S01.ipynb

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        "![](https://imgur.com/QnT31vZ.png)\n",
        "\n",
        "---\n",
        "\n",
        "# Sobre o desafio\n",
        "\n",
        "Neste desafio, suponhamos que tenhamos sido recrutados como cientistas de dados pela empresa de telecomunicações **Novexus**. Durante nossa reunião introdutória com os responsáveis da equipe de vendas da organização, foi destacada a significância da redução da **Taxa de Churn**, também conhecida como **Taxa de Evasão de Clientes**.\n",
        "\n",
        "## Problemática\n",
        "\n",
        "O setor de telecomunicações é amplamente saturado, predominantemente composto por serviços padronizados com poucas oportunidades para diferenciação. Isso resulta em uma indústria altamente competitiva, onde a [taxa de perda de clientes é excepcionalmente alta](https://www.sciencedirect.com/science/article/abs/pii/S004579061200167X). \n",
        "\n",
        "As implicações financeiras do Churn são amplamente reconhecidas - estima-se que adquirir [um novo cliente custa de 5 a 25 vezes mais do que manter um cliente existente](https://hbr.org/2014/10/the-value-of-keeping-the-right-customers). Isso envolve despesas adicionais com marketing, processos de integração, taxas de serviço, entre outros. Além disso, não há garantia de sucesso na aquisição de novos clientes. Em contrapartida, reduzir a taxa Churn é consideravelmente mais econômico.\n",
        "\n",
        "Outra consequência do Churn é o potencial impacto na imagem de marca da empresa. Além da perda de receita devido à saída de clientes, pode ocorrer dano à reputação da empresa devido a comentários negativos e avaliações desfavoráveis. Isso, sem dúvida, teria um impacto significativo nos resultados financeiros da empresa e em suas perspectivas de crescimento futuro.\n",
        "\n",
        "## Objetivo\n",
        "\n",
        "Os principais objetivos da nossa estratégia analítica voltada para a retenção de clientes, que combina a análise das variáveis relacionadas ao churn de clientes e a implementação de um modelo preditivo. Esses objetivos têm como objetivo direcionar nossa abordagem e medir o sucesso da iniciativa:\n",
        "\n",
        "1. **Compreensão Profunda das Variáveis do Churn de Clientes**: O primeiro objetivo é adquirir uma compreensão detalhada das variáveis e fatores que influenciam o churn de clientes na Novexus. Isso envolve a identificação de padrões, tendências e correlações nas informações disponíveis, permitindo-nos identificar os principais impulsionadores do churn.\n",
        "\n",
        "2. **Desenvolvimento de um Modelo Preditivo**: Um dos principais marcos é o desenvolvimento de um modelo que possa prever o churn de clientes.\n",
        "\n",
        "3. **Monitoramento e Aprendizado Contínuo**: Além dos objetivos imediatos, estabelecemos o objetivo de manter um processo de monitoramento constante e aprendizado contínuo. Isso envolve a avaliação contínua do desempenho do modelo preditivo e a adaptação às mudanças nas variáveis que afetam o churn de clientes."
      ]
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      "source": [
        "<div style=\"background-color: #171821; color: white; padding: 10px; text-align: center; font-size: 20px;\">\n",
        "    <h1>Informações gerais do Conjunto de dados</h1>\n",
        "</div>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d28213fb",
      "metadata": {
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      },
      "source": [
        "## Acesso aos dados, normalização e visualização rápida do cabeçalho"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "3e9941ac",
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        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>Churn</th>\n",
              "      <th>customer.gender</th>\n",
              "      <th>customer.SeniorCitizen</th>\n",
              "      <th>customer.Partner</th>\n",
              "      <th>customer.Dependents</th>\n",
              "      <th>customer.tenure</th>\n",
              "      <th>phone.PhoneService</th>\n",
              "      <th>phone.MultipleLines</th>\n",
              "      <th>internet.InternetService</th>\n",
              "      <th>...</th>\n",
              "      <th>internet.OnlineBackup</th>\n",
              "      <th>internet.DeviceProtection</th>\n",
              "      <th>internet.TechSupport</th>\n",
              "      <th>internet.StreamingTV</th>\n",
              "      <th>internet.StreamingMovies</th>\n",
              "      <th>account.Contract</th>\n",
              "      <th>account.PaperlessBilling</th>\n",
              "      <th>account.PaymentMethod</th>\n",
              "      <th>account.Charges.Monthly</th>\n",
              "      <th>account.Charges.Total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0002-ORFBO</td>\n",
              "      <td>No</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>9</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>65.6</td>\n",
              "      <td>593.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0003-MKNFE</td>\n",
              "      <td>No</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>9</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>59.9</td>\n",
              "      <td>542.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0004-TLHLJ</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>4</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>73.9</td>\n",
              "      <td>280.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0011-IGKFF</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Male</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>13</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>98.0</td>\n",
              "      <td>1237.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0013-EXCHZ</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Female</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>3</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>83.9</td>\n",
              "      <td>267.4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   customerID Churn customer.gender  customer.SeniorCitizen customer.Partner  \\\n",
              "0  0002-ORFBO    No          Female                       0              Yes   \n",
              "1  0003-MKNFE    No            Male                       0               No   \n",
              "2  0004-TLHLJ   Yes            Male                       0               No   \n",
              "3  0011-IGKFF   Yes            Male                       1              Yes   \n",
              "4  0013-EXCHZ   Yes          Female                       1              Yes   \n",
              "\n",
              "  customer.Dependents  customer.tenure phone.PhoneService phone.MultipleLines  \\\n",
              "0                 Yes                9                Yes                  No   \n",
              "1                  No                9                Yes                 Yes   \n",
              "2                  No                4                Yes                  No   \n",
              "3                  No               13                Yes                  No   \n",
              "4                  No                3                Yes                  No   \n",
              "\n",
              "  internet.InternetService  ... internet.OnlineBackup  \\\n",
              "0                      DSL  ...                   Yes   \n",
              "1                      DSL  ...                    No   \n",
              "2              Fiber optic  ...                    No   \n",
              "3              Fiber optic  ...                   Yes   \n",
              "4              Fiber optic  ...                    No   \n",
              "\n",
              "  internet.DeviceProtection internet.TechSupport internet.StreamingTV  \\\n",
              "0                        No                  Yes                  Yes   \n",
              "1                        No                   No                   No   \n",
              "2                       Yes                   No                   No   \n",
              "3                       Yes                   No                  Yes   \n",
              "4                        No                  Yes                  Yes   \n",
              "\n",
              "  internet.StreamingMovies account.Contract account.PaperlessBilling  \\\n",
              "0                       No         One year                      Yes   \n",
              "1                      Yes   Month-to-month                       No   \n",
              "2                       No   Month-to-month                      Yes   \n",
              "3                      Yes   Month-to-month                      Yes   \n",
              "4                       No   Month-to-month                      Yes   \n",
              "\n",
              "  account.PaymentMethod account.Charges.Monthly  account.Charges.Total  \n",
              "0          Mailed check                    65.6                  593.3  \n",
              "1          Mailed check                    59.9                  542.4  \n",
              "2      Electronic check                    73.9                 280.85  \n",
              "3      Electronic check                    98.0                1237.85  \n",
              "4          Mailed check                    83.9                  267.4  \n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "execution_count": 1,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import requests\n",
        "import json\n",
        "\n",
        "url = 'https://challenge-data-science-3ed.s3.amazonaws.com/Telco-Customer-Churn.json'\n",
        "dados = pd.json_normalize(requests.get(url).json())\n",
        "dados.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "bc286684",
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Temos 7267 instâncias com 21 colunas\n"
          ]
        }
      ],
      "source": [
        "print(f'Temos {dados.shape[0]} instâncias com {dados.shape[1]} colunas')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "0VWbpCzLJgak",
      "metadata": {
        "id": "0VWbpCzLJgak"
      },
      "outputs": [],
      "source": [
        "# Salvando os dados originais\n",
        "dados.to_csv('data/dados_novexus.csv', index = False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c54383d1",
      "metadata": {
        "heading_collapsed": true,
        "hidden": true,
        "id": "c54383d1"
      },
      "source": [
        "## Leitura do dicionário dos dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "eb9e5e92",
      "metadata": {
        "hidden": true,
        "id": "eb9e5e92"
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      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "#### Dicionário de dados\n",
            "\n",
            "* `customerID`: número de identificação único de cada cliente\n",
            "* `Churn`: se o cliente deixou ou não a empresa \n",
            "* `gender`: gênero (masculino e feminino) \n",
            "* `SeniorCitizen`: informação sobre um cliente ter ou não idade igual ou maior que 65 anos \n",
            "* `Partner`:  se o cliente possui ou não um parceiro ou parceira\n",
            "* `Dependents`: se o cliente possui ou não dependentes\n",
            "* `tenure`:  meses de contrato do cliente\n",
            "* `PhoneService`: assinatura de serviço telefônico \n",
            "* `MultipleLines`: assisnatura de mais de uma linha de telefone \n",
            "* `InternetService`: assinatura de um provedor internet \n",
            "* `OnlineSecurity`: assinatura adicional de segurança online \n",
            "* `OnlineBackup`: assinatura adicional de backup online \n",
            "* `DeviceProtection`: assinatura adicional de proteção no dispositivo \n",
            "* `TechSupport`: assinatura adicional de suporte técnico, menos tempo de espera\n",
            "* `StreamingTV`: assinatura de TV a cabo \n",
            "* `StreamingMovies`: assinatura de streaming de filmes \n",
            "* `Contract`: tipo de contrato\n",
            "* `PaperlessBilling`: se o cliente prefere receber online a fatura\n",
            "* `PaymentMethod`: forma de pagamento\n",
            "* `Charges.Monthly`: total de todos os serviços do cliente por mês\n",
            "* `Charges.Total`: total gasto pelo cliente\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "url_info = 'https://challenge-data-science-3ed.s3.amazonaws.com/dicionario.md'\n",
        "\n",
        "response = requests.get(url_info).content.decode('utf-8')\n",
        "nome_arquivo = 'dicionario_colunas.txt'\n",
        "path = os.path.join('data', nome_arquivo)\n",
        "\n",
        "with open(path, 'w', encoding='utf-8') as arquivo:\n",
        "  arquivo.write(response)\n",
        "\n",
        "print(response)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9cf0d02e",
      "metadata": {
        "heading_collapsed": true,
        "hidden": true,
        "id": "9cf0d02e"
      },
      "source": [
        "## Valores únicos e análise da tipagem dos dados"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "po2iU1S2N2pe",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "po2iU1S2N2pe",
        "outputId": "81668105-4ca4-455e-cd08-6be7cb791cbf"
      },
      "outputs": [
        {
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              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tipo</th>\n",
              "      <th>Valores Únicos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>customerID</th>\n",
              "      <td>object</td>\n",
              "      <td>[0002-ORFBO, 0003-MKNFE, 0004-TLHLJ, 0011-IGKF...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Churn</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, ]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>customer.gender</th>\n",
              "      <td>object</td>\n",
              "      <td>[Female, Male]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>customer.SeniorCitizen</th>\n",
              "      <td>int64</td>\n",
              "      <td>[0, 1]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>customer.Partner</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>customer.Dependents</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>customer.tenure</th>\n",
              "      <td>int64</td>\n",
              "      <td>[9, 4, 13, 3, 71, 63, 7, 65, 54, 72, 5, 56, 34...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>phone.PhoneService</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>phone.MultipleLines</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No phone service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.InternetService</th>\n",
              "      <td>object</td>\n",
              "      <td>[DSL, Fiber optic, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.OnlineSecurity</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.OnlineBackup</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.DeviceProtection</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.TechSupport</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.StreamingTV</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>internet.StreamingMovies</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>account.Contract</th>\n",
              "      <td>object</td>\n",
              "      <td>[One year, Month-to-month, Two year]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>account.PaperlessBilling</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>account.PaymentMethod</th>\n",
              "      <td>object</td>\n",
              "      <td>[Mailed check, Electronic check, Credit card (...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>account.Charges.Monthly</th>\n",
              "      <td>float64</td>\n",
              "      <td>[65.6, 59.9, 73.9, 98.0, 83.9, 69.4, 109.7, 84...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>account.Charges.Total</th>\n",
              "      <td>object</td>\n",
              "      <td>[593.3, 542.4, 280.85, 1237.85, 267.4, 571.45,...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                              Tipo  \\\n",
              "customerID                  object   \n",
              "Churn                       object   \n",
              "customer.gender             object   \n",
              "customer.SeniorCitizen       int64   \n",
              "customer.Partner            object   \n",
              "customer.Dependents         object   \n",
              "customer.tenure              int64   \n",
              "phone.PhoneService          object   \n",
              "phone.MultipleLines         object   \n",
              "internet.InternetService    object   \n",
              "internet.OnlineSecurity     object   \n",
              "internet.OnlineBackup       object   \n",
              "internet.DeviceProtection   object   \n",
              "internet.TechSupport        object   \n",
              "internet.StreamingTV        object   \n",
              "internet.StreamingMovies    object   \n",
              "account.Contract            object   \n",
              "account.PaperlessBilling    object   \n",
              "account.PaymentMethod       object   \n",
              "account.Charges.Monthly    float64   \n",
              "account.Charges.Total       object   \n",
              "\n",
              "                                                              Valores Únicos  \n",
              "customerID                 [0002-ORFBO, 0003-MKNFE, 0004-TLHLJ, 0011-IGKF...  \n",
              "Churn                                                            [No, Yes, ]  \n",
              "customer.gender                                               [Female, Male]  \n",
              "customer.SeniorCitizen                                                [0, 1]  \n",
              "customer.Partner                                                   [Yes, No]  \n",
              "customer.Dependents                                                [Yes, No]  \n",
              "customer.tenure            [9, 4, 13, 3, 71, 63, 7, 65, 54, 72, 5, 56, 34...  \n",
              "phone.PhoneService                                                 [Yes, No]  \n",
              "phone.MultipleLines                              [No, Yes, No phone service]  \n",
              "internet.InternetService                              [DSL, Fiber optic, No]  \n",
              "internet.OnlineSecurity                       [No, Yes, No internet service]  \n",
              "internet.OnlineBackup                         [Yes, No, No internet service]  \n",
              "internet.DeviceProtection                     [No, Yes, No internet service]  \n",
              "internet.TechSupport                          [Yes, No, No internet service]  \n",
              "internet.StreamingTV                          [Yes, No, No internet service]  \n",
              "internet.StreamingMovies                      [No, Yes, No internet service]  \n",
              "account.Contract                        [One year, Month-to-month, Two year]  \n",
              "account.PaperlessBilling                                           [Yes, No]  \n",
              "account.PaymentMethod      [Mailed check, Electronic check, Credit card (...  \n",
              "account.Charges.Monthly    [65.6, 59.9, 73.9, 98.0, 83.9, 69.4, 109.7, 84...  \n",
              "account.Charges.Total      [593.3, 542.4, 280.85, 1237.85, 267.4, 571.45,...  "
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import utils.justdoit as jdi\n",
        "jdi.info_dataframe(dados)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5c3e2c76",
      "metadata": {
        "hidden": true,
        "id": "5c3e2c76"
      },
      "source": [
        "Algumas observações:\n",
        "\n",
        "- A coluna `Churn` possui alguns valores em branco.\n",
        "- A coluna `Charges.Total` é sinalizada como tipo `object` (strings)."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "670c40fe",
      "metadata": {
        "hidden": true,
        "id": "670c40fe"
      },
      "source": [
        "Vamos analisar a coluna `Charges.Total`:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "50c62f9b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "hidden": true,
        "id": "50c62f9b",
        "outputId": "a98dc12d-d443-449d-f61b-6383df0be215"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['593.3', '542.4', '280.85', '1237.85', '267.4']\n"
          ]
        }
      ],
      "source": [
        "print(list(dados['account.Charges.Total'].head()))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "A4IUNtPzO1zg",
      "metadata": {
        "id": "A4IUNtPzO1zg"
      },
      "source": [
        "Observe que, embora os valores sejam números decimais (float), eles estão sendo apresentados como strings. Vamos converter para o tipo float:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "zyQUi6cNTkj5",
      "metadata": {
        "id": "zyQUi6cNTkj5"
      },
      "outputs": [],
      "source": [
        "tratamentos = jdi.Tratamentos(dados)\n",
        "tratamentos.string_to_float(colunas = 'account.Charges.Total')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "5844cde9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "hidden": true,
        "id": "5844cde9",
        "outputId": "3537ad41-f310-4cd3-d2af-1a83805f9f1a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "customerID                    0\n",
              "Churn                         0\n",
              "customer.gender               0\n",
              "customer.SeniorCitizen        0\n",
              "customer.Partner              0\n",
              "customer.Dependents           0\n",
              "customer.tenure               0\n",
              "phone.PhoneService            0\n",
              "phone.MultipleLines           0\n",
              "internet.InternetService      0\n",
              "internet.OnlineSecurity       0\n",
              "internet.OnlineBackup         0\n",
              "internet.DeviceProtection     0\n",
              "internet.TechSupport          0\n",
              "internet.StreamingTV          0\n",
              "internet.StreamingMovies      0\n",
              "account.Contract              0\n",
              "account.PaperlessBilling      0\n",
              "account.PaymentMethod         0\n",
              "account.Charges.Monthly       0\n",
              "account.Charges.Total        11\n",
              "dtype: int64"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dados.isna().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7e522fd9",
      "metadata": {
        "id": "7e522fd9"
      },
      "source": [
        "Quando convertemos a coluna `account.Charges.Total` de tipo 'object' para 'float64', observamos a presença de valores ausentes no conjunto de dados."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "007e0bfa",
      "metadata": {
        "heading_collapsed": true,
        "id": "007e0bfa"
      },
      "source": [
        "<div style=\"background-color: #171821; color: white; padding: 10px; text-align: center; font-size: 20px;\">\n",
        "    <h1> Tratamento inicial das incosistências nos dados </h1>\n",
        "</div>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3d118bad",
      "metadata": {
        "hidden": true,
        "id": "3d118bad"
      },
      "source": [
        "Resolvendo o problema dos dados em branco para a coluna `Churn`: excluindo essas instâncias!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "ZOJTQFgtWhV8",
      "metadata": {
        "id": "ZOJTQFgtWhV8"
      },
      "outputs": [],
      "source": [
        "dados = tratamentos.remove_ausentes(colunas = 'Churn', string = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0b2ef890",
      "metadata": {},
      "source": [
        "Vamos agora olhar o caso da coluna `account.Charges.Total`:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "ea15baad",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customer.tenure</th>\n",
              "      <th>account.Charges.Monthly</th>\n",
              "      <th>account.Charges.Total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>945</th>\n",
              "      <td>0</td>\n",
              "      <td>56.05</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1731</th>\n",
              "      <td>0</td>\n",
              "      <td>20.00</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1906</th>\n",
              "      <td>0</td>\n",
              "      <td>61.90</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2025</th>\n",
              "      <td>0</td>\n",
              "      <td>19.70</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2176</th>\n",
              "      <td>0</td>\n",
              "      <td>20.25</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2250</th>\n",
              "      <td>0</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2855</th>\n",
              "      <td>0</td>\n",
              "      <td>73.35</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3052</th>\n",
              "      <td>0</td>\n",
              "      <td>25.75</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3118</th>\n",
              "      <td>0</td>\n",
              "      <td>52.55</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4054</th>\n",
              "      <td>0</td>\n",
              "      <td>80.85</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5433</th>\n",
              "      <td>0</td>\n",
              "      <td>19.85</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      customer.tenure  account.Charges.Monthly  account.Charges.Total\n",
              "945                 0                    56.05                    NaN\n",
              "1731                0                    20.00                    NaN\n",
              "1906                0                    61.90                    NaN\n",
              "2025                0                    19.70                    NaN\n",
              "2176                0                    20.25                    NaN\n",
              "2250                0                    25.35                    NaN\n",
              "2855                0                    73.35                    NaN\n",
              "3052                0                    25.75                    NaN\n",
              "3118                0                    52.55                    NaN\n",
              "4054                0                    80.85                    NaN\n",
              "5433                0                    19.85                    NaN"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dados[['customer.tenure', \n",
        "       'account.Charges.Monthly', 'account.Charges.Total']].loc[dados['account.Charges.Total'].isna()]"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "385e0809",
      "metadata": {},
      "source": [
        "Perceba que a coluna `tenure` indica a duração do contrato em meses para os clientes. Nesse caso, esses clientes são recém-chegados à empresa Novexus, o que sugere que a coluna `account.Charges.Total` possivelmente não contenha valores devido ao fato de que o mês ainda não foi concluído. Portanto, o valor total deve corresponder aos valores presentes na coluna `account.Charges.Monthly`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "c31d9bda",
      "metadata": {},
      "outputs": [],
      "source": [
        "dados.loc[dados['account.Charges.Total'].isna(), \n",
        "          'account.Charges.Total'] = dados['account.Charges.Monthly']"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fced5faa",
      "metadata": {},
      "source": [
        "Além disso, vamos excluir a coluna `customerID`, pois é simplesmente uma coluna de identificador:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "cfab151c",
      "metadata": {},
      "outputs": [],
      "source": [
        "dados = tratamentos.remove_colunas('customerID')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "99d49c84",
      "metadata": {
        "id": "99d49c84"
      },
      "source": [
        "<div style=\"background-color: #171821; color: white; padding: 10px; text-align: center; font-size: 20px;\">\n",
        "    <h1> Exploratory Data Analysis </h1>\n",
        "</div>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "86f58e7e",
      "metadata": {
        "heading_collapsed": true,
        "hidden": true,
        "id": "86f58e7e"
      },
      "source": [
        "## Paleta de cores"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4b66e07c",
      "metadata": {
        "id": "4b66e07c"
      },
      "source": [
        "![](https://imgur.com/flj5sG5.png)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "9cda8eda",
      "metadata": {
        "hidden": true,
        "id": "9cda8eda"
      },
      "outputs": [],
      "source": [
        "# palette = 'novexus'\n",
        "paleta = ['#171821', '#872b95', '#ff7131', '#fe3d67']"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "20a6c2ff",
      "metadata": {
        "id": "20a6c2ff"
      },
      "source": [
        "## Visualização da variável target (Churn)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "3b6nsyCJZe1N",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "3b6nsyCJZe1N",
        "outputId": "660bd3d7-067a-40fd-fb0f-b799d0a792ca"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import utils.justplotit as jpi\n",
        "jpi.frequencia_churn(dados)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c9a9c93b",
      "metadata": {
        "id": "c9a9c93b"
      },
      "source": [
        "Os dados estão desequilibrados, com uma grande maioria de clientes (cerca de 73.46%) que não cancelaram o serviço, enquanto apenas 26.54% cancelaram. Isso significa que qualquer previsão feita com esses dados provavelmente favorecerá os clientes que não cancelaram o serviço."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "569fcce6",
      "metadata": {
        "id": "569fcce6"
      },
      "source": [
        "## Features categóricas versus Churn"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7d69102a",
      "metadata": {
        "id": "7d69102a"
      },
      "source": [
        "### Grupo 1: Features com informações sobre os clientes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "39121ac6",
      "metadata": {
        "id": "39121ac6"
      },
      "outputs": [],
      "source": [
        "grupo_1 = dados.filter(like='customer').columns.tolist()[:-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "798e3d47",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 910
        },
        "id": "798e3d47",
        "outputId": "1d64b209-3b2f-4382-c708-961cfbe673ee"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x800 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jpi.countplots(dados, 'Churn', grupo_1, paleta)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "cee56f1f",
      "metadata": {
        "id": "cee56f1f"
      },
      "source": [
        "A taxa de cancelamento de clientes é praticamente igual tanto para homens quanto para mulheres. Além disso, o número de clientes idosos é relativamente baixo. Os clientes que vivem com um parceiro têm menos probabilidade de cancelar em comparação com aqueles que não têm parceiros. Da mesma forma, as taxas de cancelamento são mais altas entre os clientes que não têm dependentes."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "770f9161",
      "metadata": {
        "id": "770f9161"
      },
      "source": [
        "### Grupo 2: Features com serviços telefônicos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "8bfa131f",
      "metadata": {
        "id": "8bfa131f"
      },
      "outputs": [],
      "source": [
        "grupo_2 = dados.filter(like='phone').columns.tolist()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "385efce8",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 571
        },
        "id": "385efce8",
        "outputId": "b9704bd0-7f64-48be-caf7-37fee8bc5200"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jpi.countplots(dados, 'Churn', grupo_2, paleta, figsize=(12, 5))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b7b93314",
      "metadata": {
        "id": "b7b93314"
      },
      "source": [
        "Para o PhoneService, mesmo que alguns clientes não tenham serviço telefônico, mais deles foram mantidos em comparação com o número de clientes que decidiram interromper o serviço. Em relação às MultipleLines (Múltiplas Linhas), a taxa de cancelamento permanece a mesma, quer os clientes tenham ou não várias linhas."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "1ee556c4",
      "metadata": {
        "id": "1ee556c4"
      },
      "source": [
        "### Grupo 3: Features com serviços de internet"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "ec861a22",
      "metadata": {
        "id": "ec861a22"
      },
      "outputs": [],
      "source": [
        "grupo_3 = dados.filter(like='internet').columns.tolist()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "c8ef339f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "c8ef339f",
        "outputId": "499bb453-33ce-49f7-ea25-277b9bf4b0c1"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1100x1200 with 7 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jpi.countplots(dados, 'Churn', grupo_3, paleta, figsize=(11, 12))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a22c5e50",
      "metadata": {
        "id": "a22c5e50"
      },
      "source": [
        "Muitos clientes mostraram hesitação em adotar cabos de fibra ótica como meio de fornecer serviços de Internet. Pelo contrário, de acordo com o primeiro gráfico, os clientes têm preferência por utilizar DSL para acessar a Internet. \n",
        "\n",
        "As categorias de Streaming de TV e Streaming de Filmes apresentam gráficos praticamente idênticos. Independentemente de estarem inscritos em Streaming de TV ou Streaming de Filmes, alguns clientes optaram por cancelar o serviço. Parece que o conteúdo de streaming não foi o único fator responsável por essa decisão.\n",
        "\n",
        "No que diz respeito à satisfação dos clientes, fica evidente, a partir dos gráficos, que serviços como OnlineSecurity, OnlineBackup, DeviceProtection e TechSupport desempenham um papel fundamental. Um considerável quantidade de clientes que não possuiam essses serviços optaram deixar a empresa Novexus."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "79adde05",
      "metadata": {
        "id": "79adde05"
      },
      "source": [
        "### Grupo 4: Features com assuntos financeiros dos clientes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "9387646a",
      "metadata": {
        "id": "9387646a"
      },
      "outputs": [],
      "source": [
        "grupo_4 = dados.filter(like='account').columns.tolist()[:-2]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "id": "b23e92e0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 741
        },
        "id": "b23e92e0",
        "outputId": "87399ae7-ae11-408f-a2a4-c7d0b7a76963"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1300x600 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "jpi.countplots(dados, 'Churn', grupo_4, paleta, figsize=(13, 6))\n",
        "plt.xticks(rotation=20)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d21481bb",
      "metadata": {
        "id": "d21481bb"
      },
      "source": [
        "A alta taxa de rotatividade de clientes em contratos mensais pode ser atribuída a várias razões. Uma delas é a possibilidade de os clientes estarem experimentando diferentes serviços disponíveis, optando pelo contrato de um mês como uma forma de economizar dinheiro enquanto testam. Além disso, a inconsistência na qualidade dos serviços de Internet, streaming e telefone pode ser outro fator contribuinte. Como as prioridades dos clientes variam, se um desses serviços não atender às expectativas, muitas vezes resulta no cancelamento de todos os serviços. No entanto, são necessárias mais informações sobre as políticas das empresas de telecomunicações para quaisquer conclusões significativas.\n",
        "\n",
        "É interessante observar que existe uma incidência de clientes que deixam a empresa por preferirem a fatura online em comparação com aqueles que não a preferem. Isso pode estar relacionado a problemas de pagamento ou recebimento que os clientes enfrentam. É evidente que os clientes não estão satisfeitos com o método de pagamento por cheque eletrônico, por exemplo. Portanto, a empresa claramente precisa reconsiderar o uso do cheque eletrônico como forma de pagamento, optando por simplificá-lo e torná-lo mais amigável para os clientes ou mesmo considerar a sua eliminação."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "331af070",
      "metadata": {
        "id": "331af070"
      },
      "source": [
        "## Features numércias"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "c094c0e0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "c094c0e0",
        "outputId": "53eb65ee-fd0e-4672-ad4a-ac7ccf42aee5"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customer.tenure</th>\n",
              "      <th>account.Charges.Monthly</th>\n",
              "      <th>account.Charges.Total</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9</td>\n",
              "      <td>65.6</td>\n",
              "      <td>593.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>9</td>\n",
              "      <td>59.9</td>\n",
              "      <td>542.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4</td>\n",
              "      <td>73.9</td>\n",
              "      <td>280.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>13</td>\n",
              "      <td>98.0</td>\n",
              "      <td>1237.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3</td>\n",
              "      <td>83.9</td>\n",
              "      <td>267.40</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   customer.tenure  account.Charges.Monthly  account.Charges.Total\n",
              "0                9                     65.6                 593.30\n",
              "1                9                     59.9                 542.40\n",
              "2                4                     73.9                 280.85\n",
              "3               13                     98.0                1237.85\n",
              "4                3                     83.9                 267.40"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "features_num = dados.select_dtypes(exclude=['object']).iloc[:, 1:]  # Excluindo o SeniorCitizen\n",
        "features_num.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "id": "NQDcUyP1cHVF",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 489
        },
        "id": "NQDcUyP1cHVF",
        "outputId": "34298a6e-bc9f-465b-9972-32c7773321ec"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1300x500 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jpi.histogramas(dados, features_num, paleta)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "903c1e15",
      "metadata": {
        "id": "903c1e15"
      },
      "source": [
        "Tenure e Charges Monthly possuem uma distribuição bimodal, apresentando picos notáveis em 0 e 70 para a Tenure e 20 e 80 para as Charges Monthly. Por outro lado, TotalCharges demonstra uma distribuição assimétrica positiva (caldas longas).\n",
        "\n",
        "Observe que é evidente que os clientes com poucos meses de experiência na empresa têm maior probabilidade de sair em comparação àqueles que têm uma longa história de fidelidade. Além disso, os gastos mensais são consideravelmente menores para os clientes que permaneceram na empresa em comparação àqueles que a deixaram."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "631ec788",
      "metadata": {
        "hidden": true,
        "id": "631ec788"
      },
      "source": [
        "### Boxplot para as variáveis numéricas com Churn"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "1RUmkB6Wc2hj",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 655
        },
        "id": "1RUmkB6Wc2hj",
        "outputId": "d91ddb42-40bd-413a-b670-156f2dbabff3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1300x700 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "jpi.boxplots(dados, features_num, paleta)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0612d31f",
      "metadata": {
        "hidden": true,
        "id": "0612d31f"
      },
      "source": [
        "Os clientes que optam por continuar têm, em média, contratos mais longos em comparação com aqueles que decidem cancelar. De forma surpreendente, os clientes que cancelaram seus contratos apresentam, em média, gastos mensais mais elevados do que os que permaneceram. Isso merece atenção, pois sugere a possibilidade de que clientes com despesas mais substanciais possam ser mais propensos a cancelar (talvez devido a variações nos tipos de serviços utilizados, como mencionado anteriormente). Além disso, é interessante observar que os clientes que cancelaram têm uma média de gastos totais mais baixa do que os que continuaram. Isso indica que, embora gastem mais em base mensal, essa tendência não se mantém a longo prazo, o que levanta a hipótese de que clientes com despesas mais elevadas não necessariamente representam maior valor a longo prazo para a empresa."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "87b71f47",
      "metadata": {
        "id": "87b71f47"
      },
      "source": [
        "<div style=\"background-color: #171821; color: white; padding: 10px; text-align: center; font-size: 20px;\">\n",
        "    <h1> Análise da correlação das variáveis + Extra</h1>\n",
        "</div>\n",
        "\n",
        "A utilização da correlação pode aprimorar a acurácia do modelo ao eliminar variáveis preditoras sem relevância. Quando uma variável não demonstra uma correlação significativa com a variável-alvo, é provável que possua pouco poder informativo, não contribuindo de maneira substancial para o modelo e, em certos cenários, podendo até induzir overfitting."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8mOVWPimFhpv",
      "metadata": {
        "id": "8mOVWPimFhpv"
      },
      "source": [
        "## Correlação entre as features"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "9b524d51",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from psynlig import plot_correlation_heatmap\n",
        "\n",
        "dados_numericos = dados.select_dtypes(include=['number'])\n",
        "\n",
        "kwargs = {\n",
        "    'heatmap': {\n",
        "        'vmin': -1,\n",
        "        'vmax': 1,\n",
        "        'cmap': 'magma',\n",
        "    },\n",
        "    'figure': {\n",
        "        'figsize': (10, 8),\n",
        "    },\n",
        "}\n",
        "\n",
        "plot_correlation_heatmap(dados_numericos, bubble=True, annotate=True, **kwargs);"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "932d4600",
      "metadata": {},
      "source": [
        "Observe que a coluna `customer.tenure` tem uma correlação muito forte com `account.Charges.Total`. Esse alto coeficiente de correlação pode ser uma indicação de multicolinearidade, impactando negativamente a precisão do nosso modelo futuro, podemos pensar em descartar essa coluna."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a16ad9ee",
      "metadata": {},
      "source": [
        "Além disso, vamos renomear as colunas para que possa ser mais fácil para trabalharmos na próxima etapa e salvar nossos dados:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "eaf2fcd0",
      "metadata": {},
      "outputs": [],
      "source": [
        "dados.rename(columns=lambda x: jdi.renomear_coluna(x), inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "c3799c6a",
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tipo</th>\n",
              "      <th>Valores Únicos</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Churn</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gender</th>\n",
              "      <td>object</td>\n",
              "      <td>[Female, Male]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Seniorcitizen</th>\n",
              "      <td>int64</td>\n",
              "      <td>[0, 1]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Partner</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dependents</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Tenure</th>\n",
              "      <td>int64</td>\n",
              "      <td>[9, 4, 13, 3, 71, 63, 7, 65, 54, 72, 5, 56, 34...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Phoneservice</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Multiplelines</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No phone service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Internetservice</th>\n",
              "      <td>object</td>\n",
              "      <td>[DSL, Fiber optic, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Onlinesecurity</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Onlinebackup</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deviceprotection</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Techsupport</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Streamingtv</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Streamingmovies</th>\n",
              "      <td>object</td>\n",
              "      <td>[No, Yes, No internet service]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Contract</th>\n",
              "      <td>object</td>\n",
              "      <td>[One year, Month-to-month, Two year]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Paperlessbilling</th>\n",
              "      <td>object</td>\n",
              "      <td>[Yes, No]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Paymentmethod</th>\n",
              "      <td>object</td>\n",
              "      <td>[Mailed check, Electronic check, Credit card (...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charges_monthly</th>\n",
              "      <td>float64</td>\n",
              "      <td>[65.6, 59.9, 73.9, 98.0, 83.9, 69.4, 109.7, 84...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charges_total</th>\n",
              "      <td>float64</td>\n",
              "      <td>[593.3, 542.4, 280.85, 1237.85, 267.4, 571.45,...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     Tipo                                     Valores Únicos\n",
              "Churn              object                                          [No, Yes]\n",
              "Gender             object                                     [Female, Male]\n",
              "Seniorcitizen       int64                                             [0, 1]\n",
              "Partner            object                                          [Yes, No]\n",
              "Dependents         object                                          [Yes, No]\n",
              "Tenure              int64  [9, 4, 13, 3, 71, 63, 7, 65, 54, 72, 5, 56, 34...\n",
              "Phoneservice       object                                          [Yes, No]\n",
              "Multiplelines      object                        [No, Yes, No phone service]\n",
              "Internetservice    object                             [DSL, Fiber optic, No]\n",
              "Onlinesecurity     object                     [No, Yes, No internet service]\n",
              "Onlinebackup       object                     [Yes, No, No internet service]\n",
              "Deviceprotection   object                     [No, Yes, No internet service]\n",
              "Techsupport        object                     [Yes, No, No internet service]\n",
              "Streamingtv        object                     [Yes, No, No internet service]\n",
              "Streamingmovies    object                     [No, Yes, No internet service]\n",
              "Contract           object               [One year, Month-to-month, Two year]\n",
              "Paperlessbilling   object                                          [Yes, No]\n",
              "Paymentmethod      object  [Mailed check, Electronic check, Credit card (...\n",
              "Charges_monthly   float64  [65.6, 59.9, 73.9, 98.0, 83.9, 69.4, 109.7, 84...\n",
              "Charges_total     float64  [593.3, 542.4, 280.85, 1237.85, 267.4, 571.45,..."
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "jdi.info_dataframe(dados)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "cb5b8afe",
      "metadata": {},
      "outputs": [],
      "source": [
        "# Salvando os dados com os tratamentos iniciais\n",
        "dados.to_csv('data/dados_tratados.csv', index = False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "TsjpWlXAFgiG",
      "metadata": {
        "id": "TsjpWlXAFgiG"
      },
      "source": [
        "Pronto, nosso dados estão analisados o suficientes, podemos prosseguir para o próximo passo!"
      ]
    }
  ],
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