{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Covid 19 - Visualização Brasil\n",
    "Dados oriundos de https://brasil.io/dataset/covid19/caso \n",
    "*Cleuton Sampaio*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>date</th>\n",
       "      <th>state</th>\n",
       "      <th>city</th>\n",
       "      <th>place_type</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>deaths</th>\n",
       "      <th>is_last</th>\n",
       "      <th>estimated_population_2019</th>\n",
       "      <th>city_ibge_code</th>\n",
       "      <th>confirmed_per_100k_inhabitants</th>\n",
       "      <th>death_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>AC</td>\n",
       "      <td>Acrelândia</td>\n",
       "      <td>city</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>15256.0</td>\n",
       "      <td>1200013.0</td>\n",
       "      <td>72.10278</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>AC</td>\n",
       "      <td>Bujari</td>\n",
       "      <td>city</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>10266.0</td>\n",
       "      <td>1200138.0</td>\n",
       "      <td>9.74089</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>AC</td>\n",
       "      <td>Cruzeiro do Sul</td>\n",
       "      <td>city</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>88376.0</td>\n",
       "      <td>1200203.0</td>\n",
       "      <td>2.26306</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>AC</td>\n",
       "      <td>Plácido de Castro</td>\n",
       "      <td>city</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>19761.0</td>\n",
       "      <td>1200385.0</td>\n",
       "      <td>50.60473</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>AC</td>\n",
       "      <td>Porto Acre</td>\n",
       "      <td>city</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>18504.0</td>\n",
       "      <td>1200807.0</td>\n",
       "      <td>5.40424</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date state               city place_type  confirmed  deaths  is_last  \\\n",
       "0  2020-04-15    AC         Acrelândia       city         11       0     True   \n",
       "1  2020-04-15    AC             Bujari       city          1       0     True   \n",
       "2  2020-04-15    AC    Cruzeiro do Sul       city          2       0     True   \n",
       "3  2020-04-15    AC  Plácido de Castro       city         10       1     True   \n",
       "4  2020-04-15    AC         Porto Acre       city          1       0     True   \n",
       "\n",
       "   estimated_population_2019  city_ibge_code  confirmed_per_100k_inhabitants  \\\n",
       "0                    15256.0       1200013.0                        72.10278   \n",
       "1                    10266.0       1200138.0                         9.74089   \n",
       "2                    88376.0       1200203.0                         2.26306   \n",
       "3                    19761.0       1200385.0                        50.60473   \n",
       "4                    18504.0       1200807.0                         5.40424   \n",
       "\n",
       "   death_rate  \n",
       "0         NaN  \n",
       "1         NaN  \n",
       "2         NaN  \n",
       "3         0.1  \n",
       "4         NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "df = pd.read_csv('./covid19-86691a57080d4801a240e49035b292fc.csv') \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_cidades = df.groupby(\"city\").count().index.tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Abaetetuba',\n",
       " 'Abaeté',\n",
       " 'Abaíra',\n",
       " 'Abreu e Lima',\n",
       " 'Acari',\n",
       " 'Acará',\n",
       " 'Acopiara',\n",
       " 'Acrelândia',\n",
       " 'Adamantina',\n",
       " 'Adustina',\n",
       " 'Afonso Cláudio',\n",
       " 'Agudos',\n",
       " 'Ajuricaba',\n",
       " 'Alagoinhas',\n",
       " 'Alcinópolis',\n",
       " 'Alegrete',\n",
       " 'Alfenas',\n",
       " 'Alfredo Chaves',\n",
       " 'Aliança',\n",
       " 'Almenara',\n",
       " 'Almirante Tamandaré',\n",
       " 'Aloândia',\n",
       " 'Alpercata',\n",
       " 'Alta Floresta',\n",
       " 'Altamira',\n",
       " 'Altamira do Maranhão',\n",
       " 'Alto Alegre',\n",
       " 'Alto Rio Novo',\n",
       " 'Altos',\n",
       " 'Alvorada',\n",
       " 'Americana',\n",
       " 'Amontada',\n",
       " 'Amparo',\n",
       " 'Américo Brasiliense',\n",
       " 'Anamã',\n",
       " 'Ananindeua',\n",
       " 'Andradina',\n",
       " 'Angra dos Reis',\n",
       " 'Anhanguera',\n",
       " 'Anita Garibaldi',\n",
       " 'Anori',\n",
       " 'Anta Gorda',\n",
       " 'Antônio Carlos',\n",
       " 'Anápolis',\n",
       " 'Aparecida de Goiânia',\n",
       " 'Apiaí',\n",
       " 'Apodi',\n",
       " 'Apucarana',\n",
       " 'Aquiraz',\n",
       " 'Aracaju',\n",
       " 'Aracati',\n",
       " 'Araci',\n",
       " 'Aracoiaba',\n",
       " 'Aracruz',\n",
       " 'Aragoiânia',\n",
       " 'Araguari',\n",
       " 'Araguaína',\n",
       " 'Arapongas',\n",
       " 'Araranguá',\n",
       " 'Araraquara',\n",
       " 'Araras',\n",
       " 'Araruama',\n",
       " 'Araruna',\n",
       " 'Araucária',\n",
       " 'Araxá',\n",
       " 'Araçariguama',\n",
       " 'Araçatuba',\n",
       " 'Araçoiaba',\n",
       " 'Araçoiaba da Serra',\n",
       " 'Arcos',\n",
       " 'Arcoverde',\n",
       " 'Areal',\n",
       " 'Areia Branca',\n",
       " 'Aripuanã',\n",
       " 'Ariquemes',\n",
       " 'Armação dos Búzios',\n",
       " 'Arraial do Cabo',\n",
       " 'Arroio do Sal',\n",
       " 'Arroio dos Ratos',\n",
       " 'Artur Nogueira',\n",
       " 'Arujá',\n",
       " 'Assaí',\n",
       " 'Assis',\n",
       " 'Assis Chateaubriand',\n",
       " 'Atibaia',\n",
       " 'Aurelino Leal',\n",
       " 'Aurora',\n",
       " 'Avaré',\n",
       " 'Açailândia',\n",
       " 'Açu',\n",
       " 'Bady Bassitt',\n",
       " 'Bagé',\n",
       " 'Balneário Arroio do Silva',\n",
       " 'Balneário Camboriú',\n",
       " 'Balneário Gaivota',\n",
       " 'Balneário Piçarras',\n",
       " 'Balsa Nova',\n",
       " 'Bandeirantes',\n",
       " 'Barbacena',\n",
       " 'Barcarena',\n",
       " 'Bariri',\n",
       " 'Barra',\n",
       " 'Barra Mansa',\n",
       " 'Barra Velha',\n",
       " 'Barra do Choça',\n",
       " 'Barra do Piraí',\n",
       " 'Barra do Rocha',\n",
       " 'Barra do Turvo',\n",
       " 'Barreira',\n",
       " 'Barreiras',\n",
       " 'Barretos',\n",
       " 'Barroquinha',\n",
       " 'Barueri',\n",
       " 'Batatais',\n",
       " 'Batayporã',\n",
       " 'Baturité',\n",
       " 'Bauru',\n",
       " 'Bayeux',\n",
       " 'Baía Formosa',\n",
       " 'Bebedouro',\n",
       " 'Beberibe',\n",
       " 'Bela Vista de Goiás',\n",
       " 'Belford Roxo',\n",
       " 'Belmiro Braga',\n",
       " 'Belmonte',\n",
       " 'Belo Horizonte',\n",
       " 'Belo Jardim',\n",
       " 'Belém',\n",
       " 'Benevides',\n",
       " 'Bento Gonçalves',\n",
       " 'Betim',\n",
       " 'Bezerros',\n",
       " 'Biguaçu',\n",
       " 'Bilac',\n",
       " 'Birigui',\n",
       " 'Blumenau',\n",
       " 'Boa Esperança',\n",
       " 'Boa Vista',\n",
       " 'Boca da Mata',\n",
       " 'Boca do Acre',\n",
       " 'Boituva',\n",
       " 'Bom Conselho',\n",
       " 'Bom Despacho',\n",
       " 'Bom Jardim',\n",
       " 'Bom Jesus da Lapa',\n",
       " 'Bom Jesus de Goiás',\n",
       " 'Bom Jesus do Itabapoana',\n",
       " 'Bom Retiro do Sul',\n",
       " 'Bonfim',\n",
       " 'Bonfim do Piauí',\n",
       " 'Borda da Mata',\n",
       " 'Botelhos',\n",
       " 'Botucatu',\n",
       " 'Botuverá',\n",
       " 'Bragança',\n",
       " 'Bragança Paulista',\n",
       " 'Brasília',\n",
       " 'Braço do Norte',\n",
       " 'Brodowski',\n",
       " 'Brumado',\n",
       " 'Brusque',\n",
       " 'Bujari',\n",
       " 'Bujaru',\n",
       " 'Buritama',\n",
       " 'Cabedelo',\n",
       " 'Cabo Frio',\n",
       " 'Cabo de Santo Agostinho',\n",
       " 'Cachoeira',\n",
       " 'Cachoeira Grande',\n",
       " 'Cachoeira Paulista',\n",
       " 'Cachoeira do Arari',\n",
       " 'Cachoeira do Sul',\n",
       " 'Cachoeiras de Macacu',\n",
       " 'Cachoeirinha',\n",
       " 'Cachoeiro de Itapemirim',\n",
       " 'Caiabu',\n",
       " 'Caicó',\n",
       " 'Caieiras',\n",
       " 'Cajamar',\n",
       " 'Cajapió',\n",
       " 'Cajuru',\n",
       " 'Caldas Novas',\n",
       " 'Camacan',\n",
       " 'Camaquã',\n",
       " 'Camaragibe',\n",
       " 'Camaçari',\n",
       " 'Camboriú',\n",
       " 'Cambuquira',\n",
       " 'Cambuí',\n",
       " 'Cambé',\n",
       " 'Cametá',\n",
       " 'Camocim',\n",
       " 'Campestre de Goiás',\n",
       " 'Campina Grande',\n",
       " 'Campina Grande do Sul',\n",
       " 'Campina da Lagoa',\n",
       " 'Campinas',\n",
       " 'Campo Belo',\n",
       " 'Campo Bom',\n",
       " 'Campo Formoso',\n",
       " 'Campo Grande',\n",
       " 'Campo Largo',\n",
       " 'Campo Magro',\n",
       " 'Campo Maior',\n",
       " 'Campo Mourão',\n",
       " 'Campo Novo do Parecis',\n",
       " 'Campos Altos',\n",
       " 'Campos Gerais',\n",
       " 'Campos do Jordão',\n",
       " 'Campos dos Goytacazes',\n",
       " 'Canarana',\n",
       " 'Canavieiras',\n",
       " 'Canaã dos Carajás',\n",
       " 'Candeias',\n",
       " 'Candelária',\n",
       " 'Canelinha',\n",
       " 'Canguaretama',\n",
       " 'Canguçu',\n",
       " 'Canindé',\n",
       " 'Canoas',\n",
       " 'Cansanção',\n",
       " 'Cantagalo',\n",
       " 'Cantanhede',\n",
       " 'Cantá',\n",
       " 'Capanema',\n",
       " 'Capela',\n",
       " 'Capim Grosso',\n",
       " 'Capistrano',\n",
       " 'Capitão Poço',\n",
       " 'Capitólio',\n",
       " 'Capivari de Baixo',\n",
       " 'Capoeiras',\n",
       " 'Capão Bonito',\n",
       " 'Capão da Canoa',\n",
       " 'Capão do Leão',\n",
       " 'Caracol',\n",
       " 'Caraguatatuba',\n",
       " 'Carangola',\n",
       " 'Carapebus',\n",
       " 'Carapicuíba',\n",
       " 'Caraúbas',\n",
       " 'Careiro',\n",
       " 'Careiro da Várzea',\n",
       " 'Cariacica',\n",
       " 'Caridade',\n",
       " 'Cariri do Tocantins',\n",
       " 'Cariús',\n",
       " 'Carlos Barbosa',\n",
       " 'Carmo da Cachoeira',\n",
       " 'Carmo do Cajuru',\n",
       " 'Carnaubais',\n",
       " 'Carnaíba',\n",
       " 'Carpina',\n",
       " 'Caruaru',\n",
       " 'Cascavel',\n",
       " 'Casimiro de Abreu',\n",
       " 'Castanhal',\n",
       " 'Castelo',\n",
       " 'Castro',\n",
       " 'Cataguases',\n",
       " 'Catalão',\n",
       " 'Catanduva',\n",
       " 'Catarina',\n",
       " 'Catende',\n",
       " 'Catu',\n",
       " 'Caucaia',\n",
       " 'Caxias',\n",
       " 'Caxias do Sul',\n",
       " 'Caçador',\n",
       " 'Caçapava',\n",
       " 'Ceará-Mirim',\n",
       " 'Cedral',\n",
       " 'Centralina',\n",
       " 'Cerro Corá',\n",
       " 'Cerro Grande do Sul',\n",
       " 'Chapada',\n",
       " 'Chapada dos Guimarães',\n",
       " 'Chapadinha',\n",
       " 'Chapadão do Sul',\n",
       " 'Chapecó',\n",
       " 'Charqueadas',\n",
       " 'Chopinzinho',\n",
       " 'Chã Grande',\n",
       " 'Chã de Alegria',\n",
       " 'Cianorte',\n",
       " 'Cidade Ocidental',\n",
       " 'Cidreira',\n",
       " 'Coaraci',\n",
       " 'Cocal do Sul',\n",
       " 'Colatina',\n",
       " 'Colinas',\n",
       " 'Colombo',\n",
       " 'Conceição das Alagoas',\n",
       " 'Conceição do Araguaia',\n",
       " 'Conceição do Coité',\n",
       " 'Conceição do Jacuípe',\n",
       " 'Conchas',\n",
       " 'Conde',\n",
       " \"Conquista D'Oeste\",\n",
       " 'Contagem',\n",
       " 'Contenda',\n",
       " 'Cornélio Procópio',\n",
       " 'Coronel Fabriciano',\n",
       " 'Coronel João Pessoa',\n",
       " 'Corumbá',\n",
       " 'Cotia',\n",
       " 'Coxim',\n",
       " 'Crateús',\n",
       " 'Crato',\n",
       " 'Cravinhos',\n",
       " 'Criciúma',\n",
       " 'Croatá',\n",
       " 'Cruzeiro',\n",
       " 'Cruzeiro do Sul',\n",
       " 'Cubatão',\n",
       " 'Cuiabá',\n",
       " 'Curitiba',\n",
       " 'Currais Novos',\n",
       " 'Curralinho',\n",
       " 'Cáceres',\n",
       " 'Davinópolis',\n",
       " 'Diadema',\n",
       " 'Dianópolis',\n",
       " \"Dias d'Ávila\",\n",
       " 'Divinésia',\n",
       " 'Divinópolis',\n",
       " 'Dois Irmãos',\n",
       " 'Dom Pedrito',\n",
       " 'Dourados',\n",
       " 'Dracena',\n",
       " 'Duque de Caxias',\n",
       " 'Eldorado',\n",
       " 'Eldorado do Sul',\n",
       " 'Embu das Artes',\n",
       " 'Embu-Guaçu',\n",
       " 'Encantado',\n",
       " 'Encanto',\n",
       " 'Encruzilhada do Sul',\n",
       " 'Erechim',\n",
       " 'Esmeraldas',\n",
       " 'Espinosa',\n",
       " 'Espumoso',\n",
       " 'Esteio',\n",
       " 'Estiva Gerbi',\n",
       " 'Estrela',\n",
       " 'Estância Velha',\n",
       " 'Euclides da Cunha',\n",
       " 'Eusébio',\n",
       " 'Extrema',\n",
       " 'Extremoz',\n",
       " 'Faina',\n",
       " 'Farias Brito',\n",
       " 'Farroupilha',\n",
       " 'Faxinal',\n",
       " 'Fazenda Rio Grande',\n",
       " 'Feira de Santana',\n",
       " 'Fernando de Noronha',\n",
       " 'Fernandópolis',\n",
       " 'Ferraz de Vasconcelos',\n",
       " 'Ferros',\n",
       " 'Floresta Azul',\n",
       " 'Florianópolis',\n",
       " 'Formiga',\n",
       " 'Formosa',\n",
       " 'Forquilha',\n",
       " 'Forquilhinha',\n",
       " 'Fortaleza',\n",
       " 'Fortim',\n",
       " 'Foz do Iguaçu',\n",
       " 'Franca',\n",
       " 'Francisco Beltrão',\n",
       " 'Francisco Morato',\n",
       " 'Franco da Rocha',\n",
       " 'Frei Miguelinho',\n",
       " 'Frutal',\n",
       " 'Fundão',\n",
       " 'Gameleira',\n",
       " 'Gandu',\n",
       " 'Garanhuns',\n",
       " 'Garibaldi',\n",
       " 'Garopaba',\n",
       " 'Garça',\n",
       " 'Gaspar',\n",
       " 'Glorinha',\n",
       " 'Glória do Goitá',\n",
       " 'Goiana',\n",
       " 'Goiandira',\n",
       " 'Goianira',\n",
       " 'Goianá',\n",
       " 'Goianésia',\n",
       " 'Goianésia do Pará',\n",
       " 'Goiatuba',\n",
       " 'Goioerê',\n",
       " 'Goiânia',\n",
       " 'Gongogi',\n",
       " 'Governador Celso Ramos',\n",
       " 'Governador Nunes Freire',\n",
       " 'Governador Valadares',\n",
       " 'Granja',\n",
       " 'Gravatal',\n",
       " 'Gravataí',\n",
       " 'Gravatá',\n",
       " 'Graça',\n",
       " 'Guabiruba',\n",
       " 'Guapimirim',\n",
       " 'Guapó',\n",
       " 'Guaraciaba do Norte',\n",
       " 'Guaramirim',\n",
       " 'Guaraniaçu',\n",
       " 'Guaranésia',\n",
       " 'Guarapari',\n",
       " 'Guarapuava',\n",
       " 'Guararapes',\n",
       " 'Guararema',\n",
       " 'Guaratinguetá',\n",
       " 'Guarujá',\n",
       " 'Guarulhos',\n",
       " 'Guaíba',\n",
       " 'Guaíra',\n",
       " 'Guimarânia',\n",
       " 'Gurupi',\n",
       " 'Harmonia',\n",
       " 'Hidrolândia',\n",
       " 'Horizonte',\n",
       " 'Hortolândia',\n",
       " 'Ibaiti',\n",
       " 'Ibema',\n",
       " 'Ibirataia',\n",
       " 'Ibiraçu',\n",
       " 'Ibirité',\n",
       " 'Ibirá',\n",
       " 'Ibiúna',\n",
       " 'Ibotirama',\n",
       " 'Icapuí',\n",
       " 'Icatu',\n",
       " 'Icó',\n",
       " 'Igaracy',\n",
       " 'Igarapava',\n",
       " 'Igarassu',\n",
       " 'Igaratá',\n",
       " 'Iguaba Grande',\n",
       " 'Iguatu',\n",
       " 'Ilha Comprida',\n",
       " 'Ilha de Itamaracá',\n",
       " 'Ilhabela',\n",
       " 'Ilhéus',\n",
       " 'Imbituba',\n",
       " 'Imbé',\n",
       " 'Imperatriz',\n",
       " 'Importados/Indefinidos',\n",
       " 'Indaial',\n",
       " 'Indaiatuba',\n",
       " 'Independência',\n",
       " 'Ipaba',\n",
       " 'Ipaporanga',\n",
       " 'Ipatinga',\n",
       " 'Ipiaú',\n",
       " 'Ipojuca',\n",
       " 'Ipubi',\n",
       " 'Ipueiras',\n",
       " 'Ipuiúna',\n",
       " 'Ipumirim',\n",
       " 'Iracemápolis',\n",
       " 'Iranduba',\n",
       " 'Irati',\n",
       " 'Iretama',\n",
       " 'Itabaiana',\n",
       " 'Itabira',\n",
       " 'Itaboraí',\n",
       " 'Itabuna',\n",
       " 'Itacoatiara',\n",
       " 'Itagi',\n",
       " 'Itagibá',\n",
       " 'Itaguaru',\n",
       " 'Itaguaí',\n",
       " 'Itaitinga',\n",
       " 'Itaituba',\n",
       " 'Itaiçaba',\n",
       " 'Itajaí',\n",
       " 'Itajubá',\n",
       " 'Itajuípe',\n",
       " 'Itamaraju',\n",
       " 'Itanhandu',\n",
       " 'Itanhaém',\n",
       " 'Itapajé',\n",
       " 'Itapebi',\n",
       " 'Itapecerica',\n",
       " 'Itapecerica da Serra',\n",
       " 'Itapema',\n",
       " 'Itapemirim',\n",
       " 'Itaperuna',\n",
       " 'Itapetinga',\n",
       " 'Itapetininga',\n",
       " 'Itapeva',\n",
       " 'Itapevi',\n",
       " 'Itapipoca',\n",
       " 'Itapira',\n",
       " 'Itapiranga',\n",
       " 'Itapissuma',\n",
       " 'Itapé',\n",
       " 'Itaquaquecetuba',\n",
       " 'Itarantim',\n",
       " 'Itararé',\n",
       " 'Itarema',\n",
       " 'Itatiaia',\n",
       " 'Itatiba',\n",
       " 'Itatim',\n",
       " 'Itatinga',\n",
       " 'Itororó',\n",
       " 'Itu',\n",
       " 'Ituberá',\n",
       " 'Ituiutaba',\n",
       " 'Itumbiara',\n",
       " 'Itupeva',\n",
       " 'Ituporanga',\n",
       " 'Ivaiporã',\n",
       " 'Ivoti',\n",
       " 'Içara',\n",
       " 'Jaboatão dos Guararapes',\n",
       " 'Jaboticabal',\n",
       " 'Jaboticatubas',\n",
       " 'Jacareí',\n",
       " 'Jaci',\n",
       " 'Jaguaquara',\n",
       " 'Jaguaribe',\n",
       " 'Jaguariúna',\n",
       " 'Jaguaruna',\n",
       " 'Jales',\n",
       " 'Janaúba',\n",
       " 'Jandira',\n",
       " 'Januário Cicco',\n",
       " 'Japeri',\n",
       " 'Jaraguá do Sul',\n",
       " 'Jardinópolis',\n",
       " 'Jaru',\n",
       " 'Jataizinho',\n",
       " 'Jataí',\n",
       " 'Jaú',\n",
       " 'Jeceaba',\n",
       " 'Jequié',\n",
       " 'Jerônimo Monteiro',\n",
       " 'Ji-Paraná',\n",
       " 'Joanópolis',\n",
       " 'Joaçaba',\n",
       " 'Joinville',\n",
       " 'José Bonifácio',\n",
       " 'João Alfredo',\n",
       " 'João Monlevade',\n",
       " 'João Pessoa',\n",
       " 'Juazeiro',\n",
       " 'Juazeiro do Norte',\n",
       " 'Jucás',\n",
       " 'Juiz de Fora',\n",
       " 'Junco do Seridó',\n",
       " 'Jundiaí',\n",
       " 'Juruti',\n",
       " 'Jussara',\n",
       " 'Jutaí',\n",
       " 'Lages',\n",
       " 'Lagoa da Prata',\n",
       " 'Lagoa de Pedras',\n",
       " 'Lagoa do Carro',\n",
       " 'Lagoa dos Gatos',\n",
       " 'Laguna',\n",
       " 'Lajeado',\n",
       " \"Lambari D'Oeste\",\n",
       " 'Lapa',\n",
       " 'Laranjal Paulista',\n",
       " 'Laranjal do Jari',\n",
       " 'Lauro de Freitas',\n",
       " 'Lavras',\n",
       " 'Lavras da Mangabeira',\n",
       " 'Leme',\n",
       " 'Lençóis Paulista',\n",
       " 'Leópolis',\n",
       " 'Limeira',\n",
       " 'Limoeiro',\n",
       " 'Limoeiro do Norte',\n",
       " 'Linhares',\n",
       " 'Lins',\n",
       " 'Londrina',\n",
       " 'Lorena',\n",
       " 'Louveira',\n",
       " 'Lucas do Rio Verde',\n",
       " 'Luziânia',\n",
       " 'Luís Eduardo Magalhães',\n",
       " 'Luís Gomes',\n",
       " 'Lábrea',\n",
       " 'Macaparana',\n",
       " 'Macapá',\n",
       " 'Macatuba',\n",
       " 'Macaé',\n",
       " 'Macaíba',\n",
       " 'Macedônia',\n",
       " 'Maceió',\n",
       " 'Machado',\n",
       " 'Machados',\n",
       " 'Mafra',\n",
       " 'Magé',\n",
       " 'Mairinque',\n",
       " 'Mairiporã',\n",
       " 'Manacapuru',\n",
       " 'Manaus',\n",
       " 'Mandirituba',\n",
       " 'Mangaratiba',\n",
       " 'Manhuaçu',\n",
       " 'Manicoré',\n",
       " 'Manoel Ribas',\n",
       " 'Marabá',\n",
       " 'Maracanaú',\n",
       " 'Maranguape',\n",
       " 'Marapanim',\n",
       " 'Marau',\n",
       " 'Marechal Cândido Rondon',\n",
       " 'Marechal Deodoro',\n",
       " 'Mariana',\n",
       " 'Maricá',\n",
       " 'Maringá',\n",
       " 'Marituba',\n",
       " 'Mariópolis',\n",
       " 'Marliéria',\n",
       " 'Marumbi',\n",
       " 'Marília',\n",
       " 'Massapê',\n",
       " 'Massaranduba',\n",
       " 'Matias Barbosa',\n",
       " 'Matinhos',\n",
       " 'Matozinhos',\n",
       " 'Matão',\n",
       " 'Mauriti',\n",
       " 'Mauá',\n",
       " 'Maués',\n",
       " 'Mazagão',\n",
       " 'Medeiros Neto',\n",
       " 'Medianeira',\n",
       " 'Mendes',\n",
       " 'Mesquita',\n",
       " 'Miguel Pereira',\n",
       " 'Minas do Leão',\n",
       " 'Mirassol',\n",
       " 'Mirinzal',\n",
       " 'Mococa',\n",
       " 'Mogi Guaçu',\n",
       " 'Mogi Mirim',\n",
       " 'Mogi das Cruzes',\n",
       " 'Mombaça',\n",
       " 'Mongaguá',\n",
       " 'Monte Alegre',\n",
       " 'Monte Alto',\n",
       " 'Monte Carmelo',\n",
       " 'Monte Mor',\n",
       " 'Montenegro',\n",
       " 'Montes Claros',\n",
       " 'Montividiu',\n",
       " 'Moreno',\n",
       " 'Morrinhos',\n",
       " 'Morro Agudo',\n",
       " 'Morro da Fumaça',\n",
       " 'Morungaba',\n",
       " 'Mossoró',\n",
       " 'Muaná',\n",
       " 'Mulungu',\n",
       " 'Muriaé',\n",
       " 'Mário Campos',\n",
       " 'Nanuque',\n",
       " 'Natal',\n",
       " 'Navegantes',\n",
       " 'Naviraí',\n",
       " 'Nerópolis',\n",
       " 'Nhandeara',\n",
       " 'Nicolau Vergueiro',\n",
       " 'Nilópolis',\n",
       " 'Niterói',\n",
       " 'Nossa Senhora da Glória',\n",
       " 'Nossa Senhora do Socorro',\n",
       " 'Nova Andradina',\n",
       " 'Nova Friburgo',\n",
       " 'Nova Glória',\n",
       " 'Nova Iguaçu',\n",
       " 'Nova Ipixuna',\n",
       " 'Nova Lima',\n",
       " 'Nova Monte Verde',\n",
       " 'Nova Mutum',\n",
       " 'Nova Odessa',\n",
       " 'Nova Palma',\n",
       " 'Nova Serrana',\n",
       " 'Nova Soure',\n",
       " 'Nova Trento',\n",
       " 'Nova Veneza',\n",
       " 'Nova Venécia',\n",
       " 'Novo Airão',\n",
       " 'Novo Hamburgo',\n",
       " 'Novo Oriente',\n",
       " 'Novo Progresso',\n",
       " 'Nísia Floresta',\n",
       " 'Oeiras do Pará',\n",
       " 'Oiapoque',\n",
       " 'Olinda',\n",
       " 'Olímpia',\n",
       " 'Orleans',\n",
       " 'Orlândia',\n",
       " 'Osasco',\n",
       " 'Osório',\n",
       " 'Ourinhos',\n",
       " 'Ouriçangas',\n",
       " 'Ouro Fino',\n",
       " 'Ouro Preto do Oeste',\n",
       " 'Pacajus',\n",
       " 'Pacaraima',\n",
       " 'Pacatuba',\n",
       " 'Paiçandu',\n",
       " 'Palhoça',\n",
       " 'Palmares',\n",
       " 'Palmas',\n",
       " 'Palmeira',\n",
       " 'Palmeira dos Índios',\n",
       " 'Palmeiras',\n",
       " 'Papanduva',\n",
       " 'Paracambi',\n",
       " 'Paracatu',\n",
       " 'Paracuru',\n",
       " 'Paraisópolis',\n",
       " 'Paranaguá',\n",
       " 'Paranaiguara',\n",
       " 'Paranavaí',\n",
       " 'Paranaíba',\n",
       " 'Paraty',\n",
       " 'Parauapebas',\n",
       " 'Paraí',\n",
       " 'Paraíba do Sul',\n",
       " 'Paraíso do Tocantins',\n",
       " 'Paraúna',\n",
       " 'Pareci Novo',\n",
       " 'Parintins',\n",
       " 'Pariquera-Açu',\n",
       " 'Parnamirim',\n",
       " 'Parnaíba',\n",
       " 'Pará de Minas',\n",
       " 'Passa e Fica',\n",
       " 'Passira',\n",
       " 'Passo Fundo',\n",
       " 'Passos',\n",
       " 'Pato Branco',\n",
       " 'Patos',\n",
       " 'Patos de Minas',\n",
       " 'Patrocínio',\n",
       " 'Paty do Alferes',\n",
       " 'Pau dos Ferros',\n",
       " 'Paudalho',\n",
       " 'Paulista',\n",
       " 'Paulo Lopes',\n",
       " 'Paulínia',\n",
       " 'Paço do Lumiar',\n",
       " 'Peabiru',\n",
       " 'Pederneiras',\n",
       " 'Pedra Bela',\n",
       " 'Pedra Branca',\n",
       " 'Pedras Grandes',\n",
       " 'Pelotas',\n",
       " 'Penápolis',\n",
       " 'Perdões',\n",
       " 'Peruíbe',\n",
       " 'Pescaria Brava',\n",
       " 'Petrolina',\n",
       " 'Petrópolis',\n",
       " 'Picos',\n",
       " 'Pilar do Sul',\n",
       " 'Pimenteiras',\n",
       " 'Pindamonhangaba',\n",
       " 'Pindorama',\n",
       " 'Pindoretama',\n",
       " 'Pinhais',\n",
       " 'Pinhão',\n",
       " 'Piracicaba',\n",
       " 'Piracuruca',\n",
       " 'Pirajuí',\n",
       " 'Pirapetinga',\n",
       " 'Pirapora',\n",
       " 'Piraquara',\n",
       " 'Piratini',\n",
       " 'Piratininga',\n",
       " 'Piraí',\n",
       " 'Pirenópolis',\n",
       " 'Pires do Rio',\n",
       " 'Piripá',\n",
       " 'Piumhi',\n",
       " 'Plácido de Castro',\n",
       " 'Pojuca',\n",
       " 'Pombos',\n",
       " 'Pomerode',\n",
       " 'Ponta Grossa',\n",
       " 'Ponta Porã',\n",
       " 'Pontal',\n",
       " 'Pontes e Lacerda',\n",
       " 'Porciúncula',\n",
       " 'Porto Acre',\n",
       " 'Porto Alegre',\n",
       " 'Porto Belo',\n",
       " 'Porto Feliz',\n",
       " 'Porto Ferreira',\n",
       " 'Porto Grande',\n",
       " 'Porto Real',\n",
       " 'Porto Real do Colégio',\n",
       " 'Porto Seguro',\n",
       " 'Porto Velho',\n",
       " 'Pouso Alegre',\n",
       " 'Poá',\n",
       " 'Poços de Caldas',\n",
       " 'Prado',\n",
       " 'Praia Grande',\n",
       " 'Pratânia',\n",
       " 'Presidente Figueiredo',\n",
       " 'Presidente Prudente',\n",
       " 'Presidente Venceslau',\n",
       " 'Primavera do Leste',\n",
       " 'Primeiro de Maio',\n",
       " 'Professor Jamil',\n",
       " 'Promissão',\n",
       " 'Propriá',\n",
       " 'Quatiguá',\n",
       " 'Quatipuru',\n",
       " 'Quatis',\n",
       " 'Quatro Barras',\n",
       " 'Queimados',\n",
       " 'Quipapá',\n",
       " 'Quissamã',\n",
       " 'Quitandinha',\n",
       " 'Quiterianópolis',\n",
       " 'Quixadá',\n",
       " 'Quixeramobim',\n",
       " 'Quixeré',\n",
       " 'Rancho Queimado',\n",
       " 'Raposa',\n",
       " 'Recife',\n",
       " 'Redenção',\n",
       " 'Resende',\n",
       " 'Rialma',\n",
       " 'Ribeirão',\n",
       " 'Ribeirão Pires',\n",
       " 'Ribeirão Preto',\n",
       " 'Ribeirão das Neves',\n",
       " 'Rincão',\n",
       " 'Rinópolis',\n",
       " 'Rio Bonito',\n",
       " 'Rio Branco',\n",
       " 'Rio Branco do Sul',\n",
       " 'Rio Claro',\n",
       " 'Rio Grande',\n",
       " 'Rio Grande da Serra',\n",
       " 'Rio Largo',\n",
       " 'Rio Negrinho',\n",
       " 'Rio Negro',\n",
       " 'Rio Pardo',\n",
       " 'Rio Rufino',\n",
       " 'Rio Verde',\n",
       " 'Rio Verde de Mato Grosso',\n",
       " 'Rio das Flores',\n",
       " 'Rio das Ostras',\n",
       " 'Rio de Janeiro',\n",
       " 'Rio do Pires',\n",
       " 'Rio do Sul',\n",
       " 'Rolante',\n",
       " 'Rolim de Moura',\n",
       " 'Rolândia',\n",
       " 'Rondon do Pará',\n",
       " 'Rondonópolis',\n",
       " 'Russas',\n",
       " 'Sabará',\n",
       " 'Salgueiro',\n",
       " 'Salinópolis',\n",
       " 'Salitre',\n",
       " 'Salto',\n",
       " 'Salto de Pirapora',\n",
       " 'Salvador',\n",
       " 'Sananduva',\n",
       " 'Sangão',\n",
       " \"Sant'Ana do Livramento\",\n",
       " 'Santa Branca',\n",
       " \"Santa Bárbara d'Oeste\",\n",
       " 'Santa Bárbara do Pará',\n",
       " 'Santa Cecília',\n",
       " 'Santa Cruz',\n",
       " 'Santa Cruz Cabrália',\n",
       " 'Santa Cruz de Monte Castelo',\n",
       " 'Santa Cruz do Capibaribe',\n",
       " 'Santa Cruz do Rio Pardo',\n",
       " 'Santa Cruz do Sul',\n",
       " 'Santa Fé',\n",
       " 'Santa Inês',\n",
       " 'Santa Isabel',\n",
       " 'Santa Leopoldina',\n",
       " 'Santa Luzia',\n",
       " 'Santa Lúcia',\n",
       " 'Santa Maria',\n",
       " 'Santa Maria da Vitória',\n",
       " 'Santa Maria de Itabira',\n",
       " 'Santa Maria de Jetibá',\n",
       " 'Santa Mônica',\n",
       " 'Santa Quitéria',\n",
       " 'Santa Rita',\n",
       " 'Santa Rosa',\n",
       " 'Santa Rosa de Lima',\n",
       " 'Santa Teresa',\n",
       " 'Santa Teresinha',\n",
       " 'Santana',\n",
       " 'Santana de Parnaíba',\n",
       " 'Santana do Acaraú',\n",
       " 'Santana do Itararé',\n",
       " 'Santana do Paraíso',\n",
       " 'Santarém',\n",
       " 'Santiago',\n",
       " 'Santo Amaro da Imperatriz',\n",
       " 'Santo André',\n",
       " 'Santo Antônio',\n",
       " 'Santo Antônio da Patrulha',\n",
       " 'Santo Antônio do Descoberto',\n",
       " 'Santo Antônio do Içá',\n",
       " 'Santo Antônio do Monte',\n",
       " 'Santo Antônio do Tauá',\n",
       " 'Santo Cristo',\n",
       " 'Santos',\n",
       " 'Sapiranga',\n",
       " 'Sapucaia',\n",
       " 'Sapucaia do Sul',\n",
       " 'Sapé',\n",
       " 'Saquarema',\n",
       " 'Sarandi',\n",
       " 'Sarzedo',\n",
       " 'Satuba',\n",
       " 'Schroeder',\n",
       " 'Senador Amaral',\n",
       " 'Senador Canedo',\n",
       " 'Senador Pompeu',\n",
       " 'Senador Sá',\n",
       " 'Serafina Corrêa',\n",
       " 'Seropédica',\n",
       " 'Serra',\n",
       " 'Serra Branca',\n",
       " 'Serra Talhada',\n",
       " 'Serra do Ramalho',\n",
       " 'Serra do Salitre',\n",
       " 'Serrinha',\n",
       " 'Sertaneja',\n",
       " 'Sertânia',\n",
       " 'Sertãozinho',\n",
       " 'Sete Lagoas',\n",
       " 'Siderópolis',\n",
       " 'Sidrolândia',\n",
       " 'Silva Jardim',\n",
       " 'Silvânia',\n",
       " 'Simão Dias',\n",
       " 'Simões Filho',\n",
       " 'Sinop',\n",
       " 'Sobral',\n",
       " 'Sombrio',\n",
       " 'Sonora',\n",
       " 'Sooretama',\n",
       " 'Sorocaba',\n",
       " 'Sousa',\n",
       " 'Sumaré',\n",
       " 'Sumidouro',\n",
       " 'Suzano',\n",
       " 'São Benedito do Rio Preto',\n",
       " 'São Bento do Sul',\n",
       " 'São Bento do Una',\n",
       " 'São Bernardo do Campo',\n",
       " 'São Brás do Suaçuí',\n",
       " 'São Caetano do Sul',\n",
       " 'São Caitano',\n",
       " 'São Carlos',\n",
       " 'São Cristóvão',\n",
       " 'São Domingos',\n",
       " 'São Domingos do Sul',\n",
       " 'São Fidélis',\n",
       " 'São Francisco de Itabapoana',\n",
       " 'São Francisco do Conde',\n",
       " 'São Francisco do Sul',\n",
       " 'São Gabriel',\n",
       " 'São Gabriel da Cachoeira',\n",
       " 'São Gabriel da Palha',\n",
       " 'São Geraldo do Araguaia',\n",
       " 'São Gonçalo',\n",
       " 'São Gonçalo do Amarante',\n",
       " 'São Gotardo',\n",
       " 'São Jorge',\n",
       " 'São José',\n",
       " 'São José da Coroa Grande',\n",
       " 'São José de Mipibu',\n",
       " 'São José de Ribamar',\n",
       " 'São José do Calçado',\n",
       " 'São José do Divino',\n",
       " 'São José do Rio Pardo',\n",
       " 'São José do Rio Preto',\n",
       " 'São José dos Campos',\n",
       " 'São José dos Pinhais',\n",
       " 'São José dos Quatro Marcos',\n",
       " 'São João Nepomuceno',\n",
       " 'São João da Barra',\n",
       " 'São João da Boa Vista',\n",
       " 'São João de Meriti',\n",
       " ...]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_cidades"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos geocodificar as cidades buscando-as pela Geocode API da Google. Você precisa obter uma API Key: https://console.cloud.google.com/apis/ Se quiser, pode usar o arquivo geocodificado que eu salvei. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "cidades = {}\n",
    "cidades_nao_encontradas = []\n",
    "url = 'https://maps.googleapis.com/maps/api/geocode/json'\n",
    "\n",
    "params = dict(\n",
    "    key='** USE SUA API KEY**'\n",
    ")\n",
    "inx = 0\n",
    "start=None # Inform None to process all cities. Inform  a city to begin processing after it\n",
    "start_saving=False\n",
    "for city in list_cidades:\n",
    "    if start != None:\n",
    "        if city == start:\n",
    "            start_saving = True\n",
    "    else:\n",
    "        start_saving = True\n",
    "    if start_saving:\n",
    "        params['address'] = city + ',brasil'\n",
    "        resp = requests.get(url=url, params=params)\n",
    "        data = resp.json()\n",
    "        try: \n",
    "            latitude  = data['results'][0]['geometry']['location']['lat']\n",
    "            longitude = data['results'][0]['geometry']['location']['lng']\n",
    "            print(city,latitude,longitude)\n",
    "            cidades[city]={'latitude': latitude, 'longitude': longitude}\n",
    "            inx = inx + 1\n",
    "        except: \n",
    "            print(\"Erro na cidade: \",city)\n",
    "            cidades_nao_encontradas.append(city)\n",
    "    else:\n",
    "        print('Pulando a cidade já processada:',city)\n",
    "print('Cidades salvas no arquivo:',inx)\n",
    "print('Cidades não encontradas',cidades_nao_encontradas)\n",
    "with open('cidades.json', 'w') as fp:\n",
    "    json.dump(cidades, fp)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(json.dumps(cidades))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Eu salvei um arquivo chamado \"cidades.json\" com a geocodificação, de modo a evitar acessar a API novamenete. \n",
    "Agora, preciso baixar um mapa contendo o Brasil. Escolhi o centro usando o Google Maps e ajustei o zoom, o tamanho e a escala. Note que você vai precisar de uma chave de API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-13.6593766,-58.6914406\n",
    "latitude  = -13.6593766\n",
    "longitude = -50.6914406\n",
    "zoom = 4\n",
    "size = 530\n",
    "scale = 2\n",
    "apikey = \"** SUA API KEY**\"\n",
    "gmapas = \"https://maps.googleapis.com/maps/api/staticmap?center=\" + str(latitude) + \",\" + str(longitude) + \\\n",
    "    \"&zoom=\" + str(zoom) + \\\n",
    "    \"&scale=\" + str(scale) + \\\n",
    "    \"&size=\" + str(size) + \"x\" + str(size) + \"&key=\" + apikey\n",
    "\n",
    "with open('mapa.png', 'wb') as handle:\n",
    "        response = requests.get(gmapas, stream=True)\n",
    "\n",
    "        if not response.ok:\n",
    "            print(response)\n",
    "\n",
    "        for block in response.iter_content(1024):\n",
    "            if not block:\n",
    "                break\n",
    "\n",
    "            handle.write(block)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](./mapa.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora, preciso de uma função para usar a projeção de Mercator e calcular as bordas do mapa que eu baixei. Eu baixei desta resposta do StackOverflow: https://stackoverflow.com/questions/12507274/how-to-get-bounds-of-a-google-static-map E funciona melhor do que a que estava utilizando."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'N': 9.457144095158089, 'E': -27.400424974999996, 'S': -34.73487934918346, 'W': -73.98245622499999}\n"
     ]
    }
   ],
   "source": [
    "import MercatorProjection\n",
    "centerLat = latitude\n",
    "centerLon = longitude\n",
    "mapWidth = size\n",
    "mapHeight = size\n",
    "centerPoint = MercatorProjection.G_LatLng(centerLat, centerLon)\n",
    "corners = MercatorProjection.getCorners(centerPoint, zoom, mapWidth, mapHeight)\n",
    "print(corners)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gerei um novo Dataframe contendo as latitudes, longitudes e quantidade de casos: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               latitude  longitude  casos\n",
      "Abaetetuba    -1.725310 -48.879800     28\n",
      "Abaeté       -19.157380 -45.444997      4\n",
      "Abaíra       -13.278206 -41.740739      2\n",
      "Abreu e Lima  -7.920132 -34.908854     60\n",
      "Acari         -6.435123 -36.640838      2\n"
     ]
    }
   ],
   "source": [
    "casos = df.groupby(\"city\")['confirmed'].sum()\n",
    "df2 = pd.DataFrame.from_dict(cidades,orient='index')\n",
    "df2['casos'] = casos\n",
    "print(df2.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora, vou acrescentar um atributo com a cor do ponto, de acordo com uma heurística de quantidade de casos: Quanto mais, mais vermelho: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calcular_cor(valor):\n",
    "    cor = 'r'\n",
    "    if valor <= 10: \n",
    "        cor = '#ffff00'\n",
    "    elif valor <= 30:\n",
    "        cor = '#ffbf00'\n",
    "    elif valor <= 50:\n",
    "        cor = '#ff8000'\n",
    "    return cor\n",
    "                \n",
    "df2['cor'] = [calcular_cor(codigo) for codigo in df2['quantidade']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>casos</th>\n",
       "      <th>cor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abaetetuba</th>\n",
       "      <td>-1.725310</td>\n",
       "      <td>-48.879800</td>\n",
       "      <td>28</td>\n",
       "      <td>#ffbf00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abaeté</th>\n",
       "      <td>-19.157380</td>\n",
       "      <td>-45.444997</td>\n",
       "      <td>4</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abaíra</th>\n",
       "      <td>-13.278206</td>\n",
       "      <td>-41.740739</td>\n",
       "      <td>2</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abreu e Lima</th>\n",
       "      <td>-7.920132</td>\n",
       "      <td>-34.908854</td>\n",
       "      <td>60</td>\n",
       "      <td>#ff8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acari</th>\n",
       "      <td>-6.435123</td>\n",
       "      <td>-36.640838</td>\n",
       "      <td>2</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               latitude  longitude  casos      cor\n",
       "Abaetetuba    -1.725310 -48.879800     28  #ffbf00\n",
       "Abaeté       -19.157380 -45.444997      4  #ffff00\n",
       "Abaíra       -13.278206 -41.740739      2  #ffff00\n",
       "Abreu e Lima  -7.920132 -34.908854     60  #ff8000\n",
       "Acari         -6.435123 -36.640838      2  #ffff00"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos ordenar pela quantidade de casos: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.sort_values(['casos'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Temos alguns \"outliers\", ou seja, coordenadas muito fora do país. Provavelmente, problemas de geocodificação. Vamos retirá-las: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           latitude   longitude  casos      cor\n",
      "Rincão    25.677552 -100.437115      2  #ffff00\n",
      "Pontal    40.727549  -74.165620      6  #ffff00\n",
      "Eldorado  41.292494  -72.788264      7  #ffff00\n",
      "Estrela   28.025502  -82.572325     30  #ffbf00\n",
      "Arcos     33.402952 -111.926630     32  #ffbf00\n"
     ]
    }
   ],
   "source": [
    "print(df2.loc[(df2['latitude'] > 20) | (df2['longitude']< -93)])\n",
    "df3 = df2.drop(df2[(df2.latitude > 20) | (df2.longitude < -93)].index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora dá para plotar um gráfico utilizando aquela imagem baixada. Eu tive que ajustar as coordenadas de acordo com os limites do retângulo, calculados pela projeção de Mercator: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.image as mpimg\n",
    "mapa=mpimg.imread('./mapa.png')\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "#{'N': 20.88699826581544, 'E': -15.535190599999996, 'S': -43.89198802990045, 'W': -85.84769059999999}\n",
    "plt.imshow(mapa, extent=[corners['W'],corners['E'],corners['S'],corners['N']], alpha=1.0, aspect='auto')\n",
    "ax.scatter(df3['longitude'],df3['latitude'], c=df3['cor'],s=8+df3['casos']*0.03)\n",
    "plt.ylabel(\"Latitude\", fontsize=14)\n",
    "plt.xlabel(\"Longitude\", fontsize=14)\n",
    "ax.set_title('Casos de Covid19 em Abril')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}