{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "143a340f",
   "metadata": {},
   "source": [
    "# Praças de João Pessoa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6aebe61b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f56d8ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.offsetbox import AnchoredText"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6e04871",
   "metadata": {},
   "source": [
    "### Lendo de geodata-jp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e24b303",
   "metadata": {},
   "outputs": [],
   "source": [
    "pracas = gpd.read_file('https://raw.githubusercontent.com/paulovitorweb/geodata-jp/main/data/pracas.geojson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ab1bb9b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 214 entries, 0 to 213\n",
      "Data columns (total 4 columns):\n",
      " #   Column    Non-Null Count  Dtype   \n",
      "---  ------    --------------  -----   \n",
      " 0   bairro    213 non-null    object  \n",
      " 1   nome      213 non-null    object  \n",
      " 2   area      212 non-null    object  \n",
      " 3   geometry  214 non-null    geometry\n",
      "dtypes: geometry(1), object(3)\n",
      "memory usage: 6.8+ KB\n"
     ]
    }
   ],
   "source": [
    "pracas.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6576b247",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bairro</th>\n",
       "      <th>nome</th>\n",
       "      <th>area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA ORLANDO GEISEL</td>\n",
       "      <td>3497,98600310013</td>\n",
       "      <td>POLYGON Z ((-34.86926 -7.17795 0.00000, -34.86...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA RADIALISTA PASCOAL CARRILHO</td>\n",
       "      <td>2620,63999998348</td>\n",
       "      <td>POLYGON Z ((-34.87292 -7.18300 48.96000, -34.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BESSA</td>\n",
       "      <td>PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU</td>\n",
       "      <td>7695,04039995941</td>\n",
       "      <td>POLYGON Z ((-34.84340 -7.06852 5.36000, -34.84...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA FRANCISCO EVARISTO DOS SANTOS</td>\n",
       "      <td>758,679452962841</td>\n",
       "      <td>POLYGON Z ((-34.84002 -7.09656 0.00000, -34.84...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA CELIA SANTIAGO</td>\n",
       "      <td>8066,92307513824</td>\n",
       "      <td>POLYGON Z ((-34.84308 -7.09773 0.00000, -34.84...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           bairro                                           nome  \\\n",
       "0  ERNESTO GEISEL                           PRAÇA ORLANDO GEISEL   \n",
       "1  ERNESTO GEISEL              PRAÇA RADIALISTA PASCOAL CARRILHO   \n",
       "2           BESSA  PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU   \n",
       "3       AEROCLUBE            PRAÇA FRANCISCO EVARISTO DOS SANTOS   \n",
       "4       AEROCLUBE                           PRAÇA CELIA SANTIAGO   \n",
       "\n",
       "               area                                           geometry  \n",
       "0  3497,98600310013  POLYGON Z ((-34.86926 -7.17795 0.00000, -34.86...  \n",
       "1  2620,63999998348  POLYGON Z ((-34.87292 -7.18300 48.96000, -34.8...  \n",
       "2  7695,04039995941  POLYGON Z ((-34.84340 -7.06852 5.36000, -34.84...  \n",
       "3  758,679452962841  POLYGON Z ((-34.84002 -7.09656 0.00000, -34.84...  \n",
       "4  8066,92307513824  POLYGON Z ((-34.84308 -7.09773 0.00000, -34.84...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pracas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edbb81e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bairro</th>\n",
       "      <th>nome</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA ORLANDO GEISEL</td>\n",
       "      <td>POLYGON Z ((-34.86926 -7.17795 0.00000, -34.86...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA RADIALISTA PASCOAL CARRILHO</td>\n",
       "      <td>POLYGON Z ((-34.87292 -7.18300 48.96000, -34.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BESSA</td>\n",
       "      <td>PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU</td>\n",
       "      <td>POLYGON Z ((-34.84340 -7.06852 5.36000, -34.84...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA FRANCISCO EVARISTO DOS SANTOS</td>\n",
       "      <td>POLYGON Z ((-34.84002 -7.09656 0.00000, -34.84...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA CELIA SANTIAGO</td>\n",
       "      <td>POLYGON Z ((-34.84308 -7.09773 0.00000, -34.84...</td>\n",
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      ],
      "text/plain": [
       "           bairro                                           nome  \\\n",
       "0  ERNESTO GEISEL                           PRAÇA ORLANDO GEISEL   \n",
       "1  ERNESTO GEISEL              PRAÇA RADIALISTA PASCOAL CARRILHO   \n",
       "2           BESSA  PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU   \n",
       "3       AEROCLUBE            PRAÇA FRANCISCO EVARISTO DOS SANTOS   \n",
       "4       AEROCLUBE                           PRAÇA CELIA SANTIAGO   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON Z ((-34.86926 -7.17795 0.00000, -34.86...  \n",
       "1  POLYGON Z ((-34.87292 -7.18300 48.96000, -34.8...  \n",
       "2  POLYGON Z ((-34.84340 -7.06852 5.36000, -34.84...  \n",
       "3  POLYGON Z ((-34.84002 -7.09656 0.00000, -34.84...  \n",
       "4  POLYGON Z ((-34.84308 -7.09773 0.00000, -34.84...  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pracas = pracas.drop(columns=['area'])\n",
    "pracas.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "545b834a",
   "metadata": {},
   "source": [
    "### Transformando para coordenadas métricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8da001c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Projected CRS: EPSG:31985>\n",
       "Name: SIRGAS 2000 / UTM zone 25S\n",
       "Axis Info [cartesian]:\n",
       "- E[east]: Easting (metre)\n",
       "- N[north]: Northing (metre)\n",
       "Area of Use:\n",
       "- name: Brazil - between 36°W and 30°W, northern and southern hemispheres, onshore and offshore.\n",
       "- bounds: (-36.0, -23.8, -29.99, 4.19)\n",
       "Coordinate Operation:\n",
       "- name: UTM zone 25S\n",
       "- method: Transverse Mercator\n",
       "Datum: Sistema de Referencia Geocentrico para las AmericaS 2000\n",
       "- Ellipsoid: GRS 1980\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pracas = pracas.to_crs('EPSG:31985')\n",
    "pracas.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f989c6f",
   "metadata": {},
   "source": [
    "### Calculando a área"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f59d2b42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bairro</th>\n",
       "      <th>nome</th>\n",
       "      <th>geometry</th>\n",
       "      <th>area_m2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA ORLANDO GEISEL</td>\n",
       "      <td>POLYGON ((293582.019 9206159.013, 293583.120 9...</td>\n",
       "      <td>3500.708264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERNESTO GEISEL</td>\n",
       "      <td>PRAÇA RADIALISTA PASCOAL CARRILHO</td>\n",
       "      <td>POLYGON ((293180.220 9205597.923, 293181.211 9...</td>\n",
       "      <td>2619.178130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BESSA</td>\n",
       "      <td>PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU</td>\n",
       "      <td>POLYGON ((296390.569 9218272.870, 296392.878 9...</td>\n",
       "      <td>7698.145543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA FRANCISCO EVARISTO DOS SANTOS</td>\n",
       "      <td>POLYGON ((296776.311 9215173.161, 296776.530 9...</td>\n",
       "      <td>760.352547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AEROCLUBE</td>\n",
       "      <td>PRAÇA CELIA SANTIAGO</td>\n",
       "      <td>POLYGON ((296438.193 9215042.411, 296439.160 9...</td>\n",
       "      <td>8068.992371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           bairro                                           nome  \\\n",
       "0  ERNESTO GEISEL                           PRAÇA ORLANDO GEISEL   \n",
       "1  ERNESTO GEISEL              PRAÇA RADIALISTA PASCOAL CARRILHO   \n",
       "2           BESSA  PRAÇA DJALMA GOMES DA FONSECA - PRAÇA DO CAJU   \n",
       "3       AEROCLUBE            PRAÇA FRANCISCO EVARISTO DOS SANTOS   \n",
       "4       AEROCLUBE                           PRAÇA CELIA SANTIAGO   \n",
       "\n",
       "                                            geometry      area_m2  \n",
       "0  POLYGON ((293582.019 9206159.013, 293583.120 9...  3500.708264  \n",
       "1  POLYGON ((293180.220 9205597.923, 293181.211 9...  2619.178130  \n",
       "2  POLYGON ((296390.569 9218272.870, 296392.878 9...  7698.145543  \n",
       "3  POLYGON ((296776.311 9215173.161, 296776.530 9...   760.352547  \n",
       "4  POLYGON ((296438.193 9215042.411, 296439.160 9...  8068.992371  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pracas['area_m2'] = pracas['geometry'].area\n",
    "pracas.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e029d6ab",
   "metadata": {},
   "source": [
    "### Plotando gráficos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81df79cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='nome'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pracas.sort_values(by='area_m2')[-15:].plot.barh(x='nome', y='area_m2', figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "163d4c2c",
   "metadata": {},
   "source": [
    "### Plotando mapas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0ae676c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros = gpd.read_file('https://raw.githubusercontent.com/paulovitorweb/geodata-jp/main/data/bairros.geojson')\n",
    "bairros = bairros.to_crs('EPSG:31985')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "34acdb6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def _insert_title(title, ax):\n",
    "    at = AnchoredText(title, prop={'size': 11}, frameon=True, loc='upper left')\n",
    "    at.patch.set_boxstyle('square,pad=0.1')\n",
    "    ax.add_artist(at)\n",
    "\n",
    "def plot():\n",
    "    fig, ax = plt.subplots(1, 1, figsize=(5,5))\n",
    "    _insert_title('PRAÇAS', ax)\n",
    "    bairros.plot(ax=ax, alpha=0.3, zorder=1)\n",
    "    pracas.plot(ax=ax, alpha=0.9, edgecolor='k', zorder=2)\n",
    "\n",
    "plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72d8d5e4",
   "metadata": {},
   "source": [
    "## Respondendo algumas perguntas\n",
    "\n",
    "### Quantos metros quadrados João Pessoa tem de praças?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bfc026a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "617983.397359327"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pracas['area_m2'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85bd9304",
   "metadata": {},
   "source": [
    "João Pessoa tem pouco mais de 600 mil metros quadrados de praças."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "286f4bb8",
   "metadata": {},
   "source": [
    "### Qual a cobertura das praças num raio de 500 metros?\n",
    "\n",
    "Na literatura 500 metros é uma distância de caminhada considerada, via de regra, razoável."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fdaf1326",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8IoAsB8p2PH7hWKKCfPlqfwFHDV710TFBXDAxlme+y+Cz9FMdZb10gukJymgVNmJPbjmpDtoNYw0B3jreuX0mIyIDKa9tYtvxUgoq6wn29SIlYRAPf7TXoe1JjAgkLMCbuxZ2z1zx7NWTmZ8Uyaubs8gorCY5LhS/fqq4p4zWCby62T3msmeOiWJEpD6Wd1CANxdOiu04tzu3nN1WhkBq5brXtjNxSAgjogK5YEIs8eH+HeeEEFwxLY4rpsVRVttES1v/3fmjjNbBZBZV892hwr4LOhkh4M5ecjE5Y6Rw5HR1R7DJ0+uOcNu8RH63eEw3D3F/V493pmrev4QQRwz1PhVChBqOJwgh6o3U9F627hFdi6fXZTgsEZo13LVwBBPjeo5sKq9zbrqXNgmvbcnmd5/s71MErL/hTNW874EJUspJwFHgUaNzx43U9O4yUdctyS2tY/1h1+9lb5w9jIfPHd1rGV9P15gvfrI7jx8OFzm7GQ7Faap5UsrvDNfrVqe/suKnLFy9kx0S6seTSyag62NpZfzgYAe1qG/e+jnH2U1wKM5WzWvn1i51EoUQe4QQm4QQ801VcDUBrk925fGrt9N4++cckxkcXt+S1Smfk6tirgNnwahIIoN87Nwa89ieVWqzrBnugDNV89rrPA60AO8ZDhUA8VLKKcCD6HV9un2tSylflVKmSClTIiMjzb2dXfggNZeHPtrL94cKeWLtQc78fxt5d/uJjg9SVUMzz60/RnWja++LBTq8xX3h66XjL0smWHyfM0ZHEmCjJZnmVtkhcj0QMMsRJaVcIaWcJqVcAJSjn4N2wkg1b4k5qnmGOjcDFwHLpMGbYBCTLjW83gUcB0aZcz1ncKqinj99frDTsYLKBv7w2QGm/209l720lXP+vcktDBZgXlKE2WUXT4jhmauS8fXSFlg3a3gYr9wwjbBA23l58yrqbXYtV8eZqnmLgUfQO7DqjI5HAmVSylYhxHD0qnkuu7C5aufJHnVsqhtarE7n4miignw1lb9iWhxzRobz/o5cUrPLqKxvxtdLR1FVA6cqOyef89Z5cP2sYTyyeDQ+njpig/04WWYbY6tx8ewetsTcddpPhBDhQDNGqnkAUsqX6ayaB9DSLh5kUM07A4gQQuQBfzTo3b4A+ADfG+psN3iKFwBPCiGagTbgLimly4YP7c7VprTu6kweGtpnmZbWNsrqmvD39iTQx5PYED8e6uJtbmltIzWnjKOnq2lpk8SE+DJnRESnNdTJ8aGk5tjmre2vmwNMYa6odDdnkMFY21/fDtzeQ91rezjeddmo/fgnwCfmtMsVqOtHKU1mJIb1ms3waGE1z60/xo9HijoSo4+ODuKmOQlcPX1oJ4+zp86DOSMiCA/wYdvxEo6erqa8tol5SZEkRgTQ1ia5dPIQXtuSZRPNoQgXcYo5AhURZSVxg/zYdaJ/9LZJvRjsV/sKeGBVOk1dMvpnFFbz2Kf7+e7Qaa6bEU9Lm2R4ZAAB3p784bMD3XJgge2lMf29dW6RS8tWKKO1krPHRrPWaHeJO9OTLs62zBKWf7iHll4WmTdmFLMx4xcDFYIee1Bba9kuTRk6oDR91H5aKzl/Qgyjou2TINtL51jx5GQT89mG5lYeXL23V4M1haMiC4dHBPDguS67uGAXlNFaiafOg5eWTe0zSH3ZzHjOHhut6dpd96/ak/AAb84x0b51B07bTILEHpwzLnpArdGCMlqbMDIqiLX3zuXssd0TdccE+/KPyyfy10snUFrrusnbHjp3tMn9pztt5N21F69szuLC//7E9a/v4NQAWatVc1obMTTMn9dvmk5BZT378ippaG4lITyACUNCOryqQb5eTm6lnvAAb0qNRJlvnpPANdOHsjY9nw9Sc9mfV0lTaxuxIX5uEx74U2YJl7+0jU/vnUNsiG00hVyVAW+0tY0tbDteyv78ShqbWxkWHsDZY6OICtYWZNBObIhfjx+a6cMGsdmEN9VRjIwKZNHYKC6bMoSymibe3JbDpVOGcOboKH71dho/HOm8W8aWQl+O4HRVA4+t2c/KW2Y4uyl2ZcAabWlNI//6NoM1e/K7CUY9sVZw27xEHj5vNF42TMF59fSh/G/Tcaet7S5NieMOo43tc0bqQxbf2X6im8G6KxsyisksqunX6nkD0mizS2q57rXtFFSadrC0tEle2ZxFblkdL143FQ8NGQB7IyrYl6cum8j9q9Jtcj0tBPp4cnkP+rM3zBrGnBHhbM0s4WhhNZuPlrhdL2vMT8eKldH2J5pb27jznbQeDdaYbw6c5uNdeSyd3ttORG1cOmUIvl4e/OGzA5TUOC77w8XJg4kI7DlqaERkYMcOn7zyOub9c4OjmmZz8vu5Q2pAeY/zK+q5cUUqRwtrzK7zuh0Sii+eEMuWR87iheumEGPh3FkrFyfH9l3IwJBQP4sEpl2FQB/XcPjZiwFjtDkltSx5YSs/Z5m1a7CDo4U15JXbfqjo560j2NfLIWugg/y9NOUAFkIwx0nCzIE+nixflMRvFiVZrL43PWGQjVvlWrjv16kGpJQ8sDqdkhrL1kmPF9cSN8i/74IaeW2LY3YcXj9rmGaH2t8vn0hzaxsbMhzn7dZ5CJ5Zmsx542MACPP30qx3NCYmiFnDlRK821Pd2EJSVCDCQn+SjfxQnWhrkw5JQ+qlE9w4O0FzvfBAH1beMoOND5/BrXMT7R5SmRDuzzu3zegwWNBPI/rKVWVMoI8n/1462WaOQ1dlQPS0wb5eNLdKQv28KK/Trp862g47SBpb2mweOG+Kc8fFWJXLKSEigCcuHset8xJ45rujfLpHe56r4REBnDs+hrqmFiIDffDx8uBEaR1eOg+ign2YGj+I6Qlh3Qw0JsSX62fG89bPfQtDh/h58f6vZjLOhRLO2YsBYbQtrW18d/A0tRasjy4cFak5m4M5+Hp5EOzrSZWdMy7Yas4cN8ifZ6+ezE1zEvjdx/vIKNQnDQ/196KmoaVjQ4GXThDi50WQrxdThoZy5pgoFk+IsXi9+9ELxpJVUsuWYyU9lokI9GHFTSmMH+xcBXpHMSCMVuchGD84RHOWBH9vHf930Ti7tEkIwcLRUXyx177b+gb52zbb/uShoTyzNJkrX95GQ3Mbf79sIvNHRZJVXINA6PfS2tDz7OulY+XN01m5NYcVP2V3+hIaHhnARRNjuXVeIqE2fk5XZkAYbXOrJC7Mj+mJI3hxg/lqdcsXJdl1kf6uhcP5at8pzbmQg3w8qWlqMWv7mz28wBOGhPDN8gX8fLyUxRNiEEIwKS7U5vdpx1Pnwa8WDOf2+YnkltVRVd9CdIiPXUZA7sCAcER5e3rw76WTida4JvrWtpxuIY62ZPzgEJYv0rYXNHloKGvvm8vHd81h4ajITvNAXy8Pgrr0cslD7TNkTIwI4LqZ8QhLvXsWIIRgWHgAE+NCBqzBwgDpadvRuhRwqrKBjRlFnGvk0bQ1v1k0Ej9vD5757mg3x5TOQ7Bk8mACfTwJ9fdm9vBwZg0P6zCUt26dQW1jC7lldeg8BPFh/pworePud3d16MaOjnEfx4yUkh3ZZXx78DQny+rw8dIxZWgoF00aTEzIwDXSrpibQnU5ej0fAbwmpfxPl/PL0CcoF0A1cLeUcq/h3BvocxsXSSknGNUJA1YBCUAOsFRKWS70n8jn0CsZ1AE3Syl3W/6IvxDq56U5P9HevAq7Gq0QgjsWjODSyUP4cl8BhwuqaJWSpKggLpzYWc7RFAE+noyN/cUwR8cEse7+BazZncdX+wuoqm92i+imyrpmHlidzo9dNi58ta+Ap74+zBmjo/jNoiSzskX2d/p8N7sIcDUB64QQX0opM42KtQtwlQshzkcvwDXTcO5N9OlS3+5y6d8DP0gp/yGE+L3h798B56PPdZxkuMb/jK5lFdWNLQwL99cUxtjQ7Bid06hgX26dl2iTa3l7enDNjHiumRFvk+vZm8aWVm5cmcrekxUmz7dJ+PFIERszivjTJeMtWnfuT5jzFdwhwAUghGgX4Hq6vYCUcptR+W4CXEKIBBPXXYI+HzLAW8BG9Ea7BHjboDiwXQgRKoSIlVIWmPlMPTIiMpCHzh3Nne/sMrvOsD56OkXvVNY18+6OE2zMKKKwqpEgX0+mJ4SxZPJgkuNC8fAQvPFTTo8Ga0ybhCfWHmRYeAALRzlXCsaZmGO0B4C/GZKV16Mftqb1Ut5cAa5oI0M8DbQnKBoCnDQql2c4ZrXRgt6b6u3pYZaDyUPAIo15nZxBUXUDaTnl7D1ZQWZRDR4egrGxwVw2ZQiJEQFOa1dqdhn3vLer226mg6eqeHNbDkNC/bj3zJG8t6Pv4Alj/v71YRYkRdjcCdbaJpFSdhOpdjX6NFop5WEhRLsAVy3mCXDN09IIKaUUQmha+BBC3AHcARAfb/4wMMjXi2Uz41m5NafPsldNG8qQUNdNXXK6soEnvzzINwdOd1v++f5QIS/8eIwrpsYxONSPy6cOYVi44ww4s6iam1em9rrhP7+insc+3a/52kdOV5NdUstwM8XCzOWr/QV8vCuPF66bQrCLpAYyhTMFuAqFELGGurFAuwcin85SmnGGY13bZLFq3iPnjSE+rPdh77Bwfx69YIym6zqSE6W1LHnxJ77e391g22mT8NGuPJ774VivEUX24MkvD9s1Q8eJUtvvvPpq3yk2Hy3m/P9sYW16Ps2tjvFnaMVpAlzA58BNwD8Mv9caHb9PCPEhegdUpS3ms8b4eet46NxRLP8w3eT5OSPCefbqyS4bZdPWJvnNB3sorDJ/11KKA7ernaqot3suLB9P2w9hs4r1y2T5FfUs/zCdf3xzhGumx3NxciwRQT6sP1TI1/sL8Pb0ICLQh/gwf8bFBjMhLsShPbMzBbj+AawWQtwGnACWGu71Nfp5cyb6JZ9brH5KE1ySPJiaxhbScsoJ8vWkprGFmGBfFo6KZEZimEODBrSy+Vgxe/O0bVmrd2BeKnuHZraHpdqarnPZgsoGnl1/lGfX990PxQT7khgRQEJEADHBvswdGU6Khj3MmtppTiE7CXCVAotMHJfAvea0yxqEECybOYxlM4fZ+1Y2paiqgb99dVhTnQlDgu0aZgj6TRm3v53G/rxKKuq176TSwoUTYwnxt33PNmFwMIcLqiyqe7qqgdNVDR1JFoaGJdvNaF3bTaboRGub5I53dnGsyPx1ZoDwAB+77Ak2Jr+ino0ZxZTWNtGqNZhaA0G+njyyeHTfBS3gqhTb5AKLDPLh/Anmp/fRijJaN+Kr/QWkm7Ge2ZVNR4t5PzXX9g0y4o2fsu16/XaGDvIn2M8+88cZiWFc0UPGSnPReQj+deUkk2oNtkIZrRvxzX7L/XHvmLGR3FJSs8t4b4d9vxTaOVRQxcOr99rt+k9dPqFXw40P8+9RwDo62Ic3bp7OGaO7y8O02XD04fpBqYoOcqxY5rBXutas4hrueCdNs6qeNXx3qJCdOWWaktWZi4+njmeWJnPF1CGsSjvJ/vxKmlvbSAgP4IKJsVwxNY42KdmdW87uE+WcLKvHz1vHlPhQzhsf001ys61N8sbWbD5Ky2PtfXNtIsmpjNaNsGaZo77J9hkyymqbuOXNnVRYkMLHWr7aV2AXo21nzsiIDgUGk+dHRDBnRM/nQb9r6dE1+1mVpg/we39Hrk3iy9Xw2I1IjrN8maO2qZWyWtv2tss/3GOXIAdzOFZU7ZT7auGz9PwOgwV4edNxahqt//JURmslRdUNvLY5i3ve28WNb6Ty2Kf72ZBRhLSDqvLV0+MtzigJkH6y3HaNAasjnq6YGsd1M+OJCNQexHKqwnU1c9v538bOWVKKqht5c6v1Djs1PLaQ/Ip6nvk2gy/2neom/vz+jlxmJIbxwnVTbJphYdzgYO45Q1vKHGNybdwrzk+KYNcJy78IxsYGccvcRP526QTufnc36w6eNruuLXose1JU3WByC+j/Nh7nymlDrdrUr3paC0g/WcEFz21hzZ78HtXaU7PLWPbaDmpt/OF6+NzR3G7GvMjTQ3DvmSN44OxR/OnicXyzfD43z7XNft12bpg1jBArll/++tVhlr7yM6W1TczWmMtqsItnsuhpKlLb1MoLG45ZdW1ltBqprGvm9rfSqDQj6udYUQ0vbsjss5wWhBD84aJxvHf7TM4aE0VAl/VATw/BmaMj+fSeufz2vDEsPzuJm+cmdspuYSvCA314/topeFvhINt1opybV6YyPylC09D/rDGuvWUyPKDnXNOrdp60SqxbDY81snJbtiZ5kQ9Sc3ngnFGU1DRSUt1EdmktTS1tJIT7M3loqMV7N+eOjGDuyAiklLRJKKlppK6plZhgX7su7HdlwahI1tw9hz99fpA0C4fKB/Kr2JhRzFXT4lidltdn+fAAb26c7drhp5FBPoyJCeLI6e4OM08PD6t0j5XRauT7Q4WaypfXNTPrqR8oNTFcig724aFzRnNVSpzFGxSEEOgEmjNN2pIJQ0L4+O45ZBbVsDu3nLrGFk5VNvDqZvO1ij7ZncfqO2dzvLi213lygLeOl2+YxqAA19yBZcxt8xL57cf7uh1PHhqiSe6kK2p4rJG8cu3ap6YMFqCwqpFHPtnHn784ZBdvs6MZGRXI0pSh3Dw3kVCNAf1HTldT19TKu7fN5DeLkgj27dyfeAg4Z1w0X/5mvl3XZ23JkslDTO7bThlmXftVT6uRAG+dWfNZLby5LYcp8aEsmTzEquuU1jRysrwef28diREBPQ7BMouqGRzqh7+3/d5+rfmiW9sk0/+2Hm9PD8bFBnPtzHhmJITh56XD11vHiMhAq5xezsDb04Nnliaz7PUdHf8PIeCSyYOtuq4yWo1MGTaIU/tsuicfgOd/zOSS5MEWDZPTcsp4el1GJ9mTIF9PrpsRz68XJXWkUD1ZVsdjn+5ny7ES/nLpBG6YZb95oaVyJE0tbaSfrCD9ZAVvbzvBU5dP4LIp1gXxO5PpCWG8c+sMHly9l/yKei6YEMuoaOsE3dTwWCNLkq37luyJzKIaCiq1Bwys2pnL0ld+7qZTVN3Qwiubs7jsxa0UVTVworSWy17a1pF25ot0+25UnzbM+kwZ9c2tPLh6L+s1+hFcjZnDw/nx4YW8tGwq95010urrKaPVyKKx0Yy3k5xioUaFu40ZRfx+zf5etYCOFdVwy5s7uePtXZ283qk5ZZqzIGph/OBgUmxguFLC/609YFd5Fkfg46njgomxNll6U0arEZ2H4KVlU4mxg7dWy5CyqaWNR9fsN0uE6+Cpqg5pSmP+77MDfGWHoT7ovdr/vHKSTeahBZUNbM10bGI6V0YZrQUMCw/g81/PZYwNxaYHh/hqSoy++WixRcNpY9ok3L9qDxu6SHH0hpSSyvpmqhv6dsaNiAzk47tmM84GvcshC9PA9EdEf1hqSElJkWlpveVPtw+FVQ3c+uZODp6y/gP1hwvHcvv84WaXf/b7ozz3g3XhcO0E+njy2b1zGRkVSH1TKzmltd2GceW1Tby0MZO16acoqtYPs+MG+XHltDhunz+8V72gtjbJ1uMl7Mgqo6yuie8OFmoKUGm/V1ubpLaplcggH0ZGBrJobBSXTB6Mj6fjgkkchRBiV3tyxG7nlNFaR1NLGx/tOsnn6ac4XlyLzgPGxQazI7vM7F0wMxLCeO9XMzVFyTy97ggvbbRs44ApQv29WDQmmn15Ffx6URKXGDncjhVWc8OK1B5V5WNDfHnhuilMM3P98aHVe/lkd9+RT+YwMiqQV26YxggbJy53Nr0ZrVmfEiHEciHEASHEQSHE/SbOLxNC7BNC7BdCbBNCJBudWyyEyBBCZBqEttqPbxFCpBt+TgkhPjMcP0MIUWl07gmtD+xIvD09WDZzGKvunE3aH85mx2Nns/KWGfzziklmxdKePTaK129O0RzWlmBjuY+KumY+2Z3HsaIaphiU6WobW8gpqeXmlTt7NFjQzzmvfz3V7EyGS6xcpzQms6iG617b3iGJkl9Rb9fEcq6AXVXzhBA64EXgHPSaPDuFEJ9LKQ8Zp2UVQnzCL8nKAbZIKS+y9uGcycXJgwnw0fHomv0mk4oPDfPjySUTOGNUpEVrs2ePjdYs22kOC0dFsj+/kvs+2GOWKFY79c2tPPbpftbcPafP55mfFMHZY6NZf9g2SzmFVY0seXFrx99BPp5clDyYB85OIsqJ4Z32wt6qeTOATClllqHuh+hV8Q61FxZCBANnYaek5M7krDHRbPpthD6nUXYZFfXNhAd4M2t4GGeNibZqd0xYgDeJEQEmA9Itvqa/N8F+ntzznmVywHtyK8gorGZMH0LWQgj+c81k7n53l13kSqobW/ggNZdvD57mrVtmMNGKjB+uiL1V80wp4HXVmr0UvU6t8dhqthBiL3AKeFhKebDrTSwV4HI0vl46Lkke3GmOCPooprd+PsGunDKqG1uIDvZlUlwIS1OGmq1YP7qHXSSWMCYmiHlJEby+xbrMCvvyKvs0WtA7v1bePJ3HPz3QKSVLOx6CXtefzaGstonb3trJ9w8stEtyc2fhCqp516IX7mpnNzBMSlkjhLgA+Ay9wHTXdr2KfhhOSkqK5re3pbWNTUeLSc0po7qhhdhgX84aG2UXuQljpJT8/Zsj3XbAVDfUkFlUw5rd+Vw1LY6/XTaxz5740slDWKshsunJJeM5dKqKbw+epryuGQ+h36Fz/axhnDE6kjP+tdGSR+qEucP1o4XV3P9husmlnLAAbwaH+nIg33qvfFF1Iyu2ZvPgOaOsvparYK4syApgBYAQ4in0PWYnjFTzzjdSzetVAU8IEYF+CH2Z0b2qjF5/LYR4SQgRIaW02Thq78kKHlid3iG41M4z3x/lvPHRPH1Fst2+mV/aeLzPLWsf7crDwxCc0BtnjI7k7LFRrD/c9zrrjIQwrp85DA8Pwd8vn0htUyveOo+OL4Y3t2bbROVuuBkOssyiaq783zaqGkxn9SirbbJpErpvD5weeEZrhWreTiBJCJGI3livAa4zOn8l8KWUssHoWjFAoUGzdgZ6D7c50plmsTGjiDvf2dVjj/DtwUJOlm1n9V2ze117NIeKuiaOFel70NTsMsrrmth23LxHWZV2kqXTh/YawyuE4LlrpnDv+7vZmNGzSl1SVCAvLJuCh2EPpxCi27NpFfQyRUSgd5/qfFJKHvpoX48Gaw9OlNX2XciNsKtqnpSyRQhxH/AtoAPe6DI/vQa9ep4xVwJ3CyFa0M+hr5E2WkwuqKznvvf39DmEO1RQxRNrD/DvpZMtus/x4hqe+uowP2YUmRVm2BMfpZ3sM/A+wDA3/Hr/aVannWR7VmnH80UE+nDN9KHcfcYIAnr5Amptk1YlaGvnN4uSOgIdWtskX+w9xad78sksqqGptQ1vnQeBPp4mQyoV5uMI1byv0ctXmjp3holjLwAvmNMurby6OcvsLH5rdudzzxkjGRmlbdH+5+Ol3PbWTpsMNbvu3OkJIQQXTorlwkmxNLW0UVBZj7enB9FBvh29a2+knywnt8y6TI0LR0V2KBCW1zZx5zu7zG6/vYkI7DlfkzsyYGKPm1ra+O6gtnXBHzSsI0op+WxPPne/t8tmCuiFFsQWe3t6MCw8gNgQP7MMFuCYiVSfWrg6ZSiv3DANnYegtU3yq7fTbGawY2KCrN7mN7cPJQB3Y8Bsgn92/VHyK7SlijE3tUxDcyu//mCP5vxRfRHo65i3x1zjNmZ0dBCXTB7MeeOjGRn1y8aJT3bnWZzgzeR9YoL4z9WTOXiqip05ZeSU1LI7t4L9+ebNwT09BLfNt23qWGczIIy2oq6JFRZIMZprNH9ce9DmBgswNjaYmsYWqx1ifd7HjHXVrtxz5giT6XE+2WWbmOJ2kuNCEUIwYUgIE4bol+Mq6pq46uWfzdLpfeLicVZninA1BoTRbjteatEm6mnxfQ/LDhdUmQwOsAUbM4qZ8MdvGRbuz8zEMC6YGMtCDWGPpyrqWbM7j315lTS2tBEd7EOb1CvdeXp4MCIqkAsnxjJ3ZDijo4PMdhAlRgT0KJpsSydTgLfOZJxyqL83H981hz9/eZDP9uSbDMKICfblT5eMY7EdxZ2dxYAwWkv3nZozl/raCs1YczlRWseJ0jpWp+Uxe3g4z183pU/nyhs/ZfOPb47Q1Nrzl1VqThkfpOZy1pgoHlk8mjvf2dWnZKW/t44Xrus5QXldo23m8wB/umQ84T08Z4i/F/9eOpnfLR5DanYZJTWNtLRKdB6CUdFBzBweZlVuYVdmQBhtkIVzw746tG2ZJbyz3X4pW0zxc1YpN6xI5dN75vSodbpyazZPfnnI5DlT/HikiOqGZv577RQeXJ1OQ7NpQ/f18uDl66f1GjXW0mb9BgZfLw/+smQCV6X8EpdTVtvEp3vy2ZNbTm1jC1FBvkxPDOP8CTFcbKe8Xa7KgDDaGRbkyY0I9Ok1VcqB/EpueXOnzXfZmMPhgioeXbOfYF9PSmqa8PfWMXXYIC6aFEtNYwt//+aI5mvuzCnnkuTBfH7fPP7y5aFugfzzkyJ4/MKxfcYVRwT6dGySt5QQPy/OHR/T8fdne/L5w2cHui3XrUo7yV+/OsTjF4ztZOD9nQFhtAkRASwaE8UPGtKqLJncezrTP31+0CkG286ne/I7/f3RrjyeXneEyUNDLU6CtuKnbLZmlpKeW9FxLDzAmycuHmd2etc5I8L5zMpMj4VVjTy0ei+v35TC2vR87l+V3mPZirpmfvvxPnLL6njo3NFW3ddd6J+DfhP89bIJZi+yRwf7cN+ZPae6zC6ptemyhq0or2tmQy/hjH2RU1rHuoOnqTbq0Uprm1j+YTr3vr+bOjPU5G+fPxwrFC86WH+4kIdW7+XxTw+YVf75HzP5xgH+BVdgwBhtbIgfr944DV+v3h85OtiHd26b2atWzOajlhuGu/L1/tP8+v09fcqXTBgSwmMXjLXJPT/ZnadJh/ZvXx/u91krYAAZLcDU+EG8d/tMhoT6mTw/PWEQn907t891vZ0uEp7naH44UsS6A30LP98+fzj/vXYKkUGODR/MK69nR7bN9pa4LANiTmvMtGFh/PDQQr49eJrU7DIq65uJCfblzDFRzBkRbta8rchE+piBwqq0k5w/se+1z0uSB7N4fAzbs0o5VlRDRV0Tz/9oW61eU6w7cJo5/SxssSsDzmhBn01iyeQhFgte9acsCFrRsjHd29ODBaMiWTAqEikl7+3Itek+WVO8u/0Et85NtHniO1diQA2PbYW56WD6I6W1jRbJcgohuqXcsQdtEj7fa1+dImejjNYCrpwaxyAze9tAH0+8dDZwp7oIAd6eFgtg33fWSIdsk8uwYbI7V0QZrQWE+Hvx76sn92mMnh6Cl6+fxu7/O4ffnmf+GmJEoDdr753LHy8ex7Uz4rk6ZSiPXTCGMBdQP59qxTa5iEAf3r51BrEh9k1r2txL6GZ/YEDOaW3BmaOjeO/2Wfx+zb5uuaZAn3X//12VzNyReqfIr+YPZ216PkfN2Lt675kjSR4aSrIhaXg7Pp46/vh5t8SUDuXmOdZp2o4bHMy3Dyzgra05vLP9RKfoqRkJYZTUNJJVYl16GFPq6/0JZbRWMCMxjO8fWEhaThlpJ8rJM6iwT40fxKKxUZ1ig7099XG71722o9ds/ZdNGcJNsxNMnrtx9jCOFVXz7vZcWz+KWVydMpSzxkRbfZ2cklo2HyvuFu6YfrKCIYNML8dpYfGEmL4LuTFKy8fBFFc38q9vj7A2/VSnMMioIB/uO2tkR8bEnpBS8vneUzz/YyaZZuwnNSbU34uKOtNqdx4Crp4+lK/3n6ayvnMZTw/BnQuH8+A5o9FZGe60/lAhd7+3i+ZW+3zuzh4bxes3TbfLtR2JEuByQRqaWzlcUEVFfTNRQT6MiQnWbBCnKuq5YcUOjpsYnnfFQ8Cn98yltLaR17dkszOnjOZWiZ+XjvlJEdx31kgmxYVS3dDMtwcLOXiqkpZWyfDIABZPiCE2xPoe8FRFPef8exO1ZqTj8fH0YERkYKe8yEE+np1CLLuSPDSUt2+Z0S+W5Kw2WiHEcvR6PgJ4TUr5ny7nlwG/M5yvBu6WUu41nFsMPIc+G+PrUsp/GI6/CSwE2vOG3CylTBd61+Rz6JUM6gzHe9WpcEejtRUZp6u59rXtfa5//vHicdwy95e0Ky2tbdQ2tRLk42lRuhlLePKLQ7yx1fwMIm/fOoOk6EDyy+sJ8PFkZFQg+/IqeXnTcTZlFHfsFR4S6seyWfHcNi+x38he9ma0ThPgMtT7rZTy4y63PB+9okASegmR/9FdSkRhYHRMEJ/fN5c/f3GI9YcLu6VsTQj35/ELx3HOuM5zUU+dByF+jl082Jhh/i4rffliFoyK7NTLTxs2iNduTKGxpZWiqkZ8vXREBHpbvAzljjhdgMsES4C3DbmOtwshQoUQsVLKgbGFwwLiBvnz2o0pFFU1cOBUJVX1LXh4CBLDAxg/ONhhPWlfnKrUllivsBeHnY+njqH93EvcE84W4PqbQX/2B+D3UsrGHuoMAZTR9kFUsC9nubC0o0Dbl0d/CkqxJX2Oj6SUh4F2Aa51mCfA9Tsz7v0oMAaYDoSZWcf4XncIIdKEEGnFxQNvq5w7kqgxHjgxon+pu9sKpwlwGQ13G4UQK4GH+6rTpU1WqeYpbE99UysbM4o4XFBFm4Sk6EDOHBNFsK/em3vhpFiTKnk9cf7E/r3eailOE+Bqn6cavMWXoh+GA3wO3GeY/84EKgfafFZKSW5ZHYVVjQT46EiMCMDf23XjYKobmnltSzZv/5zTbR04yMeTRxaP5vpZw7h5TgKrdp40S4Lk6pSh/S5fsa1wpgDXe0KISPTLROnAXYbjX6OfN2eiX/LpdwrxPSGl5KNdeby4IZMTpb98sL11HpwzLprfnjfa5bacZRXXcNPKVE6WmXYyVTe28H9rD1Jc08SD54xi5S3TuemN1F7VGxaNieLPS8bbq8lujwqucBHa2iS/X7OP1Wk9Z+gP8Nax4ubpLrM1sLaxhfOf22K2eNeae+YwNX4QVQ3NvL4lmy/2niLbEGfsIWCiQeD6iqlxLuPxdhZWrdMqHMPKbTm9GixAbVMrd76zi+8fXEBUkPO9xG9uy9GktvfGT9lMvW4Qwb5ePHjOKB48ZxTNrW00NLfi66Xrt8nFbY36L7kAOSW1PL3OvFzFlfX6XsoV+ELjZvPU7O65tbx0HgT5eimD1YD6T7kAr2zO0pRD+ZNdefx4xPaCX1qQUnK8WNuGhYp605sVFNpQRusCaE3JWlrbxK1vpvHnLw5alPrFVmjdqWNv9b+BgjJaJ9Pc2qZZN7edlVtzWLk1x7YNMhMhBNHB2lLHjB+sXVJT0R1ltE7GUgmPdp5df5RaDQm9bcnCUZGayl85La7vQoo+UUbrZPy9dWYniTNFdUMLP2WW9F3Qhkgp+TA1l+80CGnPGxnBxZMGlrqdvVBG62SEEJw91roULidKrcuppJXnfjjG79fs7zELRlf8vXU8e/XkAb/2aiuU0boAv1ow3Kr6jvRF7TpRxn/WH9NUp66plae+PmynFg08lNG6AAfyK/su1AuBFopmW8Krm7Msqvfpnnx2uaDSoDuijNYFsFbQKynKcYH127Msb+une3qP+FKYh1o4cwGqGpzj/dWKlLJbpkYtfLo7n4OnqogM9GFsbDBLJg9meKTaM6sVZbQuQIyV2Sbqm/vObmgLhBBEBvlQXG2ZamBtUyt7DCrz3x0q5Pkfj/GrBcN55LwxVqdmHUio4bELcMZobeudXfHzclwGQlveq03CK5uyeGKteWrvCj3KaF2AeSMjmGaFRo61PbW5FFc3atrVYy7v7cjl5+P9XwzaViijdQGEEPz32ikMtkCYKiHcn6Fh1icS742W1jYyi2rYnmU/w3p3+wm7Xbu/oea0LsKQUD8+uGMWy17f0WtWh678ZlGS3XL+1ja28PyPmXy4M9fsQApLST9ZYdfr9ydUT+tCDAsP4Mtfz+PG2cPw9+577njtjHgum2KZmn1flNY0csX/tvHypuN2N1iA2ib38KC7AqqndTFC/b15cskEHr9wLBmnq3llUxZfHyjoFPUUFuDN8kVJ3Dh7mF16WSkl969K54gDxZkjHSA23V9QRuui+HjqmBQXyovLplJU3cCe3ApqG1sYEurH5PhQu2rWpGaXseWYYzchjI5RmRfNRRmtGxAV5Mt54x2XA3j9YeuyYoQFeDNvZASfa0hHc5HaAWQ2Zs1phRDLhRAHhBAHhRD3mzi/TAixTwixXwixTQiRbHRusRAiQwiRKYT4vdHx9wzHDwgh3hBCeBmOnyGEqBRCpBt+nrDBcyo0YMmm/GBfT84bH82fLh7Hxt+ewb+umsSEIeZtep89PJxzx1kvVj1Q6NNou6jmJQMXCSFGdinWrpo3EfgLhsz/Rqp55wPjgGuFEOMMdd5DLwsyEfADbje63hYp5WTDz5OWPpzCMiyZJ89LiuCVG1K4eW4iwb5e+HjqePOWGaT0sf48JT6Ul5ZNVdv2NOA01Twp5dftFYQQqUZ1FE4m2IJdQ6bm2BGBPqy6czbfHCjgy70FHD5dRV55PR4CxsYGc9W0OK6ZEa8yMWrE2ap5GIbFNwDLjQ7PFkLsBU4BDxupEhjXuwO4AyA+Pt6Mx1CYiyVyHD3V0XkILpo0uGPO2p6IbiDpydoaZ6rmtfMSsFlKucXw925gmJQyGXge+KyHdr1qkB5JiYy0LnZX0ZkLJ8bi7Wl+7+elE1ycHGtWWSGEMlgrMeudkVKukFJOk1IuAMqBo13LGKnmLTFHNc9Q549AJPCg0b2qpJQ1htdfA15CiAhNT6WwiqhgX+4/O8ns8vedmUTcoIEp8OwMzPUeRxl+t6vmvd/lfJ+qeUIIb/SqeZ8b6twOnAdcK6VsM7pWjEFJDyHEDEMbVTS5g7l74QjuOWNEn+XuXDCcX5/V1S+psCfOVM17GTgB/Gyos8bgKb4SuFsI0YJ+Dn2N7A8qYW6GEIJHFo/hvPExvLP9BLtzy6msa0bnIQj19yI5LpRls4YxeWios5s64FCqeQqFC9Kbap7ytSsUboYyWoXCzVBGq1C4GcpoFQo3QxmtQuFmKKNVKNwMZbQKhZuhjFahcDOU0SoUbka/iIgSQhSjD4l0FhGAY5MqOQ/1rI5hmJTS5Pa1fmG0zkYIkdZTyFl/Qz2r81HDY4XCzVBGq1C4GcpobcOrzm6AA1HP6mTUnFahcDNUT6tQuBnKaBUKN2NAG60QYqgQYoMQ4pBBPWG54XiyEOJng2LCF0KIYKM6jxrUEjKEEOcZHe9JSSFRCLHDcHyVIVcWQggfw9+ZhvMJrvKcQogEIUS9kcrDy0bXmmYonymE+K9RPq8wIcT3Qohjht+DDMeFoVymQYViqr2e06iNvkKIVCHEXsPz/tlwXPN7Yav326ZIKQfsDxALTDW8DkKfZXIc+oR0Cw3HbwX+Yng9DtgL+ACJwHH0ua90htfDAW9DmXGGOqvR57kCfV6suw2v7wFeNry+BljlQs+ZABzo4VqpwCxAoM9vfb7h+NPA7w2vfw/80/D6AkM5Yai3wwHvqwACDa+9gB2Ge2t6L2z5ftv0+ZxtOK70A6wFzgEq+cVJNxS9IgLAo8CjRuW/BWYbfr41Ov6o4Uegj6jxNBzvKNde1/Da01BOuMhzmjRag/EfMfr7WuAVw+sMINaoXIbh9SvoM27StZyDntUffS7tmVrfC1u+37b8GdDDY2MMQ6Ip6L+VD6KXLwG4il9yN5tSTBjSy/FwoEJK2dLleKdrGc5XGsrbFTOfEyBRCLFHCLFJCDHfqM15RmWMnydaSllgeH0aiDaqY+p/Y1eEEDohRDpQBHyPvmfU+l7Y8v22GcpoASFEIPAJcL+Usgr9UPEeIcQu9MPJJme2z1ZoeM4CIF5KOQV9Ivn3jef1fSH13YxT1xKllK1SysnoE+TPQC/21i8Y8Pq0Qq8l9AnwnpRyDYCU8ghwruH8KOBCQ/HeFBNMHS8FQoUQnoZvX+Py7dfKE0J4AiHYMSm7lueUUjYCjYbXu4QQx4FRhjYbC6UZP0+hECJWSlkghIhF38MZP6epOnZH6nN0b0A/VNX6Xtjy/bYZA7qnNXg+VwCHpZT/NjrerqjgAfwBvUMB9OoI1xi8jYlAEnrHjEklBUOPswF9AnaAm9DPJ9uvdZPh9ZXAj4byTn9OIUSk0MuUIoQYbnjOLMPwt0oIMctwzRt7eJ6uz3mjwYs8C6g0GkbbBUP7Qw2v/dDP3w+j/b2w5fttOxzlEHDFH2Ae+mHcPvTCYunovZ3L0XtYjwL/wMhBBDyOfn6UgcFzajh+gaH8ceBxo+PDDW90JvAR4GM47mv4O9NwfrirPCdwBfr5bjp6J87FRtdKQa+keBx4wahOOPADcAxYD4QZjgv0GsXHgf1AigPe10nAHsPzHgCesPS9sNX7bcsfFcaoULgZA3p4rFC4I8poFQo3QxmtQuFmKKNVKNwMZbQKhZuhjFahcDOU0SoUbsb/B7xtLs1GIcjaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_pracas_500m():\n",
    "    buffer = pracas['geometry'].buffer(500).unary_union\n",
    "    buffer_gdf = gpd.GeoDataFrame(crs=pracas.crs, geometry=[buffer])\n",
    "    return gpd.clip(buffer_gdf, bairros.dissolve())\n",
    "\n",
    "pracas_500m = get_pracas_500m()\n",
    "pracas_500m.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "30dc4fa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.34812778534438826"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pracas_500m['geometry'].area.sum() / 1000000) / (bairros['geometry'].area.sum() / 1000000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fca6229a",
   "metadata": {},
   "source": [
    "Cerca de 35% do território de João Pessoa, considerando os polígonos dos bairros, está há pelo menos 500 metros de uma ou mais praças."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ff880",
   "metadata": {},
   "source": [
    "### E a cobertura por bairro?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1e4660c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros_clipped = bairros.clip(pracas_500m.dissolve())\n",
    "bairros_clipped['area_pracas_500m'] = bairros_clipped['geometry'].area\n",
    "bairros['area_m2'] = bairros['geometry'].area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2053b0a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros = bairros.set_index('nome').join(bairros_clipped.set_index('nome'), lsuffix='_orig', rsuffix='_clip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "21a859ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros['area_pracas_500m'].fillna(0, inplace=True)\n",
    "bairros = bairros.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c594629e",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros['coverage'] = bairros.area_pracas_500m / bairros.area_m2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "059fafa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "bairros['geometry'] = bairros.geometry_orig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bd32d7fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='nome'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bairros.sort_values(by='coverage').plot.barh(x='nome', y='coverage', figsize=(8,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "600d3f4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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38+158/jXsjL+613voqsltdnt6U2bqF1vLwLVrFjBuR07eo6d27mTcHk5ZStWYBYXDzi39eRJJMn+oC9zNB1x2nTmpZeYtmYNJzZtYtaGDRnPS8SKxXjqox/l1/fdl3FUMhbwRO+Rllg4TLyfCev+xx7jl295C01HjtB05AhRl44qZ7dsYdZ113Fqy5YBxxqPHuXwjh1Ea2oG9Prl8+ahbW0DztHzZylfsiTtNVv378cM2FltTm3ezNwbb+TEH/+YtfABtn7zm2z74j8NeHwZa3ii90hLw759PPbWtxILhwk3NfHUBz7Af77tbQC0nTuXVV1WNIovEEg7oXbx8GGs6dMxQ72RbKqrK5OWjR47RnFrM7OvWEHVm24iumgRkYULCc+fT8ecObTX1tI0eTJTli8HEWZt2MDR3/+eaatXc/z5523hu4yAe8nalbz3w3cxZfOTNHzp07T/5ldjttf31uk90mL4/Rx+6il+et11NB87Rvt5x2VCleIpU2hIsu6ejrp9+yiZNo3W06lDYJ/fvZuZa9bQuW0bCzZsQLe8kLKsVX+BSP0FIqECzu7bl7RM7fz5VC1ezPHnnwfg9MsvU7t+Pceff54pK1YQbm6m6Wjy4J2LrlzJlSsWYB4/CMfttf7OFzfSueV5AouX4Z8x2+U7Hz14Pb1HWoqnTAHgzNatPYIvmjqVGevXp32GT0bl0qU0nzjB5Pn9Y7AM5PQrr7Dgug0YaQTfhzSjh0hrKxf27u3dYVmc+OMfKZ8zh2BZGe11dczasAEjwdFm8bpVvO/D7+TqSdiCT8Q0mfr9J8ak4MHr6T0ycOSZZ3q2g5MnUzJ9Oi2nT3PM6TWzIeg8q5/aupXqpUup253cx6p4yhSWzqrFeNGl4CFt9puG/fsRw0D7eew1HT1K09GjVCxcSHtdHTXLljEpZLLmsnlOz34weYXxOPGGOnw1eYgBOAJ4ovdIy8tf+1rPdvG8eZzato3qJUuoWLqU+t27CV+8SPHUqZTPn98jrGhrK13NzbScPIkVixEoKaHmiis46sS4i4fDtF+4wKR582g83De9VPWiRSyoPw+7dmTVznRmN9G2NioWLaI+xfC/4cABpq5ahRgGS2ZOHtizD7iY4Js5O6v2jSY80Xuk5Njvfse5bb1Bkvw+H6hSt2cPAJWLFlFaW0tctUfQiRimSfm8ebRfuMCRfiOD9vPn8RcW2sNyZ0LMFwox3wTa27Nua6Y8d8EULroVCxcSKi/n9EsvAdA673Yypcvwz1mAmSYl9mjHE71HSrb+y7/0+f/c1q34CgqIddoust09Z2FlJTOvvhorHuf8zp09x614nIv9evJEmo4eZcoVV2CYJmdefpnlV65FkhjhuCGd6A2/n6Zjx/rsm7xgAQUVFZzut3wYdREJO3jZ2M5u603keSSlfu9ejiY8zwMUz5jRI+hEOurrOfnCC5zesgUzEGDWhg0UViZfZuvPuVdeIdrSwpXXXE0oR8FDatH7QiGmrl3b4/RTuXgx09as4eLBgwMED3Ds5PkB+/oTvPTynNs5GvBE75GUjZ/5zIB9bjzVupqbOf7880Ta2qhdv57SDMFMzUCABRrD3O4+UEYykml+2tq1BCoqOLFpE9VLlzJ11SrqX3+dM85QPhlHXtxKS0n6ABrBxZcNqq0jjTe89xhAw/79HHpyYMhCXxYBLWLhMCf++EfENJmxbh3hxsaexwExTXwFBQQLC1iydjWFr+9FZs5ATBMxDcRnYgb8dupow0DEAAHD58MIBTFMAxFBfD6inV1YkSixmiqueMN6DDEwTAMzEMCKx6mtWELBhnV0tbSw5TcuVhxUOaSF3PzJO+zZQRHEEPuuIoARwpzsbhQzWvFEP0HReBcYfltQ/Xj5q1/tmVxLRHIIGKnxeE9wyimXX44vFOLUiy8SbWtjysxpLDcaYLHbKMcxClauxDx/pGdPq0ynaeNGAuePkcn9JlhYQNRF3LzXf7ORm++9Gr8/yUDYZcy+0Ywn+gmINuxBG3aDmGjpHKRiCeIrAMCq383FfTuTn5eFP3oyzr36ap//r3/DGjiRnUUfg7B87b9On4pwUxM7nj/B6jfOHngwD1l7RhpP9BMMjXWiFx3rNI1D8yG05ShaPB18hdB8BI3Fkp4bj0Ty1o7Lb1hPMFvBAzpA9e5vROLSzh7gtV9vTi76cZDo0hP9RKPtzMAfrsah1Q4eqeLjpi/ehxhCpCPCM1/8AWpZqGURj8WoWb6clpMnqVy0iJM5RpUxTJNVcyrhfPZJIwdIPIvRR6a1/EQu7EthoGONbQ878EQ/4dBw+kCTojEqptmuqHGKOb5pU9Jybt1pk3Hzn98B54/ldnK/jl6MoRH96nf/KWoZiNHvBpkhacdYwFuym0BovAvaz7ou39WRulfLdag/edoUZoTTp6rKimx6epfD+7nXrGNNqJHOJzYSa+3XL3a1ZtO6UYnX008A1IpDx3m04TWIu8/60t6U2hx25qRJTFuxAgkGEZ8PNQz7BViqxOJx4rEY0UiEaFcXkXCY5rNnufVPb0RPJLeBd/VeXJQpXLKEYFUlRjAIhoFGY1iRCFc0h2ltaqaloYmWi420NTUT7QzT1dHbey+8bj23Xj4ZAwssRXz9birxCBpuRkKeGa7HKETbz6IX90G4wX5uz5KqaUFu+IeP8dw//9uAY/GODpoSQl6lw+e8JldX4xftY2+fPb3ndRVPofOQkw7bMChdvZqCyklYxw9C/ck+Z5nAIoASoKQIZhfRk1E9WAAz59IZbmEy7bbgAWPmXIxQksSXLWfAE73HSBI9c5LGr/0vVC1Cy1bimzmbyKG9lK6fiWQOI5eWq95zPX/46kNEO/o+y0ayzDwDEK6r43f/9mPmXnc1C+ZXoedTB9JIiaP5VplM038/g6+snOrbboW6U2hbHVZb+hj7SenqJFRcQFH4TN/9kQga8xFrjuObLD3P99p0HKlenP11RgkylkL+rFq1SrcleH15QPT4YS780yeJnxsooMLr30D5W67IagIrGb+7/xk2feMHA/Yvv/xymvqtvbtFTJMb7r0L43h2y3b+RcuIRZWLzz5L6dq1BCPNEMkuUWUyCi+9BGlOfcPwLVtJYEGJ/Y/hR9b8JeILDPq6Q4WIbO/OJ9kfbyJvjGKFwzQ99A3O/Y+7kwoeoOP3v6Nzdw49Xz+W3DoglSEA+w4cYFJCaOtsKbxsJZVfeoCi296OBIKZTwCi587Qtm8/vspKQlZ7XgRvVk1JK3iA2GvbiYcdwxwrCvW5z0uMNJ7oxyDRE0c5//F30frof0A0/Sy6FUnyTJoVwoXDpxBz4HNCV3s7r+3YQcG0aVnXOu3GG6n44CcILr2C8g99ipqHnqDknR/AyOSn3tRAUWmAylUr0I7s/e6T4ZuWOkVWItG9x3u2te71vFx7JPBEP8YIv/YK5//qfcROu8vE6qsoGdT1VAwWbLic/3ngMf7+4BMY/r7TQPFolAIXMe/6c+knP9nnf7NsEqXv+hBT/v1pqv/t55Tf++mU54YuWUL8ZGo//Wwx1d1owTp2gHi78/5bTqOdyZNujnY80Y8xWh/5IdrpvoczgoObyRONEwrGQePsfGIrVjSJiW6WceCLZs5k2hvfmPx6pom/di5Ft/wZRn9vNn+A0PJVxPbtyup66ZDScrjofkIx8spe1LLnSPTU4NyBRwpP9GOItmf+i8j+5MEkU9G569jgLxwsIxw2ePJTX0p6OHz8eNL9qai9/XZXk4vBJSt6/wkECS1YRGz/a1ldKxP+GbVZWO+DXjhD7IzzSHV+z5js7T3RjxFi9XW0/PhBrLbswk4TH6SDiFkIXU2EgjH+Ztd/UjFvFuvuvRt/ke2VN+PSS+k4lYUNvQiLP/YxV0XLP/JZCm96K76p0wnOmU/sSPYOOhmb48t+1Tq6fStWxA8oetx9xN7Rgif6MYKvspqSd/xF1ueVvOHS3C8aKANDegx7CkIxPvLMN7jxk7fz/l98myWzZ2M6QTLdMv2mmyi75BJXZY3iEiZ97O+o+vpPCK2+BgkVZP0WMpPDcmY8RmTnYTvDTf0BtD5D9NxRhif6MUTrwwPXyjPR8syO3C4mhi32fma7ovYzffXCSYTKi7KutmTevKzPMQoKKX77PVR882eErrs16/PTofHkbsSZsE4eIXbRlo8e+i0aGZhrb7TiiX4M4Zs6I+tzOrZuze1ioSqID0w73Y1onDd89x+zrjYbn/b+mOUVlH3kswTXZJduOh0ay91VNvrSS2jchFgneuCZMZPbzhP9GKL4rXdReP0tWZ1jFGexZGf4IFQBhTUQacpYvLBcWPu//zar9kzJIVtsf8o++QUm/fMD+Oa6e0xIR7QzQrgwx0w1ne107Thhz+Y3HR8zz/ee6McQhVddj1FantU5Rkk2Md0MsGJ2kA2XDjqL3raWK/7e3cQcQMWqpJahWSGGQWDhpRTefMfg6ikpo2X7Ni4++xwNZ6OEC6YR92c3b2AdP0hkT53tP3TqJfR8dnMcI4GrqUsRuQ/4IPasx3dV9ev9jr8b+LRzvBW4V1V3Ose+D9wG1Knq0oRzJgMPA7OBY8DbVXXsrX8MM/4s0ymZpVn09FYEIhHwZ2PQoyx73/WoZfHq/76/Z2/RjOlMuexSyicVEYkpJ3fsJdrRieRxCBxIXNLLAaO8Am23zWm7Dh+k6/BBpKCQ4hWXUxRow4insWYUQWpmYM5ZgFlbi0yfBsc2o4d+A8FipDxTmM6RI2NPLyJLsQW/BlgO3CYi/U2wjgIbVHUZ8AXgwYRjPwRuTlL1Z4DnVHUB8Jzzv0cGfFOmQxKT2FQYRdlPthFtIzv3PGXZ+9/I9BvtZ+1QZSVXrlvA/EALle1nmdZ1jrWLJ3PNyulEn/j37NuTArN6GkZZ+lj8xpQZmDPmIAUDP4dIeOAknnZ20PriC7RFigcck8qp+FZfS/DP3k3hxz9B4XveTXD9GnyzpiA+C5l3DaiFvv4rtPVc7m9siHHT0y8GtqpqB4CIPA/cAfTkPFLVxGBpW+hxVAZV/YOIzE5S7+3Adc72j4CN2KMFjzSErriS0BXrCL+cPIxVf8zyHEI2+0sgnl04LMHi2q9+kmfedZGly2rxdVxMWq5z49MU3vAnBJdekX27kuBfdBldW3vj2UvZZJhcQ6S+nvDJk1jHHKs506Tw0qUEqyqh+SJSVELz839IWW/biy9gXPcGyi+bh1FbizmtBqM4lL4xEoNpy+DMa+ieR2Hx7UhZ9pOvQ40b0e8GvigiFUAncCuQzr/1HuDXLuqtUdXu2E3ngJpkhUTkQ8CHAGozZEuZKBRuuMmV6CUYpHBV9ktkRFshOMn+m0XMaX/Ix8pl1RgpBN9N22P/njfRBxYv7xG9OXMujdteRTuTPFfH43Ts2kk2t7KuM2cIfvJ9WbVHikrRgjLobEZ3PwqX3IJULsyqjqEm4/BeVV8HvgI8CzwN7ACSzvKIyPXYos+qx1Z7rSPpr0tVH1TVVaq6qqrKbVKE8U3h9bcQXLEmY7niG2/EV56Lz7faM/kuBW9ZIZqf2ML5v/syhouAmdFD+XNL9V+yzN4wfbQdPo525h6wsz9dB/bRsjlLs1+NI9MvtYf6hoHuexLr8O/QSH48AvOBq4k8VX0IeAhARL4EDLC7FJHLgO8Bt6hqg4tqz4vIVFU9KyJTgcE7fk8QRITyD3yCur/+CzRFxhYpKKToqgW5XyTuJuqrYHX4uPjdH+KvqoBkzjhJ8M3KYfSRpi5zzkIiLe1EDuc/wEr9g9+n8NJ/xleWzdyIBWIh89ahF47B2R3oudfQivlI5QJQRev2QDwKgSIomIQU10BhJYRKk2YdyieuaheRaudvLfbz/E/7Ha8FHgPuVtUDLq/9BPBeZ/u9wOMuz/MAAnMXUvL2FGa5pknpm27CLMwxGlpwkstQzwXIrueY/IbLKF1SRXCRu2GsFGQfaitlXT4/J6IFHDzTRPPcpTB/CZj5iwIXv9jAua//AM3Fh8GKIBXTkAXXIrNXQ0ERRBtB25CqWUjNfGTSVKQgBPEmaNkPF15B63ei9buxjmxEY6kNpHLF7afzqPNMHwU+qqpNIvJhAFV9APgcUAHc73hPxbpD9YjIz7An7CpF5BTweWfk8GXgERG5BzgOvD1/b2tiUPq29yCmj87NvyNyYG/P/rKr1qG7XiIyvYLAgsnZV2y4S92k5+wBn7TbsfTLV0yl/sJF4g3pY+sXbnhT9m1Kw6H9Rzn8VG9a7fIpNSy/ZjXVEsU6fngQQThtOre/RP1/1FL1vrfkVoFGwAQxA0B8YMKMxOZp3F46BYi0oK/+GFb+BWIMMthhAl6MvHGAxuM0Pfh/afvVIxStWYt5/mjPMf/qqwheNd99UojCGuhqymycYwTRF58bkC3HKp7Chf94EtLkjTNrplH9jZ8gwQyz4S5oOXWK7yxYQCw8sEecsWEDjQf2s+GGqyg4tDtrv/8+iDDza18mNDdH671ciIMe3QLL3oVRNiWrU70YeeMcMU0m3fu3lNxxF2Zz3/Xh6Mub6drU+8SlXRZdO04TfuEQkT11xJsSDFDMAnfhso0AevZc0rxuRts5Jt95W9rT4+fP0LU7t4CaiVixGP/9/vcnFXywvJyGY8e4ePYc//njx9hXUI0UDVx770YKiwjMW0jR6ispueoaStZd3beAKs3P5ZbGK2d8Bhovx3r8m3m16/dCYI8T1IpSdsuVtB1/DSvc93k8un0LUlJMYMV0Op97lXi/QBzm3EvwL1+Cb5aJ+PygaSbkjAC6bw9cTJ0pxx87R8W7bqfhZ0+kHFprePCz2ed+9e90HD80YH+gpIRwNEokIbjHK7/fROOyJVw9ayq+gkJ8kydjBINIPIq2XoSWJgg3wplGe7QdHDjvYBQOhWtvGtTCWLiU+MvPofu3IIvW5aVaT/TjhaaDEG2m6P130/r1b9nmtAlENv6W6LZSNEkQjviR/cSP7Cf4J28hsDDDsmiEtILvxtd1lso/v536n/0KkniyxRvTr+VnwnrtWWradvC+f7iNSKiC44ca2fLTX3N2z0Eira3MvPZazr+2i7nLL2X6rGmUlxRQpFHMhvNouAXO259Dqv5TIwMnMq1B5O/LGYkh1/8Z1uZHkYVrB+Wl2I03vB8HqFrQ6kyqSRdF73t/8nKZou5EY2QKKqH7XnHdLrPjDFXvug38A/uW6KHco8nqyV3ojv/u+T8QbmDBDIu7//ZNfOrnf0dR5SRaD+zjXddfypXlcWY2n6Tk1AGM00fRsDvhiioYBhgGEirAKCsncvQ48bbhT2BpTJ8B9afQPaktCLOqLy+1eIws8WifIbk5OQil2addsurryWiQk+Ww3Gg/S9VdA4UfPbQ3xRnp0cbTWC/8mFTtNLpaeO+//BVvvXbxoNNKF82cQvHUCooqiiks9uNrPEPTDx5G00xSDgUasb9b6w8Po5HBL+F5oh8PaD9vMI0Tuu6GrKuR0lI0HgIjTeKJqbOzrtdoP0PVXW+GUG+9sTMniaVI0pEKbW/E+t0DEE3zwy8oo6CqjLI330DZHbcOyiZAYgO97CJ7XyN6YjjtyATrD7+yN9sb0Z3PDbpGT/TjgSSGNL4Fs7OuJvK739L29W/T+n/up+1Hj9P18mFip9qJtxmoOMtrjbn94I32s1S94029wlel7fGfpj8pAY1FsH7/HehoTl5ABKYvgpCJj3oKJkcpmBTFrKhMXn4QdL6SXUTiwaBNrXCmdwlWW9LbQLjBm8gbDyRJP234ohgzZmKdOpnkhMxofT2RP2zs3REqpOBtd2C25R7ywGg7R9Xbb+bCw09DVxcdzz1JyTvuwSzPbECku38DjWdSF5h2CdLRd7lSLSFWl38X19iZNO3IExo30Po69Le/6LNfpmafWKQ/Xk8/Hkj67KqEbkieUCInwh1ENm8ZdDV2j3+z3eNHI7Q/+UjGczTcir6+MX0ha+CQv/10fMAqRj4ILlmS9zoTsU6ewfrJ19FnfmrP13QjgswYfIgwr6cfD6RYVzen5mCCm4bA7OnQNfhernuoX//Ib2h/5jGK73wfRhrrPN3+OMRSpJ4yTJi6YEAvDxB+PX+pr/yLLqXoDdfhq5mMv7o8b/UmQ194Mul+ueRKpHTwjyteTz8esJKLXrQL/+WDj0kHgM+HaeRvndpoO0fVnW+EeIyuV1JbuunZ/eiRl1JXVDYlqeABtCv1hF9g4WICcxfimzkb3/RapDC9F13Jn9xMwbK5Qy54MCBxhj7YaxBkXH5TXq7g9fTjgRSiBwi9cQPRPbsGP8yNxbDMYgyaBldPAtJ+nqo7b0AuvIh2XIEUlvc5rlYc6+Vfpq+kqBjaky8jSiB1LAHjgm3X0N3r+QoDGAsuQcWg6+ghrOam3rKl5Uhc6Xh6k2N6LD1r+Kjaw+6CAiTgJ7BiJUZZ9/uwnCCjFqB2WY07wUfjva8+je7bD8vKN6Gb/wtCxTBtEK7SCXiiHw90pZ5cE6OL4o99lLaHfgTNg7SC64rlfWgo7fZqgPXc/Rg3/g8k1Gsfr/ueh+bzqU8un4q0pz6uiTb5Pr/t4JMqtXc8hnXCzlQTMA2MZZehviDR8+cpvukm2v/jh5BkCa8//oWXI9XubSR64sdo3L4pWBbmPV+2n+V9AfTccRSQK96E5Mll2BP9GEfbTkEkvaWd4Y9Scu/76HxqI7Fd7i3q+uD3YwYt27l6KGg+j7XxQVv4pg/r7AF051OpyxeWQ9C0zYKTEIsEMUvLCc6eA23NWPXnbC+7NL1/D2phnbKXyXxA+PGH3b8PX3YusLYruvT28D4D/L3GPxoIYrzl48iM/E0eeqIfw2i4EerdrRmLRii85RoiC+YTfjTzjPkAYnF7LXwoqT+O9ZtvIZOmo42nIdaraDULiF608FUEMGKtMKkG6Ujdy1txA6PxLFZjZj+BfCL+XMKTpamvYhoUFNoekHnCm8jLFlX7mSwWtkNFx8L2Onn3X5dJIgbdjEgb1G0HsjEJtQjMr6boox+DbJNBqkX4wFlySviYDfXH0PrjcOFon92xjiDWsQNEdh0gZtbYN7x05JaibtAYOZg/96Xf5+vzI4D48ncz8Xr6bFDLHkr3EXb/pSQBM2BHnzF8WcaPz4Km/b0RVrLELIaS+z5C14vb+xrgAEyqJmIWEg1H8RcEKKgqJlA9CSNk2L/Hzob0ZrCDRiDSd5XA8k8ivmuX/U80QuyVl4gVleK7ZDG+0giS7MY31KOSJEjZJKRgkD1yP1dk8XdHMcrf+/FEnw2xDhc9udo9freVnK8QfEPghx0dXJZUoYvQuqUE160k8soeOnbtY+/PnqbjxG/7lvP5WHDvO5m2ZhZmeHATga6ongPne9fXVSF2tnlgwI72FjTchZQmd7zxFcZs4Q9jZChzWj6y2lh2R9HndyZ5vYlN3OG9atLILymJdSY1d818Xkf6IJOqWf0wVRVtPADR/IRUFroIXjGf3Q8/Q8eJAUGO0ViMA9/6MRvv/iJHXjhPPFSRl+smJVgEDX3bYPmqsU4fTVo8fmgfnS8dIRZOERFnmEPBha7Nzzr6gF49z9FxJ6bo4xGINNtLXZEW6Gq2X9F226S1vxDVssWbK7EO+5m/GytuXyvSBl0XnVeTO1fQaCu0DRRnSsQHoUoongHF06FwCviSGKJo5p7k6A8fY+Pd/zx04i+t6WN5p0aQ6L40fveRMHS0Et21E8WH0uvFF6kbnrmVbgKr1xNYfnl+KtOY/b1h2oLPs+gn3vA+3uX0ko6orYQ1qHisb052swB8obTGL66Jtds3DxHnBtBvlKFxiLZAoDz5UM6K2iMGK4r6SxArknmkEqoAM+h0HE5Zw4BQGVBunx/tQKOdFNXWEj5+wtVbOfrDxzj6w8dY+vcfoWrxVMTvQwzLFmy4uc+su1u0oAK5cKTPvlhXIXS4eIzpaCO85XUId2DMmItvzjQi+3dm3YZckcJiCm5/Z34r7TatVvI+LzRxRG85gs5miB7vdJn0IYv60qGWc5fvF4I6FrZvGoCGL0LLEbSwBkk3+giUgi+NXzy2JRmBIqJNMQpKs/M7r77xeiZFThLfmcSLr6gEqZqCUVwKwQBWNIZhxJBYB5Ik04uGyjj75EtMffNKpNOelbf8k4m/tst9g5yIONapI0TFj9UwfD7vvvmLMSfn189hKJkYorfiEGklu+WtESLabk/+GT57WBfr7Hm0UAQuOD1Yx3m0aBoSbR1Yh68Q/Kkjv/an9fd/xMzCT7t81RUsXFGafNYcoL0VbW/tyX1Wd6CZ8JFjgJ1Ft/CS+YRmz8AsKSB6sYWm5/4Tq6OT5vmzKK81USNE9OCJnCPfWJHhXa8za+cO8RXyuxIx/kWvljPTPQYED84w3xFyv1lc7ajrO6vbfsZ+Vo8kBpYQCE3G7ftVDBof+TnSGSZUW0v4RPohfsmlS1hy/WyMLEzzzJLefPdWezttr+yk7ZWBw++Gx5+h5NPvIX6qCW12kxltIDJtLl27hy/IBYBZPdSx8PMr+vE7kafO0llXU/qQzqOZRMED1A8c7mrbaTu1dDeFNWRzg4tdbEU77XmMkvnpc8wV1NZy6a1L8GVpi+srdp8HrnHzYayTubvEqm/wCTSyJg8RatOSZ5OD8Sv6WIfTw4+dDD7p0KbDJH8vinbW9doDZDnT2/bC1p7tUCj1hJFZVMSld15FYIAxUmbMIvfzBc2bNiPT5mR9jW7EGirngDREcljKzQqvp3dHLmvqoxSNR6El+Vo1AFYM7WpBg5Oy+n0oQuMjvc4k5sVzSVcOxDRZ9L7bKTRysw0wC9JNKPalbP2VBMwGzHk5OpiEO/K+xJWJfKTnSk9+O67xKXorzrjp4QFtcBEuurCKbN9zvK2LeEPCs3N7C4Xz+g7xzaIiFrzjNgoLQ0TL5hAvmYJmmUzRCLpLiAkwadl0RMBn1SOTa7K6DoBlhrIzusoDQ54PMs/1j8+JPDGwu7zxIXzCF9IfL5uLmO6F1U3H9r6TaSpCrKXXTVdMk3m3v5HC9vNED5zvfZIPBPFNm4lvUjmmz8LouICkscc3fe76ltDc2ZjNdjguiYfxV1UQaQv1jSSTDtNH5EDuSTRyJV2wjvzg9fTpiXWOr2f5TPbupXNyEjxA48P9XGzFoHr1ip5/Z7/tTyhMFqQi0kXs2CHCr26j/eVXaN17mvb2AuJlM5Nex+1oe9LVK0j83ozOBvwL3UeLkenzB5eZNkeMktIhvoL3TJ+eeCRn77PRhgLUpcnuWjglZ5dLK6JEjvWdJxArju/EPkK1tcy4/c2UhV2Gj1aL+OkTxK3kw/6U6/n9CJUM/HGbLcfxLbrM1fnRc8OZhMLB9GG4COE9KDzb+wyMgEvlUKGdDaQdsQTcG+D0J7w/9bLY9OvWUUEO6+QpmupG9IVLFmK0JL/JmB3HMRcuhTThoqSmlniWGXMGjRgU3PYOjLLB+tAPL+NP9Kb7meLRigJWZwNcSJfD3RiUTXb7S9tSHvO1XsxpQKmDGFpPvnpFymOC4g+fwL/40uTHJ1XTdS7DvEe+EaHkvn+g4E23Df218jwxOT5Fb46AgUYeUOyIOHp6UwbBA6HJgxrUVN3zTuY+mjz2W9eRg2jIvUFNNxpNZQSVvqH+KdUEI2kCYDoYbSchSTiquL8YHWTq62wJrHsD/oWLh+dinuhd4C+yI9eMERSwOurQU39Ez23p6+mXjEAZBAc/eaSxFCK1LJhUnX19XSlsIzLMqVbfcq09F5MBsWKYcxYO2G+Ghn90F7r2xuG7WJ5DsI1P0UNf09RRigJWywn0xG9tE1vLjUGRQFFNzjP2iXQdOpbyWFyyX821OrP3SDSKCgkZTa7L+6LnkIopffZpfPj9KqyGwSeSHCnGr+jHwoSeKjQdzO6c0CQnbPLgKbr8Eub/6lFCS/vNjvsDVH3gHclP8vsJXn0DvkuWYkybiW/uJfgXLAERNJXve5rm1tx+I3S5t/STeAR/ZSEU9Y50htkAzyYwnCPJETDOEZH7gA9if33fVdWv9zv+buDTzvFW4F5V3ekcuxn4BmAC31PVLzv7fwhsALpdxN6nqjsG93YGtJzRvF4vImj15VCXRSz6QH5nittf2U14d19Hnumf/yy+EgNz2nTiZ/rOiPsXL6fsAx/ps0/jFp3f/Czx4GRoTmYunFz1pVeupDDQlHXkWqOznmBNATFrKvGThyGSx5gHbvD58c3MRzy8LHAy6eSDjKIXkaXYgl+DnVrgaRF5UlUPJRQ7CmxQ1UYRuQV4EFgrIibwbeBG4BTwsog8oarddqV/o6oZ8hYNhtEtegAJlGbXwjwM67vpOtPI2c9/HoDqv/o4JeuWIyaIo8LQ+vW0P/zzPudED75O84PfovRDH++Vsmlg+A2MpIJP/g1MeuN6Js8wUyemzIDEOvHTiW9ODbFgJbA/p3pyIbj+pjyEus4WJV9GOm4GRouBraraoaox4Hngjj7NUd2sqt2ByLcAM5ztNcAhVT2iqhHg58DteWm5G8bEED+L59GyuXkb2mtMOPmpv6Vg5RVM/9I/UnbNUgwz1iN4gMDCJK62ne107Xi5zy4BzBXrU17L6Gyi5m23IQX2qkrln9zE5Gmas+ABtHw6sdLZRIxy1IphVGRvp58ThkFgxerhuVYieZzBdzO83w18UUQqgE7gViD1Ii/cA/za2Z4OJMZTOgWsTfj/iyLyOeA54DOqmmfXuNEvem057q5gQXVeJu+6ESPK/If+d2JLBpQxS5MvfYauum7gJxtM4z7b3kyQZgJV1XSdOEHp9BC0JYn4k4pAAUyeBm2NYPpovxCn5ZHn+rbp0uUYpjmkZrhG1VSK/vwv8S8YfI747MnfiDWj6FX1dRH5CvAs0A7sAJJ+siJyPbbor3Fx7c8C54AA9uPAp4H/laTODwEfAqitrXVRbeLJxqge3StAqwvRG34ITcrvxc0gmR5/hCj+hYuIHtjXZ3/gspUDC3f1i9dXWIxROx8sC+vEQaziGrpO2A4+lhEkrVmRYcKMRUjVDKiaCuVlPSMcxaTlLz444JTwnp0Urb0aPerCIzFLpKCQ0JvfTujaGxDf2PdRc/UOVPUh4CEAEfkSdo/dBxG5DPgecIuqdttwngYSvTBmOPtQ1e4kY10i8gPgUymu/SD2TYFVq1ZlJ+GhGN6Lr3eoJfQddomvd02121pO+7v5OskKNY52JYa5SoUBpbPz/1Zcrv2G1l05QPS+qdN7q1GFeCfGzDnETRNqZhC45a2Ikbjuvh4rKsy84ko69+zDjJ6DYCGy7Frw+e1JqkAQfD4IhqC4BPEn/2laraltGDp2vkLRiiucp1+14+WnyVHvBt/iFRTf/ZcY5eWDqmfQ5HGJQtz4AotItarWiUgtdo9/pao2JRyvBX4HvEdVNyfs9wEHgBuwxf4y8C5V3SMiU1X1rNi38K8BYVX9TLp2rFq1SrdtS/dk0Y9MiSZywiD7eHsJ54gPNIZioOdfTptmGsjZbTYj4oMOdw41KiaoYcfGtxSCBYgvCKgdyLM7yq/4QTNErvGXoGIiRvZ3McWg7n9+gdipJBF4k+CbPpPQ9OnohTNoexaPEw5SXEbZ5/4Vozh3H4e8ID4IZjdxKCLbVXVVsmNuxyqPOs/0UeCjqtokIh8GUNUHgM8BFcD9zjAspqqrVDUmIh8DnsFesvu+qu5x6vyJiFRh95c7gA9n9a5cka+7ozg9t+ZoHeWkKkJ64vUJFtSsRM9u7Q2E2Z/C/BjhJG+S+3Uy0TgQd2bssPO0Jzs9k+ABoq1IoAz7u8ny2csSYqfdJ/qInT5J2+mTSEERhZetgKYLaGOvjb5v8XJ8M2djtbagrS3Ejh7oc3Mo+vO/HHnBg50bMY+46ulHC1n39PFIakElxel9eoJwQO5Cd4dCauGXL0CGKuhid9bdkcJf7IT5zq7H17hBvK2Thq9/g9ixI5lPSESEwiuvoWjdVUgohH/J4j6fr0aihJ/fSOdzT2FWT6XsM/+cXf1Dhb84a0eyfPT0Y5NsnoOcYTcwpCIfcFmAqWvRs1v6iVCGztRMzJEVPNjXD1WQ7aOSmBa+siDBSxZlL3pV1PQTXJVkIhKQgJ+CG28ksHoN2jECATZT4TncZIFb0SQKfgQQQKZe2S+zzRCOwIY5hlxKwg32PEEOP0PNMRGGf/qMjGXM8jJ80yrtR6DRMBL2HG6yIKPoDfs1CuLiCyAz1vd1C3bheZYTkRHu5RPpugjhRnq+C9fktpzhmz49c6FuXKUmHwbyfOMZ36IHet+iYffoYvb+xWI0Zb4RMZDp19iuweBuDT9rzPzm58sLlt3rR9sh/Qp+D2LmFkCk9Vf/ReMP/919wI9YB8SjI9vj53kyd/yLXrpn3rF7dI33/h2F2EP9dXaPn0U+OteMRDIIt8TD9qOHC32JmdtPN3rwddqffZKOF7Zk0S47W/CICF98YOQ3XsD4Fz3iCHz09OiZEECmXQ2hqjxXbNrD6dGMYbgbuaeJl+eGeGMG+4gBJ4Sdm9KgLpslYsdBzLNl1vgX/VhwukmCiCDlecyGqupk7h0n5NjTd9OxZVP2J1lRiLXZkYWGQ/y+0KDiIKZi/It+DDjdpEJQKK4lL+/B8PWkvB7VWBZunutlsD19fY6BNNWyhR9t7Z3dH4phv5hgFuS/XiaC6MdoT9+NLfyZDFr4OS5xDTtdF+2X+NOKKWV8PxcYpeWU3fWenM93WuAkSW11Jofz3CP7i4bstzu+jXOAsdzTdyMoWjwT2k6S87hyLPTy3agFnXUQKHVsF5LMx0RzWM40DEruuIuSW9+EEcpjxORYhz0Ux3CE2u83p0rv9+ZibskIDGlg1/Ev+jHe03czaOEPwbPhkBNpsX/8wUkD7PqtSParEDX/+k38U7KP8psRKwIasH9rGQ2fugfXacr5hmZY378F45jxIXroHupntigDnGfNhO0sHGxGFVbU7vUti8Sfq2bZ0xslpUMj+G6ibY5pcyZJWYA6tiLdr4Qbspj2/MsQ4ol+jCHg4hnfgK4mCNdD+KL9Yxx1BjlZEmm2e/5uU+VIdkGWzIohFHw3GodIE5llpY6tSPcrYeRmDHUG3AkxvB9/9zUBtHiGM9RPQbfxkVoQz3MUspGiu9cPlFH2jj+l6Lr1xM6eJ3LsONETx4mdP4e2JQ+nbUwe4iSTiWg8y8dKZxRjGMOSlm0CiH589fTd2MKfCe3nQfsNdfMeOGSUEWnGDIA5s4zgzDKK1vRmvVH8dB05S+TYSaLHjhHe8SpEo5hDnVm2GzOU42/OskcxxtDPvYx/0Y+z4X0iAmhRTeJ/tp98V6PdK2ZKjzUOEaKE5lYSmlsJXA78GVbcwOoa4uQUZgH4goPzYBymVGzjX/TjcHifSO8tzXku9IXANxWKpqKxMDS+PkItGy1YGKaFUVlpJwpRy5lwy5NBjfgdBylrcIIXc1ie52EiiH4c9/QZ8RWQKeLtxEGxh9BAoAQQiHa4C/GVCl+h0zvnwa/DDA7bo+j47gYhubHEBEFQqFjKRH3/fUn8qTs3AH/IDjjpSxOzP2V1AWdpLU831GHq5WEiiB4Y+h/9KLqxiGm7YvoKwV+CBCdD1Yq+wTkmIqkmyNSyjwXK7BGAm8dBM5TbjSKX9g0BE2B4j2MpNQT1Gn7nFej9sYjYdu5Wl20QYw2DW6/4eoesSYaIYlagU9ZB+2k7MMd4WcLLhoxOMc535C8CDHsFxEpiABQoo2ekkDeGt8OYGKJP96F22zknBtuwoqlt1Q2/PVObLpKrYYKR0BN0r5XHOsn73UdMVz2UGCaU1NrLfJFmJxpuq92urmYgYT1fTPAV2bPRht+uO3xxbNnvDyCbz92y3zsFdsiybsMmX1GW9bhkiC3w+jMxRN/T04s9uSXOs5jhSy6W7i8hUQSGP/fJFjHs6zrZYPKHuB+Sdp8hAsFyCAJM6XNMLSeqkBFImihTww3QfgY66hhzk4M5zaxbdrAOs9T+DQxVtKVh9ouYIKI3gZjtteX2ruoryL/jgxnIr+gDJXn9wYhhks6XXUIVEKpAy8K2+NtPj51HhUEtpw1xtGRP9EOAGRiyKCRZYfjsEUM+4tT5iobNmKM/4gtB2Vy0dLYd0LL15OgPw5Ur4h/6aMnDOIkHE0X0IySOpJjBwYveV+j4b48sIgYUVEFBFRrrsMXfcXaUevTl4o48TPkQvJ5+nGP4c/8xGb4Eg5DRhfgKYdIlaNl8e9jfdJBR9dyf9fDeGL6IyarDOoE/QdbpRxFiOMtrWWD47fmIQNmoFHwiYphISS2Uzul/wEljNUJkFcduCFOKjQK8nn4kEMNdb28GneXBsRf1RsrmokXT7GXBWKdt0FJQCQ2vQWeOQSmHi2FPcza8IyJP9COFv9gJuJAEMzQ6Jh4HifhCA+YetHDKyIh+lBhMJmWY3b890Y8mzJBjRzA+h5ba1QQNe0bm4jKaH4s80U8MDCcWmhWzh5P+omG3zBoRRsrprzs/4KjEG95PHHzFtmmrv2jc9u6JSLAcnXatfaOLh+HCq+5myEvn2jdEtZxchPFe0+aupsxLoD2+CS4Z9lTeXk8/cTDM7Gfyxzhi+MDw2ev6iYJPZeYaqkSCpSnr06Jp9o0z3Gj7ByRzhAlNSmpWnJq4M5k3HEt2w79S4IneY2RoPgxF0yE0yY5r33rC9gA0An2922LtqGUhRnJhiIg9UvIXoUVT7J6/o65vHaEc4uNpDNskeag9JId/hOeJ3mNEkJrVff7X0jlQMsu2Qzj7gj38NwK2N6AVdZWuWQwfFFSioQo7Kk60DWKdiFsfCl9h700n1sGwZDr2RO8xUZGESUwNloO/GCmdjVpxuzfPwrZfRCBQZL/cn9UbGEMMR/Taz/beYCylPE+FJ3qP0cfkJbZdP92ef9g9vTWUHn1qT+BJgvmtEbANpKIdYPpt24ruoCjxSH6iDXdnvh3GtXpXYwsRuU9EdovIHhH5RJLj7xaRXSLymohsFpHlCcduFpH9InJIRD6TsH+OiGx19j8sIsMXJMxjVCPJhryBEghM6jVYMgvyE1fO8Nsei4GyhKG2YdfvL7ZFHyy3y6g6iSz6paIaFDrM1n8uRC8iS4EPAmuA5cBtIjK/X7GjwAZVXQZ8AXjQOdcEvg3cAiwB7hKRJc45XwG+pqrzgUbgnsG/HY9xjWGCv8Q2YvIX2f4Iwcn2vkTMAkfEaYRphuxzA2W2QVSiT4Nh9l1GFScMmcZts+JoW35n9od5idBNT78Y2KqqHaoaA54H7kgsoKqbVbXR+XcL0J1lcQ1wSFWPqGoE+Dlwu9jrJ28AfumU+xHw1kG9E4+JgeGze+BEoq29291BKw0/ade/rWj2Yuseglv9hvaZrpWJrJyBBo8b0e8G1otIhYgUArcCM9OUvwf4tbM9HUhMuHbK2VcBNDk3kcT9AxCRD4nINhHZduHCKHfU8BghnJ9xoNy+IYg4ou43bBZfb6647l47G6wUvbu/JPPIYhSRcSJPVV8Xka8AzwLtwA4g6bsXkeuxRX9Nvhqoqg/iPC6sWrVqFDloe4wKxLCH+Rrva8ZsxexhvhmwA4GCY+rsRC/OVvDQb7JNnEhIgd6gqoFSO6VYLu9hGHF1NVV9SFVXquq12M/fB/qXEZHLgO8Bt6tqg7P7NH1HBTOcfQ1AuYj4+u338MgeI6EH78ZX0Cvynpj/jmjNoL2d7USg4bcn9fwl9t9AaT8vwnT5D8QehQTKnKi6CeWG2efC7ex9tfO3Fvt5/qf9jtcCjwF3q2riDeFlYIEzUx8A3gk8oaoK/B54m1PuvcDjg3kjHh4p8Rfbk3bd4uoO55VLWmgx7dFDst65e23fLugM9w1nFFBmX8/w2TeKbgegVBGZhxC3t5hHRaQCiAIfVdUmEfkwgKo+AHwO+zn9fsfGOaaqq1Q1JiIfA57Btmn8vqp2+1Z+Gvi5iPwz8CrwUN7elYdHfxKFZfjsm0C+18a7IwMbzpp+OjFbCbYAw4zoMM8cDoZVq1bptm3bRroZHh7JiUew8ykEMt9Quhrt1YNuW4A8IyLbVXVVsmOeRZ6HR74wXfbaicuFIzDjP/6duD08RhsxJ+GJmCMSOMUTvYfHcNPdy49QJmFP9B4ew033BN8IhUfzRO/hMdx0P8cPe1guG0/0Hh7DTbdzT6x9ZC4/Ilf18JjIdA/v1Rp2ZxvwRO/hMfyIaTv/wLD70oMneg+P4UcEgmW2YU48krl8nvGMczw8RgozOCTWeJnwenoPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwmGJ3oPjwnGmIqRJyIXgOMj3Q6HSqB+pBuRI17bh5/hbvcsVa1KdmBMiX40ISLbUgUeHO14bR9+RlO7veG9h8cEwxO9h8cEwxN97jw40g0YBF7bh59R027vmd7DY4Lh9fQeHhMMT/QeHhOMCSd6EZkpIr8Xkb0iskdE7nP2rxCRLSKyQ0S2icgaZ/91ItLs7N8hIp9LqOtmEdkvIodE5DMJ++eIyFZn/8NOxl5EJOj8f8g5PjtPbV8uIi+KyGsi8isRKU0457PO9faLyJtGou3ZtltEZotIZ8Jn/kBCXSud8odE5JviZEwVkcki8hsROej8neTsF6fcIRHZJSJXZPmZh0TkJRHZ6bT9n3L9nPL1XQwaVZ1QL2AqcIWzXQIcAJYAzwK3OPtvBTY629cBTyapxwQOA3OBALATWOIcewR4p7P9AHCvs/0R4AFn+53Aw3lq+8vABmf/+4EvONtLnHYFgTlOe83hbnsO7Z4N7E5R10vAldgJ3n+d8J39C/AZZ/szwFcSvstfO+WvBLZm+ZkLUOxs+4GtTj1ZfU75/C4GrYGRFuFIv4DHgRux02m/w9l3F/BTZ/s6kot+HfBMwv+fdV6CbXnl61/OucY6Z9vnlJM8tL2Z3knZmcDexDYllH/Gac+Itt1Fu2eTRPTYN499Cf/fBXzH2d4PTE0ot9/Z/g5wV8I5PeVyaHch8AqwNtvPKZ/fxWBfE254n4gz9Loc++79CeD/iMhJ4F+xP/hu1jnDu1+LyKXOvunAyYQyp5x9FUCTak9s4+79fc5xjjc75Qfb9j3A7c6hO7EFlK6NI9Z2l+0GmCMir4rI8yKyPqENp5K0G6BGVc862+eAmv7tTnKO2zabIrIDqAN+g90zZ/s55fO7GBQTVvQiUgw8CnxCVVuAe4G/UtWZwF8BDzlFX8G2Y14OfAv4rxFobh+StP39wEdEZDv28Hn44yq7IIt2nwVqVfVy4JPATxPnKTKhdteYt7VoVY2r6gpgBrAGWJSvukeCCSl6EfFj//h+oqqPObvfC3Rv/wL7y0VVW1S1zdl+CvCLSCVwmr490wxnXwNQLtKdzaBnP4nnOMfLnPKDaruq7lPVm1R1JfAz7J6oz/X6tWXY255Nu1W1S1UbnO3tzv6FThtmJGk3wHkRmepcayp2r5zuM8gaVW0Cfo891M72c8rndzEoJpzondneh4DXVfWrCYfOABuc7TcAB53yUxJmiNdgf2YN2JNQC5wZ1gD2pM0TTi/ze+BtTl3vxX6GBXjC+R/n+O+c8oNqu4hUO38N4B+wJ326r/dOZ0Z5DrAAeyJsWNuebbtFpErEzvIoInOddh9xhu8tInKlU+d7UrSvf7vf48ziXwk0JzwGuGl7lYiUO9sF2HMRr5P955TP72Jw5GNiYCy9gGuwh367gB3O61Zn/3bs2dOtwEqn/Mewnz13AluAqxLquhV7Jvow8PcJ++c6X+gh7FFD0Nkfcv4/5Byfm6e23+e04wDwZRIm2IC/d9q3H2eme7jbnm27gT9zPvMd2I9Xf5JQ1ypgt9Puf0s4pwJ4Dvtm/VtgsrNfgG875V8DVmX5mV8GvOq0fTfwuVw/p3x9F4N9eWa4Hh4TjAk3vPfwmOh4ovfwmGB4ovfwmGB4ovfwmGB4ovfwmGB4ovfwmGB4ovfwmGD8f02qB74uTolhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bairros.plot(column='coverage', cmap='OrRd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f748670",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}