYiIiMgACgoKUFlZCQCw2Ww4duwYTpw4gVmzZuG+++6DEGJQAamrq0uz3CK5mGQymTB79mwsXrwYeXl5wwYnNpvNSE1N1Sk7MopIKCgJIbBlyxb88pe/RG9vr2t5SkoK0tLSXI+NOji5UaSmpo46iDqRN1hQIiIiIjKASZMmDVumqirKy8s5JbdOEhIS8PzzzyMzM1PvVMjgAtX9NFgC1UUqOTkZq1evxscff+xaduXKFRw9ehQmkwmKooT8c2FkOTk5+MpXvqJ3GhRG2NaNiIiIyAAyMjKQkJCgdxp0j6IoLCZRwITywOyKogS0i9TChQtdXUKTkpIQFxeHhoYGXL9+HdeuXQtYHBqssLAQL7zwAv+OUECxoERERERkAEIIt62USB85OTksJlHAhHIXpEAP4BwbG4u5c+cCuNuVN5SLaeFi4cKFePbZZxEdHa13KhRmWFAiIiIiMggWlEIHL8wokDo6OvROYUTBmBFsyZIlMJvNWLNmDex2e8CPT3+2Zs0abNmyhQNxU1BwDCUiIiIigygoKNA7BbrH32nUiQbq7OzUO4URBaOglJWVha9+9atISUmBw+EI+PHpblfFLVu2YMGCBXqnQmGMZUoiIiIig0hNTUVSUpLeaRD0a6FUVlaGDz74QJfYFDyhPFNiMApKADBx4kQAYAulIPnyl7/MYhIFHQtKRERERAYhhMDkyZP1ToMQvIvssVy9ehW3b9/WJTYFTyh3Rwp2azwWlILj6NGjaGlpGbRMSomqqiqdMqJwxC5vRERERAYyY8YMlJWV6Z1GxNOjhVJzczPq6uowbtw4zWMbRWdnpyFnsdJ7UO7vfe97iI6OduUx8Gewi13s8hYcDQ0NeOmll/DYY49h+vTpcDqd2Lt3L1paWjBjxgy906MwwYISERERkYEUFhYiMTExpAfxjQRxcXGaxjt79iz27duHvr4+5Obmaho71LW0tKC8vBwXLlxAbGwsXnjhBb1T8preBaXk5GSYTCZNYl24cAG3bt1CX18f+vr6UFdXp0ncSNTT04OdO3dixYoVuHXrFi5dusRWrhRQLCgRERERGYjJZMKKFSvw0Ucf6Z1KRCssLNQsVmVlJXbt2uV6zBnm7rZEunDhAsrLy3H9+nXX8ilTpuiYlTFp0QppoO7ubhw7dkyzeAScPHnSdV+v7roUnvhqIiIiIjKYoqIiFBcXo7m5We9U/KaqKmw2GywWi6atNPyJm5CQgAkTJgQps8H6+vrw6aefDloWqQUlVVVRVlaG8vJy1NXVQUo5bButWtmEEn/fQ2azWdP33ty5c3HgwAH09fX5tL8RPzNCKW4kvkcoeFhQIiIiIjIYs9mMrVu34pVXXnF7Ua0VIYRf8VVVxY4dO2C1WpGXl4ft27dr0lLC37iFhYWjXthJKQN2wXn27FncvHlz0LKYmJiAHNtoLl68iD179oy6jVEvllVV9Xk/f99DWrdYiYmJwfz58/HFF194va9RPzNCKS5bKFEg8dVEREREZED5+fl48MEHcejQoVG3i4+Px9q1azFp0iQIIXy+AXC77NNPP8Xhw4d9OgebzQar1QpVVWG1WmGz2TQZUNnfuO3t7SOu678A7O3tRX5+PiZOnIj8/HwkJib6lGtRURFUVcXHH3/sKjpoUVByOBwhd+F55syZMbcxakHJ14GpA/Ee0uP3XFRU5FNByaifGaEU16jvEQpNofVXgoiIiIg8dv/996OlpcXthbYQAkuWLMGaNWsQGxsbtBz8mfLbYrEgLy/P9e27xWIJYGbBi1tXV4fu7m63A3OfP38e165dAwDcunXLddGclpaGiRMnum7JycmDWjFVVFRgwoQJSE5OHnQ8IQSWLl0Kh8OB4uJitLa2oqurC7dv30ZMTAxiY2MDVmCSUuLKlSs4efIkpk6diqVLlwbkuIHQ1dWFmpqaMbcz6sWy0+n0ab9AvIf0KChlZmZi4sSJuHr1qlf7GfUzI5TiGvU9QqGJBSUiIiIigxJCYPPmzZBSoqyszLV88uTJeOSRRzSZXt6fKb+FENi+fbvm45L4G1dVVVRWVmLBggXDup9YrVa3+9y5cwd37txxFf+SkpKQn5+P6OhodHR0oLa2FtHR0fiLv/gLpKamDtt/5cqVWLlyJTo6OvCzn/0MJ06cAHC3UPW9733Pq/yHcjqdqKysxMmTJ9HQ0AAAITet+Llz5zzqFmbUi2Vf30eBeA/p1RKtqKjI64KSUT8zQiluqLU8JGPz+NUkhDABKAZQL6XcLIT4LYAiAAJADYAXpJSdQ/ZJB/A2gPsAvCKl/O6AdUcA5ADovrdovZTythAiBsAfACwG0AzgaSllnW+nR0RERBTeFEXB1q1bERsbi+rqaqxfvx7Tp0/X7ILHn4IScDd/LbqOBDrunj17EB8fP6zwMnS8o5G0t7ejvLx80LK+vj709vaOut/QApavXemAu0Wu0tJSlJWVoaura9C6UCrMSCk96u4GhFbe3uju7h57oxH4+1rWq8Awc+ZMWCyWYa+9sRj1MyNU4ra3t6O2thYA3I6BN9YyLf++UOjz5tPjBwAqASTde/xDKWU7AAghfgbguwD+acg+PQD+DsCce7ehnpNSFg9Z9iKAFilloRDiGQD/DOBpL/IkIiIiiihCCKxfvx7r1q3T/ILa34KSkcXHxw96rKoqbt265dcxq6qq0Nrairi4OJjNZphMJphMJtf9jo6OYTl4Mwi40+lEVVUVSktLcfny5RG3C6WZ5G7cuIHGxkaPtr1z5w7OnTvner4G/nS3rP+noii6XST39PTgypUrusQG9CvCmUwmLFy4EMePH9clfqSqrKxEZWWlz/v/r//1v0ackGGsZVFRUZoMZk7a8aigJITIBbAJwD8C+GsAGFBMEgDiAAx79UgpuwAcF0IUepHTNgD/7737bwP4TyGEkHpOYUJEREQU4oQQulwY+jOGktHV1NQgPz/f9fjKlSt+F9iOHj3q1faVlZX48Y9/jPT0dKSkpMBkMiEuLg65ubmuC7n+n83NzTh79qxHLUJCaSa5c+fOebztpUuXcOnSJZ/iJCYm4q//+q992tcf0dHRfs+Y6A89u0ANHTOMQt+Pf/xjn/f9q7/6K2RkZAQwG9Kbp58ePwfwIwCD2tQKIX4PYCOACgB/40P83wshnADeAfAP94pGEwBYAUBK6RBCtAFIB9A0JPa3AXwbwKA/5ERERESknUhuoXTq1CkUFRUhJSUFUsoxZ9wLFofDgVu3bg1qHVVSUuLXMUOloOR0Ood1DQwWvVoo9Xdbff/993WJr2dBKTMzU7fYpD2O3xR+xmxvJoTYDOC2lHLYXyUp5dcBjMfdrnDedkt7Tko5F8AD927Pe7OzlPIlKWWRlLJIiwEniYiIiGi4SC4oOZ1O7N27Fx9++CF+8Ytf4MaNG3qnFDDBnBnQG5cvX4bNZtMkVlRUlCZx3NHzfaTneefn56OgoEC3+KQtPV9rFByedGBcCWCrEKIOwE4Aa4UQr/WvlFI67y1/0pvAUsr6ez87APwRwJJ7q+oB5AGAEMIMIBl3B+cmIiIiohATyV3egLtdrD7//HO0tLTonUpAjdRC6fbt25oVeADg/PnzmsXSs/WEngUlvVuNPPTQQ7rGJ+2woBR+xiwoSSn/VkqZK6WcBOAZAIcAPN8/LtK9MZS2AqjyNKgQwiyEyLh3PwrAZgD9bVl3A9h+7/6XABzi+ElEREREoSmSWyiFs4EFJbvdjrKyMvzud7/DL3/5S7z11ltwOp1Bz6Gvrw9VVR5fYvgtUlso6V1QmjBhAubMcTd/E4UbFpTCj6+fHgLADiFE0r37ZwH8JQAIIbYCKJJS/u97j+twd2a4aCHEYwDWA7gK4KN7xSQTgE8A/ObesX8L4FUhxEUAd3C3iEVEREREIYgFpfAUHR2NmzdvorS0FOfOnUNvb69rXV1dHT788ENs2rQpqDlUVVVp2gKOBSX9rFu3DtXV1RHf4jGcmUwm3cYpo+Dx6tNDSnkEwJF7D1eOsM1u3G1l1P940giHWzzC/j0AnvImLyIiIiJy7/bt26iurh4049fQ2b/8WdfW1qbRmZBWhBD47W9/i/r6erfrp06diunTp0NKGdQLRG9mdwsEPQtKWrT4GkkoFJSSk5OxevVqfPLJJ3qnQkHC1knhSf9PDyIiIiIKmnHjxqGsrAyfffaZ3qmQQUgphxWTFEXBvHnzsGLFCmgxIU5nZycuX74c9DgDReoYSqFyob9s2TKUl5fj5s2beqdCQRAqrzMKLBaUiIiIiMKYEAIPP/ww4uPjcfDgQb3TIYNRFAULFy7E/fffj5SUFM3ilpeXQ+thVNnlTV8mkwnbtm3Db37zG6iqqnc6FGAzZ87UOwUKgtD49CAiIiKioBFC4P7770d8fDz27t2r+YU6GVNhYSE2bdqkaSGpn9bd3YDIbaEUKgUlAMjOzsaaNWtw6NAhvVOhAJoxYwY2bNigdxoUBKHz6UFEREREQbVo0SLExcXhnXfe0XXMFvLd+PHj8eijj0JVVY9uTqfT4237bwkJCZg6dSqys7OhKGNOCh1wjY2NaGho0Dwux1AKDStXrkRlZaUurwEKvLy8PDzxxBO6fJZQ8IXWpwcRERERBdXMmTPx3HPPYefOnejr69M7HfJSQkICcnNz9U4jqM6fP69L3Pr6ehw9ehRms9l1M5lMXt/3ZTYrjqH0Z4qiYNu2bXjppZfY9c3gMjIy8Oyzz4bca4wChwUlIiIioghTUFCA7du34/XXX4fNZtM7HfJCuF+YqaqKs2fP6hLbarXCarUG5FieFJ8GPr5+/XpA4vqisrISjY2No24zUoEsKSkJS5YsCXhOWVlZWL9+PT788MOAH5u0kZCQgOeeew5xcXF6p0JBxIISERERUQQaP348nnrqKezYsUPvVMgL4V5Qunz5Mtrb2/VOw29OpxNOpxO9vb16pzKmmpoa1NTU+LRvfn5+UApKALB06VL09PTgyJEjQTk+BU90dDSee+45XcZfI22xIyMRERFRhEpMTNQ7BfJSqI13E2hnzpzROwXyQrBfj6tWrcKyZcuCGoMCS1EUPP3008jOztY7FdJAeP9FIiIiIqIRmUwmvVMgL4VzC6Wuri5UVVXpnQZ5obu7e9DvrL9r3MAucqMtS0pKwrhx40Y8vhAC69atw9WrVzlIt0Fs27YNkydP1jsN0ggLSkREREQRigUl4wnnFkrnzp3jIMwG09DQgDfeeMPn/RcvXozNmzePuo3JZMJjjz2Gl156ibNThrh169Zh3rx5eqdBGgrfv0hEREREEaC3t3fQDFFSymHbDF3W/7inpye4yVHAhWsLJSklu7tFIE+L2pmZmXjwwQfxySefBDkj8tWSJUuwYsUKvdMgjbGgRERERGRg7733Hqqrq/VOgzQSrgWl69evjznTGIUfb1rcLV++HFVVVbrOiEfuzZo1Cxs2bBhxNkAKXywoERERERkYu4BElnAtKLF1UmQqKyvDpUuXoCiKxzcKLfn5+Xj88cf5u4lQLCgRERERGRgLSpHF6XSiu7sbJpMJJpMJiqIYvlVAb28vysvL9U6DdGCz2WCz2fROg3w0btw4PPPMM2E9thuNjr95IiIiIgNjQSmy7N+/H/v37x+0TFEUmEwmmM1mV6FprFv/tv37Dly+cuVKxMTEaHZOFy5cgN1u1yweEfkvMTERzz33HOLi4vROhXTEghIRERGRgbGgRKqqQlXVgBVlli9fHpDjeKqsrEzTeESRKiYmBjk5Oa7H/a0b+3+mpqYiIyNj2PqB+pcVFBQgOTk5mOmSAbCgRERERGRggSooqaoKm80Gi8WiaRcqxg29uFqO03Tnzh1YrdaAH1eP59kIv1vGDf+4999/P+6///5BxaKB9z2dWY/IEywoERERERmYw+Hw+xiqqmLHjh2wWq3Iy8vD9u3bNRlglXFDL67WF5znzp0L+DH1eJ6N8Ltl3MiIGxsbq2mXVYpsHIqdiIiIyMAC0ULJZrPBarVCVVVYrVbNBsll3NCLGxUVpVnrCyklzp49G/Dj6vE8G+F3y7iREZcDZJOW+GojIiIiMrBAFJQsFgvy8vJc34JbLJYAZMa4RoyrZXe3a9euobW1NeDH1eN5NsLvlnHDI+6yZctc3djcdWvLy8vTJDciABBSSr1z8FtRUZEsLi7WOw0iIiIizf3rv/4rurq6/D6OUcYHYdzgxk1NTcX3v/99TXLavXs3zpw5E5Rjcwwlxg3HuCaTCX/3d3+nWWwiABBClEgpi9ytYwslIiIiIgML1KDciqIgISEhIMdiXOPG1aqFkt1uR0VFRdCOr8fzHOq/W8Y1flwtWxASeYIFJSIiIqIgu3TpEi5dugQp5aAbgGHL3C0faTspJXp7e3U7Lwo/Wl2wVldX87VL5CWOj0Shhq9IIiIioiArKCjA1atXcezYMb1TIRqVVgWlYMzuRhTu2EKJQg0LSkRERERBpigK1q5dC6fTiZMnT+qdDpHLrFmzoKoqHA4HnE4ncnJygh6zs7MTFy9eDHoconDDFkoUaviKJCIiItLI8uXLcfr0aTgcDr1TIQObNGkSHn30UTidTjidTlcxaKT7o63funWrpgMMA8D58+cRDhMDEWmNBSUKNXxFEhEREWkkPj4eCQkJQZkqnSJHfHw8MjMz9U7DZ2fPntU7BSJDYpc3CjUsKBERERFpRFEUPPPMM/jVr36ldypkYEa+qLx58yZu3bqldxpEhpGfn4/Vq1dDURTExcXpnQ7RICwoEREREWlo3LhxUBQFqqrqnQoZlJG7vXAwbiLvJCcnY/LkyXqnQeSWoncCRERERJFCSonDhw+zmER+MWoLJVVVcf78eb3TIDIUk8mkdwpEI2JBiYiIiEgjt2/fxhdffKF3GmRwRi0oXb58GZ2dnXqnQWQoRn2/U2RgQYmIiIhIA1JK1NXVISsrC3l5eXqnQwZm1AtMDsZN5D0jd3Gl8MdXJxEREZEGent7UVxcjKamJr1TIYMzYkGpp6cHVVVVeqdBpClFUWAymaAoiusmhHDdAAy7P3RZUlKSPskTeYAFJSIiIiINREdHIzc3lwUl8psRC0oVFRVwOBx6p0GkmUWLFmHLli16p0EUVOzyRkRERKQBIQQ6Ojr0ToPCgBELSpzdjSINu6pRJGBBiYiIiEgDQgg89dRTiI+P1zsVMjijFZRaWlpw9epVvdMg0pTR3qdEvmDZlIiIiEgjUVFRsFgssNlseqdCBlZaWoq6ujqYTCaYzWaYTKYR74+1fuj9/jFeAomtkygSsYUSRQK+yomIiIg0oigKHnnkEbz66qt6p0IGdvHixaAdWwgBs9k84q2/AOXNraysLGj5EoUqtlCiSMCCEhEREZGGJk+ejKlTp6K2tlbvVIiGkVLCbrfDbrfrnQqRoZ09exZ1dXVQVRWqqsLpdEJVVUgpIaUEgFF/ulv2yCOPYOrUqV7n4nQ6cf36dUycONHv8yIaiAUlIiIiIo09/vjj+MUvfoHu7m69UyEioiBobGxEY2NjQI/py0yJTqcTb731Fpqbm/FXf/VXAc2HiINyExEREWksLi4Oy5cv1zsNIiIyEEXx7vLd6XTi7bffRnV1tdf7EnmCryoiIiIiHRQVFfEffCIi8pg3fzOcTifeeecdVFVVeb0vkaf4qiIiIiLSQVxcHHJzc/VOg4iIDMLTolB/MamystK1LNCzNxIBLCgRERER6SYhIUHvFIiIyCA8KSipqop33313UDHJ032JvMVXFREREZEOOjo6ONMbERF5bKyiUH8xqaKiwut9iXzBVxURERGRxqSUOHjwIKdmJyIij41WFFJVFe+99x4uXLjg9b5EvuKrioiIiEhjn332Gc6ePet2naqq6OzshJRS05wYl3EZ13gxGTey4o5UFFJVFbt27UJ5efmIx+EYShQMZr0TICIiIooUDocDu3fvHvEbZFVVsWPHDlitVuTl5WH79u2afKvMuIzLuMaLybiRF/db3/qW22127dqF8+fPj3ostlCiYOCrioiIiEgjZrMZFosFqqq6XW+z2WC1WqGqKqxWK2w2myZ5MS7jMq7xYjJu5MVtaWkZtF5VVbz//vtjFpMAFpQoONhCiYiIiEhDmZmZI66zWCzIy8tzfRttsVg0yYlxGZdxjReTcSMv7sC/H6qqYvfu3Th37pxHxwqlLm9nz55FV1cXnE7niDdVVV33t2zZgvj4eL3TJjeE1n1Ag6GoqEgWFxfrnQYRERHRmC5fvoxXX311xPWqqsJms8FisWh6AcC4jMu4+sSMiopCbGys6wJ64IV0MOP6i3G1j/u9730P6enpUFUVe/bsQVlZmcfHmT59Op555pngJeqFn//852hra/N4+7/5m79BQkJCEDOi0QghSqSURe7WsYUSERERkQbsdjt27dqFixcvjrqdoii6/OPMuIzLuPrEnDVrFh577DG361RVRU9PD958801cvXo1oHH9xbjax1UUBVJKr4tJ/fuGCofD4dX2ZjPLFqGKvxkiIiIiDbz//vuoqKjQOw0iCjGjXVwrioL4+Hg899xzeOutt1BbW6thZhRqhBA+FZMAfQtK5eXlOHLkCBRFgaIoXo9BZTKZgpQZ+St0ypREREREYap/QFUioqE8aa0RFRWFp59+GrNmzdIgIwpVH374Ic6cOePTvnqOoWSz2dDc3IzGxkbcunUL3g67wxZKoYu/GSIiIqIgUxQF06ZNA8d8JKKhPB0ryWQyYcGCBWzpGMGqq6t93lfPFkqLFi3CnDlzoKoq7HY7/uM//sPjfRVFCakBxWkwFpSIiIiINPDggw+iq6sLlZWVeqdCRCHEm/Fk2FKDfKVnQclsNrteu729vV7ty+5uoY2fSEREREQaiI+Px5e//GU0NTXhgw8+QF1dnd4pEVEI8KagxItr8lWotPLhgNzhhb8dIiIiIg1lZGTga1/7Gr744gt8+OGHXo8lQUThxdMubwAvrsl3erZQOnLkCE6fPu1T9zUWUUMbP5GIiIiINCaEwJIlSzB+/HgcPHgw4lorRUdHIy4uDmlpaUhJSUFaWhoSExMRFxeHhIQEJCYmwmKxQAgBh8MBh8MBu92Onp4edHZ2oqOjA319fWhra0NdXR3q6+v1PiUin7GFEmlBzxZKK1euxPLly6EoCn784x97tS+LqKGNvx0iIiIineTm5mL79u2oq6vDsWPHcPnyZb1TCpiEhARkZWUhPT0dSUlJSE1NRUZGhqtw5KmoqChERUUhLi4OSUlJyMzMHLZNR0cHysvLUVJSgubm5kCeBlHQcQwl0oKeLZSioqIAAHa73et9WUQNbfxEIiIiItLZpEmTMGnSJNTX16OsrAxVVVXo7OzUOy2PmEwmJCcnY9y4cZg4cSLS09Mxfvx4JCQkaJZDYmIili9fjmXLluHatWs4evQorly5oll8In940+WNF9fkKz0LSv28ea0P3OfSpUtQVRVOp9P1c6T7Q5ctWbIEqampQTgbAlhQIiIiIgoZEyZMwIQJE/Doo4/i+vXrqKqqQmNjI65du4a+vj6900NycjJycnKQkZGB7OxsZGdnIzU1NSQuVIC7XTomTpyI559/HiUlJfjwww99uoAh0hJbKJEWSktLh80y6m4MP3fLzGYzvv/97/sce+/evTh37pxPn8etra147bXXfI49d+5cFpSCiJ9IRERERCFGURTk5+cjPz8fANDT04OysjKUl5drOl5QUlIS5s+fj4kTJyInJwfx8fGaxfaHEAJFRUUYP348du/ejVu3bumdEtGIuru78Yc//MH1uH+sm4Fj3vTfV1VV2+QobPT19fn8xUR0dLTfsX3p7hYIbNUXXCwoEREREYW42NhYLFu2DMuWLUNTUxNaW1sRFxeHnp4eWCwWtLS0uLYrLS1FeXm51zFSU1OxZMkSTJgwAcDdVhOTJk0KmammfTF+/Hh8+9vfxv79+1FcXKx3OkRuSSnZRZNCmr+tUPUshLJVX3Dx2SUiIiIykIyMDGRkZAxalp2d7bo/adIk9PT04OLFix4fc8GCBXj00Uf9/hY6FCmKgk2bNmHGjBl477330NXVpXdKRESamz17NubOnQuTyYSdO3d61f3M34KSu250WmELpeAKjQ7vRERERBQQQghs2rQJsbGxw9YpioLMzExX17Vp06bh+9//PrZt2xaWxaSBpkyZghdeeAEJCQmYOnWq3ukQEWkqKSkJDQ0NuHr1qtcthvxtqcoWSuGLzy4RERFRmElJScHatWuxb98+AEBaWhpWrFiB2bNnIzY2Fk6nEy+//DKWLl0aUYOVZmRk4Ac/+AE+/vhjvVMhItJUd3c3PvvsM5/2NXKXN7ZQCi62UCIiIiIKQ3PmzAFwdxyhv/iLv8DixYtdrZZMJhPmzJnj1exS4cJsNmP9+vWYNm2a3qkQERmCkQtKbKEUXCwoEREREYWh/jErHn30UURFRQ1bv2LFChQWFmqdVkgwm8146qmnMHnyZL1TISIKeRxDiUbi8StDCGESQpwRQuy99/i3QoizQohzQoi3hRAJbvZJF0IcFkJ0CiH+c8DyeCHEB0KIKiHEBSHEPw1Y94IQolEIUXbv9k1/T5KIiIgo0tTU1AAA7ty543a9EMLviwQjM5vNePrpp5GVlaV3KkREIc2oYyhF+t85LXjz7P4AQOWAxz+UUs6XUs4DcA3Ad93s0wPg7wD8Dzfr/lVKOQPAQgArhRCPDlj3hpRywb3by17kSERERBQRVFWF3W4fttxms2Hv3r3Yu3cvAKCxsVHr1AwjOjoazz77rNsWXEREdJdRu7yxu1vwefQMCyFyAWwC8I8A/hoApJTt99YJAHEAhrVjk1J2ATguhCgcstwG4PC9+31CiFIAub6fBhEREVFk6OnpwUcffYSamho8+uijrrGSVFVFcXExjhw5gu7ubp2zNI62tjYsXboUx48f1zsVIqKQZNQub0II16x2TqcTqqq6bgMfe3Lf3eOhyyZPnoxly5bpcq568bRk93MAPwKQOHChEOL3ADYCqADwN74kIIRIAbAFwL8PWPykEGIVgBrcbQll9eXYREREROEmJiYGs2bNQkVFBd555x2UlJQgNTUVly5dQnt7+7DtKysrsWbNGo4j4UZfXx8aGxvx0EMPwWQy4ejRo3qnREQUcoza5a2vrw+vvPKKZvEuXbqEWbNmISkpSbOYehuz1CiE2AzgtpSyZOg6KeXXAYzH3a5wT3sbXAhhBvAnAP8hpbx8b/EeAJPudaU7AGDHCPt+WwhRLIQoZlNuIiIiihRCCEydOhVf/epXER8fj7q6Opw5c8ZtMQkAmpub8atf/QpXr17VONPQFx0d7ZrtbdWqVUhLS9M5IyKi0GPULm9aU1UVp0+f1jsNTXnSQmklgK1CiI0AYgEkCSFek1J+FQCklE4hxE7cbcH0ey/jvwSgVkr58/4FUsrmAetfBvB/3e0opXzp3v4oKirSb9h4IiIiIh3k5eUhJycHly5dGnPb5uZmJCcna5CV8SQm3m2ArygK1q1bh5qaGphMpmG3jo4OlJaW6pwtEZHnVq1ahaysLEgp0dfXh7KyMp+OY9Qub3ooLi7GAw88gJiYGL1T0cSYBSUp5d8C+FsAEEKswd0Btp8XQhRKKS/eG0NpK4AqbwILIf4BQDKAbw5ZniOlbLj3cCsGDwRORERERPds2bIFv/71r8ccM6mwsBApKSnaJGVgM2fOxMyZM0dcn5mZiQ8//FDDjIiIfJebm4upU6cCgEdfPoyELZQ819vbi7Nnz2LJkiV6p6IJX18ZAsAOIcR5AOcB5AD4ewAQQmwVQvy9a0Mh6gD8DMALQojrQohZ9wb5/n8AzAJQKoQoE0L0F5a+L4S4IIQ4C+D7AF7wMUciIiKisJacnIzU1NQxt1u7dq0G2YS/pUuXYuvWrX6NJ6KqKjo7OzX/xp5xwzMm4zLuaLq6ugYdx9e4WhWUjPgcu3PhwoWAHMcIvJpHT0p5BMCRew9XjrDNbgC7BzyeNMLh3P4lHtgiioiIiIhGt2bNGrzzzjvo7e11u37lypXIzs7WOKvwtXDhQkRHR+Pdd9/16QJtx44dsFqtyMvLw/bt2/2+UGPc0IgbSefKuMaJ62tBaWjc//N//o9Xebs7nrcxjfIcu3Pr1i1IKf0ezNwIvCooEREREVFomTp1Kv7yL/8Sx48fh9VqhaqqSExMRGZmJgoLCzFlyhS9Uww7s2fPRlRUFN588004nU6P97PZbK7fkdVqhc1mQ0JCQhAzZVyt4kbSuTJuaMdNTk7GokWLUFdXh56eHtdybwpKQ+MOLEz5wpOWP0Z6jsfS29sLVVUjYnZVFpSIiIiIDC45ORmbNm3SO42IMm3aNDz33HP405/+BLvd7tE+FosFeXl5rm/CLRZLkLNkXK3iRtK5Mm7oxl2/fj3MZjPuu+8+JCQkDCrkZGVlYePGjaitrUVtba1Xcf0dg8+TYpZRnmNPRUpBSYTDiOtFRUWyuLhY7zSIiIiIKMJcu3YNr7/+Ovr6+jzaXlVV2Gw2WCwWTbtDMG54xmRcxgXuDpr90EMPYdmyZSN21+rp6UF7eztOnz6NkpISr+JOnz4dzz77rM/n8G//9m9ob2/3KmaoPceeio+Ph8lkwl/91V+FzUxvQogSKWWRu3VsoURERERE5KP8/Hw8++yzeP311+FwOMbcXlEUTbpxMK72cSPpXBk3tOLGx8cjPj4etbW1g8bM6y+OCCFQW1uLPXv2+BTX3yKLp41YQvk59tR//+//HVFRUQE5lhGwoERERERE5IdJkybhqaeews6dOzWfnYiIIldaWhq+/OUv41e/+hXef//9Ubdds2YNZsyYASEErly5Mmh8pbFoNctbKBFCIDk5GYqieHWLhG5uA7GgRERERETkp2nTpmHjxo344IMP9E6FiIKsv3gQHR0Nk8nkcbGhqakJHR0dIx5XCOHxLT09HV/+8pcRGxuLlJQUt9soiuK6P336dKxevRoA8P7776OxsXFQ3KF5DLw/btw4v54vIxaU0tLS8N3vflfvNEIeC0pERERERAFQVFSExsZGnD59Wu9UiMhDOTk5iI+P93h7KSWklFBVFbm5uVi3bp3H+9rtdtd08u5uvvrBD37g1fbbtm3zOZYvjFhQirSWRr5iQYmIiIiIKEDWr1+Pmzdv4tq1a3qnQkQe6OrqQkNDg0/71tfX44EHHvB48OVIGltnIKfTqXcKXvO3m1+k4LNERERERBQgJpMJTz/9NBITE/VOhYjciIqKgsViQWJiIpKSkvyaicvhcKCysjKA2YUntlAKX2yhREREREQUQPHx8di2bRtee+01vVMhoiFWrFiBNWvWuB6fPHkSBw4c8Pl4586dw4IFC/xPLEz1dw80GrZQ8gyfJSIiIiKiAJsyZQoWLlyodxpENMTQQoG/xY4rV66gvb3dr2OEMyMWkwC2UPIUWygREREREQXBww8/jOrqathsNr1TIaJ7hhYKAlHwOH/+PFauXOn3cULVZ599hoMHD0JKOWzd0GXutjEitlDyDJ8lIiIiIqIgiIuLw4YNG/ROg4hwt0CQlZWFmJgY3LhxA/X19bBarWhpafH72OfOnQtAhqHL6XTC6XRCVdVht/5Z7/pv4YItlDzDFkpEREREREEyd+5cnDlzBnV1dXqnQhTRUlNT8Rd/8RdoaGjASy+9FNBj3759G7du3UJWVlZAjxsqjNptzR9soeQZPktEREREREEihMDGjRt5cUKks/73YLCKI2fPng3KcUMBC0o0Ej5LRERERERBNG7cOCxfvlzvNIgiWrALSuXl5WFbeAnX8xoNu7x5hl3eiIiIiIiCbNWqVSgvL0dbW5veqRBFpP4CQbCKIx0dHairq8PkyZODcnw9GbWgNHXqVEyYMAGKonh8M5lMUBQFiYmJeqdvCCwoEREREREFWXR0NDZs2IA333xT71SIIlJCQgKAuwNMB0tZWVlYFpSC+ZwF08yZM7Fw4UK90whr7PJGRERERKSBGTNmYOrUqXqnQRSRmpubsW/fPpSUlAQtxvnz53Hr1q2gHV8vRm2hxHGQgo8tlIiIiIiINCCEwCOPPILLly8b9ht/IqNqbm5Gc3Nz0ON88skneO655wJ+3Pr6ely4cAEAMG/ePGRnZwc8xkiM+nl16dIldHZ2QlXVYTchBNatW6d3iobHghIRERERkUbS0tLwwAMP4MiRI3qnQkRBcPHiRTQ0NCAnJyegx21oaMBnn30G4G7XuhdeeAGZmZkBjTESo7ZQOn/+PM6fP+92XXR0NAtKAcA2YEREREREGlq5ciVSU1P1ToOIguTcuXMBP6aU0nW/u7sbf/jDH9DS0hLwOO4YtYXSaDiLW2CwhRIRERERkYbMZjM2btyI119/Xe9UiCgIysvL8fDDDwd0DJ/MzEwsW7YMQggAdz9Hmpqa0NTUNOa+iqJgypQpPsc2agul0TgcDhw8eNBtdzhVVTF16lTMmjVL7zRDHgtKREREREQamzJlCgoKCnDlyhW9UyGiAOvs7MSVK1f8KuIMNXHiREycODFgx/NGOLZQstvtOH78+Ijrk5OTWVDyALu8ERERERFpTAiBjRs3chYiojAVjG5vegnHFkpj4WezZ/gsERERERHpICMjAytWrNA7DSIKgsrKSvT19emdRkCEYwulsXCMJc+woEREREREpJNVq1YhOTlZ7zSIKMDsdjuqqqr0TiMg2EKJRsJniYiIiIhIJ1FRUXjkkUf0ToOIgmCkKeuNhi2UaCQclJuIiIiISEfTp0/HtGnTUFNTE7QYqqrCZrPBYrG4ZonSQiTFjaRzZVzP4l66dAk2mw3x8fFBzm50NpsN5eXlkFK6bgAGPR66zOl0oqWlBampqWhpadEkz1D63bKFkmdYUCIiIiIi0pEQAo888gguX74Mh8MR8OOrqoodO3bAarUiLy8P27dv1+RiKZLiRtK5Mq7ncaWUqK6uxsKFC4Oe42ja2tqwf/9+j7fne0jRtKBlZCy7ERERERHpLDU1Fffff39Qjm2z2WC1WqGqKqxWK2w2W1DiRHLcSDpXxvUubnV1dUBy6O7uRmdnp0/7ejsGEt9Dd4uBfX196Onpgc1mQ2dnJ7q7uzXJyUhYUCIiIiIiCgErV65EWlpawI9rsViQl5cHRVGQl5cHi8US8BiRHjeSzpVxvYsbqJaHhw4dwiuvvOLTvt6OgcT3EPDBBx/gJz/5Cf75n/8Z//Iv/4Kf/vSn+PjjjzXJyUhEf19JIysqKpLFxcV6p0FERERE5JdLly7htddeC/hxQ2lsknCNG0nnyrjexX3++ecxefJkv+Lv3r0btbW1WLt2ratL1sSJEz2aJfLKlSv4wx/+4FU8voeGGz9+PGbOnAlVVbFq1SrN8tObEKJESlnkbh3HUCIiIiIiChFTpkzBrFmzUFFREdDjKoqChISEgB6TcfWPybjGiHv58mW/C0qqqqKzsxO7d+92LXv66ac9Kij5Mksb30PD3bhxAzdu3ICiKBFVUBoNC0pERERERCFkw4YNqK2thd1u1zsVIgqAq1ev+n0Md0WhgVPbX7p0CXfu3HG1Xhr409exl2iw+fPn49FHH+UMcAOwoEREREREFEKSkpKwZs0aHDhwQO9UiCgAbty4AbvdjqioKJ+P4a6gdOzYMZw5cwaKouDatWvo6OjwJ00aQ2trKy5cuAApJRYvXqx3OiGBBSUiIiIiohCzdOlSlJWVobGxUe9UiMhPqqqioaEB+fn5Ph/DXUHJarX6kxZ56erVq7h69SqioqJYULqHbbWIiIiIiEKMyWTCpk2b9E6DiALkxo0bfu2vqmqAMiF/aTlgeKhjQYmIiIiIKARNnDgR8+fP1zsNIgqAmzdv+rW/LwNrU3CwoPRnLCgREREREYWodevWISYmRu80iMhPt27d8mt/fwpKJpMJUVFRrhv5hwWlP+MYSkREREREISohIQFr167F/v379U6FiNxYvXo1rly5gmvXro26XVdXl19x/Ckofetb30JWVhYAoKenB//8z//sVy6RjgWlP2MLJSIiIiKiEFZUVITMzEy90yAiN1avXo3s7OwxtzOZTH7F8WcMJbP5z+1I2HXOPzNmzMCqVav0TiNksIUSEREREVEIUxQFmzZtwu9//3u9UyGiARRFgRACDodjzG39LSj5UwiKxIJSTEwMNm7cCEVRXLc333wTUkq/jrtw4UJMmzYtQFkaHwtKREREREQhLj8/HwsXLsSZM2f0ToUo4hUWFg4qKhipoORJruEgJiYG8+bNG7TM12JSVFQU8vPzMXHiRKSlpQUivbDBghIRERERkQE8/PDDqKmp8XssFiLyzfjx45GSkoJZs2Zh9uzZruV2u33Mff0tKM2YMcP13h9YGKmoqBgzfiS2UFKUwaP7jNZlcMuWLejt7cXHH38M4O4YSQUFBSgoKMCkSZOQk5Pj9+8vXLGgRERERERkAHFxcXjkkUfwzjvv6J0KUUS67777sGDBgmHL+1srVVZWjrjv0AKHt9atW+d2+dWrV9HW1jZq65sTJ06gtLQUUkq/xmIykqHPd3t7+6DHZrMZS5cuRW5uLqqqqvDII4+gs7MTEydORH5+PmJjY7VM17BYUCIiIiIiMojZs2ejuLgYV69e1TsVoogzsKXPQAsWLEBMTMyoBaVgtXD5wQ9+AOBuq6W///u/H7ZeCIEVK1bgvvvuG1R0Gun+WOvefvttNDQ0BCT3YBr6fA8sKCmKgq9+9auYOHEigLtdGM1mMx5++GFNcwwHLCgRERERERmEEAIPPfQQfve73+mdClHEGamg9MEHH+DKlSsj7peXl4fCwsJgpQVg5PGBzGYzYmNjA9bixihdv4a2UIqPj8eaNWuQn5+P3NxcREVFudaN9HulsfGZIyIiIiIykLy8POTm5uL69et6p0IUUUYqPNy8eRPNzc2DliUmJmLNmjW4fv06CgoKMHfu3KDn98QTT0BVVVfXNiml313tQtWECRMQExODy5cvD1quKAoyMjIwZcqUQcszMjKwevVqLVOMCCwoEREREREZzKJFi1hQItLYSAWlJ554AmVlZfj0009dyxISErBo0SIIITRp1aMoiiZFK19nSguk+Ph4FBYWIi0tDenp6UhNTR103yitqMIBC0pERERERAYzY8YM7N27N2IG2CUKBSMVKlJTU5GQkIDY2FgIISCEQEJCAoA/dzkLF8EuKG3cuBFmsxkmkwl2ux2qqiI6OhqxsbGIi4tzPcf9rbAyMjJc9202Gzo7OyGlhNPphN1uh9PphKqqbn+Otm60bce6v2jRIqxduzaoz1OoYEGJiIiIiCiEVVdX4/PPPx+23GQysaAUINHR0Rg3bhxUVR10IenJjSLH5cuX0dTUNOLrY+nSpYNeP/v373etO3/+vOs47ooywV4mpRx0c7dstHX9yxobG0d7ivy2b9++oB5fC3a7Xe8UNMOCEhERERFRCGttbR11wF/yX15eHr761a96vV//xbanxaeGhgbs2rUr8CdAmjhy5IjeKRCFFBaUiIiIiIhCmNPp1DuFsBcTE+PTfv3dmzwZ+NjhcOD48eM+xSEiCkXhOeQ7EREREVGYYLeq4IuOjg56jM8//3xQtydg+NTmRGR8oTBwuVbYQomIiIiIKISxhVLwRUVFBe3YH330ERwOB86dOzdo+fz587F8+XL86le/ClpsIqJgYkGJiIiIiCiEsYVS8Pna5c0TpaWl6Ovrcz2ePn061q5di8zMTHR0dAQtLhFRsLGgREREREQUwgLRQql/Sm2LxQIhRACyCq+4wezy1l8QnDhxIh566CHk5eW51gViNiijPMeMy7ihGFPPuOGABSUiIiIiohDmbwslVVWxY8cOWK1W5OXlYfv27ZqM3WOkuMFsoZSVlYXVq1ejsLBw2MWqvwUlIz3HjMu4oRYzWHE5hhIREREREYUEf1so2Ww2WK1WqKoKq9UKm82GhISEAGUXHnGDWVB68cUXR2z1EBcXh1WrVsFkMg27Xb58GRcuXBj12EZ6jhmXcUMtpp5xwwWnFSAiIiIiCmH+FpQsFgvy8vKgKAry8vJgsVgClFn4xA3moNyjdaFJSkrCgw8+iFWrVmHlypVYtmwZ7rvvPixatAiZmZljHttIzzHjMm6oxdQzbrgQ4dAcq6ioSBYXF+udBhERERFRwL3//vsoKyvz6xiRNjaJt3Gfe+45FBYWapCZ5w4ePIjjx4+PuZ1RnmPGZdxQjBmMuEuWLMGjjz4agMxCgxCiREpZ5G4du7wREREREYWwQAzKrSiKLt04jBLX1y5vqqrCbrcHpcucw+HwaDujPMeMy7ihGDMYccOh0Y6nWFAiIiIiIgqy1tZWqKoKRVFgMpmgKIrb29Bvx1tbW1FVVaVT1pHD21nepJSoqKjA4cOH8dhjjyE3NzfgOXlaUCIi0gsLSkREREREQSSlxO9+9zt0dHSMua0QwlVwmjBhAqSUAZlankbn6RhKUkpcvnwZBw8eRENDAwD/BvS+c+cOGhoa4HA44HQ6B/2sr6/3+bhERFpgQYmIiIiIKIhqamo8KiYBdwsWDocDiqIgNzcXx44dC3J2BHjWQun69es4ePAg6urqBi2PjY31OW5VVRUOHDjg8/5ERHpiQYmIiIiIKIhOnTrl9T5Lly7F559/HoRsyJ3RCkqNjY04dOjQiF0P/WmhFIjWZ7Nnz0ZiYiJ6enpQU1Mz4nZTp07F2bNn/Y5HRKPjGEpEREREROQ3h8MBVVWRm5sLVVXR2toKm80G4G7LloHFiP7xk1JTU9HQ0IC+vj5dco5E7rq8tbW14ciRIzh79uyIF4hCCI+7y7kTiILSpk2bEBcXh5s3b446G+Dt27c9PmZ/10uO40REo2FBiYiIiIgoSMxmM77+9a+7HldXV6O+vh5SSkybNg15eXnD9rly5QpeffVVLdOMaNHR0YMGQ7fZbDh27Bi++OKLMWfYi4mJ8WuacX8LSqmpqYiLiwMwdte7qKgoPPXUU4iKioLZbIbZbB7xvslkwrVr1/D73//er/yIKLx5XFASQpgAFAOol1JuFkL8FkARAAGgBsALUsrOIfukA3gbwH0AXpFSfnfAusUAXgEQB2AfgB9IKaUQIg3AGwAmAagD8GUpZYuvJ0hEREREFCqmT5+O6dOnj7pNQUEBHnnkEezfv1+jrCJbf3e33t5enDp1CidPnvS4dZg/3d0A/wtK48eP9ziXvr4+zJo1y+Njj1VMIyL3IqnLm+LFtj8AUDng8Q+llPOllPMAXAPwXTf79AD4OwD/w826XwL4FoCp926P3Fv+PwEclFJOBXDw3mMiIiIioohx5coVvVOIGGazGZ9//jn+4z/+A0eOHPGqq6GRCkqqqnp1bBaUiGgsHrVQEkLkAtgE4B8B/DUASCnb760TuNvKaFgZTkrZBeC4EKJwyPFyACRJKU/de/wHAI8B2A9gG4A19zbdAeAIgP+fV2dFRERERGRgiYmJeqcQMVpbW/Hhhx/6tK8/M7wB/heULl++jMbGRjidTmRnZyMqKmrEY3obiwUlIhqLp13efg7gRwAG/WUTQvwewEYAFQD+xou4EwBcH/D4+r1lAJAlpWy4d/8mgCwvjktEREREZHhLlizB9OnT4XQ68f7777sG8qbQoncLpUuXLrnud3V1ITY2dsRjdnd3e3VsFpSIaCxjdnkTQmwGcFtKWTJ0nZTy6wDG425XuKcDnZy82/nQbQdEIcS3hRDFQojixsbGQIcmIiIiItJNRkYGpkyZgmnTpsFkMumdDo1A74LSQL29vaPm09PT49WsbSwoEfkmksZQ8qSF0koAW4UQGwHEAkgSQrwmpfwqAEgpnUKInbjbgsnTaQDqAeQOeJx7bxkA3BJC5EgpG+51jXM7v6WU8iUALwFAUVFR5PzGiIiIiCiicOr20KV3QWny5MkYN24czGYzkpKScO7cuVG3b2trQ3p6ukfH5uuOvDFv3jzcd999MJlMrtkCAeA//uM/dM6MgmnMgpKU8m8B/C0ACCHW4O4A288LIQqllBfvjaG0FUCVp0HvFYvahRDLAHwO4GsAfnFv9W4A2wH8072f73t8NkREREREYYYtRUJXTU0NTpw4gUWLFiEuLs7r/f0tKM2ePRuLFi0alM9ompubPS4o8XVH3khOTkZubu6gZZFalGQLpbEJADuEEEn37p8F8JcAIITYCqBISvm/7z2uA5AEIFoI8RiA9VLKCgD/DcAruDug9/57N+BuIelNIcSLAK4C+LKPORIRERERGR4v7ENXR0cHPvnkE3z66adYunQpli9f7lVhyZsZ5dzp7e0d9HisFlM9PT1jHlNKCVVVPdqWiCKbVwUlKeUR3J11DbjbFc7dNrtxt5VR/+NJI2xXDGCOm+XNAB7yJi8iIiIionAkpWRByQD6+vpw7NgxnD59Gvfddx/mzZuHjIwM3O3MMbJADMrtdDpdt6amphG3jYqKQnl5Oc6ePQun0wmHwwGHwwG73T7op8PhiKgWFhQ8kfo6iqTz9rWFEhERERERBZmqqnqnQF7o7e3F8ePHcfz4ccTGxiIlJQVms9lVWBJCDLo/tIWRty5dujRoprfR2O121NbW+hWPiGggFpSIiIiIiEIUWycZV09PD27evKl3GkRBYTKZkJ2djZiYGFy5ciVix0tyhy2UiIiIiIhIdywoEVEoSUpKwlNPPYXs7GzXTG5XrlzBe++9h8TERCxfvlznDElLLCgREREREQVJY2PjoIGXh35zPdpjKSUHRiaikOJwOIbN5lZQUIAXX3wRr776Krq6urBu3TqdsgsNbKFERERERER+O3z4MCorK/VOg4goIGw2G2w2G+Lj4wctT05OxgsvvICXX34ZqampWLx4sU4Z6i+SCkqK3gkQEREREYUrReG/20QUXhoaGtwuT0hIwNNPP40DBw7g4sWLEVVYiVT8C0dERERE5IMLFy6Mut7pdHJQZiIKOzabbcR1OTk5ePbZZ/Hee++hurpaw6xCRyQV0lhQIiIiIiLyQUtLy6jrjx49iubmZo2yISLSRmxs7KjrJ06ciOeffx6dnZ0aZUR6YUGJiIiIiMgHI83AJqXE4cOHcezYMY0zIiIKvuzsbI+2idRxlNhCiYiIiIiIRqUoCsrKynDu3DncvHkTTqcTDQ0NuHDhAj799FO3+6iqis7OTs0vOBg3PGMyLuNqHTc/Px+JiYmaxgy2QMeNpIISZ3kjIiIiIvLBAw88AOBuS6Xbt2/j8OHDOHHiBGbNmoX8/Hxcu3Zt0PaqqmLHjh2wWq3Iy8vD9u3bNRm0m3GDHzeSzpVxIzvumjVrNI8ZTHrFDRcsKBERGdSVK1dQVlYGk8nk9mY2m2EymZCRkYHCwkK90yUiClsmkwk5OTmu8ZIqKioQFRU1bDubzQar1QpVVWG1WmGz2ZCQkBD0/Bg3+HEj6VwZN3LjTp8+HQUFBZrGDLZgxGULJSIiCnm9vb04d+7cmNulpqbie9/7HoQQGmRFRBSZVFXFmTNnXI/tdvuwbSwWC/Ly8lzfhFssFk1yY9zgx42kc2XcyI0bFxfn1XG8KayE2rn6I5IKSiIcTraoqEgWFxfrnQYRkabq6+vx8ssvD1s+f/58rFmzBg6HA1euXIHJZMLMmTO9/ieAiIhGJ6WEEALl5eU4efIkGhoaxtxHVVXYbDZYLBZNC/2MG54xGZdxtYwbFxeH//bf/pvbFjxSSjgcjkGTFTidTvzrv/6rXzG1EOi4M2bMwNNPPx2AzEKDEKJESlnkbh1bKBERGdRIAyLOnTsXKSkpkFKiqqoKn332GQ4dOoTvfve7Y07zSkREo3M6nTCZTOjp6cHJkyfR2tqKCxcuQFVVj/ZXFEWTbhyMq33cSDpXxo3MuN3d3fjNb36D++67D0lJSWhvb8etW7cAAPPmzUNUVBRMJpNr++joaL9jaiHQccOh0Y6nWFAiIjKokf7wvfnmmxg/fjzu3LmD9vZ21/Jjx47h4Ycf1io9IqKwVFVVhZKSEtTX16Ovr0/vdIiINNXe3o6DBw8OWpadnY2pU6cO27a3t1ertEgnHL6ciMigRvo2pa+vD3V1dYOKSQBw+vTpYcuIiMhzjY2NOHDgAK5cucJiEhHRPW1tbXqnEFLYQomIiAwhMTERnZ2dHm3rcDjwwQcf4JlnnuEA3RQ0169fR1VVFXJzc+F0OnH9+nX09vZi3bp1iI+P1zs9Ip9JKbFr1y5eOBERDdHd3Y2+vj6vu7iFKxaUiIjIEBITEz0aBLZfTU0NLly4gDlz5gQxK4pU3d3d2LlzJ7q6uoatq6mpwTe/+U2kpKRonxhRAFRXV+PGjRt6p0FEFJLa2towbtw412NVVd3OdknhhQUlIiID82Vq07179yIrK2vQH30if9jtdlRXV+PQoUNui0kA0NXVhT/+8Y948cUXERMTo3GGRP6RUuLAgQN6p0FEFLJ+//vfA4BrpjdPJyoIR2yhREREuumfQcgTkydPRkJCAi5fvoz6+nqP9unt7cWrr76Kb3zjG2wtQj5RVRVVVVWorKxEc3MzGhsb4XA4xtyvsbERr7zyCp5//nl2fyNDKSsrw507d/ROg4goZHV3d+udAumABSUiohBy4cIF7Nu3D4sWLcKaNWvGLCz1d12LioryuKAEAB0dHXj55Zfx7W9/G0lJSX7lTJFBSomGhgacO3cOFRUV6Ojo8Ok4N2/exO9+9zs899xzSE1NDXCWRIF348YNfPjhh3qnQUREBhFJLZREOJxsUVGRLC4u1jsNIiK/nD9/Hu+++67rcU5ODp544glkZGSMuW9vby+cTid++ctfejxId3+MF154gYMo0ohaWlpw/vx5lJWVoaWlJWDHHTduHL7zne943BqPSA9dXV34r//6L9hsNr1TISIig5gyZQq++tWv6p1GwAghSqSURe7WsYUSEVEIcDqdwwZ7bWhowK9//WusX78eRUVFo87M1j8mTXp6ulcFpYaGBrz99tv48pe/jJ6eHsTGxsJs5p+GSNfb24sjR46goqIC7e3tQYnR2NiIDz74AFu3bg3K8YkC4eTJkywmERGRV8Kh0Y6neNVARKQDu92O2tpatLe3IycnB4cPH8bVq1eHbedwOLBv3z7U1tZi69atSEhIGPW4GRkZbo8zmtraWvzbv/0buru7kZOTg+eee47j20QoKSVqamrw8ccfazJezJkzZ5CUlITVq1ePWjAl0kNfXx9KS0v1ToP8lJSUBIvFgt7eXvT29mL8+PHIz89Hc3MzqqurOe4LEZEfWFAiItJBaWmpV2Ny1NbW4pe//CW2bNmCGTNmjLidr4Ns938Df+PGDbz88st48sknMX78eF7kR5DGxka88847uHXrlqZxjx49CrvdjnXr1vH1RiHl3Llz6Onp0TsN8tK4ceMwZcoUFBQUICcnB4mJiSNuq6oqGhsbcefOHfT29qK9vR03b97ExYsXOd05EfmMLZSIiCiolixZgpqaGly+fNnjfWw2G9544w0sXLgQGzZscDv1eiBmbWtpacHLL7+M7OxsrFu3DlOmTPH7mBS67HY7Tp8+jSNHjng0U1swnDx5EgDw8MMP6xJ/NBcvXsThw4eRn5+PDRs26J0OaURKiRMnTuidRsRJSEhAdnY2EhMT4XA4oCgKnE4nEhISYDab0dXVhe7ubnR3d0NVVcTHx8NisSAzM9N1s1gsHsdTFAVZWVnIysoatNzhcODzzz/X9XORiMgIWFAiItKBEALPPPMM9u3bh7KyMq/2PXPmDC5evIj169dj9uzZg1p1BKKg1O/mzZt47bXXcP/99+OBBx7gwN1h5s6dOzh//jy++OILdHV16Z0OTp48ibS0NCxatCgkWipJKVFcXIz9+/cjPj4eK1as0Dsl0tDVq1fR2tqqdxphLSYmBhMmTEBmZiby8/ORkZGBjIyMkHj/m81mrFy5ErNmzcKhQ4dQXl6ud0pEZCCR1EKJs7wREens+vXr+Pjjj2G1Wr3ed9KkSXj00UeRmZkJAOjs7MRPf/rTQKeImJgY5OXlYcWKFSgoKAj48Ukbra2tsFqt+Pzzz1FfX693Om7NmDEDjz/+uK4FzKamJuzfv9/VgvDZZ5/FtGnTdMuHtPfWW2+hoqJC7zTCyvjx4zFhwgRkZGQgPT0dkyZNMswsjzdv3sThw4dRU1OjdypEZACTJk3C9u3b9U4jYEab5Y0FJSKiECClREVFBT755BOvvxUXQmDp0qVYvXo1YmJi8JOf/CSoYz/MmzcP999/P8aNGxe0GBQ4TU1NuHjxIqqrq1FXV6d3Oh7JycnBU089hdTUVE3jSilx/PhxHDlyBKqqAgAWLFiAbdu2aZoH6ev27dv41a9+FVHfMAfL+PHjUVhYiNmzZ7u++DCya9eu4YMPPsDt27f1ToWIQtjEiRPxwgsv6J1GwLCgRERkEP3jNnz66afo6+vzal+LxYKHH34Yx48fR1NTU5Ay/LOJEydi+fLlmDZtWkh0UaC7HA4Hrly5gmvXrqG5uRm1tbWGHAMkNjYWX/7ylzVrESelxAcffICSkhLXsokTJ+KrX/0qzGaOEBBJ3nzzTVRWVuqdhmFFR0dj4cKFWL58OZKTk/VOJ+Dsdjt2797NbnBENKL8/Hx8/etf1zuNgGFBiYjIYLq6unDkyBGUlJSE/LfkM2bMwLZt2xAbG6t3KhGrp6cHFy9eRFVVFWpra70uRoYqIQTuv/9+rF69OqhdY/pbJh06dAhCCCQmJmL58uVYunQpi6URpq6uDjt27NA7DcPKz8/Hl770pVFnVgsHUkqcPHkShw4dcrVmJCLqx4KSwbCgRETh6vbt2zhw4AAuXryodyqjiomJQWpqKuLj4zFz5kwsXryYF+JBJKVES0sLamtrUVJSgqamppAvPPojOzsb27ZtQ3Z2dsCPfevWLVchacGCBZg6daphxnWhwOrq6sJLL72E9vZ2vVMxpJkzZ+Lxxx9HVFSU3qlopr6+Hrt370ZHRwe6u7v1ToeIQkReXh6+8Y1v6J1GwLCgRERkcLt378aZM2f0TsNjRUVF2LhxI4tKAdY/1tann34acWN4CCEwdepUTJo0CZMnT0ZmZqbXry8pJTo6OtDY2Ijr16/j5s2bUBQF9913HyZNmhScxMkQent7sXPnTsOMMxZqZs+ejccffzwii7FSStjtdnz66aeoqKhAS0uL3ikRkc4mTJiAb37zm3qnETCjFZQ4KAARkQEYbQyX/iL/pk2bdM4kfNTU1OCTTz5BY2Oj3qnoQkqJmpoa1yxL0dHRSE9PR3p6OhITExEXFweTyQSn0wlVVWG329Hb24ve3l709PSgra0NLS0tsNvtmDBhAjZs2IBVq1ax6Emora3F7t270dnZqXcqhrRixQqsW7cuYt9LQghER0dj3bp1WLt2LWpra3Hq1CkWJ4kiWDg02vGUsa5QiMKU3W7H7373O9djdx9CI30wBWLb1atXY968eZ6mSzpwOp16p+C14uJi5OTkYNGiRXqnEhZOnToVscUkd/r6+tDQ0ICGhgav9svLy8NXvvIVjvlFaGpqwieffILq6mq9UzGsdevWYeXKlXqnETIURcH06dMxbdo0nDlzBh988MGwMZYURcG8efNQWVmJ3t5enTIlomCKpLHVWFAiCgG9vb24efOmbvEjabwDozJiQQkAysvLMWHCBGRlZemdiuFF0j8nwWA2m7F8+XKsWrXKcC3+KLD6+vpw5MgRfP7553xf+UgIgc2bN/MLgxEIIbBo0SKkpqbi3XffRWdnJxRFwYIFC/DAAw8gJSUFixYtwiuvvMLXIFEYYgslItKU3W7XNX50dLSu8b0hpYSqqnA6nYNuDodjzGUmkwkzZ87U+xR8YtSC0sSJE1lMChCjvgb0FhUVhaKiIqxYsQIJCQl6p0M6u3r1Knbt2oXW1la9UzGs9PR0PPbYY8jNzdU7lZBXUFCA733vezh+/DgWLlyI1NRU17q8vDysWbMGhw4d0jFDIgqGSCoUs6BEFESqqmLPnj1QVRXz5s3DlClT3G6n9xTfWhWU2tra8Pnnn6OlpcU1zkn/z4H3R1tmt9t9rvqnp6frVlCqr6/H73//ewCDv7UYeL+goACbN28e9A9nP4fDEfwkg4BdtAInkv458ZfJZMLUqVMxe/ZsTJs2zVBFcwqeyspKvP3223wv+WHJkiVYt24dWzZ7ITo6GmvXrnW7bvny5Th16hRsNpvGWRFRMLGFEhH5rbu7G3v37kVFRQUA4Ny5c66BKwGgtbUVXV1dUBQFjY2NUFUVNpsNFotF84Etg32xZbPZcODAAZw7d871j7we56tnN5fe3l60tbWNer6XL1/Gf/3Xf+HBBx/EsmXLoCiKa52vrVP0eJ4HxmQrgMAZ+hrQ6zNDz88qAMjPz0d6ejp6enpgtVpdAykLITB79mzMmjULU6ZMYRGJBrl27RreeeedQcWkSHsP+RM3JSUFW7duRUFBQZCyi0xmsxmLFi3C8ePH/TqOEV9TjMu4oRIzGHEj6YsLFpSIAuDGjRuuD462tjbU1dXh/PnzwwZbPHnyJNrb21FfXz9oWllVVbFjxw5YrVbk5eVh+/btg4oJwRQbG4vk5OSgHb+1tRWvvvoq7ty541qm1/nqVVBSVRXPPPMMSkpKxjxfh8OBAwcOoLy8HFu2bEFmZiZOnDiBy5cv+xRX6+d5aMxvfOMbuHnzJrKzs4MaNxIMvRDW4z2kV1yLxYLFixdj4cKFSElJcS232WyoqqpCcnIysrOzYbFYgp4LGU9DQwNef/31QUXZSHsP+RN36dKleOihh9gqKUgWL17sV0HJiK8pxmXcUIkZrLhsoUREHnv77bdx4cIFj7cvLy8ftsxms8FqtUJVVVitVthsNs3G+khISAjabEe3bt3Ca6+9NmwqZr3OV6+CUmNjI0pLS70634aGBvzmN79BSkrKoOKjN/R4nofG7OjowM6dO/Hiiy8iMTExqLHD3cCLYb3eQ1rHFULgvvvuw0MPPeS2xVF8fDwHBaZR9fb24r333hvWtTxS3kP+xl2wYAE2bNigS2vESJGSkoJp06ahpqbGp/2N9ppiXMYNpZjBihtJBSVtmkAQhbFAjH9ksViQl5cHRVGQl5en6bfsgegW0tbWhlOnTqGurg6tra1obGxEdXU1XnnllWHFJEC/89WroJSZmYkFCxZ4fb5SSp+LSYA+z7O7mG1tbXjllVfQ1tYW9PjhbGALJb3eQ1rGVRQFX/va1/Doo4+y+xr5xOl04q233nI7llskvIf8jVtYWIgtW7awmKSBoqIin/c10muKcRk31GIGK24kdXkT4VA9KyoqksXFxXqnQRFqx44dqKur8/s4evUZnjhxIl544QWf9u3s7MSxY8dQUlLi9Rg/epzv9OnT8cwzz2gSa6iSkhLs3LnT8H3C/YmZkJCA559/HpmZmZrkEW5+9rOfoaOjw/U4XMYZGMncuXPxxBNPBO34FN6klNizZw/OnDkz4jbh/h7yJ25GRga++c1vIiYmRqPsIpuUEr/4xS98/hLJCK8pxjVu3JSUFCQkJKCtrS3oLW/0PtdAxU1MTMRf//VfByCz0CCEKJFSuq18s8sbkZ/sdntAjqMoii5TWvvyzX93dzdOnDiB06dP+3z+epyvnoNyq6qqy+9Xj+d5pJidnZ344x//iGeffRZZWVma5hQOhn7bpddnRrDj5ufnIzU1FXPmzAlaDApvUkp8/PHHoxaTgPB9D/kbNz8/H08//TSLSRoSQqCoqAgHDhzwaf9Qf00xrrHjzp8/H5s3b0ZPTw8OHDiA0tLSoMfUWqDjRlILJRaUiPwUiC5verp48SJ+/OMfQ1EUKIoCIQRMJpPbmxACiqLg5s2bwwYcNwI9C0qBKjwaXVtbG15++WU8/PDDuO+++9iVwgu+zvRnFCkpKZg/fz5sNhvKy8uxefNmvVMigzpx4gROnTqldxqGoygK1qxZg5UrV2o2MQj92cKFC3H48GE4HA69UyFyS1EUVFdX652GIYRDLzBPsaBE5CejFwqklIY/B0/pWVDiP4h/5nA4sH//fly+fBlbt25FfHy83ikZQjh/26UoCpYvX45Dhw65itUsNpIviouLcfDgQb3TMJz09HQ8+eSTyMnJ0TuViBUXF4f58+ejpKRE71SIBukvjty5cwddXV0jbpeZmYklS5YM+vv9xRdf4ObNm0HPMdSE8/9sQ7GgROSnSCnGhAMWlEJLdXU1fvWrX2Hbtm2YMmWK3umEvHBuoZSWloa6urpBLR+7u7t1afZOxlVbW4sPPvhA7zQM54EHHsDq1athMpn0TiXiLV68mAUlClnp6en41re+5XadlBIJCQlITk4etLympiYiC0psoUREHmNByTjY5S30dHR04PXXX8fChQsxd+5cZGZmssXSCML5267Ozs5h/4S2tLSwoEQekVLi3Llz2Ldvn96pGEpycjI2bNiAGTNmsEVgiMjJycH48eNx48YNvVMhcukvjkRFRWH8+PE6Z2MM4fw/21AsKBH5IZK6i4WD0tJSVFdXQwjh+ue5/76/j8faNhK/nfGUlBKlpaWuQR7nzZuHxx9/XOesQs+PfvQjACO/zqSUrhuAQY+9XWaz2fDb3/5Ws3Pr6ekZ1gLrxo0byMvL0ywHMqa+vj689957qKqq0jsVw+gfAHrt2rWIjY3VOx0aYtGiRSwoUdiIpJY6A0XSebOgFOEaGhpG7S9/9epVV8Fk4MWHNz/HWubLPsFa5svPSPrAMLru7m50d3frnQaNIDY2FjNnzsT69etx6dIl7Nu3D9OnT8eDDz6IqKgovdPTnZYXfnoMuj/0AurixYtYunSp5nmQcbS1teHNN9/kxbcXZs6ciQcffBDjxo3TOxUawZw5c/DRRx/xC0siA2MLJYoY+/fvxze+8Y0R17/77rtob2/XMCMiiiQ5OTn40pe+hOTkZJhMpmFT0n722WcoKSnB5MmTMX36dMyfP59dMzSgR+F16IyZFy9eREdHBxITEzXPhUJfbW0tdu3aBZvNpncqIU8IgTlz5mDFihXIzs7WOx0aQ0xMDObMmYMzZ87onQoRgMhqbRMokfScsaBEo4qkNwMRaS8vLw9paWm4efMmSktLceHChWEXiH19faiqqkJVVRVOnjyJhx56CNOmTWNhKYhC5ZvxU6dO4eGHH9Y7DQoRUkrU19fj5MmTqKys1DudkBYfH49p06YhMTERixYtQkpKit4pkRcWLVrEghKFJSEEFEWByWSCoijDbt3d3bq0kg60/l4skfC/KgtKRESkGyEEbDYb/vSnP3nUGrKxsRE7d+5EfHw80tLSkJOTg7y8PCQmJiItLQ2JiYmuP952ux1CCJjNZkgpcfnyZTQ0NGDatGnIzMwM9qkZWqgUlE6ePIm+vj6sX7+e3R4jlJQSd+7cQXV1Nc6dO4dbt27pnVJIy8zMxOrVqzF9+nTO2mZgEyZMQEJCAjo7O/VOhchv3/nOdzBu3DgoijJqgcXpdOIXv/hFWBSUALCgROGpoqJi0Ju0s7MTpaWlrhf71KlTB82qwxZKRBRMFosFb7/9ttdda202G2w2G65fv44vvvjCtVxRlGFjmyUmJiIqKgp37twBAKSkpLCgNIZQKSgBQHFxMW7duoVnnnmGMwBGACklOjs7cfXqVVy6dAmXL19m13sPxMTEYOXKlVi2bBmLr2FACIGsrCwWlCgk+HM9KKXE559/jm3bto25bWlpKdra2nyOFWoi5TqaBaUIc/DgQddFVb89e/a47r/wwgucppmINHPo0KGAHs/dIIgdHR0A7nYBycvLQ3p6ekBjhqOYmBi9UxjEarXipZdewuOPP478/PyI+MYv3DU3N6Ourg537txBY2MjGhoaePHso9mzZ2PdunXs1hZmxo0bh0uXLumdBpHfhRFPxrqz2+04duyYX3FCjaqqEdFSlAUlGuTEiRMoKytzPe7p6dEvGSIiL61duxZLliyB0+mEw+GA0+mE0+mE2WxGcnIyCxEemjBhgt4pDNPW1oZXXnkFjz/+OObNm6d3OuSDpqYmnDt3DhUVFWhubtY7HcObMGECHn300ZB8v5L/zGZeplF48KTVZHFxsesLwHDBFkoUlsZ6YdfW1mqUCRFR4AkhQq51jRElJydj4sSJuHr1qt6pDPP+++8jNjYW06ZN0zsV8oCqqqisrMTnn38Oq9WqdzphISEhAatXr8aiRYugKIre6VCQcLwwChX+FkYefPDBUdf39fXh+PHjfsUIRe5azYcjFpQiSHNzM1paWvROg4goaCLl2yAtLFiwICQLSqqq4o033sDWrVsxf/58r/Ztb2+Hw+FAQkICbt26hYSEBKSmpgYpU7p8+TI++ugj3L59W+9UwsacOXOwadMmxMbG6p0KBVFLSwu7u5HhSSk9uvY8efKkR93ijCZS/idlQSmCnDt3Tu8UiIiCKlL+eGth1qxZ+PDDD0NythVVVbFr1y7YbDYsX77c4/2Ki4tx7NgxmEwmqKoKKSWmTJmCZcuWYcqUKewSGSDXr1/H8ePHUV1drXcqYSEnJwdLly5FdHQ0pk2bFhFjckS6jz/+OGJaN1Do8/V/q8rKSowbN27U8d2uXbuGTz/91MfMQlukvIdZUIoQUkqcP39e7zSIiIKKBaXAiY6OxsaNG9HY2Dhs3dDCixACiqIMukkpceDAgaDm+PHHH6OhoQFbtmzxaIyG3NxcAHenJu536dIlXLp0CampqViwYAHmzp0b0FZLkTJtsJQSNTU1OHHiBLu2BUhWVhbWr1+PgoKCiHgN0V2XLl1CVVWV3mkQufjyv1VXVxcOHz6M7du3j1gEb21txZtvvhm2/7uF63kNxYJShLBarezuFmB5eXn8p5koxETKH2+t+DP4dW9vb9ALSgBw/vx5NDQ04OGHH0Z+fv6IXYG6u7tx5MiREY/T0tKCw4cP4/Dhw5gwYQJmzJiBgoICpKSkwGQyoaurC7dv30ZbWxtMJhOamppw584dtLe3w263w2QyISoqClFRUVBVFUIItLe3w2azobCwEIsXL8bkyZPDrjDgcDhw8eJFnDp1KiS7SBrRhAkTsGzZMsyePTvsXi80OofDgf379+udBpFfpJTYu3cvVq1aNeLs4T09PfjjH/+Irq4ujbPTDlsoUVhhd7fASk1NxZo1a/Dqq6/qnQoRDTBu3Di9U6B7tPxHqqmpCX/6058AAPHx8YiJicGCBQuQnZ2Nuro63Lp1C1evXh3UMmk09fX1qK+vD1h+lZWVqKysRF5eHpYtW4aCggLExcUF7Ph6qK+vR0lJCSoqKkKyW6SRCCFQUFCAyZMnY8qUKcjOztY7JdLJiRMnOAMihRxvv6w7f/48FEXBnDlz3K53Op1444033LaADieR8iUnC0oRwOFw4MKFC3qnEVYeeOCBiKk6ExlJZmam3inQPXr9I2Wz2WCz2XD48GFd4o/GarW6Wramp6dj8uTJmDBhAjIzM5Geno7o6GidMxzbrVu38PHHH+Py5ct6p2J4iYmJWLBgARYuXMjB4Ql37tzBsWPH9E6DyCtXrlxBV1cX7HY7HA4HHA4HSktL8fWvf91tC0spJXbv3o26ujrtk9VYpFwrsqAUAWpra9HT06N3GmHFbDajr69P7zSIaIhI+TbICCLlHylfNTc3o7m5GV988YVrWVJSEpKTk2GxWJCQkID4+HhERUVBSglFUZCeno7MzEykpKRoOl18d3c3qqurceHCBVy8eFGzuOEkNjYWKSkpyMrKQlZWFiZOnIjs7GxNf48UuqSU2L9/v8etKIm01N7ejsrKSjidTlfRyOFwwOl04vPPP0dHR4drWyEEnn/+ecTHx7s91uHDhyOm50yk/E/KglIEiJQ3rZaOHj2KhQsX6p0GEQ2h1R9vKSU6OzvR0dGBzs5O2Gw2FBQUIDk5WZP4RsCCkvfa29vR3t4+5nYmkwlpaWmIj4+H2WxGdHQ0enp6oCgKoqOjERsbi8zMTGRnZyMtLQ2JiYkej8UjpURraytu376N1tZWWK1WVFZW8vfphZSUFEyYMAG5ubnIy8tDZmamR4PGU+SqrKxksZZC1vXr1/Hmm296tO3ChQtRUFDgdl1paWlEtcKLlL+bLCiFOZvNhpqaGr3TCDvNzc04dOiQ3mkQ0RCB/uPd3d2NW7du4fbt22hqakJzc7NrAObExEQkJSUhMTERFosFZjP/pA4UKd/M6cHpdHo19kRsbCzGjRuH9PR0mM1mOJ1OJCYmoqOjw9VCpqurC+3t7WhubuaYSD6aOXMm1q9fP+oU2URD9fb24sMPP9Q7DSK/JSYmYt26dW7XXbx4EXv37tU4I31Fyv9B/O83zF24cCFiqqNa4/NKFHr8+eMtpcSNGzdgtVpx/fp11NfXo7W1ddh2L774omv6eRoZPyNDR09Pz6DxmyiwkpKS8OCDD2L+/PmclY28dvr06UFdhoiMauvWrW4nnLh58ybeeuutiCmw9IuU/4NYUApzlZWVeqdARKQZfwtKL7/88pjb8YLRM5HyjxRFrvj4eKxduxZz5841xIDqFJpKSkr0ToHIbwsXLkRhYaHbdXv27InIsWcjpYDmcUFJCGECUAygXkq5WQjxWwBFAASAGgAvSCk73ez3twBeBOAE8H0p5UdCiOkA3hiw2WQA/1tK+XMhxP8L4FsA+tty/y8p5T7vT40AeD0Y9ze+8Q0kJiZCVVXXm6B/Wsfo6GgsWLAAUVFRaGlpQUVFxaB94+PjsXXrVjQ3N+POnTu4c+cOmpubPRoPYiSqqsJms8FisWh2EadHTMZl3HCKq9e5Av798VYUBUKIMY8x9JxUVUVjYyMyMzNZbBog0P9I8T3EuKEQNyYmBgsWLMD48eMxffp0xMTEBDlLCneBaJ1kpPcQ44Zf3OTkZGzYsGHE9Q6HI+AxAy0YcSPlizVvWij9AEAlgKR7j38opWwHACHEzwB8F8A/DdxBCDELwDMAZgMYD+ATIcQ0KWU1gAX3tjEBqAfw3oBd/01K+a9enw0N4+4NPGfOHGzatAnAny+M+n9GRUUNexNt374dqqpCURRYLBYAdy8U/u///b+DClZRUVGYPn36oH07Ozvx05/+1KfcVVXFjh07YLVakZeXh+3btwd9NhQ9YjIu44ZTXL3OtZ+/RQyTyTTmPz4DPyNVVcWDDz6IkydPYsWKFTh8+DBnbbonPT0df/d3fwdVVV1fUvTfH3j77W9/i66urlGPxfdQeJ6rUeIKITB9+nTMmTMHhYWFLCJRQPl70WmE9xDjhnfcbdu2jfq56GmBxgjn6g22UBpACJELYBOAfwTw1wAwoJgkAMQBcPeMbQOwU0rZC+CKEOIigCUAPhuwzUMALkkpr/p6EjQyd9OP9s8A46n+ItJAQgg89NBDOHLkiOtCwN2HRXd3txfZDmaz2WC1WqGqKqxWK2w2GxISEnw+XjBiTp8+HZMmTYIQAkIIVwuHAwcOjDmoaWpqKp544gkIIbBz507NzxXQ5zlm3PCOq9e59nv77bddXU/635dDb6Ot82TK5ldeecXVkqmjowPHjx+Hqqo4fvw4Xn31VaSmpro+CxRF0ez+0C8I3J1vdHQ0UlNTNfnWb+Dn4mg8+aeN76HwPNdQjxsVFYWlS5di8eLFHGibgiIQLRhC+T3EuOEfd/LkyZg0aRIAoK+vD2+99RbMZjOioqLwyCOPID4+3uP/OUL9XL3FgtJgPwfwIwCJAxcKIX4PYCOACgB/42a/CQBODXh8/d6ygZ4B8Kchy74rhPga7nax+xspZYuHedIQ7i6OAjUTUVFREWJjY/HOO+8AGFxQ6v+Gf6xvnUdjsViQl5fnqha7K2wFmrcxc3JyUFhYCCml69v3/vue6OjogMlkQnR0tObnCujzHDNueMfV61z7+dPF1lMDxwEY+t69cuUK6urqgp6DPxITEzFlyhRMmTIFkydPRnx8vK75eFLE43so+Bj3z3GjoqJw//33Y8GCBUhKShrlKET+CURBKRTfQ4wbOXEvX76M//zP/0RUVBRiYmJw7do117q1a9d6VVAK9XP1VqR0eRMejBWxGcBGKeV/E0KsAfA/pJSbB6w3AfgFgC+klL8fsu9/AjglpXzt3uPfAtgvpXz73uNoADcAzJZS3rq3LAtAE+62ePr/A8iRUn7DTV7fBvBtAMjPz1989Wr4NHC6dOkSenp6BhUm3N0f+rivrw91dXWD1tXV1Q37Zz0+Ph6JiX+uDQ58DYx2X1EUREVFDcv3xo0bAO5epBQUFKCzsxNXrlyBlBLR0dGIi4tz+w/Z0A+X69evD3vjhcvYFampqZg3bx4yMzMB3C24ff75567nLlhxPcG4jBsOMfVk9PMdP368q8CUm5sLk8mkafx/+Id/8KioxPcQ42oRd9GiRVi9ejULSaSJvr4+/OQnP/H7OKH0HmJcxu0XFxcHKSV6e3s9/rLdqOfqzgsvvICJEycG5Fh6E0KUSCmL3K3zpKnKSgBbhRAbAcQCSBJCvCal/CoASCmdQoiduNuC6fdD9q0HkDfgce69Zf0eBVDaX0y6dzzXfSHEbwDsdZeUlPIlAC8BQFFRUVi1J9u/fz+am5uDdnybzQabzRbw406dOhVbtmyBlNKnN+I///M/DxtEXFEUTbvLBDrm1KlTkZOTg6ysLMyaNWvQuurq6kEFJT3OlXEZN1xi6sno53vjxg3cuHEDx44dQ3R0NAoKCjB58mRMmTIFaWlpQf2HzuFweFRMAvgeYtzgxo2NjcXjjz+OadOmaZ4HRa5AtWAIhfcQ4zLuUL4MfWLUc3UnUloojVlQklL+LYC/BYD+FkoAnhdCFEopL94bQ2krgCo3u+8G8Md7g3aPBzAVwOkB65/FkO5uQogcKWXDvYePAyj35oTCgd1u1zsFn/S3XvLl4qO/hVW4mTlzJhYuXOh2nacXUUREWunr60N1dTWqq6sBACkpKa7WSwUFBW7H37PZbIiJifGpZVM4fu6T8aSnp+MrX/kK0tLS9E6FIgz/FyQKXxxDaXQCwA4hRNK9+2cB/CUACCG2AiiSUv5vKeUFIcSbuDvGkgPAX0kpnfe2swB4GMB3hhz7/wohFuBul7c6N+vDnjdTK4aS/oFwfeF0OsOyijvaYLP8J4KIQl1raytKSkpQUlICIQRyc3NdBabx48dDURR88cUXOHHiBCZMmID8/Hzk5+dj/PjxiIuLG/P4Y01eQKSF5557DqmpqXqnQREoHP/3JaK7IuX97VVBSUp5BMCRew9XjrDNbtxtmdT/+B9xd3a4odt1AUh3s/x5b3IKR0ZvoeSLcP2WmgUlIgoXUkpYrVZYrVYcOXIEsbGxmDx5Mnp6emC321FXVzdoQPLk5GSMGzcOaWlpSEpKQkJCAiwWC6Kjo12fjU1NTTqdDdFda9asYTGJdGPkC877778fcXFx6OzsRGdnJ27cuBHUITuIjIYtlEg3ubm5g8YhGmm666Hr2tvbUV9fP+Jxg40FpeFG6wLCghIRGVlPTw8qKipGXN/W1oa2tjYNMyLyXExMDLZt24aZM2fqnQpFMCMXlAoLCwcNOHz27Fns2rVLv4SIQoyR39/eYEEpBH3ta1/zab+zZ896XFB65plnkJubC+DPYx719fXh3//9332KDfhXUArXbg9soURERBRaxo8fjy996UtsmUS6s1gseOaZZ6AoChRFgclk8ur+q6++quuXyQMlJyfrnQJRSGELJTIcb8ZeSkxMhMViGbTM3wIHC0rDlZWV4cqVK4iJiUF8fDzMZjOioqJgNpuDMtMeERERjWzRokXYuHGjT4PIEwVadHQ0pk+frncaPhk6CU9SUpJOmRCFJrZQIsPxZuwls3n4r97fsZvY5W24/pmSiIiISF8zZ87E5s2bfZqNligU6dkCggUlotGxhRIZjjctlNwVlPydXc6fWd7CtYUSERER6W/ixIl4/PHHWUyisBJKF6xmsxkWiwVdXV16p0Kkm6ioKGRlZSEzMxOZmZl6p6MJFpRCTFdXF86cOQNg9D8S7tZdv34dsbGxAAZ/a+Du/hdffDGsANTR0eF74mCXNyIiIgo9RUVFeOSRR9jNjSiA3BVnk5OTWVCiiJGWluYqHmVlZSErKwupqakR98UFC0ohprW1FQcPHgx6nFOnTgX8mCwoERERUaiIiorCli1bMHfuXL1TIXJLVVXY7Xaoquq6SSnd3ne3Ts//n99++20oigJVVeF0OuF0OtHT06NbPkTBEhMTg+zs7EGFo8zMTL9654QTFpRCjL/dzvTEghIRERHpLT4+HjNnzsSyZcuQkZGhdzpEI7p69Sr+8Ic/6J2GT9ra2vROgSighBBIT093FY36b0lJSRHX6sgbLCiFGH8HxtYTB+UmIiIiPU2dOhWPPfYY4uPj9U6FaEyRMgsUUaiJj48fVjjKyMjw63o2UrGgFGLYQomIiIjIOxaLBdu2bUNhYSG/SSbDYEGJKLgURcG4ceNc3dSys7ORlZUFi8XCvxUBwoJSiGELJSIiIiLP5ebm4qmnnuK05WQ4TqdT7xSIwobFYnEVjAa2OuKEDMHFglKIMXJByWz2/eXEFkpERETkrVmzZuHxxx/3638QIr2whRKR94QQyMjIGFQ8ys7ORkJCgt6pRST+9Q0xRu3yFhUV5VezQRaUiIiIyFNmsxmbNm3C/Pnz2W2BDIsFJaLRxcbGDiscjRs3jl8ihBD+JkKMUVso+TttIru8ERERkScyMzPx5JNPIjMzU+9UiPzCghLRn6WlpQ0rHnGGtdDHglKIMWpByd8R8f1toRQdHQ0hhOsDZ+BPh8PBghUREVEYmDdvHjZv3syZeCgssKBEkSgqKmpY4SgzM9PvBgqkDxaUQoyRu7z5w5+CUlJSEn74wx+OuL60tBR79uzx+fhERESkv6KiImzcuJHfVlPYkFLqnQJRUCUnJw8rHqWmpvJzPIywoBRihBCIjY0FcPdbC6O0rNGzoDTWtzv8wCIiIjK2VatWYc2aNfybTmGFLZQoXJhMJmRmZrqKRv1FpP7rWgpfLCiFmIceeggPPfQQAKCtrQ0///nP9U3IQ/4UlJxOp1fTpubk5ACAq4tbfHz8qNsnJSVh8uTJg7rBjXYDgJqaGsN2PyQiIgonkydPZjGJwhJbKFE4yMrKwre//W0oiqJ3KqQDFpRCmMViwYsvvuj6Y7Nnzx40NjbqnJV7N2/exG9+8xsAd/849ufsyX1vv51pbW0ddIzvfOc7o24/ZcoUTJkyxasYv/jFL3Dnzh2v9iEiIqLASkpKwhNPPMFiEoUltlCicGA2m1lMimAsKIUws9mM3Nxc12OTyaRjNqPr7e3FjRs3NInV3d096HEwpo3khyIREZG+FEXBl770JVgsFr1TIQoKFpQoHLDgH9lYUDIQow7YHWxdXV2usaaGtoJyt2yk+wOX8bkmIiLS18MPP4y8vDy90yAKGnZ5M57Zs2ejvb0dVqtV71RCBgtKkY0FJQNxOBxQVRU2mw0Wi0XTN28ox/31r3+tecxgYFzGDZe4kXSujMu44RIz1OKmpqZi6dKlmuVApIdAtVAKpfduuMdNT0/Hk08+idbWVpw/fx7nz59HU1NT0OOG8vPMglJkY0HJQPr6+rBjxw5YrVbk5eVh+/btmnTNUlU1YuJG0rkyLuOGS0zGZdxwihtJ5zpa3IceeogXKRT2AtFCKdTeu+Ee9x//8R+xcuVKHD58GKtWrcIDDzyAmzdv4ty5cygvL0dnZ2dQ4kbK80zGw1eFgbS1tcFqtUJVVVitVthsNk3i2my2iIkbSefKuIwbLjEZl3HDKW4knetIcS0WC2bOnKlJfCI9BaKFUii9dyMhrtPpxMmTJ10TJQkhkJOTgw0bNuCHP/whvva1r6GoqAiJiYkBjRvKzzOL/5GNBSUDiY2NRV5eHhRFQV5enmaDVFosloiJG0nnyriMGy4xGZdxwyluJJ3rSHGXLl3Kb8IpIgSioBRK791IiGsymbBixQpkZmYO20ZRFBQUFGDTpk344Q9/iO985zvYsGED5s6di+zsbJ8mWNL7fD2Jy4JSZBPhMBhcUVGRLC4u1juNoJJS4u///u9Dvg9tOMSNpHNlXMYNl5iMy7jhFDeSztVd3B/+8IdISkrSLD6RXg4fPoxPP/3U7+OEyns3EuKuXr0aDz74oE9x9+7di5KSEp/ihvLzXFBQgK997Wua5UXaE0KUSCmL3K3jGEoG4XQ6AdytfCckJGgeP5LiRtK5Mi7jhktMxmXccIobSec6NG5GRgaLSRQxAjUodyi8dyMlblpamqu40tTUhOvXr0NVVddtwYIFiI6ODnjcUH6e2UIpsrGgZBCcxp6IiIjC3aRJk/ROgUgzgSookT4uXbqEDz/8cNCyadOmBbygFOpYUIps7KBuECwoERERUbibOHGi3ikQaSYchh6hwSLxmo0FpcjGFkohZs+ePa7ubcCf36B2u12vlIIuJyfHNZtL//mO9tOTbTz56XQ6sWfPnmCdFhEREXkpPz9f7xSINMMWSsbmrpAyWkEpXAsv4Xpe5BkWlELM2bNnBxWUIsGECRPwwAMPaB63p6eHBSUiIqIQwfGTKNKwhZLxNDY24urVqxBCIDs7Gy+++CIURYEQwjXGUqRhQSmysaAUQqSUEVdMAoCoqChd4vJbISIiotAxefJkvVMg0hT/FzWetLQ0ds0dggWlyMaCUgiJxGISAN0GrovU55uIiCgUZWVl6Z0CkaZYUDIef35noVx4mTt3LjIyMmAymWAymWA2mz2+Hxsbq3f6pCMWlEJIJA7iBuhXUOIfcSIiotARFxendwpEmmKXN+O5efMmKisroaoqVFWFlNJ1f6zH9fX1eqc/ogULFrCVKPmEBaUQEqktZvTq8hapzzcREVEo6unp0TsFIk2xoGQ8paWlKC0t1TuNgAvl1lMU2lhQCiFsoaQttlAiIiIKHQ0NDVi4cKHeaRBpZt68ecjNzXV1IVIUBSaTCV1dXdi7d6/e6VEEYUGJfMWCUgiJ1IISB+UmIiKiiooKPPzww7r9X0CktYKCAhQUFAxb3tfXh3PnzuHatWs6ZEWRiAUl8pWidwL0Z5HaBYuDchvL8uXL8T//5/9ESkqK3qkQEVEY6erqwtGjR/VOg0h30dHRyM/P1zsNiiAsKJGvWFAKITExMVi8eDGmTp2qdyqaYgslYzGZTHA6nSzIERFRwJ08eRJ1dXV6p0Gku/j4eL1ToAjCghL5igWlEJKcnIzNmzejqKhI71Q0xRZKxnL8+HH8y7/8Czo6OvROhYiIwoyUEm+88QZu3LihdypEumJBiYiMgGMohaBIG0vp9OnTiImJQU9Pz6DZLvrvx8fHo6+vD3a73bWs/2d0dDTMZvOgZe7u2+129PX1QUqJ3t5eOBwO9Pb2Bv3ciIiIyDs9PT14/fXX8c1vfhOpqal6p0OkCxaUSEtsoUS+YkEpBOXk5OCxxx7zer9Dhw6hvb3do21nzpyJxYsXj7rNwA+WDz/8EI2NjV7n5ImysrJhy6ZPn477778fO3fuRFdXV1DiEhERUWiy2Wz44x//iG984xuIi4vTOx0izbGgRFpiQYl8xYJSCEpNTfXpG7mTJ096XFBKTU3FlClTPD52TEyM1/mMdbz169ejtrYWVVVVw9ZbLBZkZGQMamlEREREkaOpqQl//OMf8fzzz+vWPZ5ILywokZZCvaAkpYSqqoNuAPiFQwhgQSmMeDPIdGtrK2pqakZcP7SQ093d7XNeIx2/qakJNpvN7frS0lKUlpYGNCbdLeTNmzcPX3zxhd6pEBERjen69et4++238fTTT8NkMumdDlHQuLtYJtLKrVu30NfXN+x1qKoqzGYzpk2bpmt+qqriH/7hHwYtS01Nxfe//32dMqJ+LCiFEW9a81RUVKCioiKI2Yyur68Pn332mW7xI5XZbMaGDRvQ2NjIWXSIiMgQamtrsXPnTjz99NOucROJwsnZs2exa9cuvdOgCLZ79+4R16WlpeleUFKU4XOJcYKl0MBZ3sIIu4fRWBRFgclkwubNm0O+aSsREVG/ixcv4q233uIFBIWdM2fOsOU4hbRQuGYQQgz7QiHSJrIKVSwohREWlGgs/dX99PR0rFmzRt9kiIiIvFBTU4Ndu3ahra1t0HIpJVpaWnD58mXcvn2b/w+RoZjNZlgsFsyYMQOzZ8/G3LlzMX/+fIwfP17v1IgAhEZBCcCwbs8sKIUGthsOI/wHisYysLnoAw88gPr6+lHH0iIiIgol5eXlKC8vR2JiImJjYyGlRGdnJ3p6elzb5OfnY+PGjcjKytIxUyLPzJ07F3Pnzh22/IsvvsCNGzd0yIhosFApKK1duxYdHR04fvw4AHZ5CxVsoRRGWFCisQwsKAkh8MQTTyA7O1vHjIiIiLzX0dGBxsZGNDU1DSomAcC1a9fw61//Gh999BHsdrtOGRL5h7O8UagIlYLSkiVLsGjRItdjp9PJ698QwIJSGOGMEDSWoQPaxcTE4LnnnkNqaqpOGREREQWelBKnTp3CkSNH9E6FyCcWi0XvFIgAhE5BCcCwcZTYSkl/LCiFEVZoaSzuZkhISEjA888/j4SEBB0yIiIiCp6TJ0/iyJEj/B+JDIctlChUhHJBieMo6Y9jKIWRYP6zpKoqbDYbLBaLph8qesQN53Pt7OzExx9/DKfT6bo5HA60tLQgPj4enZ2dQYnrTjg/z5EeN5LOlXEZN1xihnPco0ePoqmpCVu2bEFMTEzAj08UDCkpKdiyZQtMJpNrlt7+nwPv79ixA3a7PSzfu4wbGnFDydCBudlCSX8sKIWRYBWUVFXFjh07YLVakZeXh+3bt7tt6RIOccP9XLu6uvDZZ59pHncoxg3fuJF0rozLuOESMxLiXrhwAbdu3cITTzyBnJycgB+fKNCio6MHjRcz2nYvv/xy2L53GVf/uFOmTMG3vvUtTeKOhS2UQo/+rwoKmGAVlGw2G6xWK1RVhdVq1axSrUfcSDpXxmXccInJuIwbTnEj6Vy1jtvU1ITf/e53OHv2LL/VprDhdDrD/r3LuPrGvXTpEhobGzWJOxZFUQa10mJBSX9soRRGglVQslgsyMvLc1XGtRokUI+4kXSujMu44RKTcRk3nOJG0rnqEdfhcGDXrl04efIktmzZgtzc3KDGIwq2cePGRcR7l3H1i1tYWIiMjAz09fUNGjJj6H13y/pvqqq6fvp7G3jN+9Zbb8FkMo247YYNGzBr1ixNnrNIJcJhkMKioiJZXFysdxq6+8lPfoK+vr6gHFvvvrscu4JxGdc4cSPpXBmXccMlZiTGVRQFS5YswYoVK5CYmKhZXKJA+uMf/4jq6uqIeu8ybnjHDaQnnngCc+fO1TsNwxNClEgpi9ytYwulMBLM4qCiKLrMAqZH3Eg6V8Zl3HCJybiMG05xI+lc9YyrqipOnTr1/7V35+FNXXf++N9Hi2Vb3nfAG14AE7MEDGFLCoQAISSkCQ2QNKFZusw06aQz03bS7/P0953vTKftt9/pdJlpOukkLWlIszehzQIhQEhMCKvNjjG2wRiwDTY2Rl6l8/vDlirbsq3lLlrer+fRI+lK955zpaurez/3c87BgQMHUFpaitLSUjgcDqSlpSEpKSlkT6AoskRHR0fcb5flhne5SuJ+XH0MKIWRcMg2IyIiItJSX18fKioqUFFR4ZqWmJiIGTNmYOHChYiKitKvckRjGDduHK5fvz5s9Df3x0eOHEFvb6+i5ZpMJnzxi19EXl7eoPIMBgNefvllVFdXK1oekT+CoSPxcMeAUhhhQImIiIgocG1tbdi9ezeOHDmCu+66C0VFRXpXicij+fPnY/78+aO+5+TJk4oGlGJjY7Fhw4YR+yAbN24cA0oUFBhQUh8/4TDCgBIRERGRcq5du4bNmzfjnXfeUa2fSiK1KTkSVnJyMh577LFRO7QfN26cYuURBYJN3tTHDKUwwoASERERkfIqKipw+fJlrFmzBllZWXpXh8gndrtdkeWMHz8eGzZsGLNfnfHjxytSHlGgmKGkPgaUwoSUkgElIiIiIpVcvnwZL7zwAu6++26OGkQhQ0rpV0ApNzcX995776D+kSwWi1cn6AkJCYiNjYXNZvOnykSKYYaS+hiyIyIiIiLyQm9vL9566y288847indyTKQGh8Ph8zxWqxVr165FcnIyEhISYLVaERMT43W2hxCCzd4oKDBDSX3MUAoT/vxZBAOj0YjFixe7njc2NuLYsWP6VYgimsFgQGJiIhISElwjlRgMBjQ3N+PatWuD3puZmYnc3FzXCCpAf0p5b28vent70d3djc7OTly8eFGxVHMiIgoOFRUVOHfuHBYsWICbbroJMTExeleJyCNfj0GEEFi7di3i4+MDKnfcuHE4e/ZsQMug4JCeng6j0Yjr16/jxo0belfHJ8xQUh8DSmEiVJu7mc1mLFq0yPX86NGjDCiR6pKTk5GRkeG6ZWZmIikpCSaTyeMfz1/+8hccPHhw0LSioiIsW7ZszLJ+8YtfDAtGERFR6GttbcW7776LDz74ADk5OSgpKcGUKVOQkJAAoP/YrLW1FW1tbUhJSUFiYqLONY4cvb29aGpqQmpqKqKjo/Wujq587ZB76dKlyM/PD7hcZiiFj4ceegiJiYn44IMP8Pnnn+tdHZ8wQ0l9DCiFiVDNUBr6Iw/V9aDQMWPGDNx7770+zePpYMyZlTQWZicREWln2rRpMBgMOH36NLq6ujQp0263o66uDnV1dXj//feRnJyM+Ph4XL16ddDV/MzMTOTn52P8+PGYPn26JnWLJFJKV6Z7RUUFbty4gejoaEybNg1WqxULFy6EyRR5pz7eHocIITBp0iQsXLhQkXLZMXf4cF5sVXK0QG/FxsZiwoQJrhYB7i0InDdP053TkpOTNa9zpIm8vWqYCtVAjM1mw7/9278B6D8QCNX1oNDR0NDg8zye/kBtNhsaGxuRmZnp87xERKQ8i8WCVatWITo6Gna7HVVVVThw4ABqamo0rUdraytaW1uHTW9sbERjYyMAICMjg6PFKainpwd//OMfUVdXN2h6V1cX9u/fDwA4f/481q9fD7PZrEMN9TNaQMloNGLt2rWYPHmy4k2DEhMTERMTg87OTkWXS96xWCyDAi1GoxFmsxkmk2nQzTnNaDTiypUrOH/+PID+INLy5cthMpnQ3NyMXbt2Dft9aSE7OxsbNmzQvFzyHgNKYcLXLIisrCzXH6r7H4jzsfP+3LlzqjenY6eWpCV/DiRnzJiBvLw8CCFgMBjw0Ucf4cCBA6ioqMD/+l//a9R5maFERKSNqVOnupo3GY1GlJSUoKSkBJcuXcKOHTtQXV2tcw37zZgxAxkZGXpXI2x0dnbizTffHPNkt6amBgcPHsS8efO0qViQMBqNGD9+PC5fvjzowq3RaMS6detQXFysSrnOjrm1DuhSv29/+9uwWCw+zbNnzx5XQMlqtbp+KwcPHsThw4cVr6M32GQt+DGgFCZ8zex54IEHvEoB/NGPfoSenh5/q0UUdPzpZHLowdauXbsA9P/J2Wy2YWm2QghXUJYBJSIibYzUFHncuHF46KGHUFVVhXfffRft7e0a16zf5MmTsXjxYmYmBairqwuXL1+GlBI2mw0ffvgh2travJq3vLwcZWVlEdX0LT4+Hl/96lfR19eHxsZGXLx4ERcvXkRpaSkKCwtVLZsBJeXMmzcP8+fPd2Ubvf7666itrfX43ri4OERFRflchvsxa1xcnOuxni1I2Kl28PN6byqEMAI4AKBBSrlaCPE8gDIAAkAVgK9IKTs8zPcMgMcB2AF8S0q5dWB6HYDrA9P7pJRlA9NTALwKIB9AHYAHpJTD84ZpEF9/6N5Ge9kEjcKNPweRNTU1MJvNyMnJQVtbmyt9u6enBz/96U89zuPMZmJAiYhIG5cuXRr19UmTJiE3NxdbtmzByZMnNapVvzvuuAMLFizQtMxwI6XEtm3b8Pnnn/udPd/R0YFDhw5h7ty5Ctcu+JlMJkyYMAETJkzQrEx2zK0cq9Xq6vB/LGVlZX4FYgoKCmA2m+FwOAaVpef5IDOUgp8vZ1Z/B+AkAOfW9W0pZTsACCF+BuBJAD92n0EIMRXAegA3ARgPYLsQYpKU0nmGtURKeWVIOf8E4CMp5Y+FEP808Px7PtQzIvn6Q2eHwhSpfA0oSSnx0ksv4dZbb0VOTg5aWlq86hdJSsnfDxGRhi5fvgy73T7qMU50dDS+9KUvYdeuXdi9e7fqdTKbzbjvvvswZcoU1csKNm1tbTh27Biqq6td301UVBSys7ORkZGBqKgomM1mZGVlIS4uDtHR0YiOjh70/dntdlRXV6O5uRlnz55VpA+X8vJyzJ492+tjYfLfWP1Mkve8HcgoNzfX747VRwo46jmaOANKwc+rMyshRDaAuwD8EMDfA4BbMEkAiAHgaUtbA+AVKWU3gFohRDWAuQA+G6W4NQAWDzzeBGAXGFAakxoZSlJKXXcgRGro6elBU1OTa/se69bX1wcpJdra2nDmzBlcvHhR71UgIiIP7HY7bty4MeZVfCEElixZApPJhB07dqhWH6PRiIcffhg5OTmqlaGFvr4+tLa2wmazITk5GQaDYVBzGHetra1obm529Vc09AJMb28vTp8+jdOnT3uc32w2IzY2FlarFePHj0dtbS2uXr2q6Pq0t7ejoqICs2fPVnS5NFxKSgqMRiMvsClg6Lnb+vXrYbfb0dLSghdeeAFA/yiXq1evVrxJJzOUaDTebm0/B/BdAIM6HxFC/A7AKgAnAPyDh/kmANjr9vzCwDSgPwC1TQghAfy3lPK5gemZUkpnzvJlAAxte0GNgBKbu1E4OnXqFE6dOuXzfJWVlaisrFShRkREpIT09HSf+slbtGgR2tvbceDAAVXqs3z58pANJnV0dKCqqgonTpzAuXPnhgWGkpOTYbVaYTabYTabERUVhebmZtcodv7q7e1FW1sb2traVL2A8+mnn2LmzJnMUlKZwWBAfHw8rl27pndVQt7QbdU5AIHNZkNqairuvPNO1frEYh9KNJoxA0pCiNUAmqSUB4UQi91fk1I+OtC30q8ArAPwOx/KXiSlbBBCZAD4UAhxSko5KPdYSikHAk6e6vU1AF8D+lP7Ip0aTd54NYGIiCJdRkYGhBABnyiT+pYvX+7TyYcQAitWrMCFCxdw+fJlxetTUFCg+DLV1tPTgw8//BCHDx8e9TiwtbUVra2h2cVpRkYGZsyYMWbzSFKG1WplQEkBIyUDJCUl4Rvf+IaqHc0zQ4lG482WtxDAPUKIVQCiASQIIV6SUn4ZAKSUdiHEK+jPYBoaUGoA4H5pJntgGqSUzvsmIcSf0N8UbjeARiHEOCnlJSHEOABNnio1kNH0HACUlZVFfLssX37oRUVFXu10mKGkLyEE7rjjDlgsFhiNRteoDoHcb926FQcPHtR71YiIglZmZiby8vKQn5+P6OhobN++nU1dQ0BRURGKiop8ns9kMuH+++/Hc889h97eXkXrZLVaFV2e2mw2GzZv3hy22/v48eOxatUqjB8/nlkPGmJAQBkjfY5ms1n1svXsAoW/1eA3ZlRBSvkMgGcAYCBD6R8BPCyEKJJSVg/0oXQPAE9tSLYAeHmg0+7xAIoB7BNCWAEYpJTXBx4vB/B/3ObZiP4OvjcCeMf/1YscvgR/SktLvfpxMkNJX87hQZXEPrGIiAbLyMhAfn4+8vPzkZeXh9jYWADA8ePH8cc//lHxIAMpLzExEXfffbff86elpWHlypX485//rFidcnJyEBMTo9jy1Nbb24uXXnppzJHyQtXkyZNx//33a3LyTYPx2FMZegbmmKFEo/E3N04A2CSESBh4XAngbwBACHEPgDIp5Q+klMeFEK+hv4+lPgDfHMhoygTwp4GghgnAy1LKDwaW/WMArwkhHgdwDsADftYxovjyQ/f2z5QZSvpJTU3FkiVLFF8uv1MiijQxMTGYOXMmioqKkJaWBiklOjo6YDAYkJyc7OqHwl1bWxveeust7jNDQGFhIe655x6vh9Meyc0334zq6mqcPHlSkXrNmTNHkeVopby8PGyDSXPnzsWKFSt4YqoTBpSUoWfzzGAKKDkHzXE4HLDb7XA4HMMej/aa87Gv07wpa+h7Vq1ahXHjxun0yWnHp4CSlHIX+kddA/qbwnl6zxb0Zxk5n/8Q/aPDub+nBsCMEea/CuB2X+pFvv3QP/74Y+zfvx/A4J2887Hz3puh0Ul5Qgjce++9qlxF48kREUUKg8GAxYsX45ZbbkFUVNSg1xITE0edNzExEXfeeSfeffddNatIfkpJSUF+fj6mT5+O3NxcRZpECCFw9913o6GhAe3t7QEty2q1oqSkJOA6ecN5rBZo/ykNDQ1KVCforFixAvPmzdO7GhGNASVl6BkQtVqtGDduHEwm07Cb0Wj0ON1527NnD1paWvwu+8CBA6ioqBgUrAkVkZLhrF7vXaQpX35cTU0eu6WiILFy5UpkZ2ersmw2YySiSDFv3jzceuutfs9fVlaGS5cu4dChQwrWivxVWFiIGTNmoKCgQLW+iWJiYvDAAw/g97//fUAX1ebOnatqB7lSSlRXV+PQoUOoqqqCyWTCrFmzMHfuXCQnJ/u0rBs3bmDPnj2orq5Wqbb6cPaNNWXKFL2rQqQIPQNK8+bN8zswW1lZGVBAyW63h+z5S6RkRTKgFCZCKVpLI5sxY4aqafLZ2dmuDrqFEKisrOS2Q0Q0glWrVuHSpUth2xQoFMTHx+OLX/wiJk6cqEl5EyZMwLp16/Dqq6/6FVQymUwoKytToWb9Kisr8emnn+LKlSuuaT09Pdi7dy/279+P4uJipKenuzqXj4uLG7aM3t5e1NbW4vjx4zh+/HjInqyNxGq1YsOGDZgwYYLeVYkYUkp0d3e7mvq431avXo3u7m50dnais7MTn3322aDtl7wTqsGJSD7PiJQOxRlQChOh+mPNyMhAaWkpAM8/uqHT3J93dXXhk08+8btsq9UKIQQMBoMrwGIwGNDT04Pr16/7vVx/ZWZm4q677lJ15zN58mTk5ua6UkaPHj0astsOEdFojh8/jmXLlgW0TzUajVi4cCHeeOMNBWtG3rJarXj00Ud9zroJVFFRER555BG8+uqruHHjhk/z5uTkuDp2V5Ldbsfu3buxe/fuUd9z6tQpnDr113FykpKSkJWVhaysLAghcP78eZw7dy5suzVIS0vDQw89hKSkJL2rElEcDgd+8pOf6F2NsMaAUugJ1e/MVwwohQm1f6wOhwM2m80VhFFKZmam300SWltb/Q4oJScn41vf+pbH144ePYq33nrLr+X6y2Kx4IEHHlB99JH3338fZ86cGTRNre92LCw3cEaj0dUxoZbljiWcPmOWG7rltrW14dy5c8jPzw+o3MrKSnR0dPA3pEO5K1as0DyY5JSTk4NvfOMb+POf/4yqqiqv51MrK2bnzp0oLy/3eb5r167h2rVrOHXqlKrfr8lkQlFREYC/XvzzdD/aa05jvWek5TkDwKE0uh75J9j2VVqU29LSAillyGW9+BpUCafvlgElCilqBpQcDgc2bdqE+vp65OTkYOPGjYr9QAJZTiDrPFrfBpMnT8bTTz+Nd999d1jwxWnq1KnIzMxERUUFWltb/a6H03333YeUlJSAlzOWoZ+Zmt/tWPVguYGVGx0dje9973s4fPgwtmzZ4vE9eqxvOH3GLDf0y62srAwooORwOPCv//qvOH36NH9DGpdrNpsxdepU1csfTVxcHNavX4+TJ09iy5Yt6O7uHnOehoYG2O12RUdkOnPmDD7//POAlqH095ufn4/CwkJkZWUhISEBFotlzM7uiZQQbPsqrcr94Q9/iLKyMrz33ntISEhQtZ82JfnyGen9GStdbqgF//wVGlsijUnNgJLNZkN9fT0cDgfq6+ths9k8tsn3RzAGlKKiohAVFTVq3UpLS1FSUoKampqAA0q33XYbJk2a5Pf83d3duH79OtLS0sZ879DPTM3vdjQsN/ByhRC4evXqqKMR6bG+4fQZs9zQL/fkyZNYtWqV39mfzc3NOHPmDH9DOpSbkJCg6zDZTkIITJ06FZ988gkuX7485vtra2uxefNmrFmzRpEAy6VLl/DGG28E3ERNqe935syZuO2223TLHKPgpOWJc7Dtq7Qsd//+/fjRj36EuLg4xMbGIi4uDvHx8a6bp+d670e9CcQ7BcNnrGS5zFCikKJmQMlqtSInJ8cVtVVydJVAfmiBdCLpzc51tIM3Z70D7ciyqKgIixcvDmgZ165dw/79+7F69eox3zu0vmp+t6NhuYGXK6XEwYMHAQCxsbGw2WyalDuWcPqMWW7ol9vd3Y3Tp0+7+urzVUZGBhYsWIDy8nJkZ2fzN6RhucF29d2X//va2lr8+te/xrJly1BWVub3yXZdXR02b96sSH9HgX6/FosFa9eudTVrI9JLsO2r9CrXZrPBZrONOXp3bGzsiAGnlJQUZGRkqFp/X/adwfYZBypSMpSElFLvOgSsrKxMHjhwQO9q6KqyshJvv/22astXqz1raWmpxz6URtou3ac3Nzf73dfRuHHjcOedd7o6p5ZSuvqicd7v3LlzxJ303LlzkZaWhvLycrS1tflVB6PRiNWrVyM6OtpVvvMGYNg09zq6j6LR0dGBuro6FBcXu6Y5X3d/n8PhwLlz59DV1TWoHuHUVjmSyk1LS8M3v/lNAMCzzz474rbKPpRYbqSXu3jxYnzhC18YNt1ut+PEiRM4deoUsrOzERUVhezsbGRmZg4rt7m5Gc3Nzdi6dSs6OjoCXpexhNpnrEa5EyZMwBNPPKFZHcbyn//5n7h69arP8+Xk5OCuu+4atl2NRUqJF198EXV1dT6XORJ/vt9x48YhNTUVc+fORU5OjmJ1ofDicDjwL//yL5qWFyz7qlAuNz8/Hxs3blRseZ48++yzyMzMxI0bN2Cz2Vz3IwWawukz/ta3vhU22ZxCiINSSo9DmAbX5R/yW15eHtatWwfgr50UDu2s0Nfno907Hzc1NeHNN9/0WKeoqCjcfvvtg6Z56nTx/PnzqKioQENDg+u1ZcuWuTpVHGn0t0CamuXk5KC9vR2VlZUj9pM0mn379vldtpPdbsc777wT8HKcGhsb/ZrPYDBokk7KcpUt126349y5c+ju7vZ4gjtz5kwsXLgQDQ0NqgabPQmXz5jlhke5Z86cGRRQunHjBg4cOIADBw64fjsnTpwAAMTExOCxxx4b1ITYYDAgMzMTfX19mg2vHmqfsRrltra24k9/+pNrJFaDwYAZM2YgOztb8/oB/meC19fX47nnnkNZWRluueWWMftLbGlpwalTp3D06FGvmtj5wtfvd/z48XjooYdgs9m8alZPkUvrTIxg2leFcrmBNsk6ePAgKioqEBcXB6vViri4uGGP77nnHuzZsweTJk1CXl4eMjIyIIRAT08Pamtr8eqrrw6rU7h8xpGSocSAUphISkrSZYhUT81snKKiojB37lyvllNbWzsooDRz5swx0w3PnTs36vC5o5k4cSKmTJniVzCJKBi0trbi97///YivWywWxMTEqD5yIFGwu3TpEv7nf/4H48aNQ29vL44dOzZiYKizsxN/+MMfsHbtWtTV1aG3txdTpkxxZYv09PQMer/FYoHdbh/WJEkIAYvFArPZjO7ubvT29nrMvDUYDDAajejt7VVuhcOEzWbDkSNHBk2bMGFCyAWUnPPu27cP+/btQ0FBAYqLi3HTTTchLi4O3d3daG9vR2NjIz7//PNBx0J6u3jxIn7xi1/g6aef1rsqFALMZjOMRuOYN+fIg6S/QANKra2tuHDhglfvdV64sVgsyMnJQW5ublDt79TAPpSIvKDUQfDQ5XhzEhxI2c4+lG7cuOH3MrRkNBpdV2iFEIOu2AbyfKTXPE3fu3evqn11kbI+//zzgEcFIgoHDocDDQ0NXh+4tre344UXXnA9//TTT7Fu3TqYTCZX82FncOhv//ZvkZCQACml6zWTyeTxINLZZNnJuZ9ta2vDz3/+88BW0kcpKSmIjo7GnDlzYDabXU2p3W91dXWuE4BgoefVXqW6iKipqUFNTQ22bt0Ko9GoWdabv1JTU10Z40QjEULg+9///pjvs9vt2LZtmyKZ/hS4QAMeQ7vR8EZ3dzeqq6tRXV0dUNmhgAElIi+oFVDatWuX67HFYvHY/0UgZb/77rswmUx+93+ktWeeeUb3URr27t2ra/lERHqQUqKzsxPf+c53Bk1zOByug0UhxJidSAshPO7HY2NjsWHDhkF9+o31uKqqyq++dZz/p3Pnzh3zPyU/Px92ux3d3d2QUuL8+fOKBVX8FQ4BJXfBHkwCoEvTEwpfBoNBk37oyDuB7tf8CShFEjZ5I/KCWgGlzz77zPU4Pj4ehYWFw+bxt88gACETSHLSO8I99Mo6Bb/Y2FhYLJZBnbiP1kSViDybPXs2pk+fPmjaSMEhf5jNZkyaNMmneZyDMfhi9uzZWLJkidej16Snp2P9+vWu5z/60Y+GNfnTWrgFlEKBVqMsUWQQQiAnJyfosh8j1ZkzZ/Dmm29i2bJlSExM9Hl+BpRGp/f5m1YYUKKAjBZQ6uzsxIsvvuhxtLGVK1cOChKNtpzr16/j+eefV7TeocTZ5ExPoXAVlQZbsmQJysr+OhhDV1cXKioqAPT3WVZVVaVTzYhCy6VLl9Db2wuLxaJ3VVySkpKQl5c3KMgxNODhfG61WrF48WJkZWUFVGYwBFT0PDgP9YsqBoPB43c41vcaGxurVpUoQumdcU+DHTt2DKdPn8aiRYswf/58nD17FnV1dXA4HDCbzTCZTB7vr1+/HtDF/Uig9/mbVhhQooCMFgiy2+2ora31+NrQA5hI6pDUYDCgtLQUwF9H13M+dp/mfD5WMwotMKAUeoZuN9HR0Zg3bx6A/t8bA0pE3rl48SJee+01bNiwISj2xwAwZ84czJkzR5Oyrl+/jjfeeCMo/qdDNUPplltuQXZ2No4fP47a2lp0d3crWLOx3XnnnV4PkuJOShkxJ0SkHQaUgk9vby927tyJ8vJy3TNRwwkzlIi84O8B5tCD8mA4UNVKdHQ0vvjFL+pdDZ/09fUhPz8fd911F/r6+gbd9u7di7Nnz+pdRRpitBNfBgiJfFNTU4O3334b9913X8QcIDqZTCYUFhYiOjo64EB0amoqHnrooWH9Qkkp8dxzz405fygGlIxGI1JSUlBaWorS0lJIKdHS0oIrV67gxo0b6O3txcGDB9Hc3KxwjQfXwR8MJpEagiUwT8Pl5+cjNzcXvb296Ovrw4EDBzQPgIeTSNmH8hdNARk6VLK3ho7iFkkBpVC8MmO32xETE4O0tLRhrx0/flyHGtFYRtvOQr3pBpEejh8/jgsXLsBsNo86kqa/o2umpaVh1qxZeq/mMDExMbjtttuwb9++gANKBoMBSUlJww6yvQ3WhEpAyWw2o7i4GCUlJSguLh7UXFIIgdTUVKSmprqmVVdXqxpQ4gk8BZNQPA6OFD09PVi4cCG6urpQX1+PAwcO6F2lkBYpF6D4D0MB8TcQ5B5QklJGVHplKB7Y2e32EQ8AmO0SnD766CN89tlnrpNV9/urV6/qXT2ikKTmgA7FxcVBFVDq6+uDw+FwNcFWYl/f3NyMzs7OYf3yeBvkDuY+lCwWCyZPnoySkhIUFhYOu3A2GrX7p+IJPAUTbo/Bq66uDs8++yyampr0rkpYYECJyAtKNHlzprtHilD8I7Xb7SMGwhhQCk5Xr15l4IgohPT29qKxsdEV+HXePD2PioryKWDhjx07dgwacVUpng6wvQ0oqZGhVFVVBZvNNizwPvTeUx1jY2MxZcoUlJSUYOLEiX7/vzOgRKGop6cHvb29sNvtrm4QnI+H3rs/ZkfOwY3BJOWwyRuFlNOnT7uyfKSUg25Dp432ntHuFy5cOOyH0dPTg7lz57rSuT11MO3p3n0YWiklli1bNux9Z8+eDcu+eULxwK6vrw/19fV4++23XX1eOG8XLlzQu3pERCGvrq4Ov/nNb7x67x133IFZs2Zh9+7dOHjw4KBMImD0/+DRglXu0zo6OlRYy+EBpWPHjnndfF7pg/Pu7m68/vrrPjXfj4+PR0lJCUpKSpCbm6vIFWgGlCgUvfTSS6ivr9e7GkRBKVKCSQADSmFjy5YtsNlsqi3fZDJh0aJFw6a3t7djzZo1AR2smEwmLFy4cNh0m83GgFKQsNvtzHghIgoSZ86cQXl5uar/+94qLS1FdHT0oAsNDocDdrvd4/OhAZgtW7Z4ne2s9AH6qVOnvA4mzZ8/H1OnTsWECRMUr4faAaVQbGof7ux2O65cuYL4+PhhTUCJKPRFSnM3gAGlsKF2H0R9fX34yU9+4nruPPjJyspSLUASrh11h+KBHZu1EREFj7q6Or2r4LJw4UJkZWX5Pb8vgwQofYB+9OhRr9+7bNky1U4Q1B4oIRQvZIUju92Oixcv4sSJEzhy5IgrIFxYWIh7770XcXFxOtfQN5GUgUHkKwaUKKRIKf0ebc0XXV1dw6alpKSoVl64BpSam5tH7eQ6GGmxfRERUegJ9KB50aJFsNvtw5rie7rFx8crVGugo6MDNTU1Xr9fzZNnNnkLP42NjTh06BAAYOrUqYiJicHHH3+MEydODHvv2bNnsWnTJjz22GOIiYnRuqpEpAIGlCik6Bl4cR/2VmnhGsTo7OwMuZ0MM5SIiMiTQAMtixcvVqYiPjp+/LhPgRw1A0pqZyi9+OKLMJvNMJlMiIqKwje/+U1Vy4tk165dw0cffYRjx44BAKKjowH0n1y2traOON+VK1fwi1/8AtOmTUNZWRkyMjKYARRmcnNzkZmZCYPBAKPRCKPRiGPHjo26XSilsLAQRqMRVVVVqpdF/ULtXC8QDCiFAbWbu41GzYBSuGYoOTs8DSUMKBERkSeh9n/m5EtzN7XXUe0Mpd7eXtcxVSg2uw8llZWVrmAS0J/dv2/fPq/m7e7uxoEDB3DgwAFYLBYkJiYiKSkJSUlJSExMRFpaGnJycoImiyk9PR1SShiNRphMJleQxGQywWAwDJvmfOy8jTaqoqd7X9470v22bdtQUVGhy+dVWlqKOXPmDJp26dIlTQJKCQkJuOeee1BdXY0PP/yQI7lpgAElCil6BpSSkpJUW3a4ZiiFYup5uH4XREQUmFA8aL569SoaGhq8fr/a66h2hpK7UA0AhgqlLoZ2d3ejqalp2Il/bGws1q1bh9zcXEXKCcTq1av1roLP9AyoOgPHHR0deO+991x9amnB+bsvKipCQUEBDh8+jI8++gidnZ2alB+JQvF8z18MKIUBPTN5nKm8agjXDKVQ3MEwQ4mIiDwJxQCFt9lJK1euRHFxscq1UT9DyR0zlNSl9kVem82GrVu3IiEhAffddx/MZrOq5YUbPfdXLS0tePHFF9Hd3a1ZIMnJfb0NBgNmz56NKVOmYPv27bplbIW7ULzY4q/IWdMwpmeGksViUW3Z4RpQCsWDOQaUiIjIk1A7aJZSDmqS5GQwGJCVlYWMjAykpqYiOTkZSUlJSElJUXUAEkDbDKVQvKgVSjwNYKO022+/HU1NTfj1r3+N69evq15eONFzf9Xd3Y3a2lrNg0mA50Ca1WrFmjVr8JWvfAXp6ema1ynchdp/YyBC78yWhgnXgFK4NrMKxYM5BpSIiMiTP/7xjzCbzTAYDFixYgXGjx+vd5VGdenSJVy9etXja1//+tc1rk0/LQNKoXhRK5RoEVAqLy/HypUr8fLLL6OxsVHR0Q/DXShmVCphtPXOy8vD17/+dezduxcff/xx2F7Q1xoDShRS9PrhOw8g1RKuOzStA0rO4ZYdDofr3v2xp2lDXx/p4JuISE8pKSnIzMx07ecAjDrs/NDXGxoaND2ZD0eNjY2ux3pe4PLWkSNH9K7CMFo2eQvFi1qhRIuAUk1NDWbOnIlZs2aF7cVXtegZULJYLJg+fTqEEDh16hS6u7s1K3us9TYajVi4cCFuuukmbNmyBbW1tRrVLHwxoEQhpa+vz3WA4L7DcAYG1GIymQYFGtwP1gO5dz7W4k9ZD4Gkzr/22mtoamryKSik5YEqEZGWJk+ejOXLl/s9f0tLi2tfCfT/99TU1GDr1q1KVVF1FosFd999t8f/BF/u6+rqcOHChYDq0tTU5BqNaeioTJ6ex8bGanrQ7XA4cPz4cY+v6Xnwzwyl8KHVseuWLVvwjW98A4mJiZqUFy70DCjFxsZi5cqVAID/+q//0jSg5K2kpCQ8/PDDOHjwID788MOQuEgQrBhQopBSWlqK0tLSYdO3b9+O8vJy1crt7OzEf/7nf6q2/HAVFxfn97zNzc3MFiIiUoinAH+o7WPNZjNuuummgJezffv2gANK77//vk/vv++++zBt2rSAyvRFbW0tOjo6PL5mt9vx1ltvDRpm3HmLjo7GsmXLPM538eJFVFdXjzm8+WjTtDxpY4aSurQaNctsNjO70g96BpTcL/BqHWzwZb2FECgrK0NRURGzlQIQSftaBpTCmJIHKA6HAzabDVarVdOdsR7lql1mIFcH1UhtjqTvluWGx2+I5bLccC/XlzJ7e3uxb98+GAwGlJSUwGq1+lWmM1tJy3X9/PPPNQ0oDR3dzX19Pb3uFBcXN2JAqb6+Hjt37vSpHnpuyzdu3ICUMmL7klGbzWZDR0eH6t9tQkICLly4gKSkJNXKCEeBfieB/HbdA0q+zhvoPsOfeZzZSocOHcK2bds0C3yHy389M5QoLCjVB5HD4cCmTZtQX1+PnJwcbNy4UZMfiR7lalFmMAWUIum7Zbnh8xtiuSxXzXKHNh0P9t9Qd3e3KzNo3LhxfgeU7Ha7JusaExOD5ORkXLx4EQ0NDbhw4QKys7MVL2eonp4enDhxwvXcl895tJMLX7NEguE39Kc//Qk7d+6MqBMeLfT09OD555/X5Lu9du0aOjo6YDabVVl+uAokUBDob7e9vR0//vGPIaX0KTijxD7D3/UWQmD27NkoKirCe++9h5aWFhiNRhiNRrS3t4+Y8emvYNg/KlVuJO1fGVAKY0pFkm02G+rr6+FwOFBfXw+bzRZQs61gLleLMoMpoBRJ3y3LDZ/fEMtlueFcbiBlBnIAe+3aNVXWNTY2Fnl5ecjLy0N+fj4yMjJQVVWFV155BUB/lpIWAaXTp08PutDmy+c82ufq6yiowbAt79mzB83NzcjMzFS93Ehy4cIFTb7bnJwc5OfnIzc3V/Flh7tAAkqB/nallIP6TTIYDEhOTnYFaAwGg8f769ev48KFC3A4HLhw4QKKi4uRlpbmet39vWfPnvXYRO3UqVNobm5GX18f7HY77Hb7qI+feOIJjBs3zjV/YmIiNmzYMGiZPT092L59O/bv3+/Hp+lZMOwflSqXASUKC0oFlKxWK3JyclxRW3+vfoZCuVqUGUwBpUj6bllu+PyGWC7LdZY79OSgu7sbUkoYDAaYTKaAD+hC7Tfk7/pKKdHa2qrIusbGxiI/P98VQEpPTx/2PbkHdk6cOIE77rgDCQkJfpXnraGju/nyOSuZoRQMv6EFCxYgIyNDk3IjSXx8vCbf7ZIlS3DixAkGlPwQSEBJ6d9uUlISnnzyyTHfJ6XEH/7wB+zZswcLFizAQw89NOJ6dHV1eQwotba2orW11eu6efM5RUVFYdWqVSgtLcWWLVsU6X8wGPaPSpUbSQElEQ4jQJWVlckDBw7oXY2g8fHHH2Pfvn3o6upSrMO+cGnPGgxl3nHHHViwYIFP89TX1+Ps2bP4+OOPFa9PKH23JpMJ48ePR3p6Otra2lBdXa1JuUqIpHIjaV1Zrr7lTp06FWVlZTCbzTCZTNixYwfOnDkDALj//vs9DlgxllOnTuHVV18dtdyhCgoKcPnyZdhsNj/WbDh/P2NnJ9LunUoP7Qw6JiYGeXl5gzqFFkJgz549fpVrtVoHBZDS0tLGnPfIkSP405/+5Hp+6623YunSpV6vp686Ojrws5/9bNiop96ub0pKCp566imPr+3atcvn/2Y9f0O5ubl47LHH2IeSCi5cuIDf/va3qn638fHxWLZsGTIyMpCVlaX48sPdxx9/jF27dvk9fyC/3ZkzZ6KiosL1PDk5Gd/61re8Lre5uRkZGRmjlrtjxw588sknPtXLk2984xs+ZTD29vbi448/xp49ewIeXTqYjjECUVxcjAcffFCBmgUHIcRBKWWZp9eYoRSGbDabYge1TgaDQZOUw2AoV+0yfc1Q6u7uxubNmzF79mxV6hMK321ycjIWL16MkpISV38Bn376qV8BpVBY31AvN5LWleXqW+6JEycG9YujVblOKSkpWL58OSZNmoRf/epXiv33+vsZSyldnWuPpKOjA83NzX6XGxsbi4KCAlcAKTU11eeD77a2Ntdjo9Go+DHLUMeOHfN4kuPt5zzaleY5c+Zg6tSpOHfuHN577z2v6qPnb8if74u809XVpfp3O2vWLHR2djKY5KdAt/1Avl+LxYJ/+qd/cjVP86UuBoPBqwCPUr9tX5djNpuxbNkyTJs2De+//z7OnTvnd9nBdIwRCI7yRiGlr69v0NVHLYefJd+lp6f79P5Dhw4hOTkZixYtwp49e1SqVfCyWq14/PHHh6WfqjHiHRGRt0pLS7FmzZqAmjGHIqvVijvvvBOxsbF+zS+lRFtbG+bPn4/CwkLk5eWp/hkObe7mq9FOrqxWK6xWq0/NSfQUSSc5Wuvq6lK9jKKiIlRXV3OkPj/p+ZlJKWGxWHQr3xf+fk6ZmZnYuHEjjh8/jq1btyreaXcoiaQmb5F1FBSmNm/ejLq6OgD92S++dhBJ2vIlhbSlpQV79+7FsmXLIjaAMmXKFI9tmSP18yDSghACFosF0dHRrnvn46HPh95bLBZERUXBZDINugrrzJzp6+tz3Xp7e0d97D7NbrfDYrEgNjYWsbGxMJvN6Orqwuuvv674unsjIyPD70BIQkICZs2aBYfD4fpcnNlFn332mV/L1EpzczM2b96MRx55xK+TIyEEVq9erULNPGtubsalS5cCWoY324RSXQyoLdICoFrSIqBUXl6O1atXo6+vjyO8+UHvgJLa9MpQGjpvaWkpCgsLsW3btkHN/CIJA0oUUtwzkniSHfxGuzrY29uLuro6nDlzBmfPnoXZbEZpaSmmTp2K9vZ2DWsZuKioKNfIE+79dHjq42OkaX19fYiKihq27L6+PjQ1NemwVkTB67bbbkNCQgIcDgccDgfsdju6urrQ0dEBm80Gs9nsMRjk6XFUVJTXJ9FdXV3o7u5GV1cXbty4gatXr6K3txe9vb2uugBw7QtMJpOrzyP3x9HR0cOmezog6+zsxNmzZwF4PkBfsGABSktLkZiYGOAn6htfThYSExPxhS98Ydj0vr6+oA8oAcDFixfxxz/+EQ899FDQn9QGmp0EAE1NTfjpT3+KjIwMpKenY/78+UhOTh70nlC5mMcMJfVoEVAyGo2u/SP5Ts+AkhZB52DKWouJicGaNWsQHx+vSL9OoYYBJQop7qOlUPAbejDX3d2NiooKnDlzBpcvX0ZeXh4KCwuxaNGiQaPeaBksjI+Pd3WsajAYcPnyZTz++OOuE0Ln7be//S1aWlo8LuPrX/86UlJSAqrH1atXcfDgwWHTbTabq+NdIuo3c+bMYSe5o3EOYewMCHV2dqK1tXXQNOf9SMESg8EwLEspJiYG8fHx6Ovrw+9///uA1skZgHIPPAEYdTSZxsZGmM1mj0Grse5NJhPy8vLw1a9+FVJKHDlyBCMN+nHkyBGcO3fOFQAfmtofFRWF3t5ej5/dSAf97kNK68lisbgyp9yDgu7OnTuHV199FevXrw/arBcpJY4eParIsmw2G+rq6lBXV4cpU6YM+q01NDTg+vXrKC4uhs1mQ3Nzc9B2PxCs31U4UDOglJSUhNmzZyM5ORnbt2+H0WhEYWEhiouLVSszHIV7hpJSlPycoqOjFVtWKGFAiULK0qVLXUEl54HtSI/PnDnj8QSdtOMMKHV1dWHfvn3Yv38/Jk2ahFtvvRXZ2dkjXj3UMqA0ffp0LFu2zPX8hRdeQFJS0rD3xcfHjxhQUuLPaKQ/X2biEQ3X0NCAhoYGdHV1DQsIud87H3sbvPB3pBL3jpf95XA40NPT49PJ+dmzZ10ZTP4wGAwwm81jdhZ95coVXLlyxeNrQgg888wzAPrXwb3pnrPfQ0+MRiOmT5+uSFaNv6Kjo/G9731v2HRngOn99993HUecPXsWr7/+Oh544IGgzHw5f/68ItvhUEO/vyNHjmDfvn0A+q/KZ2VlwWKxYNq0aWhvb0dTUxMaGxvR2NioeF18xYCSetQKKMXFxeErX/mKK+vypptuQkNDA7Zv347GxkYsXLgwqDJTghkzlLRdDhBagTQlMaBEIWXKlClev3ekg1/ShsFggMPhwP79+/Hpp5+ipKQETzzxhFdNM7QMonh7wDlnzpwRR3JQ4s/I4XB4XA4DSkTDvfnmm3pXYZChB5HOkW2c7HZ7UPY743A4FM0UcmZxedPfkNlsHnEENq2MdBAshHA1Y3ZXVVWF1157DWvXrg26ZjhqBeaGfgbuAc/Ozk6cP38eAHDvvfcO6ry8sbER+/fvx5EjR3TLLg/GwF+4UCOgZDAY8MADDww7TpwwYQIeeeQRnD59Gh9++CGmTp2K7OxsxcsPN8xQ8g4DSoFjQInCVrCmYEcKKSWeffZZpKen49FHH0VqaqrX82oZRBl6wDnSn0FnZ6eq9RjpZJMBJaLgFx8fjyeffNK1/4iJiRnUwb6UEpcuXcJvf/tbvaqoGn8PoHfs2BFwB9KBGusg2NPrVVVVePnll/HAAw8gJiZGrar5pK+vD8ePH1dl2UNPtkYKDg3tAzAzMxOrV6/GsmXLUFlZifLycly/fl2VOo6EGUrqUSOgtHTpUuTk5Hh8TQiBKVOmYPLkyaitrXVdqPTl2DLShHtAKRgzlILxwhEpi/8qEYYBJX2ZTCasXr0a+fn5Ps+rdRClq6vL1XfGSM0+RhsmmU3eiMKDv79lo9E46omNEAJxcXH+Vivs1NTUYM+ePXpXY8yA0kjbQ11dHX7zm9/gnnvuQWFhoRpV80lVVZVqfVJ5E1ByZnR5Eh0djVtuuQUXL17UvHkjM5TUo3RAad68eViwYMGY7xNCoKCgAPn5+Xj11VeRkJCAW2+9dVA/nEPt3LkT48ePR0FBQdBlFqop3Ju8xcbGIiMjw5VN6ry/du0arl275vVyPvroIxiNRtjtdtcoq+6P3adlZmZi3bp1Iy4rUptjRtJ6M6AUYRhQ0ld0dLRfwSRA287Xd+zYgR07drieO/tP6urqQnNzsyvQdPHixRGXwSZvRETesdlsePvtt/WuBgD/MpSc2tvb8dJLL6GgoAC33HILiouLdTuoVjNQY7PZXCOvCiE8Zut6M1KiHiPDMUNJPUoFlKxWK+666y6UlJT4NJ/BYMC6deuwa9cu/PKXv3QN3T5hwgRYLBZ0d3ejpaUFlZWVOHbsGADga1/7GsaNG6dIvUOBnif558+fxyuvvOIahdV57/54tPu/+7u/G/MizOzZszF79uxh03fs2OHTSGvO7cMb7s16PWEQO/zxXyXCMKCkr0AO5PQMojhPIM6dO4dXXnlFs3JHylCSUg46WBdCaDJcLxEp6/Lly3pXQXdSSvz5z3/WvOnTSPzNUHJXU1ODmpoapKSkYO7cuZg5c6ZXfUgpRe2RQL35Hxza3M0TPf7XeXKnHiWOQ7Kzs/HAAw8gPj7er/kNBgOWLl2Km266CTt27MBbb7015vsjiZ4B1fb2dlcg2h+BBKDV/N2PVa9I3ecwQ4nCFgNK+grVgJIzQ8mXOqjZ5K2wsNA1gpLTL3/5y1Gb4BFR8Dlw4IDeVdDdoUOHcOrUKb2r4TLWCebSpUuxePFi16hvUkrX41OnTuEvf/mL670tLS344IMPsGvXLnz3u9/V9AB7/fr1rnqdPXtW820tWANKhw4dco2C6Pzu3G/O6cBfRwj2dBvr9UBu7sse63Ggr4/03tHWc6RpgfYrWVJSgi9+8YuKNEHLzMzEhg0bUFdXh+3bt6OhocHj+yItoBTKzfsC2V/oGVCaPHky0tLSYDQaB91MJhNefPHFgIJsFBwYUIowDCjpK1QDSs4/Iq3r0NfX5/VnxmZwRKEnUkd/cbpy5Qq2bt2qdzUG8abJ20jvGSkLyWw2axpMio2NRXFxseu52gNIeOJNQEmPJm91dXWal0lju/nmm3HXXXcpfuKfn5+Pxx9/HKdPn8bOnTvR1NSk6PJDjTe/y2AVqhlKSUlJrgvTQ4Xy9zEWZihR2GJASV+BXBlJTU3F7Nmzcfz4cc2bd/kTUFJiR9rW1jZqp5LuGFAiUoeaB0WRHFCy2+146623dBs+fiSBZCyM9H0OHfJca3oc2AdrhhIFn5UrV2Lu3Lmqbafuo8FVVVVhz549OH/+PIDI2weHcoZSqAaURsM+3cIDv8UIw4CSvgLZcRYWFqKwsBB1dXWaBZTmzp0Lg8GAjo4OAL4f/Do7EnQ2i/D0eLTXzp07h9LSUtfy3JtYOBwOtLW14dKlS5BSctsOM/n5+Zg8eTKAvzbL2LVrF8xmM+bPnw8AuHHjBvbu3Yu0tDSUlpYOaq4hpfSpA8qhpk+fDoPBMGqTkNFuly5dGnF0RCWYzeZh9XPy9bGegqUeetixYwcuXbqkdzWGUSOg5O2FAbXo0ayHASUai8FgwP3334+pU6dqUp4QApMnT8bkyZNRX1+PDz74IOL2waEcUApkf6Fm4CaQ0evCLaCUlpaGiRMnukZdjBTh9S3SmHjSra+LFy/i8OHDiI2N9dj/hPvJoTOoUl9fDyEExo8fD4fD4fdJqrOZwlg3IYTrcUNDAwwGA2JjY/H++++jq6vLNWqPp3mddW5vb8eHH34Iq9U67L2jPRdC4ODBg4NGjzt69Kjr86DIkZ2djXnz5g2aVl5ejpiYGCxatAgAcP36dVy/fh0TJkxwBZmcAg0orVmzJqCT0J07d2L37t1+zz+a6OhoPPXUU2OOrOIrbwNOXV1d+Pd//3dX3yHuv+ORpo30WnNzs6LroJQZM2bAZDINC9gN3U8P3WcPnTZSxsHVq1dRW1uLzMxMdHR04MaNG1qu3qgC2e5H2k/rHVDSI0PJmxNXPZq8UXCIiYnB/fffj8LCQl3Kz8nJweOPPx5x26DaAaVJkya5Bo3xdIxrMBjQ1tbmV795zFAKPnFxcSgoKHAFkfT+r9NLaH+L5DOz2ew6CfG1A8Shz9vb2zmylo9ycnKQkJAw7MSqpaUF77zzDpYsWQKLxQKDwYCTJ0+itrbWNe9IQyCvWLECU6ZMcS0zJiZm0PKB0GrHW11dPSigFGkHO9SvqqoKbW1tEEJg5cqViImJQXFx8aCDwfj4eKxdu9bj/J62G2fQcyzO7J9AFBQUqBZQ+sIXvqB4MAkYvJ8YbZ/R1dUV9pkVy5YtG3N45kCkpqbia1/7GgBg27Zt+Oyzz1Qry1dNTU3YtGnTiCdDBoMBt99+u8c+McaPH4877rhjWNbpxIkTtV8RN8xQomAyceJErFmzRvemoKP1hxau1A4orVq1aszvtbq6mgGlAaEWUDKbzcjPz0dBQQEKCgqQnp4eUudYagmtb5EC9uSTTyq2rLfeegtHjx5VbHmRwGq1Ij4+flhmknNnfMstt7g6NXVewR5LfHz8iJ3dhaJIS78mz5qamlydh95+++2IiYnBvffe6/X8RqMRX/nKV7Bnzx5UVVUhKysLS5cuxcsvvzzmvEp0EpmdnY2oqCjFs0JTUlIwZ84cRZfpq0i4kKDlSdbUqVNdGaHt7e2jNqXUIpOpp6dn1I6bZ8+ePeJ/TkZGBjIyMtSpWAD0OOA/c+YMnn/++UHZeUNv169f17xepK9FixZhyZIlERfICRZqB5S8CRL7G0QJ94CSwWCAyWQaNhpcR0eHbi1shBDIzs52BZAmTJig6mcZqhhQIr8xc8R3FRUVqKioGPF1fw4wGBmncLdlyxZERUXh/vvv9/qPXAiBvLw85OXlobm5GcnJybh69apX8wZ6wHnjxg28++67qgRHly9frvvBDANKysrOzkZ2dvaY7+vr68MPf/hDDWo0svT0dKxYsULXOvhDj//JGzduBFVTRtKX0WjEPffcg+nTp+tdlYgWDAElf//DA8loVPO4IZAuKe6///5BLTY82bZtG6qrq10BJk9Bp6G30d7jy2sxMTFhPRKdUhhQIr8xoKS8t99+G0D/zrmxsdE1PTo62rXTHdofSVpamk61VQczlGios2fPAuj/XfhzUJSeng4AXo+mFejBQ2xsLM6dO6f46F0TJ07EpEmTFF2mPxhQ0kcwfO6rV68OyU5teeGF9BQdHY0NGzYgNzdX76pEvGAIKIVbhpKz1YU/+1lvPovly5dj+fLl/lSNNMKAEvmNASXlnThxwuN0s9mMoqIijWujrba2NpSXl6O6ulrvqlCQ2rJlCwDg5ptvRkFBgc/ze5syHegBpxACEydOxPHjxwNazlDLly8PihPjYAhsqC0YA0rd3d26lm+xWJCcnAy73a57lpyvguF3Q5EpNjYWjzzyCDIzM/WuCqE/sOJtf4r+iMSAEtBft1DrD4mUw2+e/MaAknbC+WC4paUFn376KSorKzmSG41qxowZsFgsSElJ8Wt+b0/IlUhvLigoUDSgdPPNNyMrK0ux5QUiEgJKwbjP1Tug1N3djZ/97Ge47777MG3aNF3r4qtg/D4p/EVHR+PLX/4yg0lBxmw2q7Y/9SYz2d/gTjAHlHj8HtkYUCK/MaCknWC8Wh6o5uZmfPLJJzh27BibuZFXXn/9dQghkJSUhEcffdTVgb23tMpQAvqHDl61ahXi4+MRGxsLq9WK6OhovPnmm151tu8uKioKS5cuDbhOSomEgFIw7nOD5XO/cuUKzp496xohaqxbfHy87p8nA0qkNYvFgi9/+csYN26c3lWhIdQMKKmZoRSsfSgBPCeMdAwokd843K12wulg+NKlS/jkk09w8uRJvatCIWbNmjUwm82Ij4/3OZgEeB9QUiJDKS4uzuNobHfffTcOHToEIQRMJhOuXLmC+vp6XLt2bcRl3XrrraoOYe+rYAlsqOnkyZPo6elBd3c3enp60NPTg87OTtjtdpjNZlfHnQkJCZqNuqd3hpLT7t27fXr/97//fQaUSDMPP/ww8vPzB03z9qJVVVUVXnvtNUXqsXr1akyYMEGRZZGy1OxHKZKbvFHkYkCJ/Madh3ZGOhjv7OzEtm3bAPQfME2YMEH3IcVHcuHCBXzyySeoqqrSuyoUoiZOnIiYmBi/59cyQ2kkycnJuP322wdNe/PNN0cMKCUlJWHevHmq1ccfkRBQev311716n5b73GAJKPli9uzZIdmJ91APPvggxo8fD7vdDofD4bp3f+zpvre3Fz09PR7vnY9HW2ZXVxc6Ojr0Xv2QEhUV5XcAU6lmOwUFBSgtLVVkWaQ8NUftUnOUNwaUKFgxoER+02Ln4XA4YLPZYLVaNbvCqEeZY5U7Uj26u7tRUVExaBnBFlCqq6vDJ598gpqamkHTg/FzZrmhW6Y3tMxQ8sUtt9yC5ORknDt3Dg0NDYP2rcuWLQu6ji5tNhs6OjoiYlseq1wttxUtAkpKfsZFRUVYtWqVQjULzEjr4u36JiQkwGq1qlW9ER0+fNg1GIESgvE3pLRA9pdKjcx58803K7IcUkcgQe6xtmW1MpQcDgeampr8Hk3N34CSt79d9qEU2YLrKJVCypIlS2Cz2dDX1we73e66H/rY/XlfXx+6urpw8eLFMZfvcDiwadMm1NfXIycnBxs3blQ9bV6PMr0pd6Q6DE3jrq6uxnPPPecawtN5v2rVKr9GxRrqwoULsNvtyM3NHfWPRUqJmpoa7N69G+fPnx/2erB+ziw3uMsMtK+tYA0oZWdnIzs7G0D/wWhDQwPOnz+P9vZ2TJ06VdO6jMXhcOCf//mfUV1dHfbbsjflarmtqJ0ZpuRnnJmZibVr1+re1M3J0/+VL+sbHR2tdhU9UvI7D9bfkNICCRYoFVAKlgEUyDN/txFvtmVvAkq+bv/Oci9cuICFCxdi586dPi/Dn4CSL79dZihFNgaUyG/+nuhcvnwZ//3f/z3m+2w2G+rr6+FwOFBfXw+bzaZ6PyJ6lOlNuSMFb4aeYHd2dqKzs3PY+5Q6SLp27RrefPNNLFq0aFizHWd9zpw5g927d6OhoWHE5QTr58xyg7vMQANK3v4OtA4ouTOZTMjLy0NeXp5udRhNc3MzqqurI2Jb9qbccMpQUuozjo+Px4MPPuhXP2f+amtrw+uvv47U1FRYLBZERUXBYrG4HntqUurL+mq5Lu6UDCgF629IacGQoZSUlKTIckgd/gaUvNmWvQkoOftQ9LYvWvdy9+zZg+bmZp9HDvQnoOTLb5cBpcjGgBJpztsdqNVqRU5OjisyrkW6uR5lelOuwWCAw+HAqVOn4HA4EBUVBSEErl+/7tXylboaWFpaio6ODmzduhVxcXG45ZZbAPSf6J86dQq7d+/G5cuXx1xOsH7OLNd/+fn5sFqt6O3txaRJk1BVVYWioiJMmjTJlZ3Y19eH3t5e12NfU6RfeeUVmEwmZGVl4Y477vB5uw7WDKVQkpGRgYkTJ6K2tjZst2Vfyg2ngJISn3FUVBQefPBBJCQkqFDDkSUmJiItLQ2VlZVezzPa+iYkJCA9Pd110yug5OkCkb+C9TektGDIUDp58iSmTZumyLJIef5uI95sy96e4/gSUHKWe+HCBSxYsAAZGRk+1RvwLqCUkZGBSZMm4eLFi6ipqfHpt8uAUmRjQIk05+1ORwiBjRs3atreX48yvSm3tbUVP//5z70OIHlavlLmzZuHjo4OfPDBB64/l927d6O5udmn+gTj58xy/bdgwQIUFxcDANatW4fm5mZkZGSM2ebeU6DJvbmspya0xcXFfgVJGVAKnBACjz32GFpbW8N2Wx5a7hNPPIG+vj6kpKTA4XC4OlTu6+sLq4BSoJ+xEAJr167VrbnP9OnTfQooCSHw1FNPIS4uDvn5+UhPT0dGRgbS0tJ0a+I2lJIZSpHwPwQER4bShx9+iNzcXCQmJiqyPFKWvwElb7Zlb4NEvmQMOcstLCzEww8/rEofSrfffjumTp2KlJQUVFRUoKamxqffLvtQimwMKJHmfIliGwwGzYfL1qPMscrt6uoK6MBS6QO4JUuWoKamBm+++abfywjGzzkcyhVC4Oabb/bYf9nQ4Exvb6+rH7RAm5PFxsa6HhsMBq/SsQ0GA6KiojQ7KWdAKXBSSvT29obEb8jZ5CmQ22gjRkkpA/7d+EKLTrn92U+ZzWYkJiZi/vz5rqCyHvLy8vD1r3/dFZh23+cNvUVHR2PixIlITk4OqoEDhlK636xw//8DAstQ8jYYMJbr16/jd7/7HVavXo2ioiJFlknKCWQbGWtb9jYo6Wvg02AwID4+3u/91VgBpQkTJiAlJQXA4GOgoetrNBphNBphMplc9yaTKWj6yyN9MKBEmmNapPaU2tE7HA4cPXoUu3fvRktLiyLLJGWZTCbcfffdPs/nzBYaLQjl6d75OBT6jPD2hJwBpZEFw9D148aNw/Tp08cMBKkdKBBCaBqMULtT7tFMmzYNCxYscAXRpJQwmUxISEhAdHR0UARljEZj2HWGrGSTt0hgNBoD2haVylAC+vv12rx5M+bNm4cVK1YotlwKXCABpbH40uRtNEMDN0ajETExMX7Xy2Aw4I477hgUCHIPCLnvOwsLC/HUU08Ne1+gvy8KX14HlIQQRgAHADRIKVcLIZ4HUAZAAKgC8BUpZYeH+Z4B8DgAO4BvSSm3CiFyALwIIBOABPCclPIXA+//3wC+CsDZfub7Usr3/Fw/CkJKXQEi7wX6B8BAUujw97t2ZguFM2YoBU7PoAYApKWl4ctf/vKgjLhIoWcwLzk5OeyCNaFA799bqAmkuRugbEAJAIqLi7F48WJFl0mBi4mJQWxsrCtQ4+3NYDCM+R5v+zd68MEHAWDEctQI3CxYsMCr9zkvzBB5y5c9798BOAnA2dPit6WU7QAghPgZgCcB/Nh9BiHEVADrAdwEYDyA7UKISQD6APyDlPKQECIewEEhxIdSyhMDs/6HlPL/+btSFNyYoaQ9fzOUGEgKPUw7HhkzlAKn5wluQkJCxAaTAO+334yMDMyaNQs5OTmQUsJut8PhcMDhcAx67Hze3d2N994b/bpdsPQpFGkYUPJNoJknSgaU5s6dixUrVvA/OQgtWrQIixYt0rUOzuZlROHAq4CSECIbwF0Afgjg7wHALZgkAMSgP9NoqDUAXpFSdgOoFUJUA5grpfwMwKWB5VwXQpwEMAHACQ/LoDDDgJL2fL3SwUBS6GI68siYoRQ4PU9wv/SlL0V0J7ejBZRMJhNKS0sxa9YsZGdn+7QfaGtrY0ApSD300EOuzm7d++sa2nfXSK95+76hzw8dOoTjx4/7VWej0YgHHnhg1OV789wfgWYozZs3D6WlpaO+x5t6xsTEoLCwMKC6EBGFCm/3vD8H8F0A8e4ThRC/A7AK/YGgf/Aw3wQAe92eXxiY5r6MfAA3A/jcbfKTQohH0N/E7h+klK1e1pNCAANK2jt8+DDOnj0LIQTmzZs3YiorA0mhj1dDPZNSMqCkAD0DSqmpqbqVrTcp5bCAktlsRnZ2NiZPnowZM2b4HfTx5jtlQEkfejUzrK6u9ntek8mESZMmKVgb7eTl5eldBSKikDNmQEkIsRpAk5TyoBBisftrUspHB/pW+hWAdQB+50vhQog4AG8CeNqZ8QTgWQD/gv6Mp38B8O8AHvMw79cAfA0AcnNzfSmWdBbJAaV169ZBSgmHw4ETJ07gxAltkvIOHz7sejx79uxhASUGksIHM5Q882UkOzU77Ax1egSUzGYz7r333oA6JA113d3diImJQW5uLnJzc5GXl4esrCyfhp4eCQNKNFQgx2lKbJNERBQ6vMlQWgjgHiHEKgDRABKEEC9JKb8MAFJKuxDiFfRnMA0NKDUAyHF7nj0wDUIIM/qDSZullG853yClbHQ+FkL8FsBfPFVKSvkcgOcAoKysTLtxeylgkdopd1RUFKZMmeJ63tTUpEs93AMODocDx44dw+7du3H16lVd6kPKYkDJM186NGaG0siKi4uxdOlSVFRUaBJ8zs/Px9133x3x/U1YLBZ85zvfUeX3zYASDRVIQCnQZmdERBRaxtzrSymfAfAMAAxkKP0jgIeFEEVSyuqBPpTuAXDKw+xbALw80Gn3eADFAPYNzPM8gJNSyp+5zyCEGCelvDTw9IsAjvmzYhS8IjVDaWjWg16fg8FgQF9fH44cOYI9e/YwkBRm2OTNM2+bu5nNZgblRmG1WnHrrbdi0aJFuHDhAg4fPozjx497/fl6KzMzE4sXL8bkyZP5fUDdQLE3Q9MzoBRZmKFERETe8vcyggCwSQiRMPC4EsDfAIAQ4h4AZVLKH0gpjwshXkN/H0t9AL45kNG0CMDDAI4KISoGlvl9KeV7AP6vEGIm+pu81QH4up91pCAVqQGloQdZenwOSUlJKC8vR0VFBW7cuKF5+aQ+nnx7xv6TlCWEQE5ODnJycrBy5UqcOnUKFRUVqK2tDWiZhYWFmDNnDoqLi7kta4QZSjSUsyNwfzCgREQUWXwKKEkpdwHYNfB04Qjv2YL+zCTn8x+if3Q49/d8iv5AlKf5H/alThR6AjlQCWVDM0fmzp2LKVOmuPpUGu2+vr4e+/bt86tcIQQyMjIgpURLSwvKy8uVWB0KUjwJ94wBJfVERUVh+vTpmD59Oq5du4YjR47g9OnTuHTp0pj9VsXFxSE3NxcFBQWYPHky4uLiNKo1Oc2ZMwc333zziP8/UkoGlCIMM5SIiMhbbOhMmovUDKWhJ/rJyclITk72at6ioiLMnDlzzOCT+2O73Y7q6mpcvnwZjY2NYxdCYYFN3jxjQEkbSUlJuO2223Dbbbehu7sbTU1NuHbtGmw2G/r6+mAymRAbG4uEhASkpaXBarXqXeWIZzQaGQSgQZihRERE3mJAiTTHDCXfRUdHY9y4cV699/r16zh8+DAOHTqEtrY2v8uk0MSAkmcMKGnPYrG4msURUehgp9xEROQt7vVJc5EaUFKzKZLD4cDZs2dx8OBBVFVVeT08OoUfBpQ8y8rKwpo1a2AwGIbdjEaj63EkD01PRASwyRsREXmPASXSXKQGlNQ40e/o6MChQ4eYjUQuPJj3LCUlJeKHnici8gabvBERkbcYUCLNRWpASckMpfb2duzatQuVlZUR+3mSZzyYJyKiQOTk5LiyNd0znr15PH78eA1qSEREwYIBJdJcpAZAlMpQqqiowPvvv+91nzAUWdjkjYiIArFkyRK9q0AUttwH0XE2uScKZQwokeYiNaAUaIaSlBI7duzAp59+qlCNKBwxQ4mIiIgoOL333nuoqqoCAHzpS1/iwBUU8hhQIs1FakApkCsQdrsdf/7zn1FZWalgjSgc8UoXERERUXBavXq13lUgUhTPPEhzkRpQCiRDqaKigsEk8gozlIiIiIiISAsMKJHmIjWgFGiGEpE3GFAiIiIiIiItMKBEmovUgJKSo7wRjYRN3oiIiIiISAs88yDNRWpAKZATffcheYlGwwwlIiIiIiLSAgNKpLlIDSgFkqHEgBJ5ixlKRERERESkBZ55kOYYUPIdA0rkLWYoERERERGRFhhQIs0Fe0DJ4XCgo6ND8SBOsGaOqLW+LFefcoN1OyMiIiIiovBi0rsCFHmSk5Nhs9lgt9tht9vR19c36F7PbByHw4FNmzahvr4eOTk52Lhxo2In6MGYoaTm+rJcfcplhhIREREREWmBASXS3Jo1a0Z93eFwDAowuT9ubm7GG2+8oVrdbDYb6uvr4XA4UF9fD5vNhri4OEWWHYydcqu5vixXn3IZUCIiIiIiIi2wbQQFHYPBALPZjJiYGMTFxSExMRGpqanIyMhAamqqqmVbrVbk5OTAYDAgJycHVqtVsWUHY4aSmuvLcvUpl03eiIiIiIhIC8xQopCidv9LQghs3LgRNpsNVqs1oCDQUMF4oq/m+rJcfcplhhIREREREWmBASUKKVr0r2QwGFRpjhSMGUqAeuvLcvUpNxgDl0REREREFH545kEhJdhHiBtNMPahROGHGUpERERERKQFBpQopIRyQClYM5QovDCgREREREREWmCTNwop2dnZ+Pu///tho795GhGur68PXV1d6O7udj13OBxwOByQUg679zRNyfvo6Gi/1zsuLg5ZWVlj1nu0153PKbyxyRsREREREWmBASUKKUajEfHx8XpXQ3OzZ8/G7NmzA16OlBJ79+7Ftm3bFKgVBSNmKBERERERkRZ4KZsoggghmKUU5pihREREREREWmCGElEEKC8vR19fHwwGA86fP693dUhFzFAiIiIiIiItMKBEFAHKy8vR2dmpdzVIA8xQIiIiIiIiLfDMgygCsJlb5GCGEhERERERaYEBJaII4HA49K4CaYQBJSIiIiIi0gIDSkQRgAGlyMEmb0REREREpAWeeRBFADZ5ixzMUCIiIiIiIi0woEQUAZihFDmYoURERERERFrgmQdRmJNSMkMpgjBDiYiIiIiItMCAElGYYzApsjBDiYiIiIiItMAzD6Iwx+ZukYUZSkREREREpAUGlIjCHDOUIgszlIiIiIiISAs88yAKc8xQiizMUCIiIiIiIi0woEQU5pihFFmYoURERERERFrgmQdRmGOGUmRhhhIREREREWmBASWiMMeAUmRhQImIiIiIiLTAgBJRmGOTt8jCJm9ERERERKQFnnkQhTlmKEUWZigREREREZEWGFAiCnMMKEUWZigREREREZEWeOZBFObY5C1yCCEghNC7GkREREREFAEYUCIKc8GaoeRwONDR0aF5wCucy2VzNyIiIiIi0opJ7woQkbqio6Mxf/58OBwOOBwOSCnHfOzN866uLrS3t/tVJ4fDgU2bNqG+vh45OTnYuHGjJk21wr1cNncjIiIiIiKtMKBEFObi4uKwfPlyxZd7+vRpvPLKK37Na7PZUF9fD4fDgfr6ethsNsTFxSlcw9Ast6SkBDNnzhw0baxmbM7XGVAiIiIiIiKtMKBERH6x2+1+z2u1WpGTk+PK2LFarQrWLLTLTUtLw6RJkzSpFxERERERkb8YUCIivwQSUBJCYOPGjbDZbLBarZp1JB0K5TLLiIiIiIiIQgEDSkTkl0ACSkB/4ESL5mahVi4DSkREREREFAp45kJEfgnW0eNCHUdqIyIiIiKiUMCAEhH5JdAMJfKMGUpERERERBQKeOZCRH5hQEkdDCgREREREVEo4JkLEfmFTd7UwSZvREREREQUChhQIiK/MENJHcxQIiIiIiKiUMAzFyLyCwNK6mBAiYiIiIiIQgHPXIjILwwoqYNN3oiIiIiIKBSY9K4AEYUm9qHkv5SUFBQXFw+bLoRAenq6DjUiIiIiIiLyDQNKROQXZij5LysrCytXrtS7GkRERERERH5jkzci8gsDSv4xm83IysrSuxpEREREREQBYYYSEfmFTd68J4RAUVERpk2bhsmTJyMqKkrvKhEREREREQWEASUi8gszlMaWnZ2NadOm4aabboLVatW7OkRERERERIphQImI/MIMpdGZzWasX7+egSQiIiIiIgpL7EOJiPzCDKXR9fb2ory8XO9qEBERERERqYIBJSLyCwNKozOZTGhpaWEmFxERERERhSU2eSMivwQSKJk8eTJmzZoFKaXrtmXLFnR1dSlYQ+1lZGSgoKAARUVFyM3Nhdls1rtKREREREREqmBAiYj8EkiGUnp6OiZNmjRo2ttvvx1gjbRnNBpRUlKCwsJCFBYWIj4+Xu8qERERERERaYIBJSLySyABpaioqEHPHQ4Henp6Aq2S5lJTU3H//ffrXQ0iIiIiIiLNMaBERH7Jz893ZeS4N11z3oD+QJGn11JSUgYtq7e3F1lZWa7X3ecbuozRnrs/BvoziAwGA4QQrrKcj93vOzs7/foMHA4HWltbkZSUNKgMIiIiIiKicCecJ16hrKysTB44cEDvahBREOno6IDVah0z0HP27Fm89NJLAZX1gx/8gAElIiIiIiIKO0KIg1LKMk+veT3KmxDCKIQ4LIT4y8Dz54UQlUKII0KIN4QQcSPM94wQoloIcVoIscJt+sqBadVCiH9ymz5RCPH5wPRXhRBRnpZLRDSauLi4MYM8UkoMDUYnJCTAaDR6Xc7QDCgiIiIiIqJI4HVACcDfATjp9vzbUsoZUsrpAM4DeHLoDEKIqQDWA7gJwEoAvx4ITBkB/BeAOwFMBbBh4L0A8BMA/yGlLALQCuBxH9eJiMgrQgjk5uYCAMxmM26//XY89dRTWLRokdfLMJnYcpiIiIiIiCKPVwElIUQ2gLsA/I9zmpSyfeA1ASAGgKe2c2sAvCKl7JZS1gKoBjB34FYtpayRUvYAeAXAmoFlLQXwxsD8mwDc68d6ERGNqbKyEtu2bcPUqVPxzW9+E4sWLYLJZIIvTYF9yWYiIiIiIiIKF95eWv85gO8CGDQmthDidwBWATgB4B88zDcBwF635xcGpgFA/ZDptwBIBXBNStnn4f2DCCG+BuBrAFwZBkRE3qqqqsI777yD22+/fVhGkrcj2JWWlmLx4sUq1I6IiIiIiCi4jRlQEkKsBtAkpTwohFjs/pqU8tGB5mu/ArAOwO/UqKQnUsrnADwH9HfKrVW5RBQeMjIycPfdd2PmzJnDXnM4HKPOO3nyZCxZsgSZmZkq1Y6IiIiIiCi4eZOhtBDAPUKIVQCiASQIIV6SUn4ZAKSUdiHEK+jPYBoaUGoAkOP2PHtgGkaYfhVAkhDCNJCl5P5+IiLFJCUl4eabb/b42kgBpcLCQixZsgQTJnhMnCQiIiIiIooYYwaUpJTPAHgGAAYylP4RwMNCiCIpZfVAv0f3ADjlYfYtAF4WQvwMwHgAxQD2ARAAioUQE9EfMFoP4EEppRRC7ASwFv39Km0E8E5Aa0hE5KOhTd5yc3OxZMkS5Ofn61MhIiIiIiKiIOPv8EQCwCYhRMLA40oAfwMAQoh7AJRJKX8gpTwuhHgN/X0s9QH4ppTSPvC+JwFsBWAE8IKU8vjAsr8H4BUhxL8COAzgeT/rSETkF2eGUlFRERYuXMhAEhERERER0RDCl9GMglVZWZk8cOCA3tUgojBx8uRJpKamIiMjQ++qEBERERER6UYIcVBKWebpNX8zlIiIwlZJSYneVSAiIiIiIgpqBr0rQEREREREREREoYUBJSIiIiIiIiIi8gkDSkRERERERERE5BMGlIiIiIiIiIiIyCcMKBERERERERERkU8YUCIiIiIiIiIiIp8woERERERERERERD5hQImIiIiIiIiIiHzCgBIREREREREREfmEASUiIiIiIiIiIvIJA0pEREREREREROQTBpSIiIiIiIiIiMgnDCgREREREREREZFPGFAiIiIiIiIiIiKfMKBEREREREREREQ+YUCJiIiIiIiIiIh8woASERERERERERH5hAElIiIiIiIiIiLyCQNKRERERERERETkEwaUiIiIiIiIiIjIJwwoERERERERERGRTxhQIiIiIiIiIiIinzCgREREREREREREPmFAiYiIiIiIiIiIfMKAEhERERERERER+YQBJSIiIiIiIiIi8omQUupdh4AJIZoBnNO7HqS4NABX9K4ERRRuc6Qlbm+kJW5vpCVub6Qlbm+kpUjc3vKklOmeXgiLgBKFJyHEASllmd71oMjBbY60xO2NtMTtjbTE7Y20xO2NtMTtbTA2eSMiIiIiIiIiIp8woERERERERERERD5hQImC2XN6V4AiDrc50hK3N9IStzfSErc30hK3N9IStzc37EOJiIiIiIiIiIh8wgwlIiIiIiIiIiLyCQNKpDkhxEwhxF4hRIUQ4oAQYu7A9GQhxJ+EEEeEEPuEEKUjzP97IUTtwPwVQoiZA9MXCyHa3Kb/QMPVoiCl4vYmhBC/FEJUDyxjloarRUEq0O3NbTm/FEJ0uD3/ihCi2W07fELtdaHQoOI2ZxFCvDqwj/tcCJGv8qpQCFDgP/V5IUTlwPveEELEDUznPo6GUXF74/6NhlFge9sshDgthDgmhHhBCGEemB7W56gMKJEe/i+Af5ZSzgTwg4HnAPB9ABVSyukAHgHwi1GW8R0p5cyBW4Xb9E/cpv8fFepOoUet7e1OAMUDt68BeFaFulPoCXh7E0KUAUj28NKrbtvh/yhbbQpham1zjwNolVIWAfgPAD9RuN4UmgLd3r4tpZwx8L7zAJ50e437OBpKre2N+zfyJNDtbTOAKQCmAYgB4B4YD9tzVAaUSA8SQMLA40QAFwceTwWwAwCklKcA5AshMrWvHoUZtba3NQBelP32AkgSQoxTqM4UugLa3oQQRgA/BfBd9atKYUKtbW4NgE0Dj98AcLsQQihbdQpBAW1vUsp2oD/LF/0nXOzMlUaj1vbG/Rt5Euj29t7AeYEEsA9AtvpV1h8DSqSHpwH8VAhRD+D/AXhmYHolgPsAYCDFMA8j/xB/OJB2+B9CCIvb9PkDqa3vCyFuUqf6FGKehjrb2wQA9W7vuTAwjSLb0whse3sSwBYp5SUPr93vlrafo3jNKVQ9DXW2Odc+TkrZB6ANQKrSlaeQ8zQC/E8VQvwOwGX0X8n/ldtL3MfRUE9Dne2N+zfy5GkEfs6AgaZuDwP4wG1y2J6jMqBEqhBCbB9oPzr0tgbA36A/BTUHwLcBPD8w24/Rn+VRAeApAIcB2D0s/hn0/ynMAZAC4HsD0w8ByJNSzkD/H8bb6qwdBRudtjeKUGptb0KI8QC+hMEnWE5/BpA/kG79If56ZZUigE7bHEUolf9TIaV8FMB4ACcBrBuYzH1chNJpe6MIpfb2NuDXAHZLKT8ZeB7W56iiPyOLSDtCiDYASVJKOZBe2ialTBjyHgGgFsB0Z7rqCMtaDOAfpZSrPbxWB6BMSnlFwepTiFFrexNC/DeAXVLKPw68dhrA4hEySyhCBLK9CSHuQv/BS9fApFwANQN9PLjPbwTQIqVMVHFVKESotc0JIbYC+N9Sys+EECb0X+FPlzxwjGgK/6feBuC7Q4/huI8jJ7W2N+7fyBMltjchxP8H4GYA90kpHSOUU4cwOkdlhhLp4SKALww8XgrgDAAIIZKEEFED059Af2TX0w913MC9AHAvgGMDz7MGpjnTEQ0Arqq3GhQiVNneAGwB8IjoNw/9fzoMJpHf25uU8l0pZZaUMl9KmQ/A5gwmicH9c92D/iutRIBK2xz693EbBx6vBbCDJ1uEALa3gf9L5z5NoH9fdmrgOfdx5Ikq2xu4fyPPAj1neALACgAb3INJ4X6OatK7AhSRvgrgFwNXBLrQP0IWAJQA2CSEkACOo38EBgCAEOI9AE9IKS8C2CyESAcgAFQA+MbA29YC+BshRB+ATgDr+edAUG97ew/AKgDVAGwAHlV/VSgEBLq9jeRbQoh7APQBaAHwFRXqTqFJrW3ueQB/EEJUo3+bW69G5Snk+L29oT8LZJMQIgH9/6mV6G9iAnAfR56ptb1x/0aeBPp/+hsA5wB8NhA/emtgRLewPkdlkzciIiIiIiIiIvIJm7wREREREREREZFPGFAiIiIiIiIiIiKfMKBEREREREREREQ+YUCJiIiIiIiIiIh8woASERERERERERH5hAElIiIiIiIiIiLyCQNKRERERERERETkEwaUiIiIiIiIiIjIJ/8/Vi/H439Yb3gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pts = uniform_random(20) #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "starting_coords = [(pt.y, pt.x) for pt in pts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TO PERFORM SINGULAR TESTS (to get an idea of the type of results for each keyword before the looping)\n",
    "# gmaps.places_nearby(location=coord, keyword='park', rank_by='distance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1  IS DONE!!!!\n",
      "1 :  DONE!\n",
      "2 :  DONE!\n",
      "3 :  DONE!\n",
      "2  IS DONE!!!!\n",
      "4 :  DONE!\n",
      "5 :  DONE!\n",
      "6 :  DONE!\n",
      "3  IS DONE!!!!\n",
      "7 :  DONE!\n",
      "8 :  DONE!\n",
      "9 :  DONE!\n",
      "4  IS DONE!!!!\n",
      "10 :  DONE!\n",
      "11 :  DONE!\n",
      "12 :  DONE!\n",
      "5  IS DONE!!!!\n",
      "13 :  DONE!\n",
      "14 :  DONE!\n",
      "15 :  DONE!\n",
      "6  IS DONE!!!!\n",
      "16 :  DONE!\n",
      "17 :  DONE!\n",
      "18 :  DONE!\n",
      "7  IS DONE!!!!\n",
      "19 :  DONE!\n",
      "20 :  DONE!\n",
      "21 :  DONE!\n",
      "8  IS DONE!!!!\n",
      "22 :  DONE!\n",
      "23 :  DONE!\n",
      "24 :  DONE!\n",
      "9  IS DONE!!!!\n",
      "25 :  DONE!\n",
      "26 :  DONE!\n",
      "27 :  DONE!\n",
      "10  IS DONE!!!!\n",
      "28 :  DONE!\n",
      "29 :  DONE!\n",
      "30 :  DONE!\n",
      "11  IS DONE!!!!\n",
      "31 :  DONE!\n",
      "32 :  DONE!\n",
      "33 :  DONE!\n",
      "12  IS DONE!!!!\n",
      "34 :  DONE!\n",
      "35 :  DONE!\n",
      "36 :  DONE!\n",
      "13  IS DONE!!!!\n",
      "37 :  DONE!\n",
      "38 :  DONE!\n",
      "39 :  DONE!\n",
      "14  IS DONE!!!!\n",
      "40 :  DONE!\n",
      "41 :  DONE!\n",
      "42 :  DONE!\n",
      "15  IS DONE!!!!\n",
      "43 :  DONE!\n",
      "44 :  DONE!\n",
      "45 :  DONE!\n",
      "16  IS DONE!!!!\n",
      "46 :  DONE!\n",
      "47 :  DONE!\n",
      "48 :  DONE!\n",
      "17  IS DONE!!!!\n",
      "49 :  DONE!\n",
      "50 :  DONE!\n",
      "51 :  DONE!\n",
      "18  IS DONE!!!!\n",
      "52 :  DONE!\n",
      "53 :  DONE!\n",
      "54 :  DONE!\n",
      "19  IS DONE!!!!\n",
      "55 :  DONE!\n",
      "56 :  DONE!\n",
      "57 :  DONE!\n",
      "20  IS DONE!!!!\n",
      "58 :  DONE!\n",
      "59 :  DONE!\n",
      "60 :  DONE!\n",
      "21  IS DONE!!!!\n",
      "61 :  DONE!\n",
      "62 :  DONE!\n",
      "63 :  DONE!\n",
      "22  IS DONE!!!!\n",
      "64 :  DONE!\n",
      "65 :  DONE!\n",
      "66 :  DONE!\n",
      "23  IS DONE!!!!\n",
      "67 :  DONE!\n",
      "68 :  DONE!\n",
      "69 :  DONE!\n",
      "24  IS DONE!!!!\n",
      "70 :  DONE!\n",
      "71 :  DONE!\n",
      "72 :  DONE!\n",
      "25  IS DONE!!!!\n",
      "73 :  DONE!\n",
      "74 :  DONE!\n",
      "75 :  DONE!\n",
      "26  IS DONE!!!!\n",
      "76 :  DONE!\n",
      "77 :  DONE!\n",
      "78 :  DONE!\n",
      "27  IS DONE!!!!\n",
      "79 :  DONE!\n",
      "80 :  DONE!\n",
      "81 :  DONE!\n",
      "28  IS DONE!!!!\n",
      "82 :  DONE!\n",
      "83 :  DONE!\n",
      "84 :  DONE!\n",
      "29  IS DONE!!!!\n",
      "85 :  DONE!\n",
      "86 :  DONE!\n",
      "87 :  DONE!\n",
      "30  IS DONE!!!!\n",
      "88 :  DONE!\n",
      "89 :  DONE!\n",
      "90 :  DONE!\n",
      "31  IS DONE!!!!\n",
      "91 :  DONE!\n",
      "92 :  DONE!\n",
      "93 :  DONE!\n",
      "32  IS DONE!!!!\n",
      "94 :  DONE!\n",
      "95 :  DONE!\n",
      "96 :  DONE!\n",
      "33  IS DONE!!!!\n",
      "97 :  DONE!\n",
      "98 :  DONE!\n",
      "99 :  DONE!\n",
      "34  IS DONE!!!!\n",
      "100 :  DONE!\n",
      "101 :  DONE!\n",
      "102 :  DONE!\n",
      "35  IS DONE!!!!\n",
      "103 :  DONE!\n",
      "104 :  DONE!\n",
      "105 :  DONE!\n",
      "36  IS DONE!!!!\n",
      "106 :  DONE!\n",
      "107 :  DONE!\n",
      "108 :  DONE!\n",
      "37  IS DONE!!!!\n",
      "109 :  DONE!\n",
      "110 :  DONE!\n",
      "111 :  DONE!\n",
      "38  IS DONE!!!!\n",
      "112 :  DONE!\n",
      "113 :  DONE!\n",
      "114 :  DONE!\n",
      "39  IS DONE!!!!\n",
      "115 :  DONE!\n",
      "116 :  DONE!\n",
      "117 :  DONE!\n",
      "40  IS DONE!!!!\n",
      "118 :  DONE!\n",
      "119 :  DONE!\n",
      "120 :  DONE!\n",
      "41  IS DONE!!!!\n",
      "121 :  DONE!\n",
      "122 :  DONE!\n",
      "123 :  DONE!\n",
      "42  IS DONE!!!!\n",
      "124 :  DONE!\n",
      "125 :  DONE!\n",
      "126 :  DONE!\n",
      "43  IS DONE!!!!\n",
      "127 :  DONE!\n",
      "128 :  DONE!\n",
      "129 :  DONE!\n",
      "44  IS DONE!!!!\n",
      "130 :  DONE!\n",
      "131 :  DONE!\n",
      "132 :  DONE!\n",
      "45  IS DONE!!!!\n",
      "133 :  DONE!\n",
      "134 :  DONE!\n",
      "135 :  DONE!\n",
      "46  IS DONE!!!!\n",
      "136 :  DONE!\n",
      "137 :  DONE!\n",
      "138 :  DONE!\n",
      "47  IS DONE!!!!\n",
      "139 :  DONE!\n",
      "140 :  DONE!\n",
      "141 :  DONE!\n",
      "48  IS DONE!!!!\n",
      "142 :  DONE!\n",
      "143 :  DONE!\n",
      "144 :  DONE!\n",
      "49  IS DONE!!!!\n",
      "145 :  DONE!\n",
      "146 :  DONE!\n",
      "147 :  DONE!\n",
      "50  IS DONE!!!!\n",
      "148 :  DONE!\n",
      "149 :  DONE!\n",
      "150 :  DONE!\n",
      "51  IS DONE!!!!\n",
      "151 :  DONE!\n",
      "152 :  DONE!\n",
      "153 :  DONE!\n",
      "52  IS DONE!!!!\n",
      "154 :  DONE!\n",
      "155 :  DONE!\n",
      "156 :  DONE!\n",
      "53  IS DONE!!!!\n",
      "157 :  DONE!\n",
      "158 :  DONE!\n",
      "159 :  DONE!\n",
      "54  IS DONE!!!!\n",
      "160 :  DONE!\n",
      "161 :  DONE!\n",
      "162 :  DONE!\n",
      "55  IS DONE!!!!\n",
      "163 :  DONE!\n",
      "164 :  DONE!\n",
      "165 :  DONE!\n",
      "56  IS DONE!!!!\n",
      "166 :  DONE!\n",
      "167 :  DONE!\n",
      "168 :  DONE!\n",
      "57  IS DONE!!!!\n",
      "169 :  DONE!\n",
      "170 :  DONE!\n",
      "171 :  DONE!\n",
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      "174 :  DONE!\n",
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      "596 :  DONE!\n",
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      "600 :  DONE!\n",
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      "601 :  DONE!\n",
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      "204  IS DONE!!!!\n",
      "610 :  DONE!\n",
      "611 :  DONE!\n",
      "612 :  DONE!\n",
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      "613 :  DONE!\n",
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      "615 :  DONE!\n",
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      "616 :  DONE!\n",
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      "618 :  DONE!\n",
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      "619 :  DONE!\n",
      "620 :  DONE!\n",
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      "622 :  DONE!\n",
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      "209  IS DONE!!!!\n",
      "625 :  DONE!\n",
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      "627 :  DONE!\n",
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      "628 :  DONE!\n",
      "629 :  DONE!\n",
      "630 :  DONE!\n",
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      "631 :  DONE!\n",
      "632 :  DONE!\n",
      "633 :  DONE!\n",
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      "634 :  DONE!\n",
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      "637 :  DONE!\n",
      "638 :  DONE!\n",
      "639 :  DONE!\n",
      "214  IS DONE!!!!\n",
      "640 :  DONE!\n",
      "641 :  DONE!\n",
      "642 :  DONE!\n",
      "215  IS DONE!!!!\n",
      "643 :  DONE!\n",
      "644 :  DONE!\n",
      "645 :  DONE!\n",
      "216  IS DONE!!!!\n",
      "646 :  DONE!\n",
      "647 :  DONE!\n",
      "648 :  DONE!\n",
      "217  IS DONE!!!!\n",
      "649 :  DONE!\n",
      "650 :  DONE!\n",
      "651 :  DONE!\n",
      "218  IS DONE!!!!\n",
      "652 :  DONE!\n",
      "653 :  DONE!\n",
      "654 :  DONE!\n",
      "219  IS DONE!!!!\n",
      "655 :  DONE!\n",
      "656 :  DONE!\n",
      "657 :  DONE!\n",
      "220  IS DONE!!!!\n",
      "658 :  DONE!\n",
      "659 :  DONE!\n",
      "660 :  DONE!\n",
      "221  IS DONE!!!!\n",
      "661 :  DONE!\n",
      "662 :  DONE!\n",
      "663 :  DONE!\n",
      "222  IS DONE!!!!\n",
      "664 :  DONE!\n",
      "665 :  DONE!\n",
      "666 :  DONE!\n",
      "223  IS DONE!!!!\n",
      "667 :  DONE!\n",
      "668 :  DONE!\n",
      "669 :  DONE!\n",
      "224  IS DONE!!!!\n",
      "670 :  DONE!\n",
      "671 :  DONE!\n",
      "672 :  DONE!\n",
      "225  IS DONE!!!!\n",
      "673 :  DONE!\n",
      "674 :  DONE!\n",
      "675 :  DONE!\n",
      "226  IS DONE!!!!\n",
      "676 :  DONE!\n",
      "677 :  DONE!\n",
      "678 :  DONE!\n",
      "227  IS DONE!!!!\n",
      "679 :  DONE!\n",
      "680 :  DONE!\n",
      "681 :  DONE!\n",
      "228  IS DONE!!!!\n",
      "682 :  DONE!\n",
      "683 :  DONE!\n",
      "684 :  DONE!\n",
      "229  IS DONE!!!!\n",
      "685 :  DONE!\n",
      "686 :  DONE!\n",
      "687 :  DONE!\n",
      "230  IS DONE!!!!\n",
      "688 :  DONE!\n",
      "689 :  DONE!\n",
      "690 :  DONE!\n",
      "231  IS DONE!!!!\n",
      "691 :  DONE!\n",
      "692 :  DONE!\n",
      "693 :  DONE!\n",
      "232  IS DONE!!!!\n",
      "694 :  DONE!\n",
      "695 :  DONE!\n",
      "696 :  DONE!\n",
      "233  IS DONE!!!!\n",
      "697 :  DONE!\n",
      "698 :  DONE!\n",
      "699 :  DONE!\n",
      "234  IS DONE!!!!\n",
      "700 :  DONE!\n",
      "701 :  DONE!\n",
      "702 :  DONE!\n",
      "235  IS DONE!!!!\n",
      "703 :  DONE!\n",
      "704 :  DONE!\n",
      "705 :  DONE!\n",
      "236  IS DONE!!!!\n",
      "706 :  DONE!\n",
      "707 :  DONE!\n",
      "708 :  DONE!\n",
      "237  IS DONE!!!!\n",
      "709 :  DONE!\n",
      "710 :  DONE!\n",
      "711 :  DONE!\n",
      "238  IS DONE!!!!\n",
      "712 :  DONE!\n",
      "713 :  DONE!\n",
      "714 :  DONE!\n",
      "239  IS DONE!!!!\n",
      "715 :  DONE!\n",
      "716 :  DONE!\n",
      "717 :  DONE!\n",
      "240  IS DONE!!!!\n",
      "718 :  DONE!\n",
      "719 :  DONE!\n",
      "720 :  DONE!\n",
      "241  IS DONE!!!!\n",
      "721 :  DONE!\n",
      "722 :  DONE!\n",
      "723 :  DONE!\n",
      "242  IS DONE!!!!\n",
      "724 :  DONE!\n",
      "725 :  DONE!\n",
      "726 :  DONE!\n",
      "243  IS DONE!!!!\n",
      "727 :  DONE!\n",
      "728 :  DONE!\n",
      "729 :  DONE!\n",
      "244  IS DONE!!!!\n",
      "730 :  DONE!\n",
      "731 :  DONE!\n",
      "732 :  DONE!\n",
      "245  IS DONE!!!!\n",
      "733 :  DONE!\n",
      "734 :  DONE!\n",
      "735 :  DONE!\n",
      "246  IS DONE!!!!\n",
      "736 :  DONE!\n",
      "737 :  DONE!\n",
      "738 :  DONE!\n",
      "247  IS DONE!!!!\n",
      "739 :  DONE!\n",
      "740 :  DONE!\n",
      "741 :  DONE!\n",
      "248  IS DONE!!!!\n",
      "742 :  DONE!\n",
      "743 :  DONE!\n",
      "744 :  DONE!\n",
      "249  IS DONE!!!!\n",
      "745 :  DONE!\n",
      "746 :  DONE!\n",
      "747 :  DONE!\n",
      "250  IS DONE!!!!\n",
      "748 :  DONE!\n",
      "749 :  DONE!\n",
      "750 :  DONE!\n",
      "251  IS DONE!!!!\n",
      "751 :  DONE!\n",
      "752 :  DONE!\n",
      "753 :  DONE!\n",
      "252  IS DONE!!!!\n",
      "754 :  DONE!\n",
      "755 :  DONE!\n",
      "756 :  DONE!\n",
      "253  IS DONE!!!!\n",
      "757 :  DONE!\n",
      "758 :  DONE!\n",
      "759 :  DONE!\n",
      "254  IS DONE!!!!\n",
      "760 :  DONE!\n",
      "761 :  DONE!\n",
      "762 :  DONE!\n"
     ]
    }
   ],
   "source": [
    "data = get_data('park', starting_coords) # main looping process "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter by whether points are within the Madison City Boundaries\n",
    "df, gdf = json_to_csv(data)\n",
    "gdf = gdf.drop_duplicates()\n",
    "ax = city.plot(figsize=(15, 9), color='grey')\n",
    "polygon = unary_union(city.geometry)\n",
    "filtered = gdf[gdf.apply(does_contain, axis=1)].reset_index(drop=True)\n",
    "# ax.set_axis_off()\n",
    "filtered.plot(ax=ax)\n",
    "# ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = city.plot(figsize=(15, 9), color='grey')\n",
    "gdf.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>business_status</th>\n",
       "      <th>rating</th>\n",
       "      <th>user_ratings_total</th>\n",
       "      <th>vicinity</th>\n",
       "      <th>lng</th>\n",
       "      <th>lat</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sugar Maple Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.4</td>\n",
       "      <td>28</td>\n",
       "      <td>252 Sugar Maple Ln, Verona</td>\n",
       "      <td>-89.563906</td>\n",
       "      <td>43.058146</td>\n",
       "      <td>POINT (-89.56391 43.05815)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sauk Heights Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.1</td>\n",
       "      <td>19</td>\n",
       "      <td>525 Bear Claw Way, Middleton</td>\n",
       "      <td>-89.551237</td>\n",
       "      <td>43.071722</td>\n",
       "      <td>POINT (-89.55124 43.07172)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cardinal Glenn Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.6</td>\n",
       "      <td>28</td>\n",
       "      <td>426 Pine Lawn Pkwy, Verona</td>\n",
       "      <td>-89.550993</td>\n",
       "      <td>43.055626</td>\n",
       "      <td>POINT (-89.55099 43.05563)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Voss Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "      <td>3729 Swoboda Rd, Verona</td>\n",
       "      <td>-89.592422</td>\n",
       "      <td>43.059296</td>\n",
       "      <td>POINT (-89.59242 43.05930)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Purple Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2</td>\n",
       "      <td>734 Hidden Cave Rd, Madison</td>\n",
       "      <td>-89.548085</td>\n",
       "      <td>43.076754</td>\n",
       "      <td>POINT (-89.54809 43.07675)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Blackhawk Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>70</td>\n",
       "      <td>741 Bear Claw Way, Madison</td>\n",
       "      <td>-89.548077</td>\n",
       "      <td>43.076754</td>\n",
       "      <td>POINT (-89.54808 43.07675)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Thousand Oaks Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.7</td>\n",
       "      <td>16</td>\n",
       "      <td>9725 Sunny Spring Dr, Verona</td>\n",
       "      <td>-89.556920</td>\n",
       "      <td>43.049244</td>\n",
       "      <td>POINT (-89.55692 43.04924)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Swallowtail Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.7</td>\n",
       "      <td>15</td>\n",
       "      <td>901 Swallowtail Dr, Madison</td>\n",
       "      <td>-89.540623</td>\n",
       "      <td>43.078960</td>\n",
       "      <td>POINT (-89.54062 43.07896)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Junction Ridge Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.2</td>\n",
       "      <td>40</td>\n",
       "      <td>8502 Elderberry Rd, Madison</td>\n",
       "      <td>-89.531238</td>\n",
       "      <td>43.068098</td>\n",
       "      <td>POINT (-89.53124 43.06810)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hill Creek Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>4.6</td>\n",
       "      <td>16</td>\n",
       "      <td>9818 Hill Creek Dr, Verona</td>\n",
       "      <td>-89.561259</td>\n",
       "      <td>43.037778</td>\n",
       "      <td>POINT (-89.56126 43.03778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hillpoint Park</td>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>3.8</td>\n",
       "      <td>11</td>\n",
       "      <td>8213 Watts Rd, Madison</td>\n",
       "      <td>-89.524938</td>\n",
       "      <td>43.054727</td>\n",
       "      <td>POINT (-89.52494 43.05473)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name business_status  rating  user_ratings_total  \\\n",
       "0      Sugar Maple Park     OPERATIONAL     4.4                  28   \n",
       "1     Sauk Heights Park     OPERATIONAL     4.1                  19   \n",
       "2   Cardinal Glenn Park     OPERATIONAL     4.6                  28   \n",
       "3             Voss Park     OPERATIONAL     3.8                   8   \n",
       "4       The Purple Park     OPERATIONAL     4.0                   2   \n",
       "5        Blackhawk Park     OPERATIONAL     4.5                  70   \n",
       "6    Thousand Oaks Park     OPERATIONAL     4.7                  16   \n",
       "7      Swallowtail Park     OPERATIONAL     4.7                  15   \n",
       "8   Junction Ridge Park     OPERATIONAL     4.2                  40   \n",
       "9       Hill Creek Park     OPERATIONAL     4.6                  16   \n",
       "10       Hillpoint Park     OPERATIONAL     3.8                  11   \n",
       "\n",
       "                        vicinity        lng        lat  \\\n",
       "0     252 Sugar Maple Ln, Verona -89.563906  43.058146   \n",
       "1   525 Bear Claw Way, Middleton -89.551237  43.071722   \n",
       "2     426 Pine Lawn Pkwy, Verona -89.550993  43.055626   \n",
       "3        3729 Swoboda Rd, Verona -89.592422  43.059296   \n",
       "4    734 Hidden Cave Rd, Madison -89.548085  43.076754   \n",
       "5     741 Bear Claw Way, Madison -89.548077  43.076754   \n",
       "6   9725 Sunny Spring Dr, Verona -89.556920  43.049244   \n",
       "7    901 Swallowtail Dr, Madison -89.540623  43.078960   \n",
       "8    8502 Elderberry Rd, Madison -89.531238  43.068098   \n",
       "9     9818 Hill Creek Dr, Verona -89.561259  43.037778   \n",
       "10        8213 Watts Rd, Madison -89.524938  43.054727   \n",
       "\n",
       "                      geometry  \n",
       "0   POINT (-89.56391 43.05815)  \n",
       "1   POINT (-89.55124 43.07172)  \n",
       "2   POINT (-89.55099 43.05563)  \n",
       "3   POINT (-89.59242 43.05930)  \n",
       "4   POINT (-89.54809 43.07675)  \n",
       "5   POINT (-89.54808 43.07675)  \n",
       "6   POINT (-89.55692 43.04924)  \n",
       "7   POINT (-89.54062 43.07896)  \n",
       "8   POINT (-89.53124 43.06810)  \n",
       "9   POINT (-89.56126 43.03778)  \n",
       "10  POINT (-89.52494 43.05473)  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.loc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf.to_file(\"data/services/parks/parks.shp\")"
   ]
  }
 ],
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