Análise dos Dados.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPvq5X0vdo74Jd0XtKOlzBp"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## Importar a Base de Dados"],"metadata":{"id":"4iZlx9myx5c5"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"qXHtJrZVvzyi","executionInfo":{"status":"ok","timestamp":1707766168832,"user_tz":180,"elapsed":1265,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}}},"outputs":[],"source":["# Importa o pandas com o apelido pd\n","import pandas as pd\n","\n","# Importa o arquivo\n","df_clientes = pd.read_csv('/content/drive/MyDrive/Colab Notebooks/Analise de Dados/Análise de empresa de Telecomunicação/telecom_users.csv', sep=',')"]},{"cell_type":"markdown","source":["## Visualizar a Base de Dados"],"metadata":{"id":"zCV4ihyZy_Tl"}},{"cell_type":"code","source":["# Exibe o DataFrame\n","df_clientes.head(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":603},"id":"A27oNYcqzJJB","executionInfo":{"status":"ok","timestamp":1707766256193,"user_tz":180,"elapsed":5,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"d1583e7d-120d-4ec7-f29f-ee9967fffe59"},"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   Unnamed: 0   IDCliente     Genero  Aposentado Casado Dependentes  \\\n","0        1869  7010-BRBUU  Masculino           0    Sim         Sim   \n","1        4528  9688-YGXVR   Feminino           0    Nao         Nao   \n","2        6344  9286-DOJGF   Feminino           1    Sim         Nao   \n","3        6739  6994-KERXL  Masculino           0    Nao         Nao   \n","4         432  2181-UAESM  Masculino           0    Nao         Nao   \n","5        2215  4312-GVYNH   Feminino           0    Sim         Nao   \n","6        5260  2495-KZNFB   Feminino           0    Nao         Nao   \n","7        6001  4367-NHWMM   Feminino           0    Nao         Nao   \n","8        1480  8898-KASCD  Masculino           0    Nao         Nao   \n","9        5137  8016-NCFVO  Masculino           1    Nao         Nao   \n","\n","   MesesComoCliente ServicoTelefone MultiplasLinhas ServicoInternet  ...  \\\n","0                72             Sim             Sim             Nao  ...   \n","1                44             Sim             Nao           Fibra  ...   \n","2                38             Sim             Sim           Fibra  ...   \n","3                 4             Sim             Nao             DSL  ...   \n","4                 2             Sim             Nao             DSL  ...   \n","5                70             Nao     SemTelefone             DSL  ...   \n","6                33             Sim             Sim           Fibra  ...   \n","7                 1             Nao     SemTelefone             DSL  ...   \n","8                39             Nao     SemTelefone             DSL  ...   \n","9                55             Sim             Sim           Fibra  ...   \n","\n","  ServicoSuporteTecnico ServicoStreamingTV ServicoFilmes TipoContrato  \\\n","0           SemInternet        SemInternet   SemInternet       2 anos   \n","1                   Nao                Sim           Nao       Mensal   \n","2                   Nao                Nao           Nao       Mensal   \n","3                   Nao                Nao           Sim       Mensal   \n","4                   Nao                Nao           Nao       Mensal   \n","5                   Sim                Nao           Sim       2 anos   \n","6                   Nao                Nao           Sim       Mensal   \n","7                   Nao                Nao           Nao       Mensal   \n","8                   Sim                Nao           Nao        Anual   \n","9                   Sim                Sim           Sim       Mensal   \n","\n","  FaturaDigital    FormaPagamento ValorMensal TotalGasto Churn  Codigo  \n","0           Nao     CartaoCredito       24.10    1734.65   Nao     NaN  \n","1           Sim     CartaoCredito       88.15     3973.2   Nao     NaN  \n","2           Sim  DebitoAutomatico       74.95    2869.85   Sim     NaN  \n","3           Sim  BoletoEletronico       55.90      238.5   Nao     NaN  \n","4           Nao  BoletoEletronico       53.45      119.5   Nao     NaN  \n","5           Sim  DebitoAutomatico       49.85     3370.2   Nao     NaN  \n","6           Sim  BoletoEletronico       90.65     2989.6   Nao     NaN  \n","7           Sim    BoletoImpresso       24.90       24.9   Nao     NaN  \n","8           Nao    BoletoImpresso       35.55    1309.15   Nao     NaN  \n","9           Sim  BoletoEletronico      116.50    6382.55   Nao     NaN  \n","\n","[10 rows x 23 columns]"],"text/html":["\n","  <div id=\"df-c563896f-3986-4224-941b-f575c6f9b649\" 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","    }\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>Unnamed: 0</th>\n","      <th>IDCliente</th>\n","      <th>Genero</th>\n","      <th>Aposentado</th>\n","      <th>Casado</th>\n","      <th>Dependentes</th>\n","      <th>MesesComoCliente</th>\n","      <th>ServicoTelefone</th>\n","      <th>MultiplasLinhas</th>\n","      <th>ServicoInternet</th>\n","      <th>...</th>\n","      <th>ServicoSuporteTecnico</th>\n","      <th>ServicoStreamingTV</th>\n","      <th>ServicoFilmes</th>\n","      <th>TipoContrato</th>\n","      <th>FaturaDigital</th>\n","      <th>FormaPagamento</th>\n","      <th>ValorMensal</th>\n","      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<td>...</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>CartaoCredito</td>\n","      <td>88.15</td>\n","      <td>3973.2</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>6344</td>\n","      <td>9286-DOJGF</td>\n","      <td>Feminino</td>\n","      <td>1</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>38</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>DebitoAutomatico</td>\n","      <td>74.95</td>\n","      <td>2869.85</td>\n","      <td>Sim</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>6739</td>\n","      <td>6994-KERXL</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>4</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>55.90</td>\n","      <td>238.5</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>432</td>\n","      <td>2181-UAESM</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>2</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Nao</td>\n","      <td>BoletoEletronico</td>\n","      <td>53.45</td>\n","      <td>119.5</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>2215</td>\n","      <td>4312-GVYNH</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>70</td>\n","      <td>Nao</td>\n","      <td>SemTelefone</td>\n","      <td>DSL</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>2 anos</td>\n","      <td>Sim</td>\n","      <td>DebitoAutomatico</td>\n","      <td>49.85</td>\n","      <td>3370.2</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>5260</td>\n","      <td>2495-KZNFB</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>33</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>90.65</td>\n","      <td>2989.6</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>6001</td>\n","      <td>4367-NHWMM</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>1</td>\n","      <td>Nao</td>\n","      <td>SemTelefone</td>\n","      <td>DSL</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoImpresso</td>\n","      <td>24.90</td>\n","      <td>24.9</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1480</td>\n","      <td>8898-KASCD</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>39</td>\n","      <td>Nao</td>\n","      <td>SemTelefone</td>\n","      <td>DSL</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Anual</td>\n","      <td>Nao</td>\n","      <td>BoletoImpresso</td>\n","      <td>35.55</td>\n","      <td>1309.15</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>5137</td>\n","      <td>8016-NCFVO</td>\n","      <td>Masculino</td>\n","      <td>1</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>55</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>116.50</td>\n","      <td>6382.55</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>10 rows × 23 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div 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object \n"," 2   Genero                  5986 non-null   object \n"," 3   Aposentado              5986 non-null   int64  \n"," 4   Casado                  5986 non-null   object \n"," 5   Dependentes             5985 non-null   object \n"," 6   MesesComoCliente        5986 non-null   int64  \n"," 7   ServicoTelefone         5986 non-null   object \n"," 8   MultiplasLinhas         5986 non-null   object \n"," 9   ServicoInternet         5986 non-null   object \n"," 10  ServicoSegurancaOnline  5986 non-null   object \n"," 11  ServicoBackupOnline     5986 non-null   object \n"," 12  ProtecaoEquipamento     5986 non-null   object \n"," 13  ServicoSuporteTecnico   5986 non-null   object \n"," 14  ServicoStreamingTV      5986 non-null   object \n"," 15  ServicoFilmes           5986 non-null   object \n"," 16  TipoContrato            5986 non-null   object \n"," 17  FaturaDigital           5986 non-null   object \n"," 18  FormaPagamento          5986 non-null   object \n"," 19  ValorMensal             5986 non-null   float64\n"," 20  TotalGasto              5986 non-null   object \n"," 21  Churn                   5985 non-null   object \n"," 22  Codigo                  0 non-null      float64\n","dtypes: float64(2), int64(3), object(18)\n","memory usage: 1.1+ MB\n"]}]},{"cell_type":"markdown","source":["## Identificar Dados Problemáticos"],"metadata":{"id":"so3gIBMMzwV5"}},{"cell_type":"markdown","source":["\n","\n","*   A primeira coluna contém dados que não nos interessam\n","*   A última coluna é de valores vazios\n","*   A coluna de total gasto contém valores numéricos formatados como textos\n","*   As colunas Dependentes e Churn contém cada uma um valor vazio"],"metadata":{"id":"CpDA1_sc0AUs"}},{"cell_type":"markdown","source":["## Tratar os Dados"],"metadata":{"id":"y_1cEtxt0z2o"}},{"cell_type":"markdown","source":["#### Remover Colunas Irrelevantes"],"metadata":{"id":"JMTULSqf05aU"}},{"cell_type":"code","source":["# Remove a coluna Unnamed: 0\n","df_clientes.drop('Unnamed: 0', axis='columns', inplace=True)\n","\n","# Exibe o dataframe\n","display(df_clientes)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"nUyDQZrazgFl","executionInfo":{"status":"ok","timestamp":1707766845190,"user_tz":180,"elapsed":627,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"46bf9f82-518a-464d-c294-9c00fb58a511"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["       IDCliente     Genero  Aposentado Casado Dependentes  MesesComoCliente  \\\n","0     7010-BRBUU  Masculino           0    Sim         Sim                72   \n","1     9688-YGXVR   Feminino           0    Nao         Nao                44   \n","2     9286-DOJGF   Feminino           1    Sim         Nao                38   \n","3     6994-KERXL  Masculino           0    Nao         Nao                 4   \n","4     2181-UAESM  Masculino           0    Nao         Nao                 2   \n","...          ...        ...         ...    ...         ...               ...   \n","5981  0684-AOSIH  Masculino           0    Sim         Nao                 1   \n","5982  5982-PSMKW   Feminino           0    Sim         Sim                23   \n","5983  8044-BGWPI  Masculino           0    Sim         Sim                12   \n","5984  7450-NWRTR  Masculino           1    Nao         Nao                12   \n","5985  4795-UXVCJ  Masculino           0    Nao         Nao                26   \n","\n","     ServicoTelefone MultiplasLinhas ServicoInternet ServicoSegurancaOnline  \\\n","0                Sim             Sim             Nao            SemInternet   \n","1                Sim             Nao           Fibra                    Nao   \n","2                Sim             Sim           Fibra                    Nao   \n","3                Sim             Nao             DSL                    Nao   \n","4                Sim             Nao             DSL                    Sim   \n","...              ...             ...             ...                    ...   \n","5981             Sim             Nao           Fibra                    Sim   \n","5982             Sim             Sim             DSL                    Sim   \n","5983             Sim             Nao             Nao            SemInternet   \n","5984             Sim             Sim           Fibra                    Nao   \n","5985             Sim             Nao             Nao            SemInternet   \n","\n","      ... ServicoSuporteTecnico ServicoStreamingTV ServicoFilmes TipoContrato  \\\n","0     ...           SemInternet        SemInternet   SemInternet       2 anos   \n","1     ...                   Nao                Sim           Nao       Mensal   \n","2     ...                   Nao                Nao           Nao       Mensal   \n","3     ...                   Nao                Nao           Sim       Mensal   \n","4     ...                   Nao                Nao           Nao       Mensal   \n","...   ...                   ...                ...           ...          ...   \n","5981  ...                   Nao                Sim           Sim       Mensal   \n","5982  ...                   Sim                Sim           Sim       2 anos   \n","5983  ...           SemInternet        SemInternet   SemInternet       Mensal   \n","5984  ...                   Nao                Sim           Sim       Mensal   \n","5985  ...           SemInternet        SemInternet   SemInternet        Anual   \n","\n","     FaturaDigital    FormaPagamento ValorMensal TotalGasto  Churn Codigo  \n","0              Nao     CartaoCredito       24.10    1734.65    Nao    NaN  \n","1              Sim     CartaoCredito       88.15     3973.2    Nao    NaN  \n","2              Sim  DebitoAutomatico       74.95    2869.85    Sim    NaN  \n","3              Sim  BoletoEletronico       55.90      238.5    Nao    NaN  \n","4              Nao  BoletoEletronico       53.45      119.5    Nao    NaN  \n","...            ...               ...         ...        ...    ...    ...  \n","5981           Sim  BoletoEletronico       95.00         95    Sim    NaN  \n","5982           Sim     CartaoCredito       91.10     2198.3    Nao    NaN  \n","5983           Sim  BoletoEletronico       21.15     306.05    Nao    NaN  \n","5984           Sim  BoletoEletronico       99.45    1200.15    Sim    NaN  \n","5985           Nao     CartaoCredito       19.80      457.3    Nao    NaN  \n","\n","[5986 rows x 22 columns]"],"text/html":["\n","  <div id=\"df-34f9982d-699e-4750-8b38-e1af79e96c92\" 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","    }\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>IDCliente</th>\n","      <th>Genero</th>\n","      <th>Aposentado</th>\n","      <th>Casado</th>\n","      <th>Dependentes</th>\n","      <th>MesesComoCliente</th>\n","      <th>ServicoTelefone</th>\n","      <th>MultiplasLinhas</th>\n","      <th>ServicoInternet</th>\n","      <th>ServicoSegurancaOnline</th>\n","      <th>...</th>\n","      <th>ServicoSuporteTecnico</th>\n","      <th>ServicoStreamingTV</th>\n","      <th>ServicoFilmes</th>\n","      <th>TipoContrato</th>\n","      <th>FaturaDigital</th>\n","      <th>FormaPagamento</th>\n","      <th>ValorMensal</th>\n","      <th>TotalGasto</th>\n","      <th>Churn</th>\n","      <th>Codigo</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>7010-BRBUU</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>72</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>2 anos</td>\n","      <td>Nao</td>\n","      <td>CartaoCredito</td>\n","      <td>24.10</td>\n","      <td>1734.65</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>9688-YGXVR</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>44</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>CartaoCredito</td>\n","      <td>88.15</td>\n","      <td>3973.2</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>9286-DOJGF</td>\n","      <td>Feminino</td>\n","      <td>1</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>38</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>DebitoAutomatico</td>\n","      <td>74.95</td>\n","      <td>2869.85</td>\n","      <td>Sim</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>6994-KERXL</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>4</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>55.90</td>\n","      <td>238.5</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2181-UAESM</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>2</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Nao</td>\n","      <td>BoletoEletronico</td>\n","      <td>53.45</td>\n","      <td>119.5</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>5981</th>\n","      <td>0684-AOSIH</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>1</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Fibra</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>95.00</td>\n","      <td>95</td>\n","      <td>Sim</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>5982</th>\n","      <td>5982-PSMKW</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>23</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>DSL</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>2 anos</td>\n","      <td>Sim</td>\n","      <td>CartaoCredito</td>\n","      <td>91.10</td>\n","      <td>2198.3</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>5983</th>\n","      <td>8044-BGWPI</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>12</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>21.15</td>\n","      <td>306.05</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>5984</th>\n","      <td>7450-NWRTR</td>\n","      <td>Masculino</td>\n","      <td>1</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>12</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>99.45</td>\n","      <td>1200.15</td>\n","      <td>Sim</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>5985</th>\n","      <td>4795-UXVCJ</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>26</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>Anual</td>\n","      <td>Nao</td>\n","      <td>CartaoCredito</td>\n","      <td>19.80</td>\n","      <td>457.3</td>\n","      <td>Nao</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5986 rows × 22 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-34f9982d-699e-4750-8b38-e1af79e96c92')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            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Por isso, eles foram removidos."],"metadata":{"id":"tgMUHhz42r9u"}},{"cell_type":"markdown","source":["#### Remover Colunas e Linhas com valores Vazios"],"metadata":{"id":"kGstDvxi3EXb"}},{"cell_type":"code","source":["# Remove todas as colunas que só possuem valores vazios\n","df_clientes.dropna(how='all', axis='columns', inplace=True)\n","\n","# Remove as linhas que contém pelo menos um valor vazio\n","df_clientes.dropna(how='any', axis='index', inplace=True)\n","\n","# Exibe o dataframe\n","df_clientes"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"7F4yC1M_2b3Q","executionInfo":{"status":"ok","timestamp":1707767502191,"user_tz":180,"elapsed":584,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"d8c20e37-2d77-4013-a549-02007ca11be9"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["       IDCliente     Genero  Aposentado Casado Dependentes  MesesComoCliente  \\\n","0     7010-BRBUU  Masculino           0    Sim         Sim                72   \n","1     9688-YGXVR   Feminino           0    Nao         Nao                44   \n","2     9286-DOJGF   Feminino           1    Sim         Nao                38   \n","3     6994-KERXL  Masculino           0    Nao         Nao                 4   \n","4     2181-UAESM  Masculino           0    Nao         Nao                 2   \n","...          ...        ...         ...    ...         ...               ...   \n","5981  0684-AOSIH  Masculino           0    Sim         Nao                 1   \n","5982  5982-PSMKW   Feminino           0    Sim         Sim                23   \n","5983  8044-BGWPI  Masculino           0    Sim         Sim                12   \n","5984  7450-NWRTR  Masculino           1    Nao         Nao                12   \n","5985  4795-UXVCJ  Masculino           0    Nao         Nao                26   \n","\n","     ServicoTelefone MultiplasLinhas ServicoInternet ServicoSegurancaOnline  \\\n","0                Sim             Sim             Nao            SemInternet   \n","1                Sim             Nao           Fibra                    Nao   \n","2                Sim             Sim           Fibra                    Nao   \n","3                Sim             Nao             DSL                    Nao   \n","4                Sim             Nao             DSL                    Sim   \n","...              ...             ...             ...                    ...   \n","5981             Sim             Nao           Fibra                    Sim   \n","5982             Sim             Sim             DSL                    Sim   \n","5983             Sim             Nao             Nao            SemInternet   \n","5984             Sim             Sim           Fibra                    Nao   \n","5985             Sim             Nao             Nao            SemInternet   \n","\n","      ... ProtecaoEquipamento ServicoSuporteTecnico ServicoStreamingTV  \\\n","0     ...         SemInternet           SemInternet        SemInternet   \n","1     ...                 Sim                   Nao                Sim   \n","2     ...                 Nao                   Nao                Nao   \n","3     ...                 Nao                   Nao                Nao   \n","4     ...                 Sim                   Nao                Nao   \n","...   ...                 ...                   ...                ...   \n","5981  ...                 Nao                   Nao                Sim   \n","5982  ...                 Sim                   Sim                Sim   \n","5983  ...         SemInternet           SemInternet        SemInternet   \n","5984  ...                 Sim                   Nao                Sim   \n","5985  ...         SemInternet           SemInternet        SemInternet   \n","\n","     ServicoFilmes TipoContrato FaturaDigital    FormaPagamento ValorMensal  \\\n","0      SemInternet       2 anos           Nao     CartaoCredito       24.10   \n","1              Nao       Mensal           Sim     CartaoCredito       88.15   \n","2              Nao       Mensal           Sim  DebitoAutomatico       74.95   \n","3              Sim       Mensal           Sim  BoletoEletronico       55.90   \n","4              Nao       Mensal           Nao  BoletoEletronico       53.45   \n","...            ...          ...           ...               ...         ...   \n","5981           Sim       Mensal           Sim  BoletoEletronico       95.00   \n","5982           Sim       2 anos           Sim     CartaoCredito       91.10   \n","5983   SemInternet       Mensal           Sim  BoletoEletronico       21.15   \n","5984           Sim       Mensal           Sim  BoletoEletronico       99.45   \n","5985   SemInternet        Anual           Nao     CartaoCredito       19.80   \n","\n","      TotalGasto  Churn  \n","0        1734.65    Nao  \n","1        3973.20    Nao  \n","2        2869.85    Sim  \n","3         238.50    Nao  \n","4         119.50    Nao  \n","...          ...    ...  \n","5981       95.00    Sim  \n","5982     2198.30    Nao  \n","5983      306.05    Nao  \n","5984     1200.15    Sim  \n","5985      457.30    Nao  \n","\n","[5974 rows x 21 columns]"],"text/html":["\n","  <div id=\"df-32e1eb77-628f-4090-a5c8-b640517a67bf\" 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","    }\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>IDCliente</th>\n","      <th>Genero</th>\n","      <th>Aposentado</th>\n","      <th>Casado</th>\n","      <th>Dependentes</th>\n","      <th>MesesComoCliente</th>\n","      <th>ServicoTelefone</th>\n","      <th>MultiplasLinhas</th>\n","      <th>ServicoInternet</th>\n","      <th>ServicoSegurancaOnline</th>\n","      <th>...</th>\n","      <th>ProtecaoEquipamento</th>\n","      <th>ServicoSuporteTecnico</th>\n","      <th>ServicoStreamingTV</th>\n","      <th>ServicoFilmes</th>\n","      <th>TipoContrato</th>\n","      <th>FaturaDigital</th>\n","      <th>FormaPagamento</th>\n","      <th>ValorMensal</th>\n","      <th>TotalGasto</th>\n","      <th>Churn</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>7010-BRBUU</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>72</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>2 anos</td>\n","      <td>Nao</td>\n","      <td>CartaoCredito</td>\n","      <td>24.10</td>\n","      <td>1734.65</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>9688-YGXVR</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>44</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>CartaoCredito</td>\n","      <td>88.15</td>\n","      <td>3973.20</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>9286-DOJGF</td>\n","      <td>Feminino</td>\n","      <td>1</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>38</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>DebitoAutomatico</td>\n","      <td>74.95</td>\n","      <td>2869.85</td>\n","      <td>Sim</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>6994-KERXL</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>4</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>55.90</td>\n","      <td>238.50</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2181-UAESM</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>2</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>DSL</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Mensal</td>\n","      <td>Nao</td>\n","      <td>BoletoEletronico</td>\n","      <td>53.45</td>\n","      <td>119.50</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>5981</th>\n","      <td>0684-AOSIH</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>1</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Fibra</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>95.00</td>\n","      <td>95.00</td>\n","      <td>Sim</td>\n","    </tr>\n","    <tr>\n","      <th>5982</th>\n","      <td>5982-PSMKW</td>\n","      <td>Feminino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>23</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>DSL</td>\n","      <td>Sim</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>2 anos</td>\n","      <td>Sim</td>\n","      <td>CartaoCredito</td>\n","      <td>91.10</td>\n","      <td>2198.30</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>5983</th>\n","      <td>8044-BGWPI</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>12</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>21.15</td>\n","      <td>306.05</td>\n","      <td>Nao</td>\n","    </tr>\n","    <tr>\n","      <th>5984</th>\n","      <td>7450-NWRTR</td>\n","      <td>Masculino</td>\n","      <td>1</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>12</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Fibra</td>\n","      <td>Nao</td>\n","      <td>...</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Sim</td>\n","      <td>Sim</td>\n","      <td>Mensal</td>\n","      <td>Sim</td>\n","      <td>BoletoEletronico</td>\n","      <td>99.45</td>\n","      <td>1200.15</td>\n","      <td>Sim</td>\n","    </tr>\n","    <tr>\n","      <th>5985</th>\n","      <td>4795-UXVCJ</td>\n","      <td>Masculino</td>\n","      <td>0</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>26</td>\n","      <td>Sim</td>\n","      <td>Nao</td>\n","      <td>Nao</td>\n","      <td>SemInternet</td>\n","      <td>...</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>SemInternet</td>\n","      <td>Anual</td>\n","      <td>Nao</td>\n","      <td>CartaoCredito</td>\n","      <td>19.80</td>\n","      <td>457.30</td>\n","      <td>Nao</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5974 rows × 21 columns</p>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-32e1eb77-628f-4090-a5c8-b640517a67bf')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: 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Casado                  5974 non-null   object \n"," 4   Dependentes             5974 non-null   object \n"," 5   MesesComoCliente        5974 non-null   int64  \n"," 6   ServicoTelefone         5974 non-null   object \n"," 7   MultiplasLinhas         5974 non-null   object \n"," 8   ServicoInternet         5974 non-null   object \n"," 9   ServicoSegurancaOnline  5974 non-null   object \n"," 10  ServicoBackupOnline     5974 non-null   object \n"," 11  ProtecaoEquipamento     5974 non-null   object \n"," 12  ServicoSuporteTecnico   5974 non-null   object \n"," 13  ServicoStreamingTV      5974 non-null   object \n"," 14  ServicoFilmes           5974 non-null   object \n"," 15  TipoContrato            5974 non-null   object \n"," 16  FaturaDigital           5974 non-null   object \n"," 17  FormaPagamento          5974 non-null   object \n"," 18  ValorMensal             5974 non-null   float64\n"," 19  TotalGasto              5974 non-null   float64\n"," 20  Churn                   5974 non-null   object \n","dtypes: float64(2), int64(2), object(17)\n","memory usage: 1.0+ MB\n"]}]},{"cell_type":"markdown","source":["#### Análise Inicial"],"metadata":{"id":"JI0XbvnP4iFn"}},{"cell_type":"code","source":["# Exibe uma contagem dos valores únicos da coluna Churn\n","df_clientes['Churn'].value_counts()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W5Eg2ef04aWp","executionInfo":{"status":"ok","timestamp":1707767718966,"user_tz":180,"elapsed":548,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"73043ffc-53e3-4e7f-d3f2-bf2c27d74b43"},"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Nao    4387\n","Sim    1587\n","Name: Churn, dtype: int64"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["# Exibe a distribuição percentual dos valores únicos da coluna Churn\n","df_clientes['Churn'].value_counts(normalize=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KTID1rEr41_P","executionInfo":{"status":"ok","timestamp":1707767850828,"user_tz":180,"elapsed":439,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"3b6b4e97-d5e1-4466-927e-d1c03bc36e12"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Nao    0.734349\n","Sim    0.265651\n","Name: Churn, dtype: float64"]},"metadata":{},"execution_count":9}]},{"cell_type":"markdown","source":["Com esta análise inicial, concluímos que informações de que 26% dos clientes cancelaram o serviço estava correta mesmo."],"metadata":{"id":"HQFklQ375Zj-"}},{"cell_type":"markdown","source":["#### Análise Completa"],"metadata":{"id":"VlkLuR--50n4"}},{"cell_type":"markdown","source":["Esta etapa envolve a criação de gráficos para podermos relacionar a coluna Churn com as demais colunas."],"metadata":{"id":"NS2K8qCN57V1"}},{"cell_type":"code","source":["# Importa o plotly\n","import plotly.express as px\n","from plotly.offline import init_notebook_mode, iplot\n","\n","init_notebook_mode(connected=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":17},"id":"hJokqtzO5WMQ","executionInfo":{"status":"ok","timestamp":1707768565240,"user_tz":180,"elapsed":447,"user":{"displayName":"Ewerton Rodrigues","userId":"13325853325283936006"}},"outputId":"e30dc3dc-569b-409b-f18c-9be2cce848b7"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/html":["        <script type=\"text/javascript\">\n","        window.PlotlyConfig = {MathJaxConfig: 'local'};\n","        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n","        if (typeof require !== 'undefined') {\n","        require.undef(\"plotly\");\n","        requirejs.config({\n","            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Ações"],"metadata":{"id":"TmNLp_LH-ZGY"}},{"cell_type":"markdown","source":["* Criar promoções para os clientes dos planos mensais migram para os planos anuais\n","* Criar promoções para clientes contratar linhas adicionais\n","* Criar incentivo para os clientes a cada mês\n","* Oferecer serviços adicionais gratuitamente ou por um preço simbólico\n","* Comparar os preços dos nossos planos com os da concorrència e ajustá-los\n","* Criar incentivo para os clientes migrarem para as formas de pagamento que têm menor taxa de cancelamento"],"metadata":{"id":"kDiV6I1E-fet"}},{"cell_type":"code","source":[],"metadata":{"id":"4WJem76F7z0q"},"execution_count":null,"outputs":[]}]}