MunicipiosERegioes_EstadoDoParana.ipynb

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      "display_name": "Python 3"
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      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Obtenção de dados sobre municípios e regiões do Estado do Paraná\n",
        "\n",
        "O objetivo da coleta e organização de dados feita a seguir foi criar arquivos .csv para serem transformados em tabelas de bancos de dados. Tais tabelas contém informações sobre as mesorregiões e municípios do Estado do Paraná, organizados na seguinte estrutura SQL:\n",
        "\n",
        "\n",
        "```\n",
        "CREATE TABLE Regiao(\n",
        "\tidRegiao Serial Integer not null Primary Key,\n",
        "\tnomeRegiao varchar(40)\n",
        ");\n",
        "\n",
        "CREATE TABLE Municipio(\n",
        "\tidMunicip Serial Integer not null Primary Key,\n",
        "\tnomeMunicip varchar(40),\n",
        "\tfkRegiao Integer not null,\n",
        "\tForeign Key (fkRegiao) References Regiao (idRegiao)\n",
        ");\n",
        "```\n",
        "As amostras de dados foram extraídas da página [Lista de mesorregiões e microrregiões do Paraná\n",
        "](https://pt.wikipedia.org/wiki/Lista_de_mesorregi%C3%B5es_e_microrregi%C3%B5es_do_Paran%C3%A1) da Wikipédia.\n"
      ],
      "metadata": {
        "id": "LQrqOGRCceaR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd"
      ],
      "metadata": {
        "id": "Z9RZXDEYd4KH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Regiões do estado\n"
      ],
      "metadata": {
        "id": "X74h073IIyWu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "arquivo = pd.read_html('https://pt.wikipedia.org/wiki/Lista_de_mesorregi%C3%B5es_e_microrregi%C3%B5es_do_Paran%C3%A1')\n",
        "arquivo"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ckAtbFOcL5GV",
        "outputId": "bcbcd8d7-531c-4a99-d657-b135c7d74e1a"
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          "data": {
            "text/plain": [
              "[              Mesorregião[1][2]  Código Área  (km²/2002)[4]  \\\n",
              " 0           Noroeste Paranaense       1          24 488,647   \n",
              " 1           Noroeste Paranaense       1          24 488,647   \n",
              " 2           Noroeste Paranaense       1          24 488,647   \n",
              " 3   Centro Ocidental Paranaense       2          11 937,031   \n",
              " 4   Centro Ocidental Paranaense       2          11 937,031   \n",
              " 5      Norte Central Paranaense       3          24 555,727   \n",
              " 6      Norte Central Paranaense       3          24 555,727   \n",
              " 7      Norte Central Paranaense       3          24 555,727   \n",
              " 8      Norte Central Paranaense       3          24 555,727   \n",
              " 9      Norte Central Paranaense       3          24 555,727   \n",
              " 10     Norte Central Paranaense       3          24 555,727   \n",
              " 11     Norte Central Paranaense       3          24 555,727   \n",
              " 12     Norte Central Paranaense       3          24 555,727   \n",
              " 13    Norte Pioneiro Paranaense       4          12 726,675   \n",
              " 14    Norte Pioneiro Paranaense       4          12 726,675   \n",
              " 15    Norte Pioneiro Paranaense       4          12 726,675   \n",
              " 16    Norte Pioneiro Paranaense       4          12 726,675   \n",
              " 17    Norte Pioneiro Paranaense       4          12 726,675   \n",
              " 18   Centro Oriental Paranaense       5          21 849,546   \n",
              " 19   Centro Oriental Paranaense       5          21 849,546   \n",
              " 20   Centro Oriental Paranaense       5          21 849,546   \n",
              " 21             Oeste Paranaense       6          22 851,003   \n",
              " 22             Oeste Paranaense       6          22 851,003   \n",
              " 23             Oeste Paranaense       6          22 851,003   \n",
              " 24          Sudoeste Paranaense       7          11 645,792   \n",
              " 25          Sudoeste Paranaense       7          11 645,792   \n",
              " 26          Sudoeste Paranaense       7          11 645,792   \n",
              " 27        Centro-Sul Paranaense       8          26 409,780   \n",
              " 28        Centro-Sul Paranaense       8          26 409,780   \n",
              " 29        Centro-Sul Paranaense       8          26 409,780   \n",
              " 30           Sudeste Paranaense       9          17 020,900   \n",
              " 31           Sudeste Paranaense       9          17 020,900   \n",
              " 32           Sudeste Paranaense       9          17 020,900   \n",
              " 33           Sudeste Paranaense       9          17 020,900   \n",
              " 34    Metropolitana de Curitiba      10          22 823,708   \n",
              " 35    Metropolitana de Curitiba      10          22 823,708   \n",
              " 36    Metropolitana de Curitiba      10          22 823,708   \n",
              " 37    Metropolitana de Curitiba      10          22 823,708   \n",
              " 38    Metropolitana de Curitiba      10          22 823,708   \n",
              " \n",
              "     Número de  municípios  Localização      Microrregiões  Código.1  \n",
              " 0                      61          NaN          Paranavaí         1  \n",
              " 1                      61          NaN           Umuarama         2  \n",
              " 2                      61          NaN           Cianorte         3  \n",
              " 3                      25          NaN            Goioerê         4  \n",
              " 4                      25          NaN       Campo Mourão         5  \n",
              " 5                      79          NaN            Astorga         6  \n",
              " 6                      79          NaN           Porecatu         7  \n",
              " 7                      79          NaN             Floraí         8  \n",
              " 8                      79          NaN            Maringá         9  \n",
              " 9                      79          NaN          Apucarana        10  \n",
              " 10                     79          NaN           Londrina        11  \n",
              " 11                     79          NaN            Faxinal        12  \n",
              " 12                     79          NaN           Ivaiporã        13  \n",
              " 13                     46          NaN              Assaí        14  \n",
              " 14                     46          NaN  Cornélio Procópio        15  \n",
              " 15                     46          NaN        Jacarezinho        16  \n",
              " 16                     46          NaN             Ibaiti        17  \n",
              " 17                     46          NaN     Wenceslau Braz        18  \n",
              " 18                     14          NaN     Telêmaco Borba        19  \n",
              " 19                     14          NaN        Jaguariaíva        20  \n",
              " 20                     14          NaN       Ponta Grossa        21  \n",
              " 21                     50          NaN             Toledo        22  \n",
              " 22                     50          NaN           Cascavel        23  \n",
              " 23                     50          NaN      Foz do Iguaçu        24  \n",
              " 24                     37          NaN           Capanema        25  \n",
              " 25                     37          NaN  Francisco Beltrão        26  \n",
              " 26                     37          NaN        Pato Branco        27  \n",
              " 27                     29          NaN            Pitanga        28  \n",
              " 28                     29          NaN         Guarapuava        29  \n",
              " 29                     29          NaN             Palmas        30  \n",
              " 30                     21          NaN      Prudentópolis        31  \n",
              " 31                     21          NaN              Irati        32  \n",
              " 32                     21          NaN   União da Vitória        33  \n",
              " 33                     21          NaN  São Mateus do Sul        34  \n",
              " 34                     37          NaN         Cerro Azul        35  \n",
              " 35                     37          NaN               Lapa        36  \n",
              " 36                     37          NaN           Curitiba        37  \n",
              " 37                     37          NaN          Paranaguá        38  \n",
              " 38                     37          NaN          Rio Negro        39  ,\n",
              "    Microrregião[1][2]  Código  Localização            Municípios\n",
              " 0           Paranavaí       1          NaN           Alto Paraná\n",
              " 1           Paranavaí       1          NaN               Amaporã\n",
              " 2           Paranavaí       1          NaN       Cruzeiro do Sul\n",
              " 3           Paranavaí       1          NaN     Diamante do Norte\n",
              " 4           Paranavaí       1          NaN              Guairaçá\n",
              " ..                ...     ...          ...                   ...\n",
              " 56           Cianorte       3          NaN                Rondon\n",
              " 57           Cianorte       3          NaN  São Manoel do Paraná\n",
              " 58           Cianorte       3          NaN              São Tomé\n",
              " 59           Cianorte       3          NaN              Tapejara\n",
              " 60           Cianorte       3          NaN     Tuneiras do Oeste\n",
              " \n",
              " [61 rows x 4 columns],\n",
              "    Microrregião[1][2]  Código  Localização             Municípios\n",
              " 0             Goioerê       4          NaN     Altamira do Paraná\n",
              " 1             Goioerê       4          NaN          Boa Esperança\n",
              " 2             Goioerê       4          NaN       Campina da Lagoa\n",
              " 3             Goioerê       4          NaN                Goioerê\n",
              " 4             Goioerê       4          NaN             Janiópolis\n",
              " 5             Goioerê       4          NaN                Juranda\n",
              " 6             Goioerê       4          NaN          Moreira Sales\n",
              " 7             Goioerê       4          NaN             Nova Cantu\n",
              " 8             Goioerê       4          NaN      Quarto Centenário\n",
              " 9             Goioerê       4          NaN  Rancho Alegre d'Oeste\n",
              " 10            Goioerê       4          NaN                Ubiratã\n",
              " 11       Campo Mourão       5          NaN                Araruna\n",
              " 12       Campo Mourão       5          NaN         Barbosa Ferraz\n",
              " 13       Campo Mourão       5          NaN           Campo Mourão\n",
              " 14       Campo Mourão       5          NaN      Corumbataí do Sul\n",
              " 15       Campo Mourão       5          NaN     Engenheiro Beltrão\n",
              " 16       Campo Mourão       5          NaN                  Farol\n",
              " 17       Campo Mourão       5          NaN                  Fênix\n",
              " 18       Campo Mourão       5          NaN                Iretama\n",
              " 19       Campo Mourão       5          NaN               Luiziana\n",
              " 20       Campo Mourão       5          NaN                Mamborê\n",
              " 21       Campo Mourão       5          NaN                Peabiru\n",
              " 22       Campo Mourão       5          NaN          Quinta do Sol\n",
              " 23       Campo Mourão       5          NaN               Roncador\n",
              " 24       Campo Mourão       5          NaN              Terra Boa,\n",
              "    Microrregião[1][2]  Código  Localização          Municípios\n",
              " 0             Astorga       6          NaN              Ângulo\n",
              " 1             Astorga       6          NaN             Astorga\n",
              " 2             Astorga       6          NaN             Atalaia\n",
              " 3             Astorga       6          NaN             Cafeara\n",
              " 4             Astorga       6          NaN   Centenário do Sul\n",
              " ..                ...     ...          ...                 ...\n",
              " 74           Ivaiporã      13          NaN          Nova Tebas\n",
              " 75           Ivaiporã      13          NaN  Rio Branco do Ivaí\n",
              " 76           Ivaiporã      13          NaN     Rosário do Ivaí\n",
              " 77           Ivaiporã      13          NaN    São João do Ivaí\n",
              " 78           Ivaiporã      13          NaN   São Pedro do Ivaí\n",
              " \n",
              " [79 rows x 4 columns],\n",
              "    Microrregião[1][2]  Código  Localização                 Municípios\n",
              " 0               Assaí      14          NaN                      Assaí\n",
              " 1               Assaí      14          NaN                 Jataizinho\n",
              " 2               Assaí      14          NaN         Nova Santa Bárbara\n",
              " 3               Assaí      14          NaN              Rancho Alegre\n",
              " 4               Assaí      14          NaN     Santa Cecília do Pavão\n",
              " 5               Assaí      14          NaN      São Jerônimo da Serra\n",
              " 6               Assaí      14          NaN  São Sebastião da Amoreira\n",
              " 7               Assaí      14          NaN                       Uraí\n",
              " 8   Cornélio Procópio      15          NaN                     Abatiá\n",
              " 9   Cornélio Procópio      15          NaN                     Andirá\n",
              " 10  Cornélio Procópio      15          NaN               Bandeirantes\n",
              " 11  Cornélio Procópio      15          NaN               Congonhinhas\n",
              " 12  Cornélio Procópio      15          NaN          Cornélio Procópio\n",
              " 13  Cornélio Procópio      15          NaN                 Itambaracá\n",
              " 14  Cornélio Procópio      15          NaN                   Leópolis\n",
              " 15  Cornélio Procópio      15          NaN     Nova América da Colina\n",
              " 16  Cornélio Procópio      15          NaN                Nova Fátima\n",
              " 17  Cornélio Procópio      15          NaN               Santa Amélia\n",
              " 18  Cornélio Procópio      15          NaN              Santa Mariana\n",
              " 19  Cornélio Procópio      15          NaN   Santo Antônio do Paraíso\n",
              " 20  Cornélio Procópio      15          NaN                  Sertaneja\n",
              " 21  Cornélio Procópio      15          NaN         Ribeirão do Pinhal\n",
              " 22        Jacarezinho      16          NaN            Barra do Jacaré\n",
              " 23        Jacarezinho      16          NaN                    Cambará\n",
              " 24        Jacarezinho      16          NaN                Jacarezinho\n",
              " 25        Jacarezinho      16          NaN             Jundiaí do Sul\n",
              " 26        Jacarezinho      16          NaN             Ribeirão Claro\n",
              " 27        Jacarezinho      16          NaN   Santo Antônio da Platina\n",
              " 28             Ibaiti      17          NaN       Conselheiro Mairinck\n",
              " 29             Ibaiti      17          NaN                    Curiúva\n",
              " 30             Ibaiti      17          NaN                   Figueira\n",
              " 31             Ibaiti      17          NaN                     Ibaiti\n",
              " 32             Ibaiti      17          NaN                     Jaboti\n",
              " 33             Ibaiti      17          NaN                     Japira\n",
              " 34             Ibaiti      17          NaN                   Pinhalão\n",
              " 35             Ibaiti      17          NaN                   Sapopema\n",
              " 36     Wenceslau Braz      18          NaN                 Carlópolis\n",
              " 37     Wenceslau Braz      18          NaN                  Guapirama\n",
              " 38     Wenceslau Braz      18          NaN             Joaquim Távora\n",
              " 39     Wenceslau Braz      18          NaN                   Quatiguá\n",
              " 40     Wenceslau Braz      18          NaN           Salto do Itararé\n",
              " 41     Wenceslau Braz      18          NaN         Santana do Itararé\n",
              " 42     Wenceslau Braz      18          NaN      São José da Boa Vista\n",
              " 43     Wenceslau Braz      18          NaN            Siqueira Campos\n",
              " 44     Wenceslau Braz      18          NaN                   Tomazina\n",
              " 45     Wenceslau Braz      18          NaN             Wenceslau Braz,\n",
              "    Microrregião[1][2]  Código  Localização      Municípios\n",
              " 0      Telêmaco Borba      19          NaN           Imbaú\n",
              " 1      Telêmaco Borba      19          NaN      Ortigueira\n",
              " 2      Telêmaco Borba      19          NaN         Reserva\n",
              " 3      Telêmaco Borba      19          NaN  Telêmaco Borba\n",
              " 4      Telêmaco Borba      19          NaN          Tibagi\n",
              " 5      Telêmaco Borba      19          NaN        Ventania\n",
              " 6         Jaguariaíva      20          NaN         Arapoti\n",
              " 7         Jaguariaíva      20          NaN     Jaguariaíva\n",
              " 8         Jaguariaíva      20          NaN    Piraí do Sul\n",
              " 9         Jaguariaíva      20          NaN          Sengés\n",
              " 10       Ponta Grossa      21          NaN        Carambeí\n",
              " 11       Ponta Grossa      21          NaN          Castro\n",
              " 12       Ponta Grossa      21          NaN        Palmeira\n",
              " 13       Ponta Grossa      21          NaN    Ponta Grossa,\n",
              "    Microrregião[1][2]  Código  Localização                 Municípios\n",
              " 0              Toledo      22          NaN        Assis Chateaubriand\n",
              " 1              Toledo      22          NaN           Diamante d'Oeste\n",
              " 2              Toledo      22          NaN        Entre Rios do Oeste\n",
              " 3              Toledo      22          NaN           Formosa do Oeste\n",
              " 4              Toledo      22          NaN                     Guaíra\n",
              " 5              Toledo      22          NaN           Iracema do Oeste\n",
              " 6              Toledo      22          NaN                   Jesuítas\n",
              " 7              Toledo      22          NaN    Marechal Cândido Rondon\n",
              " 8              Toledo      22          NaN                     Maripá\n",
              " 9              Toledo      22          NaN                   Mercedes\n",
              " 10             Toledo      22          NaN            Nova Santa Rosa\n",
              " 11             Toledo      22          NaN        Ouro Verde do Oeste\n",
              " 12             Toledo      22          NaN                   Palotina\n",
              " 13             Toledo      22          NaN               Pato Bragado\n",
              " 14             Toledo      22          NaN              Quatro Pontes\n",
              " 15             Toledo      22          NaN               Santa Helena\n",
              " 16             Toledo      22          NaN     São José das Palmeiras\n",
              " 17             Toledo      22          NaN        São Pedro do Iguaçu\n",
              " 18             Toledo      22          NaN                 Terra Roxa\n",
              " 19             Toledo      22          NaN                     Toledo\n",
              " 20             Toledo      22          NaN                    Tupãssi\n",
              " 21           Cascavel      23          NaN                      Anahy\n",
              " 22           Cascavel      23          NaN     Boa Vista da Aparecida\n",
              " 23           Cascavel      23          NaN                   Braganey\n",
              " 24           Cascavel      23          NaN                 Cafelândia\n",
              " 25           Cascavel      23          NaN               Campo Bonito\n",
              " 26           Cascavel      23          NaN   Capitão Leônidas Marques\n",
              " 27           Cascavel      23          NaN                   Cascavel\n",
              " 28           Cascavel      23          NaN                 Catanduvas\n",
              " 29           Cascavel      23          NaN                   Corbélia\n",
              " 30           Cascavel      23          NaN            Diamante do Sul\n",
              " 31           Cascavel      23          NaN                 Guaraniaçu\n",
              " 32           Cascavel      23          NaN                      Ibema\n",
              " 33           Cascavel      23          NaN                     Iguatu\n",
              " 34           Cascavel      23          NaN                  Lindoeste\n",
              " 35           Cascavel      23          NaN                Nova Aurora\n",
              " 36           Cascavel      23          NaN                Santa Lúcia\n",
              " 37           Cascavel      23          NaN      Santa Tereza do Oeste\n",
              " 38           Cascavel      23          NaN      Três Barras do Paraná\n",
              " 39      Foz do Iguaçu      24          NaN                   Céu Azul\n",
              " 40      Foz do Iguaçu      24          NaN              Foz do Iguaçu\n",
              " 41      Foz do Iguaçu      24          NaN               Itaipulândia\n",
              " 42      Foz do Iguaçu      24          NaN                 Matelândia\n",
              " 43      Foz do Iguaçu      24          NaN                 Medianeira\n",
              " 44      Foz do Iguaçu      24          NaN                     Missal\n",
              " 45      Foz do Iguaçu      24          NaN                 Ramilândia\n",
              " 46      Foz do Iguaçu      24          NaN  Santa Terezinha de Itaipu\n",
              " 47      Foz do Iguaçu      24          NaN       São Miguel do Iguaçu\n",
              " 48      Foz do Iguaçu      24          NaN     Serranópolis do Iguaçu\n",
              " 49      Foz do Iguaçu      24          NaN         Vera Cruz do Oeste,\n",
              "    Microrregião[1][2]  Código  Localização                  Municípios\n",
              " 0            Capanema      25          NaN                      Ampére\n",
              " 1            Capanema      25          NaN        Bela Vista da Caroba\n",
              " 2            Capanema      25          NaN                    Capanema\n",
              " 3            Capanema      25          NaN              Pérola d'Oeste\n",
              " 4            Capanema      25          NaN                    Planalto\n",
              " 5            Capanema      25          NaN                   Pranchita\n",
              " 6            Capanema      25          NaN                     Realeza\n",
              " 7            Capanema      25          NaN       Santa Izabel do Oeste\n",
              " 8   Francisco Beltrão      26          NaN                    Barracão\n",
              " 9   Francisco Beltrão      26          NaN     Boa Esperança do Iguaçu\n",
              " 10  Francisco Beltrão      26          NaN            Bom Jesus do Sul\n",
              " 11  Francisco Beltrão      26          NaN          Cruzeiro do Iguaçu\n",
              " 12  Francisco Beltrão      26          NaN               Dois Vizinhos\n",
              " 13  Francisco Beltrão      26          NaN               Enéas Marques\n",
              " 14  Francisco Beltrão      26          NaN        Flor da Serra do Sul\n",
              " 15  Francisco Beltrão      26          NaN           Francisco Beltrão\n",
              " 16  Francisco Beltrão      26          NaN               Manfrinópolis\n",
              " 17  Francisco Beltrão      26          NaN                  Marmeleiro\n",
              " 18  Francisco Beltrão      26          NaN  Nova Esperança do Sudoeste\n",
              " 19  Francisco Beltrão      26          NaN        Nova Prata do Iguaçu\n",
              " 20  Francisco Beltrão      26          NaN         Pinhal de São Bento\n",
              " 21  Francisco Beltrão      26          NaN                  Renascença\n",
              " 22  Francisco Beltrão      26          NaN               Salgado Filho\n",
              " 23  Francisco Beltrão      26          NaN             Salto do Lontra\n",
              " 24  Francisco Beltrão      26          NaN   Santo Antônio do Sudoeste\n",
              " 25  Francisco Beltrão      26          NaN           São Jorge d'Oeste\n",
              " 26  Francisco Beltrão      26          NaN                        Verê\n",
              " 27        Pato Branco      27          NaN          Bom Sucesso do Sul\n",
              " 28        Pato Branco      27          NaN                 Chopinzinho\n",
              " 29        Pato Branco      27          NaN              Coronel Vivida\n",
              " 30        Pato Branco      27          NaN           Itapejara d'Oeste\n",
              " 31        Pato Branco      27          NaN                  Mariópolis\n",
              " 32        Pato Branco      27          NaN                 Pato Branco\n",
              " 33        Pato Branco      27          NaN                    São João\n",
              " 34        Pato Branco      27          NaN           Saudade do Iguaçu\n",
              " 35        Pato Branco      27          NaN                      Sulina\n",
              " 36        Pato Branco      27          NaN                    Vitorino,\n",
              "    Microrregião[1][2]  Código  Localização                Municípios\n",
              " 0             Pitanga      28          NaN  Boa Ventura de São Roque\n",
              " 1             Pitanga      28          NaN                  Laranjal\n",
              " 2             Pitanga      28          NaN                 Mato Rico\n",
              " 3             Pitanga      28          NaN                  Palmital\n",
              " 4             Pitanga      28          NaN                   Pitanga\n",
              " 5             Pitanga      28          NaN      Santa Maria do Oeste\n",
              " 6          Guarapuava      29          NaN          Campina do Simão\n",
              " 7          Guarapuava      29          NaN                    Candói\n",
              " 8          Guarapuava      29          NaN                 Cantagalo\n",
              " 9          Guarapuava      29          NaN    Espigão Alto do Iguaçu\n",
              " 10         Guarapuava      29          NaN             Foz do Jordão\n",
              " 11         Guarapuava      29          NaN                   Goioxim\n",
              " 12         Guarapuava      29          NaN                Guarapuava\n",
              " 13         Guarapuava      29          NaN            Inácio Martins\n",
              " 14         Guarapuava      29          NaN        Laranjeiras do Sul\n",
              " 15         Guarapuava      29          NaN                 Marquinho\n",
              " 16         Guarapuava      29          NaN          Nova Laranjeiras\n",
              " 17         Guarapuava      29          NaN                    Pinhão\n",
              " 18         Guarapuava      29          NaN            Porto Barreiro\n",
              " 19         Guarapuava      29          NaN          Quedas do Iguaçu\n",
              " 20         Guarapuava      29          NaN         Reserva do Iguaçu\n",
              " 21         Guarapuava      29          NaN      Rio Bonito do Iguaçu\n",
              " 22         Guarapuava      29          NaN                     Turvo\n",
              " 23         Guarapuava      29          NaN                   Virmond\n",
              " 24             Palmas      30          NaN               Clevelândia\n",
              " 25             Palmas      30          NaN   Coronel Domingos Soares\n",
              " 26             Palmas      30          NaN             Honório Serpa\n",
              " 27             Palmas      30          NaN              Mangueirinha\n",
              " 28             Palmas      30          NaN                    Palmas,\n",
              "    Microrregião[1][2]  Código  Localização           Municípios\n",
              " 0       Prudentópolis      31          NaN   Fernandes Pinheiro\n",
              " 1       Prudentópolis      31          NaN           Guamiranga\n",
              " 2       Prudentópolis      31          NaN             Imbituva\n",
              " 3       Prudentópolis      31          NaN             Ipiranga\n",
              " 4       Prudentópolis      31          NaN                 Ivaí\n",
              " 5       Prudentópolis      31          NaN        Prudentópolis\n",
              " 6       Prudentópolis      31          NaN      Teixeira Soares\n",
              " 7               Irati      32          NaN                Irati\n",
              " 8               Irati      32          NaN               Mallet\n",
              " 9               Irati      32          NaN             Rebouças\n",
              " 10              Irati      32          NaN             Rio Azul\n",
              " 11   União da Vitória      33          NaN             Bituruna\n",
              " 12   União da Vitória      33          NaN         Cruz Machado\n",
              " 13   União da Vitória      33          NaN     General Carneiro\n",
              " 14   União da Vitória      33          NaN        Paula Freitas\n",
              " 15   União da Vitória      33          NaN        Paulo Frontin\n",
              " 16   União da Vitória      33          NaN        Porto Vitória\n",
              " 17   União da Vitória      33          NaN     União da Vitória\n",
              " 18  São Mateus do Sul      34          NaN       Antônio Olinto\n",
              " 19  São Mateus do Sul      34          NaN  São João do Triunfo\n",
              " 20  São Mateus do Sul      34          NaN    São Mateus do Sul,\n",
              "    Microrregião[1][2]  Código  Localização             Municípios\n",
              " 0          Cerro Azul      35          NaN           Adrianópolis\n",
              " 1          Cerro Azul      35          NaN             Cerro Azul\n",
              " 2          Cerro Azul      35          NaN         Doutor Ulysses\n",
              " 3                Lapa      36          NaN                   Lapa\n",
              " 4                Lapa      36          NaN         Porto Amazonas\n",
              " 5            Curitiba      37          NaN    Almirante Tamandaré\n",
              " 6            Curitiba      37          NaN              Araucária\n",
              " 7            Curitiba      37          NaN             Balsa Nova\n",
              " 8            Curitiba      37          NaN        Bocaiúva do Sul\n",
              " 9            Curitiba      37          NaN  Campina Grande do Sul\n",
              " 10           Curitiba      37          NaN            Campo Largo\n",
              " 11           Curitiba      37          NaN            Campo Magro\n",
              " 12           Curitiba      37          NaN                Colombo\n",
              " 13           Curitiba      37          NaN               Contenda\n",
              " 14           Curitiba      37          NaN               Curitiba\n",
              " 15           Curitiba      37          NaN     Fazenda Rio Grande\n",
              " 16           Curitiba      37          NaN              Itaperuçu\n",
              " 17           Curitiba      37          NaN            Mandirituba\n",
              " 18           Curitiba      37          NaN                Pinhais\n",
              " 19           Curitiba      37          NaN              Piraquara\n",
              " 20           Curitiba      37          NaN          Quatro Barras\n",
              " 21           Curitiba      37          NaN      Rio Branco do Sul\n",
              " 22           Curitiba      37          NaN   São José dos Pinhais\n",
              " 23           Curitiba      37          NaN        Tunas do Paraná\n",
              " 24          Paranaguá      38          NaN               Antonina\n",
              " 25          Paranaguá      38          NaN           Guaraqueçaba\n",
              " 26          Paranaguá      38          NaN              Guaratuba\n",
              " 27          Paranaguá      38          NaN               Matinhos\n",
              " 28          Paranaguá      38          NaN               Morretes\n",
              " 29          Paranaguá      38          NaN              Paranaguá\n",
              " 30          Paranaguá      38          NaN       Pontal do Paraná\n",
              " 31          Rio Negro      39          NaN          Agudos do Sul\n",
              " 32          Rio Negro      39          NaN       Campo do Tenente\n",
              " 33          Rio Negro      39          NaN                   Piên\n",
              " 34          Rio Negro      39          NaN            Quitandinha\n",
              " 35          Rio Negro      39          NaN              Rio Negro\n",
              " 36          Rio Negro      39          NaN         Tijucas do Sul,\n",
              "   vdeMesorregiões e microrregiões do Brasil  \\\n",
              " 0                              Centro-Oeste   \n",
              " 1                                  Nordeste   \n",
              " 2                                     Norte   \n",
              " 3                                   Sudeste   \n",
              " 4                                       Sul   \n",
              " \n",
              "          vdeMesorregiões e microrregiões do Brasil.1  \n",
              " 0  Distrito Federal (Mesorregião do Distrito Fede...  \n",
              " 1  Alagoas · Bahia · Ceará · Maranhão · Paraíba ·...  \n",
              " 2  Acre · Amapá · Amazonas · Pará · Rondônia · Ro...  \n",
              " 3  Espírito Santo · Minas Gerais · Rio de Janeiro...  \n",
              " 4        Paraná · Santa Catarina · Rio Grande do Sul  ,\n",
              "                              vdeSubdivisões do Paraná  \\\n",
              " 0   Portal — Geografia, Municípios, Política, Cult...   \n",
              " 1                                             Capital   \n",
              " 2              Divisão regional vigente  (desde 2017)   \n",
              " 3        Divisão regional extinta  (vigente até 2017)   \n",
              " 4                              Regiões Metropolitanas   \n",
              " 5                       Mais de 1.000.000  habitantes   \n",
              " 6                         Mais de 500.000  habitantes   \n",
              " 7                         Mais de 400.000  habitantes   \n",
              " 8                         Mais de 300.000  habitantes   \n",
              " 9                         Mais de 200.000  habitantes   \n",
              " 10                        Mais de 100.000  habitantes   \n",
              " 11                                        Sul, Brasil   \n",
              " \n",
              "                            vdeSubdivisões do Paraná.1  \n",
              " 0   Portal — Geografia, Municípios, Política, Cult...  \n",
              " 1                                            Curitiba  \n",
              " 2      Regiões geográficas intermediárias e imediatas  \n",
              " 3                        Mesorregiões e microrregiões  \n",
              " 4   Apucarana Campo Mourão Cascavel Curitiba Londr...  \n",
              " 5                                            Curitiba  \n",
              " 6                                            Londrina  \n",
              " 7                                             Maringá  \n",
              " 8          Cascavel Ponta Grossa São José dos Pinhais  \n",
              " 9                               Colombo Foz do Iguaçu  \n",
              " 10  Almirante Tamandaré Apucarana Arapongas Araucá...  \n",
              " 11                                        Sul, Brasil  ]"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "regioes = arquivo[0][['Código', 'Mesorregião[1][2]']]\n",
        "regioes = regioes.drop_duplicates()\n",
        "regioes.rename(columns={'Código': 'idRegiao', 'Mesorregião[1][2]': 'nomeRegiao'}, inplace=True)\n",
        "regioes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1c-c6CEfMHx3",
        "outputId": "b07a8604-0693-4319-8773-fd58c74d8738"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    idRegiao                   nomeRegiao\n",
              "0          1          Noroeste Paranaense\n",
              "3          2  Centro Ocidental Paranaense\n",
              "5          3     Norte Central Paranaense\n",
              "13         4    Norte Pioneiro Paranaense\n",
              "18         5   Centro Oriental Paranaense\n",
              "21         6             Oeste Paranaense\n",
              "24         7          Sudoeste Paranaense\n",
              "27         8        Centro-Sul Paranaense\n",
              "30         9           Sudeste Paranaense\n",
              "34        10    Metropolitana de Curitiba"
            ],
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_bbce87af-5178-457b-ade8-12175ef09604 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('regioes');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "regioes",
              "summary": "{\n  \"name\": \"regioes\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"idRegiao\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3,\n        \"min\": 1,\n        \"max\": 10,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          9,\n          2,\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nomeRegiao\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"Sudeste Paranaense\",\n          \"Centro Ocidental Paranaense\",\n          \"Oeste Paranaense\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "regioes.to_csv('Regiao.csv', index=False)"
      ],
      "metadata": {
        "id": "v8Sr73YONAlq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Noroeste Paranaense\n"
      ],
      "metadata": {
        "id": "yghxqhHwOEKb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "noroeste = arquivo[1]\n",
        "noroeste = noroeste.fillna(1)\n",
        "noroeste = noroeste[['Localização', 'Municípios']]\n",
        "noroeste"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Yiu25WAeODjN",
        "outputId": "bce182da-42b7-4e8c-dc06-8afff0915c8f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização            Municípios\n",
              "0           1.0           Alto Paraná\n",
              "1           1.0               Amaporã\n",
              "2           1.0       Cruzeiro do Sul\n",
              "3           1.0     Diamante do Norte\n",
              "4           1.0              Guairaçá\n",
              "..          ...                   ...\n",
              "56          1.0                Rondon\n",
              "57          1.0  São Manoel do Paraná\n",
              "58          1.0              São Tomé\n",
              "59          1.0              Tapejara\n",
              "60          1.0     Tuneiras do Oeste\n",
              "\n",
              "[61 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0dd913ad-5e5b-4586-881c-c63079895e2a\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Localização</th>\n",
              "      <th>Municípios</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Alto Paraná</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Amaporã</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Cruzeiro do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Diamante do Norte</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Guairaçá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Rondon</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>1.0</td>\n",
              "      <td>São Manoel do Paraná</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>1.0</td>\n",
              "      <td>São Tomé</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Tapejara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>1.0</td>\n",
              "      <td>Tuneiras do Oeste</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>61 rows × 2 columns</p>\n",
              "</div>\n",
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              "\n",
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              "\n",
              "  <style>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
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              "\n",
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              "        document.querySelector('#df-0dd913ad-5e5b-4586-881c-c63079895e2a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-0dd913ad-5e5b-4586-881c-c63079895e2a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
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              "      border-top-color: var(--fill-color);\n",
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              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-81d64700-f51f-4ead-90be-14f19b8ec7e7 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_20c7c740-1919-4c54-9ebf-bcf3da504ba3\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
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              "        border: none;\n",
              "        border-radius: 50%;\n",
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              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('noroeste')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_20c7c740-1919-4c54-9ebf-bcf3da504ba3 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('noroeste');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "noroeste",
              "summary": "{\n  \"name\": \"noroeste\",\n  \"rows\": 61,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 1.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 61,\n        \"samples\": [\n          \"Alto Paran\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Regiao Centro-Ocidental\n",
        "\n"
      ],
      "metadata": {
        "id": "WAP1N2zgQUcV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "centro_oc = arquivo[2]\n",
        "centro_oc = centro_oc.fillna(2)\n",
        "\n",
        "centro_oc= centro_oc[['Localização', 'Municípios']]\n",
        "centro_oc"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LsyrV1ElQaA1",
        "outputId": "5d591e53-be79-405f-ec6c-1c5a650e7765"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização             Municípios\n",
              "0           2.0     Altamira do Paraná\n",
              "1           2.0          Boa Esperança\n",
              "2           2.0       Campina da Lagoa\n",
              "3           2.0                Goioerê\n",
              "4           2.0             Janiópolis\n",
              "5           2.0                Juranda\n",
              "6           2.0          Moreira Sales\n",
              "7           2.0             Nova Cantu\n",
              "8           2.0      Quarto Centenário\n",
              "9           2.0  Rancho Alegre d'Oeste\n",
              "10          2.0                Ubiratã\n",
              "11          2.0                Araruna\n",
              "12          2.0         Barbosa Ferraz\n",
              "13          2.0           Campo Mourão\n",
              "14          2.0      Corumbataí do Sul\n",
              "15          2.0     Engenheiro Beltrão\n",
              "16          2.0                  Farol\n",
              "17          2.0                  Fênix\n",
              "18          2.0                Iretama\n",
              "19          2.0               Luiziana\n",
              "20          2.0                Mamborê\n",
              "21          2.0                Peabiru\n",
              "22          2.0          Quinta do Sol\n",
              "23          2.0               Roncador\n",
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              "\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "centro_oc",
              "summary": "{\n  \"name\": \"centro_oc\",\n  \"rows\": 25,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 2.0,\n        \"max\": 2.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          2.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 25,\n        \"samples\": [\n          \"Quarto Centen\\u00e1rio\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Região Norte Central"
      ],
      "metadata": {
        "id": "H9mlV6W3Q5VJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "norte_central = arquivo[3]\n",
        "norte_central = norte_central.fillna(3)\n",
        "norte_central = norte_central[['Localização', 'Municípios']]\n",
        "norte_central"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YSW3gpMCQ3Fo",
        "outputId": "53f7f38b-953b-4711-fa48-0d47f98716c8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização          Municípios\n",
              "0           3.0              Ângulo\n",
              "1           3.0             Astorga\n",
              "2           3.0             Atalaia\n",
              "3           3.0             Cafeara\n",
              "4           3.0   Centenário do Sul\n",
              "..          ...                 ...\n",
              "74          3.0          Nova Tebas\n",
              "75          3.0  Rio Branco do Ivaí\n",
              "76          3.0     Rosário do Ivaí\n",
              "77          3.0    São João do Ivaí\n",
              "78          3.0   São Pedro do Ivaí\n",
              "\n",
              "[79 rows x 2 columns]"
            ],
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              "      <td>Astorga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Atalaia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Cafeara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Centenário do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Nova Tebas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Rio Branco do Ivaí</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>3.0</td>\n",
              "      <td>Rosário do Ivaí</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>3.0</td>\n",
              "      <td>São João do Ivaí</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>3.0</td>\n",
              "      <td>São Pedro do Ivaí</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>79 rows × 2 columns</p>\n",
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              "\n",
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              "      const quickchartButtonEl =\n",
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              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
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              "\n",
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              "            title=\"Generate code using this dataframe.\"\n",
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              "\n",
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              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('norte_central');\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "norte_central",
              "summary": "{\n  \"name\": \"norte_central\",\n  \"rows\": 79,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 3.0,\n        \"max\": 3.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          3.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 79,\n        \"samples\": [\n          \"Doutor Camargo\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Norte Pioneiro"
      ],
      "metadata": {
        "id": "JvZNXV2bRNov"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "norte_pioneiro = arquivo[4]\n",
        "norte_pioneiro = norte_pioneiro.fillna(4)\n",
        "norte_pioneiro = norte_pioneiro[['Localização', 'Municípios']]\n",
        "norte_pioneiro"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HpxnjsvqRLUF",
        "outputId": "f07d7b52-988d-409b-8fd4-c1d3f4dbbd2a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização                 Municípios\n",
              "0           4.0                      Assaí\n",
              "1           4.0                 Jataizinho\n",
              "2           4.0         Nova Santa Bárbara\n",
              "3           4.0              Rancho Alegre\n",
              "4           4.0     Santa Cecília do Pavão\n",
              "5           4.0      São Jerônimo da Serra\n",
              "6           4.0  São Sebastião da Amoreira\n",
              "7           4.0                       Uraí\n",
              "8           4.0                     Abatiá\n",
              "9           4.0                     Andirá\n",
              "10          4.0               Bandeirantes\n",
              "11          4.0               Congonhinhas\n",
              "12          4.0          Cornélio Procópio\n",
              "13          4.0                 Itambaracá\n",
              "14          4.0                   Leópolis\n",
              "15          4.0     Nova América da Colina\n",
              "16          4.0                Nova Fátima\n",
              "17          4.0               Santa Amélia\n",
              "18          4.0              Santa Mariana\n",
              "19          4.0   Santo Antônio do Paraíso\n",
              "20          4.0                  Sertaneja\n",
              "21          4.0         Ribeirão do Pinhal\n",
              "22          4.0            Barra do Jacaré\n",
              "23          4.0                    Cambará\n",
              "24          4.0                Jacarezinho\n",
              "25          4.0             Jundiaí do Sul\n",
              "26          4.0             Ribeirão Claro\n",
              "27          4.0   Santo Antônio da Platina\n",
              "28          4.0       Conselheiro Mairinck\n",
              "29          4.0                    Curiúva\n",
              "30          4.0                   Figueira\n",
              "31          4.0                     Ibaiti\n",
              "32          4.0                     Jaboti\n",
              "33          4.0                     Japira\n",
              "34          4.0                   Pinhalão\n",
              "35          4.0                   Sapopema\n",
              "36          4.0                 Carlópolis\n",
              "37          4.0                  Guapirama\n",
              "38          4.0             Joaquim Távora\n",
              "39          4.0                   Quatiguá\n",
              "40          4.0           Salto do Itararé\n",
              "41          4.0         Santana do Itararé\n",
              "42          4.0      São José da Boa Vista\n",
              "43          4.0            Siqueira Campos\n",
              "44          4.0                   Tomazina\n",
              "45          4.0             Wenceslau Braz"
            ],
            "text/html": [
              "\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>Localização</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>4.0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Nova Santa Bárbara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Rancho Alegre</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santa Cecília do Pavão</td>\n",
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              "      <th>5</th>\n",
              "      <td>4.0</td>\n",
              "      <td>São Jerônimo da Serra</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>4.0</td>\n",
              "      <td>São Sebastião da Amoreira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>4.0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Abatiá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Andirá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Bandeirantes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Congonhinhas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Cornélio Procópio</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Itambaracá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Leópolis</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Nova América da Colina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Nova Fátima</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santa Amélia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santa Mariana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santo Antônio do Paraíso</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Sertaneja</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Ribeirão do Pinhal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Barra do Jacaré</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Cambará</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Jacarezinho</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Jundiaí do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Ribeirão Claro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santo Antônio da Platina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Conselheiro Mairinck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Curiúva</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Figueira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Ibaiti</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Jaboti</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Japira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Pinhalão</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Sapopema</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Carlópolis</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Guapirama</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Joaquim Távora</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Quatiguá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Salto do Itararé</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Santana do Itararé</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>4.0</td>\n",
              "      <td>São José da Boa Vista</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Siqueira Campos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Tomazina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>4.0</td>\n",
              "      <td>Wenceslau Braz</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
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              "\n",
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              "        document.querySelector('#df-e1e934be-530c-4237-8356-3e2a3234c106 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e1e934be-530c-4237-8356-3e2a3234c106');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        element.appendChild(docLink);\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
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              "    display: none;\n",
              "    fill: var(--fill-color);\n",
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              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
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              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f536d861-2892-4d2a-9c60-fa02fcb3cdac button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_fb714d14-a986-4d59-8d2a-0aa9556d6450\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
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              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('norte_pioneiro')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_fb714d14-a986-4d59-8d2a-0aa9556d6450 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('norte_pioneiro');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "norte_pioneiro",
              "summary": "{\n  \"name\": \"norte_pioneiro\",\n  \"rows\": 46,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 4.0,\n        \"max\": 4.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 46,\n        \"samples\": [\n          \"Quatigu\\u00e1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Região Centro-Oriental"
      ],
      "metadata": {
        "id": "WOpm4IbpRYld"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "centro_or = arquivo[5]\n",
        "centro_or = centro_or.fillna(5)\n",
        "centro_or = centro_or[['Localização', 'Municípios']]\n",
        "centro_or"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kutqo-1IRYOP",
        "outputId": "a09254b6-95fd-4c20-993e-dd9ce7785aae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização      Municípios\n",
              "0           5.0           Imbaú\n",
              "1           5.0      Ortigueira\n",
              "2           5.0         Reserva\n",
              "3           5.0  Telêmaco Borba\n",
              "4           5.0          Tibagi\n",
              "5           5.0        Ventania\n",
              "6           5.0         Arapoti\n",
              "7           5.0     Jaguariaíva\n",
              "8           5.0    Piraí do Sul\n",
              "9           5.0          Sengés\n",
              "10          5.0        Carambeí\n",
              "11          5.0          Castro\n",
              "12          5.0        Palmeira\n",
              "13          5.0    Ponta Grossa"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-80a9657e-4bf3-4c10-9903-043e34c80fa3\" class=\"colab-df-container\">\n",
              "    <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",
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              "\n",
              "    .dataframe thead th {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Localização</th>\n",
              "      <th>Municípios</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Imbaú</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Ortigueira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Reserva</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Telêmaco Borba</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Tibagi</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Ventania</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Arapoti</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Jaguariaíva</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Piraí do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Sengés</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Carambeí</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Castro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Palmeira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>5.0</td>\n",
              "      <td>Ponta Grossa</td>\n",
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              "    60% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "\n",
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              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
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              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('centro_or')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
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              "\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('centro_or');\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "centro_or",
              "summary": "{\n  \"name\": \"centro_or\",\n  \"rows\": 14,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 5.0,\n        \"max\": 5.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          5.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 14,\n        \"samples\": [\n          \"Seng\\u00e9s\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Oeste\n"
      ],
      "metadata": {
        "id": "xq6lBlh-Rth6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "oeste = arquivo[6]\n",
        "oeste = oeste.fillna(6)\n",
        "oeste = oeste[['Localização', 'Municípios']]\n",
        "oeste"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XVmufLaORi30",
        "outputId": "fd5c346e-ec3d-4a9f-bc54-a3471df34f77"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização                 Municípios\n",
              "0           6.0        Assis Chateaubriand\n",
              "1           6.0           Diamante d'Oeste\n",
              "2           6.0        Entre Rios do Oeste\n",
              "3           6.0           Formosa do Oeste\n",
              "4           6.0                     Guaíra\n",
              "5           6.0           Iracema do Oeste\n",
              "6           6.0                   Jesuítas\n",
              "7           6.0    Marechal Cândido Rondon\n",
              "8           6.0                     Maripá\n",
              "9           6.0                   Mercedes\n",
              "10          6.0            Nova Santa Rosa\n",
              "11          6.0        Ouro Verde do Oeste\n",
              "12          6.0                   Palotina\n",
              "13          6.0               Pato Bragado\n",
              "14          6.0              Quatro Pontes\n",
              "15          6.0               Santa Helena\n",
              "16          6.0     São José das Palmeiras\n",
              "17          6.0        São Pedro do Iguaçu\n",
              "18          6.0                 Terra Roxa\n",
              "19          6.0                     Toledo\n",
              "20          6.0                    Tupãssi\n",
              "21          6.0                      Anahy\n",
              "22          6.0     Boa Vista da Aparecida\n",
              "23          6.0                   Braganey\n",
              "24          6.0                 Cafelândia\n",
              "25          6.0               Campo Bonito\n",
              "26          6.0   Capitão Leônidas Marques\n",
              "27          6.0                   Cascavel\n",
              "28          6.0                 Catanduvas\n",
              "29          6.0                   Corbélia\n",
              "30          6.0            Diamante do Sul\n",
              "31          6.0                 Guaraniaçu\n",
              "32          6.0                      Ibema\n",
              "33          6.0                     Iguatu\n",
              "34          6.0                  Lindoeste\n",
              "35          6.0                Nova Aurora\n",
              "36          6.0                Santa Lúcia\n",
              "37          6.0      Santa Tereza do Oeste\n",
              "38          6.0      Três Barras do Paraná\n",
              "39          6.0                   Céu Azul\n",
              "40          6.0              Foz do Iguaçu\n",
              "41          6.0               Itaipulândia\n",
              "42          6.0                 Matelândia\n",
              "43          6.0                 Medianeira\n",
              "44          6.0                     Missal\n",
              "45          6.0                 Ramilândia\n",
              "46          6.0  Santa Terezinha de Itaipu\n",
              "47          6.0       São Miguel do Iguaçu\n",
              "48          6.0     Serranópolis do Iguaçu\n",
              "49          6.0         Vera Cruz do Oeste"
            ],
            "text/html": [
              "\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "        vertical-align: top;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Localização</th>\n",
              "      <th>Municípios</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Assis Chateaubriand</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Diamante d'Oeste</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Entre Rios do Oeste</td>\n",
              "    </tr>\n",
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              "      <th>3</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Formosa do Oeste</td>\n",
              "    </tr>\n",
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              "      <th>4</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Guaíra</td>\n",
              "    </tr>\n",
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              "      <th>5</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Iracema do Oeste</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Jesuítas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Marechal Cândido Rondon</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Maripá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Mercedes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Nova Santa Rosa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Ouro Verde do Oeste</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Palotina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Pato Bragado</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Quatro Pontes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Santa Helena</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>6.0</td>\n",
              "      <td>São José das Palmeiras</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>6.0</td>\n",
              "      <td>São Pedro do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Terra Roxa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Toledo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Tupãssi</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Anahy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Boa Vista da Aparecida</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Braganey</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Cafelândia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Campo Bonito</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Capitão Leônidas Marques</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Cascavel</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Catanduvas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Corbélia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Diamante do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Guaraniaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Ibema</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Iguatu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Lindoeste</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Nova Aurora</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Santa Lúcia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Santa Tereza do Oeste</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Três Barras do Paraná</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Céu Azul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Foz do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Itaipulândia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Matelândia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Medianeira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Missal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Ramilândia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Santa Terezinha de Itaipu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>6.0</td>\n",
              "      <td>São Miguel do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Serranópolis do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>6.0</td>\n",
              "      <td>Vera Cruz do Oeste</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
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              "\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-8abee4c3-5983-43d9-9d55-059dda6da652 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_427d9419-451d-4766-9ed1-04157b6854ae\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('oeste')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_427d9419-451d-4766-9ed1-04157b6854ae button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('oeste');\n",
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              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "oeste",
              "summary": "{\n  \"name\": \"oeste\",\n  \"rows\": 50,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 6.0,\n        \"max\": 6.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          6.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 50,\n        \"samples\": [\n          \"Pato Bragado\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Sudoeste\n"
      ],
      "metadata": {
        "id": "MQ7tp2dhRrwa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sudoeste = arquivo[7]\n",
        "sudoeste = sudoeste.fillna(7)\n",
        "sudoeste = sudoeste[['Localização', 'Municípios']]\n",
        "sudoeste"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TXxecovFRoiR",
        "outputId": "6f40fc2b-9107-444e-c4f1-4df9635384bc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização                  Municípios\n",
              "0           7.0                      Ampére\n",
              "1           7.0        Bela Vista da Caroba\n",
              "2           7.0                    Capanema\n",
              "3           7.0              Pérola d'Oeste\n",
              "4           7.0                    Planalto\n",
              "5           7.0                   Pranchita\n",
              "6           7.0                     Realeza\n",
              "7           7.0       Santa Izabel do Oeste\n",
              "8           7.0                    Barracão\n",
              "9           7.0     Boa Esperança do Iguaçu\n",
              "10          7.0            Bom Jesus do Sul\n",
              "11          7.0          Cruzeiro do Iguaçu\n",
              "12          7.0               Dois Vizinhos\n",
              "13          7.0               Enéas Marques\n",
              "14          7.0        Flor da Serra do Sul\n",
              "15          7.0           Francisco Beltrão\n",
              "16          7.0               Manfrinópolis\n",
              "17          7.0                  Marmeleiro\n",
              "18          7.0  Nova Esperança do Sudoeste\n",
              "19          7.0        Nova Prata do Iguaçu\n",
              "20          7.0         Pinhal de São Bento\n",
              "21          7.0                  Renascença\n",
              "22          7.0               Salgado Filho\n",
              "23          7.0             Salto do Lontra\n",
              "24          7.0   Santo Antônio do Sudoeste\n",
              "25          7.0           São Jorge d'Oeste\n",
              "26          7.0                        Verê\n",
              "27          7.0          Bom Sucesso do Sul\n",
              "28          7.0                 Chopinzinho\n",
              "29          7.0              Coronel Vivida\n",
              "30          7.0           Itapejara d'Oeste\n",
              "31          7.0                  Mariópolis\n",
              "32          7.0                 Pato Branco\n",
              "33          7.0                    São João\n",
              "34          7.0           Saudade do Iguaçu\n",
              "35          7.0                      Sulina\n",
              "36          7.0                    Vitorino"
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              "\n",
              "      .colab-df-generate:hover {\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "sudoeste",
              "summary": "{\n  \"name\": \"sudoeste\",\n  \"rows\": 37,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 7.0,\n        \"max\": 7.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          7.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"Marmeleiro\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Centro Sul"
      ],
      "metadata": {
        "id": "qXorAjgVR1C1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "centroSul = arquivo[8]\n",
        "centroSul = centroSul.fillna(8)\n",
        "centroSul = centroSul[['Localização', 'Municípios']]\n",
        "centroSul"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lKO7ouy6R2u2",
        "outputId": "8486649a-9079-40c1-91e2-2bdce6ccc0ce"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização                Municípios\n",
              "0           8.0  Boa Ventura de São Roque\n",
              "1           8.0                  Laranjal\n",
              "2           8.0                 Mato Rico\n",
              "3           8.0                  Palmital\n",
              "4           8.0                   Pitanga\n",
              "5           8.0      Santa Maria do Oeste\n",
              "6           8.0          Campina do Simão\n",
              "7           8.0                    Candói\n",
              "8           8.0                 Cantagalo\n",
              "9           8.0    Espigão Alto do Iguaçu\n",
              "10          8.0             Foz do Jordão\n",
              "11          8.0                   Goioxim\n",
              "12          8.0                Guarapuava\n",
              "13          8.0            Inácio Martins\n",
              "14          8.0        Laranjeiras do Sul\n",
              "15          8.0                 Marquinho\n",
              "16          8.0          Nova Laranjeiras\n",
              "17          8.0                    Pinhão\n",
              "18          8.0            Porto Barreiro\n",
              "19          8.0          Quedas do Iguaçu\n",
              "20          8.0         Reserva do Iguaçu\n",
              "21          8.0      Rio Bonito do Iguaçu\n",
              "22          8.0                     Turvo\n",
              "23          8.0                   Virmond\n",
              "24          8.0               Clevelândia\n",
              "25          8.0   Coronel Domingos Soares\n",
              "26          8.0             Honório Serpa\n",
              "27          8.0              Mangueirinha\n",
              "28          8.0                    Palmas"
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Localização</th>\n",
              "      <th>Municípios</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Boa Ventura de São Roque</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Laranjal</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Mato Rico</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Palmital</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Pitanga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Santa Maria do Oeste</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Campina do Simão</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Candói</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Cantagalo</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>8.0</td>\n",
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              "    </tr>\n",
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              "      <th>10</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Foz do Jordão</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Goioxim</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Guarapuava</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Inácio Martins</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Laranjeiras do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Marquinho</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Nova Laranjeiras</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Pinhão</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Porto Barreiro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Quedas do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Reserva do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Rio Bonito do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Turvo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Virmond</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Clevelândia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Coronel Domingos Soares</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Honório Serpa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Mangueirinha</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Palmas</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "          + ' to learn more about interactive tables.';\n",
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              "\n",
              "  @keyframes spin {\n",
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              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "\n",
              "  <div id=\"id_ee1eaf24-f0e8-4014-9b6b-79c3fd6e7b85\">\n",
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              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
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              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('centroSul')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_ee1eaf24-f0e8-4014-9b6b-79c3fd6e7b85 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('centroSul');\n",
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              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "centroSul",
              "summary": "{\n  \"name\": \"centroSul\",\n  \"rows\": 29,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 8.0,\n        \"max\": 8.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          8.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 29,\n        \"samples\": [\n          \"Mangueirinha\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Sudeste"
      ],
      "metadata": {
        "id": "NZQqELV1R8eT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sudeste = arquivo[9]\n",
        "sudeste = sudeste.fillna(9)\n",
        "sudeste = sudeste[['Localização', 'Municípios']]\n",
        "sudeste"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MOe5RQH1R_EJ",
        "outputId": "b086be2c-2964-4739-80c1-4f24f06d2335"
      },
      "execution_count": null,
      "outputs": [
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          "data": {
            "text/plain": [
              "    Localização           Municípios\n",
              "0           9.0   Fernandes Pinheiro\n",
              "1           9.0           Guamiranga\n",
              "2           9.0             Imbituva\n",
              "3           9.0             Ipiranga\n",
              "4           9.0                 Ivaí\n",
              "5           9.0        Prudentópolis\n",
              "6           9.0      Teixeira Soares\n",
              "7           9.0                Irati\n",
              "8           9.0               Mallet\n",
              "9           9.0             Rebouças\n",
              "10          9.0             Rio Azul\n",
              "11          9.0             Bituruna\n",
              "12          9.0         Cruz Machado\n",
              "13          9.0     General Carneiro\n",
              "14          9.0        Paula Freitas\n",
              "15          9.0        Paulo Frontin\n",
              "16          9.0        Porto Vitória\n",
              "17          9.0     União da Vitória\n",
              "18          9.0       Antônio Olinto\n",
              "19          9.0  São João do Triunfo\n",
              "20          9.0    São Mateus do Sul"
            ],
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              "      <th>3</th>\n",
              "      <td>9.0</td>\n",
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              "      <th>4</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Ivaí</td>\n",
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              "      <td>9.0</td>\n",
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              "      <th>6</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Teixeira Soares</td>\n",
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              "      <th>7</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Irati</td>\n",
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              "      <th>8</th>\n",
              "      <td>9.0</td>\n",
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              "      <td>9.0</td>\n",
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              "      <th>10</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Rio Azul</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Bituruna</td>\n",
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              "      <th>12</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Cruz Machado</td>\n",
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              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>9.0</td>\n",
              "      <td>General Carneiro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Paula Freitas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Paulo Frontin</td>\n",
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              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Porto Vitória</td>\n",
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              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>9.0</td>\n",
              "      <td>União da Vitória</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>9.0</td>\n",
              "      <td>Antônio Olinto</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>9.0</td>\n",
              "      <td>São João do Triunfo</td>\n",
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              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>9.0</td>\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "sudeste",
              "summary": "{\n  \"name\": \"sudeste\",\n  \"rows\": 21,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 9.0,\n        \"max\": 9.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          9.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 21,\n        \"samples\": [\n          \"Fernandes Pinheiro\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Região Metropolitana de Curitiba\n"
      ],
      "metadata": {
        "id": "lQ7DlfbiSH1f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ctba = arquivo[10]\n",
        "ctba = ctba.fillna(10)\n",
        "ctba = ctba[['Localização', 'Municípios']]\n",
        "ctba"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "K8dDRAUuSJ65",
        "outputId": "a533f966-c7a4-4e68-bcb1-04e9fbff7eef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização             Municípios\n",
              "0          10.0           Adrianópolis\n",
              "1          10.0             Cerro Azul\n",
              "2          10.0         Doutor Ulysses\n",
              "3          10.0                   Lapa\n",
              "4          10.0         Porto Amazonas\n",
              "5          10.0    Almirante Tamandaré\n",
              "6          10.0              Araucária\n",
              "7          10.0             Balsa Nova\n",
              "8          10.0        Bocaiúva do Sul\n",
              "9          10.0  Campina Grande do Sul\n",
              "10         10.0            Campo Largo\n",
              "11         10.0            Campo Magro\n",
              "12         10.0                Colombo\n",
              "13         10.0               Contenda\n",
              "14         10.0               Curitiba\n",
              "15         10.0     Fazenda Rio Grande\n",
              "16         10.0              Itaperuçu\n",
              "17         10.0            Mandirituba\n",
              "18         10.0                Pinhais\n",
              "19         10.0              Piraquara\n",
              "20         10.0          Quatro Barras\n",
              "21         10.0      Rio Branco do Sul\n",
              "22         10.0   São José dos Pinhais\n",
              "23         10.0        Tunas do Paraná\n",
              "24         10.0               Antonina\n",
              "25         10.0           Guaraqueçaba\n",
              "26         10.0              Guaratuba\n",
              "27         10.0               Matinhos\n",
              "28         10.0               Morretes\n",
              "29         10.0              Paranaguá\n",
              "30         10.0       Pontal do Paraná\n",
              "31         10.0          Agudos do Sul\n",
              "32         10.0       Campo do Tenente\n",
              "33         10.0                   Piên\n",
              "34         10.0            Quitandinha\n",
              "35         10.0              Rio Negro\n",
              "36         10.0         Tijucas do Sul"
            ],
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "ctba",
              "summary": "{\n  \"name\": \"ctba\",\n  \"rows\": 37,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 10.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          10.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"Mandirituba\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "municipios = pd.concat([noroeste, centro_oc, centro_or, centroSul, norte_central, norte_pioneiro, oeste, ctba, sudeste, sudoeste ])\n",
        "municipios"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "U0pSHn8lSgMI",
        "outputId": "fd297129-24b0-4917-9369-8ea6851ac219"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Localização         Municípios\n",
              "0           1.0        Alto Paraná\n",
              "1           1.0            Amaporã\n",
              "2           1.0    Cruzeiro do Sul\n",
              "3           1.0  Diamante do Norte\n",
              "4           1.0           Guairaçá\n",
              "..          ...                ...\n",
              "32          7.0        Pato Branco\n",
              "33          7.0           São João\n",
              "34          7.0  Saudade do Iguaçu\n",
              "35          7.0             Sulina\n",
              "36          7.0           Vitorino\n",
              "\n",
              "[399 rows x 2 columns]"
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              "      <td>Diamante do Norte</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>7.0</td>\n",
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              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>7.0</td>\n",
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              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>7.0</td>\n",
              "      <td>Saudade do Iguaçu</td>\n",
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              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>7.0</td>\n",
              "      <td>Sulina</td>\n",
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              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>7.0</td>\n",
              "      <td>Vitorino</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "municipios",
              "summary": "{\n  \"name\": \"municipios\",\n  \"rows\": 399,\n  \"fields\": [\n    {\n      \"column\": \"Localiza\\u00e7\\u00e3o\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.870034893239011,\n        \"min\": 1.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          9.0,\n          2.0,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Munic\\u00edpios\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 399,\n        \"samples\": [\n          \"Ivaipor\\u00e3\",\n          \"Mallet\",\n          \"Cafezal do Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
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    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "gfutSl1fUBCX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "municipios.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aD4o8L2HUFJE",
        "outputId": "c59215c9-8423-414d-ed6d-5539abf25179"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 399 entries, 0 to 36\n",
            "Data columns (total 2 columns):\n",
            " #   Column       Non-Null Count  Dtype  \n",
            "---  ------       --------------  -----  \n",
            " 0   Localização  399 non-null    float64\n",
            " 1   Municípios   399 non-null    object \n",
            "dtypes: float64(1), object(1)\n",
            "memory usage: 9.4+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Tratamento de Dados"
      ],
      "metadata": {
        "id": "f4y65w6-UmWw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "municipios['Localização'] = municipios['Localização'].astype(int)\n",
        "municipios.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MweQijWNUMir",
        "outputId": "72570cda-24d5-4dfb-858f-c33476e5a04c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 399 entries, 0 to 36\n",
            "Data columns (total 2 columns):\n",
            " #   Column       Non-Null Count  Dtype \n",
            "---  ------       --------------  ----- \n",
            " 0   Localização  399 non-null    int64 \n",
            " 1   Municípios   399 non-null    object\n",
            "dtypes: int64(1), object(1)\n",
            "memory usage: 9.4+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "regioes.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qgXEZubJUrNU",
        "outputId": "a60e1363-b85b-4154-b5b8-b06c72e24f97"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 10 entries, 0 to 34\n",
            "Data columns (total 2 columns):\n",
            " #   Column      Non-Null Count  Dtype \n",
            "---  ------      --------------  ----- \n",
            " 0   idRegiao    10 non-null     int64 \n",
            " 1   nomeRegiao  10 non-null     object\n",
            "dtypes: int64(1), object(1)\n",
            "memory usage: 240.0+ bytes\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "municipios.rename(columns={'Localização': 'fkRegiao', 'Municípios': 'nomeMunicip', 'index': 'idMunicip'}, inplace=True)\n",
        "municipios"
      ],
      "metadata": {
        "colab": {
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          "height": 423
        },
        "id": "VzQkzf4AUwyj",
        "outputId": "8dea1793-e665-42ee-c1cb-3112ea2bf674"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    fkRegiao        nomeMunicip\n",
              "0          1        Alto Paraná\n",
              "1          1            Amaporã\n",
              "2          1    Cruzeiro do Sul\n",
              "3          1  Diamante do Norte\n",
              "4          1           Guairaçá\n",
              "..       ...                ...\n",
              "32         7        Pato Branco\n",
              "33         7           São João\n",
              "34         7  Saudade do Iguaçu\n",
              "35         7             Sulina\n",
              "36         7           Vitorino\n",
              "\n",
              "[399 rows x 2 columns]"
            ],
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              "      <td>Alto Paraná</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Amaporã</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>Cruzeiro do Sul</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>Diamante do Norte</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>Guairaçá</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>7</td>\n",
              "      <td>Pato Branco</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>7</td>\n",
              "      <td>São João</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>7</td>\n",
              "      <td>Saudade do Iguaçu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>7</td>\n",
              "      <td>Sulina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>7</td>\n",
              "      <td>Vitorino</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>399 rows × 2 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
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              "      display:flex;\n",
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              "      background-color: #E8F0FE;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
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              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "        document.querySelector('#df-96f44732-ff72-4b6d-bd79-fdc36541d222 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-96f44732-ff72-4b6d-bd79-fdc36541d222');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "\n",
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              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
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              "      --disabled-bg-color: #3B4455;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
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              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-36c80662-59bd-4cb3-a91f-640edfdbbe66 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "  </script>\n",
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              "\n",
              "  <div id=\"id_0a5dcfe8-a5f4-4704-a21e-d4e051c5cc87\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('municipios')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_0a5dcfe8-a5f4-4704-a21e-d4e051c5cc87 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('municipios');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "municipios",
              "summary": "{\n  \"name\": \"municipios\",\n  \"rows\": 399,\n  \"fields\": [\n    {\n      \"column\": \"fkRegiao\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 10,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          9,\n          2,\n          4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nomeMunicip\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 399,\n        \"samples\": [\n          \"Ivaipor\\u00e3\",\n          \"Mallet\",\n          \"Cafezal do Sul\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "municipios.to_csv('Municipio.csv', index=True)"
      ],
      "metadata": {
        "id": "viQtkR4-V3HM"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}