2- Análise dos dados/analise.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parte 2 - Análise dos dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depois da limpeza inicial dos dados, é ideal fazer uma análise gráfica para entender quais as variáveis que são relacionadas com o churn para que a equipe de vendas tenha uma noção do cenário atual, e também para que nós possamos entender de uma forma mais clara e formar possíveis hipóteses do que está acontecendo com os clientes.\n",
    "\n",
    "O primeiro passo é importar as bibliotecas que vamos utilizar durante o processo e nesse passo também vamos importar algumas função do **utils**, um arquivo em Python, onde criamos funções auxiliares para que nosso processo neste notebook não ficasse tão poluído. É interessante utilizar esse tipo de abordagem quando queremos usar as funções em mais de um notebook. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from plotly.express import box\n",
    "from utils.utils import plot_countplot, heatmap_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora vamos importar o arquivo json que salvamos no [notebook anterior](https://github.com/sthemonica/challenge_dados_1/blob/bruno/1-Limpeza%20dos%20dados/limpeza.ipynb), com os dados limpos, para que possamos fazer as análises."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>...</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>Charges.Monthly</th>\n",
       "      <th>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>593.30</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>542.40</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>267.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID Churn  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
       "0  0002-ORFBO    No  Female              0     Yes        Yes       9   \n",
       "1  0003-MKNFE    No    Male              0      No         No       9   \n",
       "2  0004-TLHLJ   Yes    Male              0      No         No       4   \n",
       "3  0011-IGKFF   Yes    Male              1     Yes         No      13   \n",
       "4  0013-EXCHZ   Yes  Female              1     Yes         No       3   \n",
       "\n",
       "  PhoneService MultipleLines InternetService  ... OnlineBackup  \\\n",
       "0          Yes            No             DSL  ...          Yes   \n",
       "1          Yes           Yes             DSL  ...           No   \n",
       "2          Yes            No     Fiber optic  ...           No   \n",
       "3          Yes            No     Fiber optic  ...          Yes   \n",
       "4          Yes            No     Fiber optic  ...           No   \n",
       "\n",
       "  DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
       "0               No         Yes         Yes              No        One year   \n",
       "1               No          No          No             Yes  Month-to-month   \n",
       "2              Yes          No          No              No  Month-to-month   \n",
       "3              Yes          No         Yes             Yes  Month-to-month   \n",
       "4               No         Yes         Yes              No  Month-to-month   \n",
       "\n",
       "  PaperlessBilling     PaymentMethod Charges.Monthly  Charges.Total  \n",
       "0              Yes      Mailed check            65.6         593.30  \n",
       "1               No      Mailed check            59.9         542.40  \n",
       "2              Yes  Electronic check            73.9         280.85  \n",
       "3              Yes  Electronic check            98.0        1237.85  \n",
       "4              Yes      Mailed check            83.9         267.40  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
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     "execution_count": 2,
     "metadata": {},
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    }
   ],
   "source": [
    "dados = pd.read_json(\"../Dados/Telco-Customer-Churn-limpeza.json\")\n",
    "dados.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analisando Churn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para começar a analisar, vamos utilizar o método `.describe()` para entender alguns métodos estatísticos que temos dentro da base de dados.\n",
    "\n",
    "O método describe() fornece as informações sobre:\n",
    "\n",
    "* `count` - Conta a quantidade de número de valores não vazios. Com esses valores podemos entender melhor o tamanho da amostra.\n",
    "\n",
    "* `mean` - O valor médio, em média aritmética. Como ele faz uma média aritmética nem sempre mostra a realidade da maior parte dos casos do banco de dados.\n",
    "\n",
    "* `std` - O desvio padrão. É a medida de como os dados se dispersam em relação à média, ou seja, o quanto eles estão espalhados.\n",
    "\n",
    "* `min` e `max` - Valores que auxiliam a identificar a amplitude da amostra, entre o valor mínimo e máximo.\n",
    "\n",
    "* `quartis` - Valores que nos mostram de que forma os dados foram distribuídos, por exemplo em 50% é a mediana e metade dos valores são inferiores a X valor, a outra metade é superior àquele valor.\n",
    "\n",
    "Para saber mais sobre esse método, acesse o artigo [Ampliando a análise com o Describe](https://www.alura.com.br/artigos/ampliando-a-analise-com-describe)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>tenure</th>\n",
       "      <th>Charges.Monthly</th>\n",
       "      <th>Charges.Total</th>\n",
       "    </tr>\n",
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       "      <th>count</th>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.162147</td>\n",
       "      <td>32.371149</td>\n",
       "      <td>64.761692</td>\n",
       "      <td>2279.798992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.368612</td>\n",
       "      <td>24.559481</td>\n",
       "      <td>30.090047</td>\n",
       "      <td>2266.730170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.250000</td>\n",
       "      <td>18.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>35.500000</td>\n",
       "      <td>398.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>70.350000</td>\n",
       "      <td>1394.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>89.850000</td>\n",
       "      <td>3786.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>118.750000</td>\n",
       "      <td>8684.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SeniorCitizen       tenure  Charges.Monthly  Charges.Total\n",
       "count    7043.000000  7043.000000      7043.000000    7043.000000\n",
       "mean        0.162147    32.371149        64.761692    2279.798992\n",
       "std         0.368612    24.559481        30.090047    2266.730170\n",
       "min         0.000000     0.000000        18.250000      18.800000\n",
       "25%         0.000000     9.000000        35.500000     398.550000\n",
       "50%         0.000000    29.000000        70.350000    1394.550000\n",
       "75%         0.000000    55.000000        89.850000    3786.600000\n",
       "max         1.000000    72.000000       118.750000    8684.800000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tem somente 3 variáveis pois são as únicas numericas e as outras são categóricas\n",
    "\n",
    "dados.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos observar que apenas 4 colunas podem ser analisadas com o método `.describe()`, então vamos utilizar o `.dtypes` para entender quais são os tipos de dados que temos dentro da nossa base de dados."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID           object\n",
       "Churn                object\n",
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "Charges.Monthly     float64\n",
       "Charges.Total       float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como podemos observar, a maior parte dos dados que temos é **object**, e o método não consegue trabalhar com variáveis categóricas **a não ser que** seja passado um parâmetro permitindo essa inclusão, porém algumas das nossas análises do método `.describe()` podem ser perdidas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>Churn</th>\n",
       "      <th>gender</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
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       "      <td>7043</td>\n",
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       "      <td>4</td>\n",
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       "      <th>top</th>\n",
       "      <td>0002-ORFBO</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</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",
       "    </tr>\n",
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       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>5174</td>\n",
       "      <td>3555</td>\n",
       "      <td>3641</td>\n",
       "      <td>4933</td>\n",
       "      <td>6361</td>\n",
       "      <td>3390</td>\n",
       "      <td>3096</td>\n",
       "      <td>3498</td>\n",
       "      <td>3088</td>\n",
       "      <td>3095</td>\n",
       "      <td>3473</td>\n",
       "      <td>2810</td>\n",
       "      <td>2785</td>\n",
       "      <td>3875</td>\n",
       "      <td>4171</td>\n",
       "      <td>2365</td>\n",
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      ],
      "text/plain": [
       "        customerID Churn gender Partner Dependents PhoneService MultipleLines  \\\n",
       "count         7043  7043   7043    7043       7043         7043          7043   \n",
       "unique        7043     2      2       2          2            2             3   \n",
       "top     0002-ORFBO    No   Male      No         No          Yes            No   \n",
       "freq             1  5174   3555    3641       4933         6361          3390   \n",
       "\n",
       "       InternetService OnlineSecurity OnlineBackup DeviceProtection  \\\n",
       "count             7043           7043         7043             7043   \n",
       "unique               3              3            3                3   \n",
       "top        Fiber optic             No           No               No   \n",
       "freq              3096           3498         3088             3095   \n",
       "\n",
       "       TechSupport StreamingTV StreamingMovies        Contract  \\\n",
       "count         7043        7043            7043            7043   \n",
       "unique           3           3               3               3   \n",
       "top             No          No              No  Month-to-month   \n",
       "freq          3473        2810            2785            3875   \n",
       "\n",
       "       PaperlessBilling     PaymentMethod  \n",
       "count              7043              7043  \n",
       "unique                2                 4  \n",
       "top                 Yes  Electronic check  \n",
       "freq               4171              2365  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Para analisar as features que são categóricas, podemos usar include\n",
    "\n",
    "dados.describe(include=[object])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O nosso método `.describe()` retornou 3 linhas diferentes das que já conheciamos:\n",
    "\n",
    "* `unique` é a quantidade de valores únicos\n",
    "* `top` é o valor mais comum \n",
    "* `freq` é a frequência do valor mais comum\n",
    "\n",
    "Mas mesmo com esses valores, ainda fica complicado de obtermos respostas e de passarmos algo concreto para o time do comercial avaliar, principalmente para formular alguma hipótese sobre o churn, por isso agora vamos passar para a parte gráfica."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Análises gráficas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nesta parte é interessante focar em quais visualizações serão melhores para apresentar para nossos companheiros de equipe, e para isso podemos ver o vídeo [Data Visualization: tipos de visualização](https://cursos.alura.com.br/extra/alura-mais/data-visualization-tipos-de-visualizacao-c1409). Os gráficos podem ser feitos usando o Matplotlib, Seaborn ou alguma outra biblioteca gráfica da sua escolha.\n",
    "\n",
    "A primeira análise a ser feita é da distribuição da variável target, Churn, para entender quantos casos nós temos de pessoas que cancelaram contrato e quantas ainda estão com o contrato ativo. \n",
    "Para isso, vamos utilizar a função `plot_countplot` do arquivo **utils**, que utiliza o `countplot` da biblioteca Seaborn e você pode conferir mais sobre ele no curso [Data Visualization: explorando com Seaborn](https://cursos.alura.com.br/course/data-visualization-com-seaborn) e para saber específicamente sobre a função, pode conferir pela [documentação](https://seaborn.pydata.org/generated/seaborn.countplot.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_countplot(dados=dados, \n",
    "               x='Churn', \n",
    "               titulo=\"Distribuição da variável Churn\",\n",
    "               label_x='Churn', \n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos analisar também por variável de gênero para ver se existe algum impacto a pessoa ser, nesse caso, do gênero masculino ou feminino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico de Gênero\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='gender', \n",
    "               titulo=\"Distribuição da variável gênero por Churn\",\n",
    "               label_x='Gender', \n",
    "               hue='Churn'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos identificar que a variável \"gender\" **não possui impacto no churn**, uma vez que a proporção de pessoas que cancelaram o serviço entre os genêros é a mesma. \n",
    "\n",
    "Vamos plotar os gráficos para os serviços de internet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico do serviço de internet\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='InternetService', \n",
    "               titulo=\"Distribuição da variável InternetService por Churn\",\n",
    "               label_x='InternetService', \n",
    "               hue='Churn'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Percebe-se analisando o gráfico acima que os clientes que utilizam fibra ótica como serviço de internet possuem uma taxa de churn proporcionalmente maior que os demais. A Alura Voz poderia oferecer mais o tipo de serviço DSL já que possui uma evasão menor, ou identificar quais problemas que está acontecendo com o serviço de fibra ótica e melhorá-lo "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico referente a se o cliente possui segurança online ou não\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='OnlineSecurity', \n",
    "               titulo=\"Distribuição da variável OnlineSecurity por Churn\",\n",
    "               label_x='OnlineSecurity', \n",
    "               hue='Churn'\n",
    "    ) \n",
    "\n",
    "# Plotando o gráfico referente a se o cliente possui ou não um backup online\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='OnlineBackup', \n",
    "               titulo=\"Distribuição da variável OnlineBackup por Churn\",\n",
    "               label_x='OnlineBackup', \n",
    "               hue='Churn'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do gráfico acima temos que os clientes que não assinam a segurança online e também não possuem backup online tendem a deixar de utilizar os serviços da Alura Voz. Oferecer um serviço de segurança online e backup online seria uma uma boa opção para reduzir a taxa de cancelamentos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico referente a se o cliente possui proteção do dispositivo ou não\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='DeviceProtection', \n",
    "               titulo=\"Distribuição da variável DeviceProtection por Churn\",\n",
    "               label_x='DeviceProtection', \n",
    "               hue='Churn'\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do gráfico acima temos que os clientes que não possuem a proteção do dispositivo tendem a deixar de utilizar os serviços da Alura Voz. Oferecer um serviço de proteção é uma boa opção para reduzir a taxa de cancelamento."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico referente a se o cliente tem suporte técnico ou não.\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='TechSupport', \n",
    "               titulo=\"Distribuição da variável TechSupport por Churn\",\n",
    "               label_x='TechSupport', \n",
    "               hue='Churn'\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clientes que não possuem suporte técnico tendem a deixar de utilizar os serviços da Alura Voz. Oferecer um serviço de suporte técnico é uma boa opção para reduzir a taxa de cancelamentos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/ho2NDYYMGaJ07rNp06YYMmQIUlJSsHXrVpVpnZyclL6vBgYG4jKHh4dLboOlpaXS6Q91dXXExMSgZcuWGDVqlMrRiKOjI0qVKoWPHz+KvzdRUVE4e/Ys9PX1MWPGDMhkMnH8Ll26wMbGBrq6uoiOjpbcrozY29srbYMlS5bEggULAAB79uwRyxXfT1dXV6VeDS0tLcyaNQu//vorQkJCVG7n0NLSQs+ePZXWRVYUXaaKnozccnJyQoMGDcS/9fT0xJ6fz7uzcyu75cqrbelbytPAVFxE8OXFBp8rXbo0qlevjpcvX6JHjx7YuHGjuDKMjIzw22+/oUaNGpLnmdP7AytUqKAUCgrNmjUDAFy7di1H9WUlKioKT548QcWKFVG7dm2V4cOHD8fBgwdhb28P4FN34KpVq5Q2pNevX8Pf3x/37t0DAPGS8JcvX+L58+coV65cht3fxYsXh52dHQRBQGBgYJbtVAy3s7NTGdakSRNoa2srlVWsWBFLly7Fn3/+KZalpaXh6dOnOHLkiPgDJuXy9U6dOgGA0j2mqampOHnyJHR0dJTOMeZk/XxO6jbSuHFjrFq1Sql7NSkpCXfv3oWPjw/U1NSU6tfS0kLr1q2RmJgIPz8/sfzChQt4//49HB0dxXWnOD9mbW2d4bxtbW0BfDrHl1Oamp/OrOT2dgHF59+6desMh7dt21ZpvM9ltHOrr68P4NPFKFJl9P0wMjLC8uXLlXYwUlJSEB4ejv3794u3gyiWW7GObW1tM7z6eePGjdi9e7fkrtfMKNbHl+2vWLEinj59iqioKKSmpiI4OBiampoZnifX1NSEo6MjANXPvHr16jm6wl+xk5SampqTxVCR0e+IYkczPj7+q+oGsl+uvNqWvqU8O4cJQDyJraurm+V4y5cvx8iRI3H37l3cvXsXixcvRoUKFdC8eXP07t0b1atXlzzPz49SpahYsWKG5eXKlQOAPL1PTFFXTm5JuHv3Lnbu3ImbN2/i2bNn4oai2AkR/v/5REXdmS0PAPGoM7s9akVdGd0Oo6GhgXLlyuHJkydK5YIg4OzZs/Dx8cH9+/fx/Plz8Yfry7ZmxczMDL/++isuX76M2NhY6Onp4dKlS4iNjUWHDh1UzptIXT+fy8k2kpiYiP3798PPzw/h4eGIioqCIAhQU1PLsO5OnTph9+7dOHbsGDp06ADg0w36gPLRseLId968eZg3b16m83/16pXktiooflTev3+PtLS0HB9lKj7/L8+lKWS1HWV0flwxfymfv0Jmvxmpqak4evQojh8/jrCwMLx8+VIMyi8/c8WRluK7/K1UrVo1w/Jy5crh+fPniIqKgoaGBlJSUlCuXDn88ssvGY6f2XrN7vfzS/r6+khISPjqi2Oy+izz4l7V7JYrr7albylPA1Oxl5/dHn3t2rVx4sQJXLhwAWfPnsWlS5cQERGB7du3Y/fu3XB3dxcPxbOT1dFsRjLbeBUUe+vZkbIB5XQjW7duHf766y8AgFwuR8uWLVGzZk2YmpriypUrSlelSdmAFPPPbm81u3X45TpJS0vDyJEjcfbsWchkMpiYmMDa2hpyuRyWlpZYtGgRLl++nG37FDp06IBVq1bh1KlT6NmzJ44dOwbg/44+FXKyfnKyfApRUVHo06cPnj17hhIlSsDU1BStW7dG7dq10bBhQzg4OKhclVmvXj1UrlwZAQEBSEhIgIaGBs6ePQsDAwOl21EU0zVu3DjLrjPFxS45UaZMGRgYGCAqKgq3b9/O9pTGsWPHEBcXBzs7O1SuXDnbbUnR9m95X3NG3Y4fPnxA3759cfv2bejo6MDExAT29vaQy+WwsrLC4MGDla4u/l4PIMisi1SxHjU0NL7q+yn11JKCsbExHj9+jJs3b2Z7C1RoaCjOnz+Pxo0bq5xOyelvaUayurc1p8v1I8qzwExMTBR/JD9/cEFmZDIZHBwc4ODgAAB4+vQpPDw84O3tjaVLl0oOzJzK7AgyMjISgPJRlpqaGtLS0sQjjM9J6aJQdP1kdtTw4sULXLx4EcbGxihevDiWL1+OkiVLYv369Sob87lz55T+Llu2rFK7M6L4Mcnu3IaBgQHCwsLw/PnzDO9L/PKy8kOHDuHs2bMwMTGBp6enShdXTrtvOnXqhFWrVuHEiRPo2rUrzpw5A319fTRu3FhpWXKyfnLD3d0dz549Q7du3TB79mylc2AJCQmZ/hh07NgRa9asga+vL2QyGT58+ICePXsq/UAojgI7d+6ssiPwtdTU1ODg4IBdu3bh1KlT2QbmihUr8OTJE7i4uGDgwIHZbktSt6O8tmnTJty+fRt2dnZYvny5ytXPX25n2X3fAgMD8fLlS1hbW3/Vw0Uy+w1RnN8uX748ihcvDplMhujoaCQlJWW4o55X67V58+Y4cuQITp8+jSFDhmQ57q5du/DPP/8gJCQEHh4euZqf4rcwox2Uwv5EtjyLfC8vL7x79w5GRkYwMTHJdLygoCC0adMGM2bMUCqvWrUqpk+fDkD5wo282Ov53MOHDzO8n1FxscXn55gU3YFfdpkkJCRIOgldqVIllC1bFpGRkXj06JHK8CNHjmDatGk4d+4cbt26hfT0dDRp0kQlDNLT03Hp0iXx/8Cnc7EVK1ZEVFQUgoODVeqOj4/HxYsXoa6urnQiPyOKHZwzZ86oDAsJCVG5X0xxz2qPHj1UwvLNmzd48OCBUluzU7lyZdSrVw9BQUE4ffo03r9/j7Zt2yp1LeZ0/eSGYrl+//13pbAEgIsXLyrN73OKrtezZ8+K29GXoVi/fn0An+51zYi7uzs6deqEf/75J1dt79u3L2QyGbZv347Hjx9nOt4///yDJ0+eQEdHR2yjYvvI7II3xfllKyurXLUNyN33WPF59OvXTyUsb9++jbdv3wL4vyM7xTm4S5cuZXg+b+XKlZg4caL4/c/tb4u/v79K2Z07d/Dq1SvUqVMHenp6kMlksLCwQGpqaob3W6emporft8zOa0vVokULVKlSBTdv3oSPj0+m4927dw+HDx8GAPTu3TvX8ytatCgA1R1pABnez16YfHVgpqenY9++fXB3d4empmaW9/kAn64OjYiIwMGDB5UecAD837mfunXrimWKPbO8OOkMfNorcnFxUbrZfMeOHTh//jwqVqyodIJeLpcDgNJ9a8nJyZg5c6bkCywUN2xPmzZNae/r4cOH2LBhA2QyGdq0aSOe57x+/br4QwB8uuhkzpw5Ynf35zdH9+/fH8Cn+5c+Pzr477//MHHiRPGqT8XRTWa6dOmCEiVKYPfu3Uo/BrGxsZg5c6bK+Iq2njt3TmkvMyoqCqNHjxbXTU6eJNOxY0ekpKRg8eLFAFQDJzfrJ6cU8/j8Ah7g007D3Llzleb5uV9//RVmZma4cOECLly4ALlcrnIRS7t27aCvr48jR45gx44dSsMuXLiAjRs34v79+0rbfk7UqFEDgwYNQlJSEpycnHD27FmlbsH09HR4e3uLT/oZP368eCVwmzZtULZsWQQEBGDdunVK050/f17cThVXCudGbr7His/j7NmzSuWPHj0S7wEG/u/zqFatGpo0aYKXL1/Czc1Nadv08fHB1atXUa1aNXEd5/a3xdvbW+V7ovjdU3wnP///ggULlJ6sk5KSgtmzZ+PZs2eoW7duru69/ZyWlhZmzJgBdXV1TJ06FZs3b1bZRoODgzFs2DB8/PgRrVq1yvACP6kUv4unTp1SOvgIDg5W2bYLG8ldsnFxcUpvGkhPT8e7d+9w7949REdHQ0tLC4sWLRL3pDOjq6uLSZMmYf78+ejVqxfMzc2hr6+PyMhI3LlzBzo6Opg8ebI4vuIEu5+fH4YNG4ZmzZp91Re3evXquHXrFlq2bIl69eqJ8y1atCiWLVumdD5h4MCBCA4OhqenJwICAlCxYkUEBwcjMTERzZo1U/kiZ2TQoEG4evUqLl68iBYtWqBBgwb48OEDAgMDkZKSgpkzZ6JatWpIS0uDhYUFgoODxQfbp6enIzg4GO/evUPNmjURHh6udLTbt29fBAcH4/jx42jbti0aNGiAIkWKICgoCHFxcTAyMsKsWbOybWPp0qUxf/58jBs3DkOHDkX9+vVRsmRJXLlyBcWLF0eZMmWU5tu5c2ds2rQJZ8+eRatWrWBkZIS3b9/i+vXrSE9PR7Vq1fD48eMM90Az06ZNG8yfPx+vXr1CjRo1YGxsrDTc1NQ0x+snp/r164eAgAAsWbIEJ06cQIUKFcTtQ1dXF/r6+njz5g2io6NVuq47deokhtHnF/soFClSBO7u7hg6dCjmzJmDrVu3olatWoiOjhZ3HF1cXLJ98EZWFI+n3LBhA4YNG4aKFStCLpdDQ0MDt2/fxqtXr6ChoYExY8YoXXlapEgRrFixAkOGDMFff/2F/fv3o3bt2nj16hVCQkKgqamJmTNnflXbKlWqBE1NTdy9exfOzs5o0KABhg8fnuU0vXv3hre3N3bs2IGrV6+ievXqePPmDUJCQiCTyVCpUiVERkbizZs34rnfefPmwcnJCdu2bYOfnx+MjY3x/Plz3L59W/wMFEeWit+WNWvW4Nq1a+jfvz8sLS2zXZYyZcqofE/ev3+Pjh07Kj2Ao0WLFnB2dsamTZvQrVs3cfwbN27g1atXqFy5MpYtW5bbVarE1tYWK1aswIQJE7Bo0SJ4eHjAyMgIJUqUwOPHj8XbQlq0aCHulOZWw4YNYWRkhNDQULRr1w7W1tZ4+/Ytrl27ho4dO37V25p+dJKPMD98+IDDhw+L/44fP46QkBDo6+vD2dkZx48fR/v27SXV1a9fPyxbtgz169dHWFgY/Pz8EB0djS5dusDHx0dpL7t27doYP348SpcujYsXL+L69es5X8rPVKhQATt27ECtWrVw/vx5REZGonXr1ti3bx/Mzc2VxlU88srCwgIPHz7ElStXYGFhgX379km+OEMmk8HT0xOurq748OEDzpw5g3///RdmZmZYu3at2DWioaEBDw8P9O3bF8WLF8eFCxdw/fp1yOVyLF26FF5eXlBTU8P58+fF7iZ1dXUsX74cCxcuhJGREa5fv46LFy+ifPnymDx5Mvbs2YNSpUpJaqejoyO8vLxgZ2eHBw8e4NKlS7C2toaXl5fKlaoGBgbYuXMnWrZsicTERPj6+uLRo0ewt7fHzp07MX78eACqRwZZKVmypHh7TUaBk5v1k1NNmzbFunXrYGlpiWfPnsHPzw/v379Hr169cPDgQfG2iy+PQIFPgS+TyaCuri5eLful+vXrw8fHBz169EBycjL8/f3x4sUL2NnZYcuWLRg4cGCu2q2gpqaGiRMnwsvLC506dYK6ujouXrwIf39/aGpqomvXrti/fz9GjBihMm29evVw4MAB/Pbbb0hKSoKvry9evHiB9u3bY/fu3fjtt9++qm0lS5bE3LlzUbFiRVy9ehX//vtvttPUrl0bXl5esLGxQUxMDPz8/PDy5Ut06NAB3t7e4r2Qn29nFSpUwP79+8UHkfv5+Ynf8b179yod+f/222/o2LEjUlNTceHCBYSFhUlalj///BN//vknnj9/jgsXLqBy5cqYN29ehkE0efJkrFmzBlZWVggNDYW/vz+KFSuGkSNHwtvbO9un+OSEo6Mjjh49igEDBqBs2bIICQnBmTNnEBMTg2bNmmHNmjVYs2aNym1iOaWhoYHNmzeLD3j39/dHXFwcXF1dxZ3GwkpN+FGu1/0J/P3333B3d8eUKVPQs2fPr95wiej7cXFxwYEDB7B48eI8v3CLCoY8va2Esta6dWuULVsWrq6uuH37doavSyMioh8TA/M7Wb16NR4+fChewVhYXlpLRPSzYGB+J4GBgbh+/TqKFy+ODh06wNXVNb+bREREOcBzmERERBIU/GcVEWUjOjoakydPho2NDerXr49BgwaJD1dISUnB6tWr0aJFC5ibm6NLly4qD3A4duwYOnXqBHNzc7Rs2RLr1q1T6lKPiYnBmDFjUL9+fTRq1AhLliz56gdhE9GPh12yVKilp6dj1KhREAQBa9euhY6ODlatWoUBAwbg6NGj2LBhAw4ePIg5c+agRo0aOHHiBP744w9s27YNDRo0gL+/PyZMmABXV1fY2dkhNDQU06dPR0pKCkaOHAkA+OOPP6CmpgYvLy9ERUXBxcUFmpqaGDt2bD4vPRHlqe/47k2i7+7OnTuCXC4XwsPDxTLFS8wPHDggNGjQQNixY4fSNP369RNcXFwEQRCEYcOGCWPGjFEavnr1asHBwUEQBEG4fv26IJfLxZeAC8KnlxVbWFgovQyaiAo+HmFSoVa+fHl4enqiWrVqYpniSS/v3r2Du7u7+KgvBXV1dfExhsOHD1d5cMPnw4OCglCxYkWlJ/9YWVnhv//+w927d3P0MnQi+rHxHCYVaqVKlYK9vb3Sm0O2b9+OxMRE2NjYoHHjxkoPkL958yYuX74svtDZ1NRU6alOCQkJ2LVrlzg8KipKfNuHguLvz18iQEQFHwOTfiq+vr5YtmwZBg4ciBo1aigNe/r0KUaNGgVTU1N069ZNZdqPHz9ixIgRSEpKEh//9/HjR5VXN8lkMqipqX3Vg+CJ6MfDLln6aXh7e2P69Olo27at0tsugE+vixo6dCj09PTg4eGh8nqv2NhYjBgxAuHh4di0aRMqVqwIANDW1lZ5K0tKSgoEQVDpyiUqSFJSUhAZGYnExMT8bso3oa2tjUqVKql817PCwKSfguI5vn369MG0adOU3oUYEBCAP/74A7Vr14aHhwd0dXWVpo2MjMSgQYPw33//wcvLS+kB3uXKlVN5P6LiBcNf85JiovwWGRmJ4sWL49dff83z9xLnN0EQEBMTg8jISKXrG7LDLlkq9NavXw93d3eMHj0a06dPV/ryBwUFYfjw4bC2tsbmzZtVwjImJgb9+vVDeno6du3apfKeS0tLS0RERCidr7xy5QqKFi2qMi5RQZKYmIjSpUsXurAEPl34V7p06RwfPfMIkwq1e/fuYfny5ejWrRt+++03pXd0amtrY/z48fj1118xc+ZMxMfHiy8T1tLSgq6uLmbPno24uDhs3boV2tra4vRqamooU6YMLCwsYG5ujrFjx2L69OmIjo7GkiVLMHDgQKV3qxIVRIUxLBVys2x8NB4VasuWLYOnp2eGw/744w+sWrUqw2GNGjWCh4cHLCwskJ6erjJcQ0MDoaGhAIA3b95g1qxZuHjxIooWLYpu3brhzz//VLoyl6iguXv37le9NLwgyOkyMjCJiEhFbgMzLS0N27Ztw+HDh5GWloaUlBQ0a9YMY8aMwYwZM1CrVi0MGjToG7Q453K6jOySJSKiPDNr1iy8e/cOW7duRfHixfHhwwdMmDABU6dOhYaGRn4376vwCJMKjKSUVPwi+zn28X6mZaUfU26OMCMiItChQwcEBASgWLFiYvmbN28QHBwMPz8/JCQkIDo6GtHR0ahVqxb++usv6OjowNDQEJcuXYKenh4AiH+HhYVh/vz50NHRwYcPHzBx4kSsWbMGlStXRlhYGJKTkzFjxgw0bNjwmy8jv5FUYPwi04Tt0Ln53Yzv4oLn9PxuAlGOhYaGombNmkphCQD6+vpwdHSEn58foqKisG3bNmhpaaFHjx44deoUOnfunGW9YWFhOHPmDCpWrIgrV67g5s2bmDlzJurUqYNNmzZh9erVuQrMnOJVCURElCfU1dUzvEjucy1atECRIkWgoaGBWrVqITY2Ntt6y5cvLz4sBAAqVKggHhkaGRnh3bt3X9dwiRiYRESUJ0xNTfHo0SMkJCQolUdFRWHIkCFITEyEpub/dWyqqakho7OCXz4968unZmlra2dbx7fAwCQiojxhYGCADh06wNXVVQzNhIQEzJo1CyVLllQKui/p6enh1q1bAIDTp09/l/bmFAOTiIjyzMyZM1GzZk307NkTnTp1Qo8ePVCzZk3Mmzcvy+mmTZuGOXPmoEuXLggNDYW+vv53arF0vEqWChRe9EP0ffDBBap4hElERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASEVG2klJSC1S93wIfvk5ERNn6Vi8/kHrPcWRkJJo3b45NmzahSZMmYrmDgwO2bduGSpUq5XnbvsQjTCIiKhBkMhmmT5+u8qza74WBSUREBULZsmXRuHFjuLm5qQzz8PBA27Zt0aFDByxatAhpaWl5Pn8GJhERFRguLi4ICAjAxYsXxTJ/f3/4+fnB29sbBw4cwNOnT7F79+48nzcDk4iICoxixYph7ty5Sl2zV65cQbt27aCtrQ1NTU1069YNly5dyvN5MzCJiKhAsbGxUeqazeil1ampeX/1LQOTiIgKHEXX7OvXr9GwYUMcPXoUiYmJSE1Nxf79+9GwYcM8nydvKyEiomwlpaR+k9fOJaWk4hdZzqNI0TU7aNAg2Nvb4/379+jWrRtSU1Nha2uLPn365Hlb+T5MKlD4Pkyi74Pvw1TFLlkiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIiylZyWkm/1zpkzB6NHj1YqCwgIQPPmzb/rm0v44AIiIsqWloYMjrun5Hm9p3ouzHac8ePHo0OHDvDz84ODgwM+fPiAWbNmYcGCBShWrFietykzDEwiIvqhFS1aFPPmzYOrqysaNmyIlStXwsHBAUWKFEGvXr2QmJiIUqVKYfbs2ahcuTI2b96MAwcOQF1dHaamppgzZ06etIOBSUREP7zGjRvDxsYGU6ZMwaNHj7Bz5044OTnBw8MDFSpUwIULFzB9+nRs2LABnp6euHDhAjQ0NDB79mxERUXBwMDgq9vAwCQiogLBxcUF9vb2WLNmDV6+fImIiAgMHz5cHJ6QkABNTU1YWFige/fuaN68OZycnPIkLAEGJhERFRDFihVDiRIlULFiRSQkJKBSpUo4ePAgACAtLQ3R0dEAgLVr1yIkJATnz5/H77//jqVLl8LKyuqr58+rZImIqMCpXr063r17h6CgIADA/v37MWHCBMTGxqJNmzaQy+UYM2YMmjRpgvv37+fJPHmESURE2UpOS5F0RWtu6tXSkOV4Oi0tLaxYsQLz589HUlISihUrBjc3N+jp6aFnz57o3r07ihQpgvLly6NLly550la+3osKFL7ei+j74Ou9VLFLloiISAIGJhERkQQMTCIiIgkYmERElKHCfIlLbpaNgUlERCq0tbURExNTKENTEATExMRAW1s7R9PxthIiIlJRqVIlREZG4s2bN/ndlG9CW1sblSpVytE0DEwiIlIhk8lQrVq1/G7GD4VdskRERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEhdiMGTMwdepUpbLw8HA4OzvDzMwMtra2cHd3R3p6ujh8x44dMDQ0VPpnZGQkDv/vv/9Qu3ZtlXEOHjz43ZaLKD/wST9EhZAgCFi5ciX27NmD7t27i+WxsbHo27cvGjZsiAMHDuDRo0dwcXFB8eLFMWjQIADAgwcP4ODggDlz5ojTqampif8PDw8HAJw5c0bpWZwlSpT41ov1Q5oxYwbS0tIwf/58sSw8PBwLFizAtWvXUKJECXTr1g2jR4+GurrqMcqGDRuwZMkS3L9/HwAQGRmJ5s2bZzivSpUqwdfX99ssCGWLgUlUyERERMDV1RVhYWGoUKGC0jAvLy8UK1YMixcvhkwmQ/Xq1TFgwAAEBweL44SFhaFhw4bQ19fPsP4HDx6gfPnyqFy58jddjh/d1+yUKNy7dw8rVqxQKitfvjwCAgKUysLCwjB48GAMGzbs2y0QZYuBSVTIXL9+HeXLl8eyZcswbtw4pWEBAQFo0aIFZDKZWDZq1CilccLDw+Hk5JRp/WFhYahevXreNrqA+dqdEgBITk7GpEmTYG5ujqtXr4rlGhoaSjsrqampWLhwIRwdHdGjR49vu2CUJZ7DJCpkOnXqhMWLF2d4hPjkyROUKVMGc+fOha2tLVq3bg1PT0+kpaUBAKKiovDu3TucP38erVu3RtOmTTFhwgRERUWJdYSFheHDhw/o27cvGjdujJ49e8Lf3/+7Ld+PQLFTcvjwYZU3XmS2U7J69Wql8dzd3WFgYKB0dJqR3bt348WLF5gyZUreLQDlCgOT6CeSkJAADw8PaGhowMPDA8OGDcP69evFH/OwsDAAgKamJpYvX46FCxfiyZMnGDBgABITE8Vx4uLiMHToUKxfvx4WFhYYOnQoLl26lG/L9b19zU4JAAQGBsLb21vpvGdGkpOT8ffff6N///4oW7Zsni8H5Qy7ZIl+IpqamjA0NISrqysAwNjYGDExMVi7di3GjBkDGxsbXLp0CXp6euI0NWvWhJ2dHfz9/dGqVSucPn0aAFCkSBGxjrCwMGzduhWNGjX6/gv1g1HslHTp0gUeHh4ICwvDvHnzkJiYiDFjxiAhIQGTJ0/GtGnTsg3Bo0ePikfzlP8YmEQ/EQMDA8jlcqWymjVrIiEhAXFxcShVqpRSWAJA2bJlUapUKbx8+RLA/wXl5+RyOS5evPjtGl6AZLdTMn/+fJiYmKB9+/bZ1nXw4EE4OjqiVKlS37rZJAG7ZIl+IvXr18etW7eUyh48eICSJUtCV1cX27Ztg42NDVJSUsThz58/R2xsLGrVqoXo6GjUr18fp06dUqrj9u3bqFmz5ndZhh9ddjsl3t7eOHfuHCwsLGBhYYFp06YBACwsLHDo0CFxmvfv3yMwMBBt27b9ru2nzPEIk+gn4uzsjG7dumHBggVwcnLC/fv3sW7dOvTv3x/q6uqwt7fH8uXLMXXqVAwdOhRv377F/PnzYWlpiSZNmgD49MPu5uaG4sWLw8DAAPv27UNwcDC8vb3zeel+DNntlHy5s+Hr6ws3Nzf4+PigdOnSYnlISAgEQYCVldV3aTdlj4FJ9BOpVasWNm/ejCVLlmDXrl3Q09ODs7Mzhg4dCgCoUqUKNm/ejL/++gs9evSATCaDg4MDXFxcxDr++usvLFu2DJMmTcLbt29hbGyMzZs3o1atWvm1WD+U7HZKqlatqjS+IiS/LL979y4qV66cYRc45Q8GJlEhtn37dpUyS0tL7N69O9NpzM3NM5xOoUSJEpg1axZmzZqVF00sdLLbKZHqzZs30NXV/UatpNxQEwRByO9GEEllO3Rufjfhu7jgOT2/m0BEX+BFP0Q/oOS0lOxHKkR+tuWlgoldskQ/IC0NGRx3/zxPdjnVc2G+zDcpJRW/yH6On8GfaVm/Fa49Ivpp/SLTZDc/ScYuWSIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgl++MCcMWMGpk6dKv4tCALWrVsHBwcHmJqaomvXrjh37pzSNE+fPsWgQYNgYWGBpk2bYsOGDeKwK1euwNDQMMN//fr1+16LRUREBcwPG5iCIGDFihXYs2ePUvnmzZuxbt06uLq64ujRo3B0dMSIESNw584dAEBycjJ+//13FC1aFHv37sWECROwevVq/PPPPwAACwsLBAQEKP1zc3ODuro6Bg8e/N2Xk4iICgbN/G5ARiIiIuDq6oqwsDBUqFBBadjHjx8xefJktGjRAgAwbNgwbNy4EYGBgTA2NsapU6cQHR2NhQsXomjRoqhZsyaePn2KjRs34rfffoOWlhb09fXF+uLj47F06VIMGjQItra233U5iYio4PghjzCvX7+O8uXL4/Dhw6hUqZLSsJEjR6JHjx4AgKSkJOzYsQMfP36ElZUVACAoKAgmJiYoWrSoOI2VlRWePHmC6OholXmtXbsWWlpaGDly5DdcIiIiKuh+yCPMTp06oVOnTlmOc+rUKYwePRqCIGD06NEwMjICALx69Qply5ZVGlfx98uXL1GmTBmxPCYmBl5eXpg1axaKFCmSx0tBRESFyQ8ZmFKYmZnBx8cHly9fxpIlS1CmTBn873//Q2JiIvT09JTG1dLSAvDpiPRzu3btQunSpdGxY8fv1m4iIiqYCmxgGhgYwMDAALVr18bjx4+xadMm/O9//4O2tjaSk5OVxlX8raOjo1R+6NAhdO3aFTKZ7Lu1m4iICqYf8hxmVs6dO4enT58qlcnlckRFRQEAypUrhzdv3igNf/36NYBPIasQFhaGp0+fol27dt+4xUREVBgUuMBcvHgxtm7dqlR269Yt1KhRAwBgaWmJ27dv4+PHj+LwK1euoFq1aihdurRYFhQUBH19fXE6IiKirBS4wBw4cCD++ecfeHt74+nTp9iwYQMOHz6M0aNHAwBatmwJXV1djB8/Hg8ePMCRI0ewceNGDBkyRKmeu3fvQi6X58ciEBFRAVTgzmH26NEDqamp8PT0xIsXL1CtWjWsXLkSTZs2BQBoa2tjw4YNmDVrFrp3747SpUtj7Nix6Nq1q1I9r1+/hq6ubn4sAhERFUA/fGBu375dpaxXr17o1atXptNUr14d27Zty7JeDw+Pr24bERH9PApclywREVF++GaBmZSS+q2q/iH9bMtLRPSz+WZdsr/INGE7dO63qv6Hc8Fzen43gYiIviF2yRIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpKAgUlERCQBA5OIiEgCBiYREZEEDEwiIiIJGJhEREQSMDCJiIgkYGASERFJwMAkIiKSgIFJREQkAQOTiIhIAgYmERGRBAxMIiIiCRiYREREEjAwiYiIJGBgEhERScDAJCIikoCBSUREJAEDk4iISAIGJhERkQQMTCIiIgkYmD+wGTNmYOrUqUpl4eHhcHZ2hpmZGWxtbeHu7o709HRxeHJyMhYtWoQmTZrAwsICQ4YMQURExPduOhFRocPA/AEJgoAVK1Zgz549SuWxsbHo27cvdHV1ceDAAcycORNeXl7YvHmzOM7MmTNx/PhxLF26FHv27EFiYiJGjBgBQRC+92IQERUqmvndAFIWEREBV1dXhIWFoUKFCkrDvLy8UKxYMSxevBgymQzVq1fHgAEDEBwcLE7r7e2NLVu2oFGjRgCAWbNmYdCgQXj27BmqVq363ZeHiKiwYGD+YK5fv47y5ctj2bJlGDdunNKwgIAAtGjRAjKZTCwbNWqU0nA9PT0xLAGgevXqOHv27LdvOBFRIccu2R9Mp06dsHjxYujr66sMe/LkCcqUKYO5c+fC1tYWrVu3hqenJ9LS0sThlStXxuHDh9GxY0fY2Nhg9OjRePXq1fdeDCKiQoeBWYAkJCTAw8MDGhoa8PDwwLBhw7B+/XqsXr1aHP7o0SNs3rwZU6ZMwYoVKxATE4P+/fsjKSkpn1tPRFSwsUu2ANHU1IShoSFcXV0BAMbGxoiJicHatWsxZswYaGpqIj4+HitWrEDlypUBACtXroSNjQ38/f3h6OiYn80nIirQeIRZgBgYGEAulyuV1axZEwkJCYiLi4OBgQF0dHTEsASA0qVLo2TJkoiMjPzezSUiKlQYmAVI/fr1cevWLaWyBw8eoGTJktDV1UX9+vXx4cMHPHz4UBz+5s0bxMXFoUqVKt+7uUREhQoDswBxdnbG/fv3sWDBAjx9+hSnTp3CunXr0LdvX6irq6NBgwaoX78+xo0bh+DgYNy7dw/jx49HtWrVYGdnl9/NJyIq0BiYBUitWrWwefNm3Lx5E+3bt8f8+fPh7OyMESNGAADU1NTw999/w8TEBEOHDkWvXr1QvHhxbN68GVpaWvnceiKigo0X/fzAtm/frlJmaWmJ3bt3ZzpNiRIlMH/+fMyfP/9bNo2I6KfDI0wiIiIJGJh5JDktJb+b8N38TMtKRDkTEhICIyMjXLlyRSw7fvw4OnToAHNzc7Rt2xb79+/PxxbmHrtk84iWhgyOu6fkdzO+i1M9F+Z3E4joB/ThwwdMmjRJfPoYAAQFBWHChAmYPn06mjRpgosXL2L69OkoXbo07O3t86+xucAjTCIiyhOLFi2CgYGBUpmvry8MDQ3Rs2dPVK5cGT179oSRkRECAgLyqZW5x8AkIqKv5u/vj3PnzmHatGlK5aVKlUJYWBguX74MQRAQGBiIsLAwmJiY5FNLc49dskRE9FViY2MxdepULFiwALq6ukrDnJycEBwcjP79+0NDQwNpaWlwdnZG586d86exX4GBSUREX2XmzJlwcHCAnZ2dytuRYmNjER0djYkTJ6JJkyYICgrC0qVLUaNGDXTv3j2fWpw7DEwiIsq1AwcOIDQ0FIcOHcpw+LRp01CnTh38/vvvAIA6deogNjYWS5YsQbdu3aCmpvY9m/tVGJhERJRr3t7eiIqKgo2NDQBAEAQAwODBg9G5c2fcuHED7du3V5rGzMwMa9euxfv371W6cH9kDEwiIsq1pUuXIjExUfz7zZs3cHJywrx589CkSRNcuXIF9+/fV5rm85dGFCQMTCIiyrUvbyP55ZdfxPLSpUujX79+WLhwIWrUqAEbGxuEhITA09MTI0eOzI/mfhUGJhERfTNOTk7Q0tLC1q1b4ebmhooVK2LcuHHo3bt3fjctxxiYRESUZ8qVK6fSBdujRw/06NEjn1qUd/jgAiIiIgkYmERERBIwMImIfgI/21uGvsXy8hwmEdFP4Gd6oxLwbd6qxCNMIiIiCRiYREREEjAwiYiIJFATFA/+o1x7//49tm7div79+6NEiRL53Rwq4Lg9UV7jNpU3eISZB96/f4/Vq1fj/fv3+d0UKgS4PVFe4zaVNxiYREREEjAwiYiIJGBgEhERScDAJCIikoCBmQdKlCiBUaNG8eozyhPcniivcZvKG7ythIiISAIeYRIREUnAwCQiIpKAgUlERCRBoQzM5ORkbNq0CZ06dYKZmRmsra3h7OwMf3///G4afUMODg4wNDTEzp07Mxz++++/w9DQEAcPHsyT+b18+RJHjx4V/+7bty+mTp2aozoEQYCPjw9iYmLypE3f09u3b7Fv3z7xbxcXFwwYMCD/GlRAuLi4wNDQMNN/Dg4O+d1EykShC8zk5GQMGjQImzZtQp8+fXDkyBFs3boVRkZGGD58OFavXp3fTaRvSCaT4eTJkyrlb9++xeXLl/N0Xq6urrhw4cJX1XH9+nVMnjwZHz9+zKNWfT9Lly7Ns52Pn8nUqVMREBCAgIAA7N27FwCwdu1asezznRD6sRS6F0ivWbMGoaGh8PHxQeXKlcXy2rVro2rVqpg+fTqsra3RoEGDfGwlfSsNGzbEv//+i9jYWOjp6Ynlp0+fhpmZGYKCgvJsXnlxgXlBvki9ILc9PxUvXhzFixcHACQlJQEAdHV1oa+vn5/NIgkK1RFmeno6du3aha5duyqFpUKPHj3w66+/wsvLCwDg7e2N1q1bY8+ePXBwcICJiQl69+6Nhw8fitO8e/cOU6ZMgbW1NaysrDB48GA8evQow/nHxsbCxMQEx48fVyqfNGkSRowYIam+pKQkLFy4EM2aNYOJiQkaNmyIKVOmiEcg3t7eaNWqFWbNmgVLS0tMmjTp61ZaIWNhYYEyZcrgzJkzSuXHjx9H27Ztlcp8fX3RtWtXmJmZwd7eHqtWrUJqaioA4MqVK6hbty7OnDmD1q1bw8TEBJ07dxYD18XFBZcuXcKBAwdgaGgo1hkfH49JkybBwsIC1tbWmD9/PtLS0jJsa2RkJJycnAAAzZs3x6pVqwAADx48wODBg9GgQQNYWVlh0qRJiI2NzXK5DQ0NsXfvXvTs2RN169ZF27ZtERISgp07d6Jp06aoV68exo0bh+TkZHGaoKAg9OnTBxYWFmjcuDHmzZsnbmeRkZEwNDTEyZMn0aVLF5iYmKBVq1biel21ahX27duHq1evwtDQEJGRkQCAlJQUzJ8/H9bW1qhXrx4mTZqEDx8+ZNl2UrZw4UJ0795d/DsiIgKGhob4+++/xbINGzagY8eOAICPHz9i6dKlcHBwQN26ddGjRw9cunQpw7r5G/V1ClVgPn78GO/evYOFhUWm41hZWSE4OFj8OzIyEocPH8bKlSvxzz//4N27d5g7dy6ATwE8ZMgQvH79Ghs2bMDOnTtRoUIF9O7dG3FxcSp16+npwdbWFocOHRLLPnz4gNOnT6Nr166S6nNzc8PZs2exZMkSnDhxAjNmzMDRo0exZ88esc4nT54gISEBPj4+GDp06Fevt8JETU0Njo6OSt2ysbGxCAwMRKtWrcSyU6dO4Y8//kCbNm1w8OBBTJo0Cdu3b8fChQvFcVJSUrB69WrMmzcPBw8eRPHixeHq6gpBEDB16lTUr18fbdq0QUBAgDjNyZMnUbVqVRw6dAguLi7Yvn07Dh8+nGFby5cvj7Vr1wIA9u7dC2dnZ0RGRqJXr17Q1dXFjh07sHbtWty7dw/Ozs6ZBq/CsmXLMGTIEBw8eBDFihXDkCFD4Ovri/Xr12PhwoU4deqU2N1348YNDBgwAHXr1sW+ffuwcOFC+Pr6YuzYsUp1Ll68GGPHjsXRo0dRp04dTJ48GR8+fICzszPat28PCwsLBAQEoHz58gA+hXBqair27NmDZcuW4cSJE9i0aZOUj47+P3t7e9y5cwfv3r0DAFy6dAlqamq4evWqOM758+fFc51jx47F8ePHMXv2bPj4+MDMzAy///47bty4oVI3f6O+klCIXLt2TZDL5cK///6b6TjLli0TjI2NBUEQhP379wtyuVwIDw8Xh2/ZskUwMzMTBEEQLl68KNSpU0eIj49XqsPR0VHw8PDIsP5Tp04JxsbGQlxcnCAIguDj4yNYW1sLycnJkurz8fERgoKClIY7OTkJU6ZMUWrzw4cPs1kbP59mzZoJa9asEQIDAwVjY2Ph7du3giAIwq5du4R+/foJgiAIcrlc8PHxEbp16yaMGzdOafodO3YIRkZGwvv374XLly8LcrlcOHfunDj89OnTglwuF2JiYgRBEIT+/fsLkydPFof36dNH+N///qdUZ4cOHYS5c+dm2ubAwEBBLpcLERERgiAIgpubm2Bvby8kJyeL44SHhwtyuVw4e/ZspvXI5XJh2bJl4t9eXl6CXC4Xnj17JpZ1795dmDVrliAIgjB69GiVtp47d06Qy+XCgwcPhIiICEEulws7duwQh9+9e1eQy+XCjRs3BEEQBFdXV6FPnz7i8MmTJwt2dnZCenq6WDZs2DBh6NChmbb7Z6dYz4GBgWJZcnKyYGlpKZw4cUIQBEEYM2aMMHz4cMHMzExITk4W4uPjBWNjY+HGjRtCWFiYIJfLhQsXLijV26NHD+GPP/7IcJ78jcq9QnUOs2TJkgCAhISETMd5//690rktNTU1VK1aVfy7ePHiSElJAQCEhoYiLS0Ntra2SnUkJSUpddt+zt7eHsWKFcOxY8fQu3dvHDp0CO3bt4dMJpNUX6dOnRAQEIDFixfjyZMnCA8Px7Nnz1CpUiWlNn/+NymztLREqVKlxC7XjLpjw8LC0LlzZ6WyBg0aIDU1Van7qVq1auL/FeedFNtHRj4fH/h0bioxMREA0K5dO7x48UIc9vkVtp+3q27dupDJZGJZjRo1UKpUKTx48AD37t2Dp6enOGzo0KEYNmwYAKBKlSpieZEiRaCurq60nWhra4tdsmFhYWjatKnSvOvXry8OMzU1VVmeYsWKZbv8VapUgZqamtLyR0VFZTo+qZLJZGjSpAn+/fdfODo64sqVK1i9ejUCAgJw69YtxMTEoFSpUqhbt67Ytfplr5qlpSXOnTuXYf38jcq9QhWYVatWRZkyZXDt2jW0bNkyw3GCgoJgbm4u/q2urg5NTeXVIPz/ixlkMhlKliyJf/75R6UeHR2dDOuXyWRo3749jhw5gpYtW+LSpUsYP3685PqmTp0KX19fdOnSBY6Ojhg7dizmzJmjNK66ujq0tLQyWQukpqaGVq1a4eTJk7C3t8f169exfPlypXG0tbVVplN0eX6+PWS0noUsLnZRV1c9y6EYf926deI5UgAoW7asUoBm1i7g0+kBmUyGLl26oE2bNmK5rq6u+P8vt2M1NTWl8MpuPop2fl7P58H95XgZ0dDQyNH4lLFmzZphzZo1uH//PtLS0mBhYQFzc3NcvXoVz58/R7NmzaCmppbl9vLl9qDA36jcK1TnMDU0NNC3b1/8888/ePr0qcrwQ4cOISwsTLzQIju1atXC27dvAXwK46pVq6JSpUpwd3dHYGBgptN17doVwcHB2Lt3L2rUqAEjIyNJ9cXFxWHfvn2YM2cOJk+ejM6dO6NatWqIiIjgj04OtW7dGv/++y98fHxgZWWl1KsAfDpqu379ulLZtWvXIJPJlI7UspJZGGWmYsWK4udetWpVaGpqqtRRo0YN3Lp1S+koLjw8HO/evUONGjVQsmRJpToUvSo5VaNGDaVz+cCn5VcMkyKny0/S2dnZITIyEvv27UODBg2grq6ORo0a4cqVK/D39xfPX9asWRMAVLbl69evi8Mywt+o3ClUgQl8ujndysoKTk5O2L9/PyIiIhAeHo5Vq1bB1dUVo0aNgrW1taS6GjVqBHNzc/z5558ICgrC48ePMW3aNPj5+UEul2c6nZGREWrVqgVPT0907dpVcn3FihVDsWLF4Ovri2fPniE0NBTjx4/Hy5cvla5upOzVq1cPurq6WL16tUp3LAAMHz4cx48fx/r16/HkyRMcP34cK1euRI8ePcSu1+wULVoUkZGReP78ea7bWbRoUQDA3bt3ER8fjz59+iA+Ph5TpkxBWFgYgoKCMGHCBNSuXRuNGjXK9Xy+NHjwYNy6dQtubm549OgRLly4gNmzZ6Np06aSA7No0aKIiopCRESE0pEzfT09PT2YmZlhz5494u9Vo0aNcPnyZcTHx4vbQpUqVdCuXTvMmjULAQEBePjwIRYuXIg7d+6gX79+mdbP36jcKXSBqampibVr12LUqFHYuXMnOnbsCCcnJ4SEhIjlUqmpqWHNmjWoWbMmRowYgS5duuDJkyfYuHFjlntvANC5c2ekpqaiQ4cOkuuTyWRwd3fHnTt30L59e4wYMQK6urpwdnbG7du3c71Ofkbq6upo1aoVkpOTM+yet7W1hZubG3x8fNC+fXssWbIE/fr1y9GTepycnPD48WO0bdsWb968yVU7a9asiVatWmHs2LFYuXIlypQpg02bNiEqKgrdunXDyJEjUadOHWzevDnD7tHcksvl8PDwwNWrV9GxY0dMmTIFLVu2xIoVKyTX0bVrV6SlpaFt27YIDQ3Ns7bRJ/b29khOTkbDhg0BAHXr1oWOjg4aN26MX375RRxv7ty5sLW1xcSJE9G1a1fcuHEDGzduzPJuAYC/UbnB13t9I25ubnj8+DE8PDzyuylERCr4G5Vzheqinx9BUFAQHj58iN27d/MxfET0w+FvVO4xMPOYr68vdu3ahb59+6JJkyb53RwiIiX8jco9dskSERFJUOgu+iEiIvoWGJhEREQSMDCJfmDf+4wJz9AQZY6BSSTBvXv34OrqCgcHB5iamqJZs2YYO3Ys7t69+03m9/z5cwwePPirHoqQU7t27cKiRYu+2/yIChoGJlE29u7di+7duyMyMhKjR4/G+vXrMWbMGDx9+hQ9evSAr69vns/z/PnzOH/+fJ7Xm5XVq1eLr5QiIlW8rYQoCzdu3MCsWbPwv//9DzNmzFAa1rp1a/Tu3RsuLi44e/as+DYPIiqceFsJURZGjRqFwMBAnDt3DkWKFFEZHhQUhHPnzqF3796oUKECQkNDsWLFCty4cQNJSUkwNzfHmDFjxDfkREZGonnz5li+fDl8fX3h7++PtLQ02NnZYdq0adDX18eqVauUbijv0qULFi1aBAcHBzg4OODJkycIDAyEtbU11q1bhxcvXmDVqlW4ePEiYmNjoaOjgwYNGsDFxQWVK1cW6/n333/x999/4/bt29DW1kajRo0wceJElC9fHoaGhkrL5evrWyhfz0T0NRiYRJkQBAFmZmZwcHCAu7t7tuNfvXoVzs7OMDMzQ//+/QEAmzZtwu3bt7FlyxbUr19fDMwSJUqgQ4cOaNGiBR4/fgw3Nzc0bdoUq1atwqtXr7B9+3Zs2LABq1evhqGhIapUqQIHBwdERUWhV69eaN68OYBPD5lv27YtihYtiuHDh0NPTw/37t3DihUrYGxsjO3btwMAAgICMHjwYDRp0gS9evVCSkoK/vrrL2hoaODQoUMIDQ3F0KFDYWZmhhEjRsDIyKhQvp6J6GuwS5YoE3FxcUhKSpJ8pLV06VKUK1cOmzdvFsPG3t4erVu3hpubG/bu3SuO27BhQ7GLt3Hjxrh9+zYOHz4MQRBQrlw5cZ516tRRmn+ZMmUwdepU8dVa9+7dQ7ly5TB79mzxhQDW1taIiIiAl5cX0tPToa6ujhUrVqBatWpYt26d+M5OAwMDjB8/Hvfu3YO5uTk0NTWhp6en9L5YIvo/DEyiTChehqx4sXRWPnz4gJs3b+L3339XOjLT0tJCmzZtsHHjRvz3339ieb169ZSmL1euHFJSUpCSkpLlkV3t2rWV3kNZu3Zt7NixA+np6Xj27BmePXuGR48e4dq1axAEAampqRAEAbdu3cKQIUOUXnBtYWEBPz+/7FcEEQFgYBJlSldXF8WKFcvy1o60tDRER0cD+NSFW6ZMGZVx9PX1IQgCEhISxDJtbW2lcRRBlt0ZEsVb7z+3detWeHp6IiYmBqVKlUKdOnXE862CIODt27cQBAGlS5fOsm4iyhpvKyHKgp2dHS5fvoyPHz9mOPzixYuws7PDmTNnoKamJobn516/fg01NTWUKlUqz9t37NgxLFiwAL1790ZAQAAuX76MzZs3K3WrFitWDGpqaoiNjVWZ3t/fH1FRUXneLqLCiIFJlIWBAwciPj4ef/31l8qwjx8/wt3dHTo6Omjfvj1MTU1x4sQJpKSkiOMkJyfjxIkTMDMzy9FFNIru4OxcvXoV2traGDlyJPT19QEAqampuHjxIgAgPT0dRYsWRZ06deDn56d0BHvnzh0MGTIEwcHBAKDUXUtEqvgNIcqCqakpxo0bh+3bt2PgwIE4fPgwLl++jD179qBbt2548OAB3N3doauri3HjxuHly5cYMGAATp8+jdOnT2PAgAGIiorCuHHjcjTfEiVKAABOnz6Nhw8fZjqeubk5EhMTMW/ePFy5cgXHjx9H//79cf/+fQAQj4z//PNPhIeHY+TIkTh37hyOHTuGcePGwdjYGA4ODgA+dUGHhobi6tWrSExMzM3qIirUGJhE2Rg8eDA2bdqEIkWKYOnSpRg8eDA8PT1Rp04d7N+/H02bNgXw6crXrVu3QkNDAxMnToSLiwuKFCkCLy8vWFtb52ieNjY2aNiwIf766y+4ubllOl7nzp0xevRo+Pn54ffff8eSJUtQpUoVrF27FsCnI1AAaNq0KdavX4/Y2FiMHj0aCxYsgKWlJdavXy8e+Q4ePBjR0dEYNGgQbt++nZtVRVSo8T5MIiIiCXiESUREJAEDk4iISAIGJhERkQQMTCIiIgkYmERERBIwMImIiCRgYBIREUnAwCQiIpLg/wE0FcpAaj2NSgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico referente ao prazo do contrato do cliente\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='Contract', \n",
    "               titulo=\"Distribuição da variável Contract por Churn\",\n",
    "               label_x='Contract', \n",
    "               hue='Churn',\n",
    "               small=True\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pelo gráfico acima temos que os clientes que possuem um contrato mensal são os que tendem a deixar de utilizar os serviços da Alura Voz. Oferecer um serviço de contrato anual ou de dois anos é uma boa opção para reduzir a taxa de cancelamentos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico referente ao método de pagamento do cliente\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='PaymentMethod', \n",
    "               titulo=\"Distribuição da variável PaymentMethod por Churn\",\n",
    "               label_x='PaymentMethod', \n",
    "               hue='Churn', \n",
    "               figsize=(12, 5)\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Percebemos que as pessoas utilizam o método de pagamento \"Eletronic check\" tendem a cancelar os serviços da Alura Voz. Direcionar os clientes para outro método de pagamento é uma boa opção para reduzir a taxa de cancelamentos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando o gráfico a se o cliente é idoso ou não por churn.\n",
    "\n",
    "plot_countplot(dados=dados, \n",
    "               x='SeniorCitizen', \n",
    "               titulo=\"Distribuição da variável SeniorCitizen por Churn\",\n",
    "               label_x='SeniorCitizen', \n",
    "               hue='Churn'\n",
    "    ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apesar da quantidade de clientes idosos ser menor, a proporção de clientes que cancelaram o serviço entre os idosos é maior que a de clientes que não são idosos. Entender os motivos que estão levando a essa taxa de cancelamento entre os idosos e adotar medidas para melhorar o serviço para esses clientes é uma boa opção para reduzir a taxa de cancelamento.\n",
    "\n",
    "Para fazer uma análise mais aprofundada podemos aplicar o boxplot, e para conhecer melhor pode ler esse artigo: [Melhorando a análise com o Boxplot](https://www.alura.com.br/artigos/melhorando-a-analise-com-o-boxplot)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "hovertemplate": "Churn=No<br>tenure=%{x}<extra></extra>",
         "legendgroup": "No",
         "marker": {
          "color": "#636efa"
         },
         "name": "No",
         "notched": false,
         "offsetgroup": "No",
         "orientation": "h",
         "showlegend": true,
         "type": "box",
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          25.5,
          61.6,
          45,
          85.15,
          51.45,
          99.25,
          44.3,
          94.2,
          81.25,
          99.95,
          91.55,
          50.35,
          64.5,
          19.4,
          104.8,
          109.4,
          50.3,
          71.4,
          116,
          93.95,
          90.8,
          58.25,
          107.55,
          19.95,
          85.8,
          35.4,
          88.1,
          45.8,
          94.65,
          20.5,
          89.4,
          74.85,
          109.95,
          90.35,
          86.45,
          20.3,
          101.25,
          114.9,
          19.55,
          86.85,
          25.35,
          109.9,
          19.95,
          87.2,
          108.15,
          116.3,
          89,
          74.4,
          20.05,
          35.05,
          74.75,
          75.2,
          84.45,
          102.4,
          19.25,
          114.65,
          19.4,
          50.35,
          57.8,
          84.3,
          100.55,
          19.8,
          19.95,
          75.35,
          48.8,
          20.15,
          44.3,
          84.3,
          59.55,
          69.65,
          36.1,
          56.6,
          79.2,
          45,
          109.65,
          89.7,
          84.25,
          92.65,
          19.7,
          50.1,
          92.45,
          79.65,
          109.9,
          81.4,
          50.55,
          62.45,
          90.4,
          70.5,
          20.1,
          100.7,
          105.65,
          114.3,
          24.35,
          69.85,
          58.85,
          54.4,
          50.55,
          19.95,
          29.3,
          54.75,
          60.55,
          86.2,
          63.95,
          65.35,
          50.2,
          63.8,
          20.05,
          65,
          19.25,
          36.05,
          19.05,
          105.75,
          40.4,
          84.8,
          19.85,
          49.45,
          55.15,
          84.8,
          20.15,
          58.7,
          99.5,
          26.4,
          97.65,
          100,
          102.5,
          66.05,
          61.2,
          74.4,
          39.6,
          108.9,
          19.9,
          19.6,
          45.9,
          99.9,
          20.05,
          64.35,
          19.65,
          86.85,
          102.55,
          78.2,
          91.2,
          19.35,
          70.4,
          39.55,
          50.15,
          20.4,
          44.6,
          93.6,
          57.95,
          112.1,
          81.35,
          99.85,
          20,
          85.35,
          62.05,
          64.4,
          19.4,
          105,
          25.15,
          19.3,
          55.3,
          95.4,
          20.5,
          105.55,
          24.45,
          19.7,
          110.65,
          83.85,
          60.25,
          59.2,
          85.3,
          99.75,
          66.1,
          20.55,
          98.85,
          49.2,
          19.5,
          87,
          49,
          90.7,
          100.5,
          85.25,
          74.7,
          60.15,
          80.55,
          50.15,
          94.45,
          20.05,
          115.6,
          99.65,
          80.6,
          85.25,
          69.55,
          35.4,
          83.5,
          25.6,
          20.75,
          56.75,
          20.1,
          98.8,
          104.85,
          105.45,
          96.8,
          24.25,
          102.15,
          64.85,
          25.25,
          24.75,
          19.65,
          74.45,
          99.4,
          19.15,
          49.45,
          73.7,
          74.4,
          19.8,
          20.2,
          71.65,
          20.1,
          100.5,
          62.8,
          100.35,
          20.3,
          92.05,
          20.35,
          50.5,
          42.1,
          114.6,
          65.7,
          74,
          71.1,
          109.55,
          20.5,
          74.55,
          79.85,
          62.15,
          21.05,
          79.6,
          73.35,
          70.1,
          54.4,
          19.55,
          74.55,
          23.9,
          44.6,
          95.5,
          104.5,
          61.4,
          43.95,
          80.55,
          99.65,
          97.95,
          90.7,
          101.6,
          72.75,
          88.95,
          20.3,
          78.35,
          80,
          19.85,
          91.8,
          69.8,
          69.75,
          69.85,
          25.45,
          75.95,
          78.75,
          19.8,
          19.2,
          111.9,
          81.9,
          18.85,
          18.7,
          81.55,
          29.6,
          19.95,
          93.55,
          48.45,
          20.2,
          24.15,
          70.75,
          21,
          82.3,
          70.65,
          73.55,
          70.75,
          48.95,
          60.6,
          78.75,
          19,
          56.25,
          99.4,
          85.2,
          69.55,
          28.5,
          97.65,
          20.25,
          20.45,
          93.5,
          54.65,
          71.9,
          116.4,
          105.55,
          75.5,
          86.05,
          85.8,
          19.65,
          105.95,
          54.15,
          58.75,
          95.4,
          68.25,
          20.25,
          75.5,
          65.85,
          65,
          93.75,
          100.4,
          85.25,
          34.2,
          89.65,
          97.65,
          90.3,
          94.3,
          20.4,
          25.05,
          70.7,
          53.8,
          99.15,
          69.75,
          56.15,
          86.65,
          86.8,
          45.3,
          91.25,
          20.75,
          19.9,
          33.7,
          63.35,
          65.7,
          74.6,
          112.95,
          65.15,
          59.7,
          20.65,
          23.75,
          19.9,
          108.1,
          20.6,
          19.55,
          80.15,
          20.3,
          109.9,
          90.4,
          25.4,
          46.3,
          25.2,
          24.45,
          78.4,
          74,
          30.15,
          77.8,
          99,
          20.75,
          75.5,
          66.7,
          83.85,
          96.75,
          19.1,
          18.55,
          20.1,
          89.4,
          19.8,
          21.05,
          111.25,
          89.9,
          19.4,
          86.95,
          75.35,
          44.95,
          20,
          48.4,
          94.65,
          58.95,
          100.3,
          105.6,
          19.55,
          60.9,
          20.05,
          103.75,
          113.35,
          75.15,
          104.05,
          85.7,
          20.05,
          69.1,
          65.75,
          86.4,
          69.4,
          93.45,
          64.9,
          19.45,
          44.55,
          96.5,
          100.85,
          105.35,
          20.1,
          20.2,
          115.15,
          113,
          29.8,
          80.8,
          85.5,
          69.9,
          95.8,
          83.05,
          89.45,
          19.55,
          29.9,
          80.5,
          50.15,
          89.6,
          76.35,
          100.05,
          20.25,
          20.65,
          53.45,
          80.8,
          92.95,
          85.3,
          30.1,
          35.5,
          94.1,
          19.65,
          69.9,
          99,
          104.1,
          109.2,
          20.3,
          20,
          19.8,
          19.65,
          24.25,
          70.65,
          90.1,
          29.2,
          39,
          50.35,
          50.85,
          51.45,
          80.85,
          54.2,
          60.65,
          48.8,
          45.75,
          94.8,
          100.8,
          19.45,
          19.05,
          69.7,
          106.05,
          90.55,
          24.85,
          74.35,
          89.1,
          69.05,
          80.45,
          101.5,
          78.45,
          103.5,
          79.05,
          20.6,
          54.75,
          113.15,
          21.05,
          70.55,
          19.55,
          35.65,
          19.6,
          19.5,
          19.9,
          108.65,
          19.65,
          105.4,
          109.6,
          92.15,
          19.85,
          19.9,
          25.7,
          108.25,
          20.35,
          71.05,
          30.75,
          25.65,
          85.5,
          20.35,
          20.4,
          75.85,
          80,
          54.55,
          19.7,
          105.5,
          105.1,
          99.8,
          25.1,
          19.55,
          51,
          101.05,
          74.25,
          54.55,
          19.4,
          19.25,
          54.4,
          20.35,
          49.8,
          51.1,
          64.4,
          105.8,
          19.6,
          108.25,
          100.45,
          39.4,
          77.55,
          53.65,
          43.8,
          24.6,
          23.95,
          98.45,
          20.1,
          53.8,
          111.45,
          19.85,
          84.15,
          70.25,
          53.35,
          24.8,
          87.55,
          94.15,
          39.1,
          70.6,
          19.75,
          20.4,
          109.75,
          74.55,
          109.3,
          19.55,
          20.05,
          106.65,
          88.8,
          85.4,
          25.4,
          69.7,
          90.15,
          89.2,
          90.45,
          64.15,
          20.25,
          19.45,
          60,
          89.4,
          62.15,
          95,
          19.65,
          74.45,
          85.2,
          54.2,
          80.3,
          23.05,
          49.6,
          56.4,
          86.05,
          20.55,
          89.9,
          48.25,
          108.45,
          75.5,
          100.55,
          76.85,
          65.1,
          20.4,
          26.35,
          20.05,
          78.75,
          19.8,
          91.15,
          75.3,
          115,
          65.25,
          19.15,
          19.55,
          26.1,
          25.45,
          19.65,
          20.4,
          50.2,
          24.8,
          80.25,
          19.45,
          110.5,
          34.65,
          56.3,
          80.45,
          66.4,
          81.3,
          66.85,
          20,
          19.7,
          53.85,
          19.65,
          44.05,
          110.6,
          20.7,
          21.1,
          107.15,
          84.8,
          24.7,
          55.35,
          19.35,
          89.95,
          69.05,
          70.05,
          97.85,
          20.45,
          89.55,
          79.35,
          80.85,
          50.3,
          84.6,
          108.4,
          110.75,
          99.35,
          20.1,
          25.05,
          24.75,
          86.45,
          101.35,
          55.25,
          24.95,
          20.05,
          46.4,
          68.5,
          19.55,
          19.35,
          94.15,
          80,
          102.45,
          115.6,
          71.6,
          59.75,
          60.9,
          19.55,
          48.8,
          78.65,
          98.25,
          59.65,
          99.1,
          30.35,
          109.7,
          94.15,
          56.05,
          24.35,
          55.8,
          48.8,
          91,
          80.55,
          20.45,
          18.95,
          76,
          72.9,
          95.85,
          85.15,
          29.3,
          20.75,
          35.3,
          19.75,
          69.35,
          107.95,
          20,
          61.5,
          20.05,
          20.1,
          49.9,
          19.1,
          110.45,
          71.35,
          84.6,
          105.7,
          79.25,
          19,
          98.7,
          109.3,
          19.7,
          35.6,
          82.1,
          19.05,
          67.8,
          19.2,
          29.15,
          103.15,
          105.2,
          89.1,
          106.1,
          75.1,
          51.05,
          49.9,
          91.6,
          49.25,
          59.5,
          19.95,
          64.4,
          19.65,
          24.4,
          105.2,
          93.65,
          49.95,
          94.7,
          68.4,
          74.9,
          43.8,
          116.05,
          81.6,
          100.4,
          93.25,
          116.85,
          20.65,
          78.35,
          85.7,
          20.15,
          19.85,
          86.75,
          73.85,
          81.45,
          44.55,
          63.3,
          40.65,
          49.7,
          25.15,
          49.9,
          62.1,
          20.4,
          98.3,
          69.35,
          99.7,
          99,
          58.5,
          106.2,
          104.35,
          106.4,
          20,
          20.35,
          23.9,
          115.05,
          25.15,
          19.8,
          19.7,
          63.75,
          90.05,
          92.2,
          97.55,
          19.95,
          55.2,
          105.35,
          87.3,
          93.65,
          19.85,
          51.1,
          23.95,
          81.45,
          45,
          93.9,
          20.7,
          24.95,
          106.05,
          19.55,
          19.4,
          85,
          50.1,
          44.05,
          20.5,
          25.45,
          50.95,
          70.25,
          20.2,
          100.4,
          91.7,
          109.85,
          19.9,
          74.1,
          88.75,
          70.95,
          19.2,
          100.05,
          49,
          75.1,
          108.15,
          19.8,
          20.45,
          69.5,
          93.4,
          45.2,
          19.8,
          76.6,
          95.65,
          25.25,
          66.8,
          19.1,
          66.4,
          107.75,
          19.7,
          61.4,
          61.35,
          69,
          24.2,
          91.3,
          54.75,
          19.75,
          90.35,
          54.65,
          20.2,
          19.3,
          44.45,
          94.25,
          40.25,
          50.2,
          79.5,
          94.75,
          25,
          19.35,
          115.85,
          24.7,
          75.35,
          98.85,
          59.8,
          89.75,
          19.9,
          20.3,
          20.05,
          20.8,
          20.35,
          50.5,
          19.95,
          84.9,
          25.1,
          45.45,
          70.05,
          71.1,
          89.85,
          20.1,
          24.3,
          114.65,
          20.55,
          106.8,
          85.45,
          20.4,
          61.2,
          59.65,
          19.95,
          54.3,
          96.4,
          67.6,
          19.8,
          80.45,
          25.45,
          48.9,
          29.15,
          89.2,
          24.05,
          55.65,
          94.55,
          19.75,
          89.1,
          107.75,
          50.95,
          20.25,
          58.35,
          19.85,
          25.05,
          68.7,
          109.95,
          20.85,
          85.35,
          50.15,
          50.3,
          60,
          20.35,
          24.8,
          65.05,
          50.35,
          93.8,
          20.05,
          20.65,
          66.8,
          75.55,
          74.6,
          20.5,
          79.8,
          20.35,
          54.6,
          111.6,
          43.95,
          90.6,
          24.2,
          58.6,
          64.35,
          19.5,
          66.7,
          80.4,
          19.3,
          44.75,
          68.6,
          20.55,
          50.05,
          25.25,
          20.5,
          61.15,
          40.3,
          20.35,
          95.1,
          92.85,
          100.6,
          20.1,
          89.7,
          49.65,
          110.25,
          98.2,
          90.1,
          44,
          19.65,
          113.3,
          90.6,
          20.1,
          20.2,
          100.05,
          49.9,
          79.2,
          95.25,
          19.7,
          23.3,
          90.95,
          59.8,
          34.2,
          25.6,
          25.15,
          19.65,
          58.4,
          25.05,
          19.05,
          70.65,
          19.15,
          92.2,
          107.75,
          104.7,
          108.65,
          19.05,
          19.35,
          101.1,
          20,
          103.1,
          81.05,
          102.6,
          19,
          85.6,
          58.75,
          108.75,
          20.4,
          103.85,
          86.05,
          67.45,
          55.45,
          84.2,
          81.7,
          100.85,
          114.45,
          64,
          55.7,
          59.45,
          35.9,
          26,
          80.55,
          84,
          51.65,
          105.75,
          96.6,
          19.5,
          71,
          111.15,
          20.05,
          79.35,
          25.25,
          35.45,
          92.7,
          19.35,
          49.4,
          70.9,
          75.4,
          104.4,
          74.95,
          25.4,
          20.25,
          107.95,
          96.65,
          20.35,
          54.7,
          88.15,
          78.95,
          19.35,
          25.75,
          73.1,
          50.75,
          95,
          104.1,
          55.55,
          21.1,
          20.15,
          115.55,
          19.5,
          75.4,
          84.35,
          72.1,
          84.8,
          26.2,
          105.35,
          85.3,
          44.8,
          19.7,
          89.95,
          25.25,
          108.75,
          35.2,
          19.3,
          20.1,
          63.9,
          54.9,
          20.05,
          65.65,
          39.35,
          20.05,
          92.4,
          25.6,
          19.45,
          105.9,
          89.85,
          65.15,
          69.7,
          19.95,
          53.45,
          58.55,
          79.95,
          55,
          78.85,
          94.45,
          49.2,
          73.55,
          111.95,
          89.3,
          59.1,
          53,
          80.65,
          60.85,
          79.65,
          89.85,
          90,
          24.55,
          20,
          24.25,
          81.95,
          98.6,
          25.25,
          85.3,
          45.85,
          85.5,
          19.4,
          116.05,
          85.9,
          99.15,
          20.1,
          19.5,
          49.3,
          19.55,
          24.3,
          44.45,
          79.35,
          103.2,
          44.4,
          79.2,
          20.65,
          20.4,
          60.5,
          81.85,
          80.1,
          19.4,
          80.55,
          81.05,
          79.55,
          90.35,
          104,
          85.15,
          46.25,
          79.15,
          72.95,
          66.6,
          35.5,
          70.1,
          24.95,
          19.35,
          109.15,
          94.4,
          94,
          95.1,
          110.8,
          78.5,
          110.75,
          49.05,
          63.1,
          45.4,
          19.75,
          99.2,
          99,
          48.75,
          95.65,
          58,
          99.25,
          60.3,
          100.75,
          70.45,
          86.8,
          71,
          20.05,
          82.15,
          19.85,
          76.55,
          109.05,
          19.4,
          55.65,
          33.15,
          44.45,
          19.5,
          19.3,
          90,
          111.05,
          24.55,
          104.4,
          74.55,
          104.05,
          84.2,
          25.05,
          20.05,
          40.1,
          50.55,
          20.3,
          20.35,
          24.15,
          20.5,
          94.4,
          61.5,
          75.2,
          20.65,
          94.9,
          104.25,
          36,
          70.6,
          80.4,
          70.4,
          113.65,
          19.9,
          93,
          20.25,
          99.15,
          66.25,
          91,
          104.35,
          85,
          94.9,
          115.15,
          20.2,
          95.3,
          20.1,
          114.85,
          69.65,
          20,
          20.5,
          90.1,
          80.05,
          85.1,
          50.7,
          61.9,
          20.4,
          19.8,
          108.4,
          74.7,
          19.35,
          19.75,
          19.85,
          54.8,
          89.6,
          94.6,
          39.2,
          102.6,
          20.25,
          56.8,
          53.8,
          64.55,
          101.4,
          25.7,
          75.45,
          72.1,
          84.75,
          64.05,
          75.2,
          19.75,
          19.7,
          19.65,
          74.3,
          111.65,
          73.65,
          95,
          76,
          44.3,
          97.8,
          20.65,
          44.8,
          25,
          47.85,
          79.3,
          90.65,
          20.4,
          73.6,
          110.8,
          70.2,
          86.8,
          95.7,
          25.75,
          24.3,
          54.9,
          78.45,
          54.6,
          104.35,
          55.1,
          20,
          101,
          109.45,
          64.2,
          76.1,
          20.6,
          103.2,
          30.2,
          64.55,
          24.7,
          63.7,
          19.95,
          84.05,
          20.7,
          75.4,
          53.45,
          19.5,
          94.8,
          105.05,
          23.3,
          24.15,
          21.15,
          91.05,
          19.55,
          73.45,
          100.1,
          45.4,
          61.35,
          65.5,
          50.6,
          70.45,
          30.4,
          111.5,
          20.1,
          19.75,
          19.3,
          20.35,
          19.7,
          109.3,
          44.6,
          101.4,
          96.55,
          43.8,
          40.25,
          19.8,
          49,
          76.1,
          107.5,
          19.55,
          72.75,
          20.85,
          101.75,
          49.65,
          19.4,
          111.75,
          23.65,
          84.3,
          46.1,
          56.45,
          19.65,
          20.25,
          76.15,
          19.45,
          108,
          19.9,
          88.85,
          76.95,
          24.8,
          104.9,
          98.1,
          20.45,
          100.05,
          81.3,
          44.75,
          88.8,
          110.5,
          19.9,
          80.3,
          99.65,
          98.9,
          19.65,
          89.45,
          20.3,
          55.7,
          66.15,
          58.2,
          20.05,
          33.6,
          79.55,
          20.55,
          108.05,
          101.45,
          25.75,
          79.55,
          100.9,
          25.05,
          105.35,
          20.75,
          53.65,
          25.2,
          51.65,
          71.1,
          25.7,
          86.1,
          20.05,
          19.6,
          48.95,
          54.85,
          56.9,
          84.2,
          19.8,
          109.55,
          20.5,
          82.65,
          20.35,
          24,
          50.15,
          56.3,
          20.15,
          103.7,
          74.2,
          100.15,
          89.2,
          43.35,
          29.1,
          53.1,
          111.3,
          61.9,
          36,
          58.95,
          104.95,
          19.45,
          110.3,
          80.35,
          85.45,
          20.15,
          83.4,
          20.5,
          19.95,
          80.3,
          108.55,
          69.35,
          25.3,
          100.3,
          74.75,
          54.95,
          20.55,
          19.8,
          99.75,
          105.1,
          25.1,
          26.8,
          101.35,
          88.45,
          54.55,
          20.05,
          20.05,
          19.4,
          19.9,
          19.45,
          95.05,
          71.45,
          95.25,
          29.8,
          81.4,
          45,
          19.8,
          103.9,
          45.9,
          103.65,
          19.9,
          45.9,
          75.35,
          49.7,
          68.3,
          19.4,
          56.15,
          73,
          59.55,
          95.85,
          19.15,
          24.7,
          89.65,
          19.55,
          83.65,
          105.1,
          85.95,
          40.9,
          19.9,
          102.65,
          74.2,
          19.45,
          75.75,
          104.9,
          86.9,
          45.2,
          21.3,
          79.85,
          19.35,
          80.8,
          69.8,
          101.05,
          19.55,
          44.55,
          84.05,
          70.4,
          20.6,
          24.95,
          34.85,
          90.6,
          80.55,
          84.75,
          69.95,
          83.45,
          19.7,
          100.55,
          68.95,
          88.7,
          20.2,
          104.05,
          94.65,
          20.7,
          59.9,
          110.1,
          94.05,
          103.05,
          79.2,
          64.8,
          33.45,
          64.15,
          84.45,
          20.85,
          50.9,
          85.3,
          85.95,
          25.95,
          18.8,
          51.4,
          60.5,
          69.45,
          78.75,
          94.7,
          91.95,
          90.05,
          59.05,
          95.4,
          19.75,
          104.9,
          93.5,
          74.55,
          84.7,
          90.85,
          69.95,
          110.05,
          92,
          86.15,
          24.9,
          40.05,
          71.05,
          103.95,
          74.2,
          95.15,
          103.65,
          20.7,
          20,
          20.65,
          75.3,
          33.75,
          70.8,
          111.2,
          75.1,
          25,
          74.85,
          20.05,
          66.15,
          20.2,
          19.9,
          60.65,
          34.8,
          81.25,
          24.6,
          73.8,
          58.55,
          55.25,
          25.15,
          69.2,
          19.9,
          93.8,
          55.9,
          25.85,
          99.65,
          20.4,
          82.3,
          89.85,
          19.7,
          19.75,
          19.9,
          29.8,
          19.65,
          77.15,
          92,
          103.1,
          25.55,
          79,
          60.95,
          20.3,
          74.15,
          94.75,
          100.7,
          107.65,
          20,
          50.1,
          19.95,
          54.3,
          84.45,
          55.8,
          20.25,
          81.25,
          25.8,
          24.05,
          20.3,
          52.15,
          79.15,
          25.6,
          80.55,
          19.55,
          97.75,
          98,
          64.4,
          64.8,
          93.25,
          19.6,
          88.05,
          24.95,
          90.05,
          20.5,
          19.25,
          46.3,
          90.05,
          65.85,
          100.15,
          92.55,
          53.75,
          86.45,
          101.15,
          104.95,
          20.15,
          55.3,
          19.7,
          64.2,
          109.95,
          19.65,
          64.95,
          19.75,
          51.05,
          105.65,
          19.95,
          20.25,
          80.7,
          84.05,
          20.25,
          84.6,
          105,
          105.1,
          111.25,
          75.25,
          70.9,
          59.45,
          54.25,
          98.55,
          21,
          25.35,
          93.7,
          89.1,
          51.1,
          69.35,
          89,
          91.55,
          79.95,
          81,
          99,
          70.3,
          20.05,
          20.1,
          110.1,
          20.2,
          43.6,
          24.05,
          100.3,
          45.65,
          29.45,
          44.7,
          113.8,
          116.6,
          79.75,
          86.1,
          25.45,
          84.7,
          19.15,
          56.3,
          19.6,
          60,
          45.25,
          19.45,
          69.1,
          19.6,
          83.7,
          25.4,
          25.5,
          111.4,
          72.6,
          34.6,
          66.1,
          85.5,
          34.4,
          19.3,
          64.05,
          19.2,
          98.85,
          79.3,
          50.8,
          93.5,
          78.1,
          19.5,
          92,
          95.6,
          96.9,
          104.65,
          96.9,
          94.55,
          97.25,
          54.1,
          20.2,
          49.55,
          80.1,
          99.5,
          54.1,
          102.65,
          19.75,
          54.25,
          19.85,
          105.55,
          19.95,
          83.55,
          85.45,
          76.1,
          24.5,
          21.25,
          19.2,
          19.7,
          106.3,
          24.85,
          104.1,
          18.8,
          23.85,
          50.15,
          94.1,
          115.15,
          60,
          89.55,
          60.5,
          59.9,
          63.55,
          80.75,
          109,
          20.05,
          94.4,
          79.2,
          74.6,
          45.25,
          55.7,
          103.75,
          24.85,
          79.55,
          71.45,
          79.45,
          54.35,
          19.5,
          89.1,
          89.55,
          77.35,
          24.4,
          60.4,
          76.9,
          55.5,
          45.2,
          19.7,
          86.05,
          20.95,
          94.95,
          74.6,
          69.1,
          20,
          20.3,
          20.75,
          24.2,
          89.75,
          69.5,
          92.4,
          69.1,
          70.3,
          45.65,
          74,
          34.95,
          25.25,
          57.5,
          80.25,
          54.3,
          79.7,
          24.7,
          19.55,
          74.1,
          84.05,
          60.25,
          70.5,
          19.15,
          70.8,
          80.45,
          26.2,
          19.95,
          111.3,
          90.55,
          70,
          99.95,
          38.5,
          109.55,
          55.3,
          112.6,
          26.1,
          49.7,
          75.5,
          19.3,
          99.3,
          19.4,
          52.3,
          20.65,
          19.9,
          70.95,
          77.75,
          67.45,
          85.1,
          83.6,
          98.35,
          19.45,
          26.9,
          24,
          30.4,
          104.8,
          20,
          74.05,
          62.65,
          49.85,
          45.55,
          45.9,
          105.25,
          84.35,
          90.95,
          75.1,
          49.55,
          94.7,
          84.8,
          18.85,
          55.05,
          24.2,
          110.3,
          75.9,
          111.55,
          74.6,
          98.9,
          99.05,
          44.4,
          20.35,
          20.4,
          20.45,
          35.1,
          95.6,
          104.45,
          54.25,
          60,
          50.05,
          109.2,
          24.45,
          109.25,
          19.35,
          54.45,
          49.9,
          19.95,
          64.1,
          101.8,
          80.85,
          38.8,
          20.05,
          43.8,
          86.5,
          59.9,
          60.6,
          44.8,
          19.9,
          115.1,
          97,
          20.75,
          19.7,
          36.25,
          88.6,
          19.2,
          88.65,
          113.25,
          108.1,
          74.3,
          20.5,
          39.7,
          115.15,
          20.65,
          19.85,
          19.95,
          19.45,
          116.6,
          24.4,
          63.05,
          31.2,
          106.5,
          38.55,
          19.65,
          25.5,
          82.5,
          69.7,
          74.45,
          65.35,
          53.65,
          99.15,
          85.2,
          20.55,
          84.5,
          78.9,
          101.15,
          49.3,
          20.45,
          91.7,
          70.7,
          19.75,
          18.95,
          83.85,
          19.8,
          19.6,
          54.8,
          20.45,
          19.55,
          114,
          20.4,
          25.7,
          61.2,
          110.35,
          75.35,
          85.55,
          51.1,
          91.25,
          84.85,
          35.35,
          60.95,
          20.2,
          54.65,
          40.05,
          19.45,
          20.65,
          20.45,
          100.75,
          107,
          108.8,
          19.2,
          109.05,
          24.85,
          20.1,
          90.7,
          20.2,
          19.55,
          20.15,
          93.2,
          76.05,
          68.55,
          24.6,
          19.65,
          106.85,
          26.05,
          50,
          116.55,
          75.55,
          67.25,
          86.2,
          43.95,
          55.7,
          18.8,
          94.75,
          20,
          44.35,
          117.6,
          25.35,
          24.5,
          50.95,
          24.95,
          19.7,
          109.5,
          24.85,
          35,
          96.35,
          80.75,
          19.65,
          35.5,
          20.9,
          66.2,
          95.65,
          78.9,
          105.75,
          64.65,
          80.45,
          106.1,
          19.65,
          84.9,
          113.05,
          55.5,
          25.6,
          71.25,
          115.25,
          36.15,
          25.9,
          82.85,
          49.45,
          40.55,
          114.05,
          39.9,
          53.4,
          24.7,
          73.55,
          97.05,
          75.7,
          80.1,
          41.95,
          19.4,
          61.4,
          70.45,
          25.55,
          86.25,
          71.75,
          85.7,
          49.5,
          50.05,
          19.75,
          103.65,
          39.7,
          25.7,
          19.75,
          84.3,
          45.1,
          95.2,
          54.8,
          68.75,
          59.6,
          95.05,
          78.8,
          75.4,
          80.6,
          65.2,
          24.95,
          44.05,
          116.45,
          75.05,
          92.3,
          24.9,
          76.4,
          65.25,
          19.2,
          19.9,
          19.3,
          20.6,
          20.15,
          20.85,
          19.7,
          85.75,
          20.35,
          19.4,
          75.6,
          60.85,
          19.8,
          49.75,
          78.95,
          91.55,
          81.75,
          61.55,
          64,
          86.7,
          96.85,
          106.6,
          50.35,
          61.35,
          44.95,
          20.8,
          108.9,
          20.15,
          24.1,
          19.85,
          50.4,
          94.25,
          50.25,
          70.3,
          35.4,
          49.8,
          105.25,
          99,
          20.25,
          107.45,
          82.5,
          78.55,
          96.2,
          45.45,
          103.05,
          20.95,
          49.5,
          70.4,
          94.6,
          51.05,
          93.5,
          73.35,
          87.55,
          20,
          74.85,
          65.55,
          76.2,
          95,
          60.8,
          19.7,
          74.95,
          78.75,
          20.65,
          103.8,
          84.65,
          65.65,
          53.6,
          51.6,
          59.55,
          68.75,
          75.55,
          89.15,
          35.75,
          24.1,
          110.8,
          106.8,
          24.5,
          88.05,
          75.85,
          99.7,
          104,
          50.55,
          100.85,
          39.9,
          60.9,
          76.25,
          90.75,
          89.7,
          81,
          64.45,
          44.45,
          44.6,
          97.45,
          19.1,
          25.6,
          24.45,
          109.55,
          25.1,
          34,
          88,
          19.8,
          90.05,
          91.35,
          70.7,
          103.05,
          70.35,
          51.55,
          105.4,
          24.75,
          60,
          96.65,
          25.25,
          24.45,
          33.6,
          102.9,
          20.25,
          25.7,
          106.35,
          64.85,
          49.95,
          66.65,
          73,
          25.65,
          19.2,
          79.95,
          24.5,
          20,
          82.15,
          102.05,
          93.25,
          66.25,
          51,
          45,
          89.35,
          88.9,
          19.95,
          81,
          54.75,
          24.85,
          117.2,
          64.95,
          19.85,
          39.1,
          69.55,
          82.3,
          20.05,
          79.4,
          72.6,
          103.45,
          19.55,
          81.15,
          75.4,
          20.55,
          114.9,
          75.15,
          35.75,
          29.8,
          19.35,
          49.85,
          25.4,
          50.3,
          19.8,
          54.85,
          20,
          105.55,
          55.8,
          55.55,
          59.3,
          108.2,
          94.3,
          64.95,
          25.8,
          19.75,
          54.6,
          69.7,
          74.35,
          108.95,
          49.85,
          88.9,
          20.05,
          75.6,
          36.65,
          20.15,
          19.55,
          100.2,
          24.9,
          25.75,
          75.75,
          44.75,
          116.25,
          114.05,
          90.8,
          20.5,
          105.25,
          65,
          54.9,
          105.5,
          94.95,
          114.75,
          20.25,
          106.05,
          85.55,
          19.85,
          20.15,
          89.8,
          24.8,
          79.2,
          61.8,
          99.35,
          50.15,
          90.25,
          19.35,
          49.15,
          25.45,
          75.7,
          36.25,
          24.75,
          60.15,
          99.3,
          71.3,
          74.35,
          50.65,
          19.5,
          43.9,
          19.6,
          101.15,
          49.6,
          25,
          44.5,
          89.8,
          77.8,
          60,
          48.65,
          52.55,
          98.15,
          19.2,
          110.55,
          104.8,
          74.05,
          69.7,
          56.15,
          20.4,
          19.6,
          103.95,
          57.65,
          59.7,
          69.1,
          35.75,
          59.45,
          75.5,
          80.7,
          20.25,
          25.95,
          88.85,
          54.8,
          80.45,
          44.65,
          105.85,
          24.6,
          76.15,
          88.4,
          19.05,
          95.15,
          25.15,
          85.05,
          20.25,
          45.55,
          24.95,
          43.45,
          74.75,
          59.45,
          57.95,
          101.35,
          19.75,
          82.65,
          68.7,
          58.9,
          24.65,
          96.55,
          109.1,
          63.25,
          20.4,
          43.75,
          19.35,
          68.75,
          49.15,
          91.55,
          24.7,
          24.25,
          53.6,
          44.65,
          19.9,
          50.05,
          81.45,
          66.5,
          20.1,
          110.8,
          91,
          88.95,
          20.45,
          20.4,
          26.25,
          78.65,
          110.25,
          19.95,
          62.85,
          88.4,
          20.35,
          18.95,
          88.85,
          61,
          19.95,
          19.3,
          19.5,
          70.35,
          81.25,
          95.95,
          45.5,
          73.9,
          24.45,
          97,
          40.2,
          74.8,
          23.95,
          96.35,
          87.9,
          20.05,
          59.55,
          74.85,
          109.75,
          79.85,
          67.25,
          87.6,
          89.9,
          101.9,
          46.2,
          55.6,
          70.95,
          107.6,
          86.9,
          19.8,
          98.7,
          99.85,
          95.55,
          79.2,
          19.55,
          19.95,
          20.2,
          19.6,
          75.9,
          89.75,
          49.35,
          19.6,
          45.2,
          25.85,
          25.6,
          20,
          64.4,
          33.6,
          20,
          99.7,
          107.05,
          20,
          79.6,
          35.8,
          91.95,
          19.65,
          86.65,
          95.4,
          70.35,
          55.55,
          60.7,
          20.25,
          20.15,
          72.1,
          79.8,
          80.15,
          95.4,
          19.3,
          79,
          75.65,
          19.6,
          75.4,
          105.7,
          80.1,
          94.1,
          82.05,
          19.45,
          74.75,
          19.05,
          30.25,
          110.1,
          23.55,
          20.15,
          82.7,
          24.4,
          20.05,
          19.8,
          65.1,
          20.25,
          29.6,
          19.45,
          20.8,
          20.2,
          113.65,
          20.65,
          62.15,
          89.9,
          90.25,
          25.15,
          19.3,
          104.9,
          103.4,
          19.85,
          25.15,
          89.6,
          20.1,
          103.75,
          81.7,
          20.25,
          43.7,
          72.1,
          74.8,
          83.3,
          110.6,
          51.8,
          79.95,
          112.4,
          24.1,
          103.15,
          83.85,
          49.8,
          25,
          41.9,
          100.15,
          104.75,
          89.35,
          73.25,
          85.05,
          89.15,
          73.85,
          59.5,
          55.5,
          73.75,
          20,
          116.25,
          80.9,
          47.6,
          64.65,
          75.75,
          20.7,
          92.15,
          19.6,
          34.55,
          25.25,
          20.45,
          101.3,
          87.1,
          71.5,
          61.45,
          19.35,
          25.45,
          80.2,
          70.9,
          70.7,
          89.85,
          109.7,
          84.6,
          68.95,
          90.45,
          73.5,
          65.8,
          49.2,
          91.45,
          56.25,
          95.5,
          71.95,
          19.1,
          20.65,
          19.9,
          99.9,
          59.45,
          37.7,
          66.15,
          59.55,
          97.7,
          74.9,
          49.2,
          26.25,
          20,
          20.35,
          65.6,
          64.4,
          19.85,
          63.7,
          84.4,
          74.65,
          34.3,
          24.15,
          20.85,
          65.2,
          69.6,
          102.7,
          20,
          25.1,
          95.9,
          20.75,
          55.3,
          84.3,
          76.1,
          100.45,
          29.45,
          93.85,
          20.35,
          84.2,
          20.7,
          54.2,
          54.35,
          19.95,
          96.1,
          84.25,
          19.4,
          85.6,
          24.5,
          66.3,
          84.85,
          75.85,
          81.3,
          18.9,
          110.05,
          70.7,
          84.1,
          75.9,
          106.8,
          113.65,
          20.2,
          75.55,
          69.2,
          25.5,
          45,
          75,
          106.7,
          105.05,
          106,
          20.35,
          83.55,
          61.4,
          53.65,
          19.75,
          19.9,
          20.25,
          54.2,
          108.45,
          50.3,
          80.05,
          104.65,
          24.45,
          83.4,
          64.9,
          55.35,
          20.65,
          100.05,
          91.15,
          56.35,
          19.65,
          56.8,
          53.6,
          67.2,
          25.6,
          84.3,
          89.9,
          105.1,
          95,
          70.1,
          75.7,
          75.3,
          20.45,
          40.6,
          46,
          65.2,
          86.45,
          105.5,
          72,
          90.4,
          45.8,
          29.35,
          114.5,
          50.65,
          89.4,
          71.05,
          109.15,
          93,
          19.95,
          94.75,
          75.1,
          19.95,
          19.7,
          74.35,
          92.9,
          95.15,
          104.55,
          94.85,
          98.05,
          55.05,
          110.2,
          85.35,
          49.9,
          29.65,
          20.9,
          44.6,
          106.35,
          94.3,
          108.5,
          94.75,
          35.8,
          19.85,
          65.55,
          108.95,
          64.2,
          19.95,
          105.4,
          78.85,
          75.15,
          20.55,
          66.9,
          20.3,
          61.3,
          112.75,
          95.1,
          69.5,
          19.25,
          74,
          104.75,
          96.75,
          60.05,
          83.3,
          94.45,
          25.25,
          90.65,
          89.7,
          34.05,
          24.8,
          74.3,
          85.9,
          64.35,
          87.2,
          55.5,
          80.6,
          48.75,
          67.95,
          91,
          20.3,
          90.8,
          24.7,
          84.85,
          24,
          91.05,
          19,
          100.3,
          85.75,
          46.35,
          98.8,
          19.85,
          74.45,
          74.95,
          59.65,
          87.55,
          20.35,
          79.85,
          35.45,
          90.35,
          90.15,
          90.25,
          24.8,
          54.6,
          20.25,
          20.85,
          97.95,
          73.15,
          79.15,
          94.3,
          64.8,
          100.65,
          105.6,
          104.8,
          78.5,
          87.8,
          97.75,
          20.1,
          24.55,
          81.15,
          101.4,
          95.5,
          111.65,
          55.8,
          48.7,
          62.8,
          19.95,
          50.95,
          92.85,
          19.65,
          98.05,
          24.6,
          51,
          61.35,
          79.15,
          75.8,
          79.85,
          114.6,
          25.75,
          20.85,
          90.55,
          96.9,
          73.45,
          77.35,
          99.05,
          25.1,
          94.1,
          107.45,
          44.85,
          61.45,
          90.65,
          105.5,
          80.2,
          20.25,
          19.4,
          89.55,
          25.05,
          24.2,
          56.05,
          64.6,
          24.45,
          105.15,
          65.65,
          45.85,
          50.3,
          104.5,
          83.4,
          20.75,
          114.35,
          104.45,
          91.05,
          20.05,
          95.1,
          50.9,
          19.8,
          45.55,
          63.85,
          45.05,
          76.3,
          80.6,
          19.7,
          50.9,
          70.95,
          74.65,
          55.3,
          51.35,
          74.6,
          24.55,
          90.45,
          77.9,
          54.2,
          59.65,
          89.15,
          86,
          59.8,
          94.55,
          105.2,
          70.35,
          24.25,
          19.7,
          94.3,
          49.8,
          65.2,
          53.45,
          100.3,
          75.9,
          24.45,
          115.75,
          80.5,
          101.1,
          64.45,
          80.65,
          94.3,
          19.3,
          19.6,
          19.95,
          38.9,
          95.7,
          20.1,
          60.9,
          21,
          107.05,
          93.2,
          85.9,
          82,
          19.7,
          49.4,
          66.05,
          55.25,
          90.25,
          20.15,
          24.9,
          111.15,
          54.75,
          20.15,
          44,
          85.9,
          74.75,
          70.5,
          20.15,
          44.4,
          30.2,
          19.25,
          25.7,
          54.7,
          20.75,
          69.9,
          56.4,
          20.45,
          19.95,
          24.95,
          104.9,
          24.8,
          19.65,
          20.35,
          80.65,
          20.3,
          65.45,
          105.7,
          109.2,
          56.95,
          89.15,
          99.25,
          54.05,
          54.65,
          83.15,
          25.45,
          80.35,
          69.95,
          49.5,
          19.3,
          69.85,
          25,
          78.15,
          84.35,
          64.9,
          53.1,
          19.95,
          25.4,
          19.5,
          89.1,
          20.1,
          84.1,
          101.55,
          64.5,
          106.35,
          52.1,
          40.35,
          84.3,
          19.85,
          105.9,
          19.7,
          99,
          81.15,
          46,
          86.2,
          49.85,
          86.1,
          75.75,
          19.85,
          48.15,
          98.35,
          89.55,
          25.1,
          106.1,
          75.65,
          100.65,
          73.35,
          104.1,
          82.45,
          91.25,
          90.35,
          86.75,
          90.7,
          99.65,
          103.15,
          19.45,
          70.1,
          35.9,
          24.65,
          35.4,
          24,
          82.9,
          50.55,
          82.55,
          19.6,
          69.7,
          80.85,
          91.65,
          20.15,
          99.05,
          104.15,
          55.35,
          19.85,
          90.8,
          19.7,
          33.45,
          104.45,
          118.6,
          79.45,
          97.55,
          25.55,
          81,
          59.9,
          64.9,
          64.05,
          78.95,
          107.95,
          69.75,
          58.75,
          84.45,
          20.35,
          20.45,
          50.25,
          20.15,
          59.5,
          49.4,
          100.65,
          73.5,
          19.3,
          84.75,
          24.6,
          68.75,
          59.85,
          21,
          59.1,
          110.8,
          19.5,
          104.4,
          67.8,
          106.05,
          19.75,
          20.55,
          101.25,
          64.15,
          80.4,
          100.3,
          51.3,
          68.45,
          19.9,
          64.4,
          96.95,
          89.1,
          68.75,
          60.2,
          75.35,
          58.85,
          74.55,
          68.25,
          50,
          58.45,
          20.1,
          24.45,
          70.85,
          88.6,
          20.3,
          20.05,
          20.05,
          20.2,
          25.4,
          106.65,
          89.2,
          20.5,
          44.45,
          19.15,
          60.75,
          18.85,
          20.25,
          19.8,
          44.45,
          20.05,
          88.05,
          75.25,
          34.25,
          25.1,
          89.85,
          94.35,
          19.75,
          81.8,
          70.05,
          105.6,
          89.3,
          94.5,
          20.15,
          19.5,
          75,
          90.15,
          19.3,
          115.8,
          79.15,
          71.8,
          69,
          19.35,
          19.8,
          20.55,
          20.05,
          73.55,
          72.8,
          20.25,
          76.25,
          81.5,
          84.75,
          75.3,
          94.2,
          96.5,
          26.3,
          56.1,
          54.9,
          109.6,
          105.35,
          49.25,
          73.05,
          84.3,
          66.4,
          107.5,
          20.95,
          104.35,
          29.75,
          19.35,
          105.25,
          108.5,
          24.55,
          46.6,
          89.7,
          19.95,
          87.35,
          63.7,
          92.55,
          87.1,
          108.35,
          95.15,
          91.1,
          26.5,
          105,
          74.75,
          19.35,
          118.6,
          57.6,
          86.25,
          20.05,
          61.15,
          25.3,
          104.45,
          19.8,
          20.45,
          69.9,
          98.15,
          89.05,
          94.35,
          29.9,
          20.15,
          115.8,
          55.45,
          25.15,
          81,
          20.65,
          19.15,
          29.05,
          61.45,
          25.2,
          25.65,
          110.85,
          75.65,
          54.65,
          97.2,
          19.6,
          19.6,
          59.8,
          19.75,
          56.55,
          105.4,
          105.35,
          106.5,
          19.15,
          19.85,
          70.2,
          19.9,
          57.2,
          52.85,
          111.05,
          20.25,
          49.75,
          95.1,
          70.15,
          70.45,
          24.75,
          81.2,
          19.25,
          19.65,
          68.15,
          98.85,
          79.2,
          54.45,
          24.9,
          20.05,
          80.7,
          99.5,
          56.25,
          19.3,
          39.5,
          65.5,
          100.45,
          38.25,
          79.95,
          83,
          35.75,
          90.15,
          19.75,
          45.85,
          53.95,
          44.85,
          59.6,
          20.2,
          20.3,
          35.2,
          23.4,
          53.65,
          44.8,
          94.05,
          20.05,
          45.8,
          44.15,
          20.05,
          58.25,
          87.15,
          25.35,
          85.45,
          53.95,
          19.85,
          64.7,
          111.35,
          74.3,
          20.5,
          66.25,
          94.65,
          30.75,
          78.75,
          97.95,
          55.5,
          24.3,
          24.75,
          19.6,
          46.3,
          20.25,
          81.15,
          54.65,
          99.35,
          109.8,
          92.6,
          75.6,
          26.1,
          100.25,
          76,
          19.9,
          63.9,
          43.85,
          99.7,
          95.7,
          99.7,
          19.6,
          75.4,
          59.45,
          20.65,
          99.5,
          79.7,
          52,
          20.5,
          89.3,
          95.9,
          99.9,
          96.6,
          95.1,
          94.95,
          44.95,
          95.2,
          20.4,
          80.6,
          84.4,
          68.1,
          71.1,
          64.75,
          104.15,
          50.8,
          23.5,
          90.8,
          81.1,
          62.8,
          19.7,
          54.75,
          20.4,
          95.75,
          89.85,
          90.05,
          20.25,
          49.05,
          76.9,
          98,
          25.55,
          19.95,
          25.55,
          69.95,
          79.1,
          24.9,
          109.65,
          58.2,
          110.5,
          93.35,
          55.25,
          109.25,
          19.7,
          59.6,
          94.8,
          69.35,
          110,
          31.65,
          78.9,
          86.4,
          73.8,
          20.55,
          104.3,
          81.15,
          24.9,
          19.9,
          25.05,
          55.45,
          19.85,
          94.75,
          41.35,
          88.8,
          104.1,
          80.5,
          73.55,
          108.3,
          87.25,
          63.15,
          68.15,
          19.5,
          89.05,
          25.3,
          64.25,
          65.65,
          104.1,
          19.95,
          106.15,
          20.2,
          99.1,
          73,
          56.15,
          20.7,
          55.3,
          61.05,
          24.95,
          83.8,
          104.55,
          89.4,
          55.65,
          79.5,
          83.25,
          81,
          20.75,
          82.85,
          19.25,
          78.6,
          69.6,
          53.7,
          82.75,
          92.7,
          84.1,
          68.95,
          80.7,
          64.5,
          114.7,
          20.95,
          25,
          80.7,
          54.95,
          87.95,
          100.5,
          69.85,
          25.25,
          106.6,
          20.2,
          20.15,
          84.9,
          54.25,
          20.5,
          76.5,
          70.5,
          19.9,
          19.45,
          85.3,
          112.2,
          100.55,
          36.1,
          51.3,
          24.55,
          26,
          90.7,
          20.65,
          80,
          50.7,
          101.35,
          59.45,
          58.6,
          63.4,
          19.55,
          66.4,
          90.45,
          18.8,
          26.45,
          24.8,
          81,
          25.25,
          19.4,
          45.4,
          108.3,
          54.95,
          94.55,
          20.8,
          50.75,
          38.9,
          79,
          25,
          57.75,
          23.95,
          60.8,
          30.85,
          21.25,
          80.9,
          20.05,
          24.9,
          76.05,
          69.65,
          98.65,
          97.95,
          85.7,
          20.6,
          95.2,
          19.1,
          74.8,
          79.15,
          69.5,
          54.6,
          93.4,
          20.4,
          45.3,
          19.55,
          94.65,
          108.1,
          56.2,
          20.35,
          76.95,
          55.2,
          106.65,
          43.05,
          74.65,
          55,
          104.4,
          61.05,
          25.1,
          109.2,
          69.45,
          58.65,
          25,
          104.3,
          81.85,
          20.85,
          60.45,
          60.6,
          20,
          20.35,
          29.45,
          20.75,
          65.55,
          51.25,
          99.45,
          50.95,
          83.25,
          85.45,
          83.2,
          96.6,
          30.5,
          97.1,
          78.85,
          110.45,
          20.15,
          117.15,
          43.85,
          26.3,
          64.9,
          19.9,
          114.35,
          83.55,
          30.55,
          29.5,
          75.25,
          89.35,
          79.2,
          20.35,
          25.2,
          59.5,
          51.25,
          70.8,
          20.95,
          109.8,
          84.95,
          69.95,
          55.6,
          101.3,
          86.45,
          60.4,
          20.5,
          20.4,
          51.35,
          88.7,
          45.9,
          50,
          70.05,
          114.1,
          29.75,
          64.85,
          97,
          85.3,
          45.25,
          108.1,
          20.05,
          89.45,
          85.9,
          81.95,
          56.15,
          104.15,
          96,
          20.95,
          19.45,
          80.7,
          94.9,
          85.95,
          108.95,
          20,
          105.05,
          105.3,
          19.85,
          23.55,
          84.8,
          54,
          90.5,
          80.3,
          25.1,
          91.5,
          19.7,
          103.65,
          54.5,
          80.9,
          25.35,
          19.4,
          59.75,
          26,
          103.2,
          25.25,
          20.4,
          35.65,
          74.8,
          50.6,
          59,
          55.8,
          80.85,
          49.4,
          25.55,
          90.7,
          104.6,
          19.5,
          104.85,
          39.65,
          24.65,
          25,
          107.25,
          44.9,
          91.1,
          97.05,
          18.25,
          66.15,
          21.05,
          94,
          19.6,
          105,
          20.3,
          95.1,
          84.8,
          50.2,
          100.4,
          19.45,
          75.2,
          100.8,
          65.5,
          20.55,
          74.9,
          24.65,
          113.1,
          55.05,
          74.05,
          96.1,
          55.3,
          52.5,
          79.6,
          20.45,
          76.1,
          58.35,
          67.45,
          97,
          19.4,
          85.75,
          50.7,
          69.5,
          105.25,
          20.9,
          90.1,
          73.85,
          68.05,
          89.65,
          53.75,
          79.3,
          89.45,
          84.95,
          117.35,
          89.6,
          34.3,
          54.3,
          90.65,
          84.85,
          26,
          33.6,
          89.75,
          80.2,
          114.95,
          55.7,
          21.2,
          20.9,
          80.45,
          20.55,
          25.1,
          19.7,
          56.05,
          59.95,
          48.95,
          58.95,
          20.55,
          79.95,
          80.35,
          72.95,
          44.35,
          75.95,
          20.45,
          88.55,
          24.05,
          40.2,
          101.9,
          81.55,
          45,
          56.35,
          90.1,
          20,
          19.7,
          25.2,
          19.2,
          20.85,
          20.2,
          54.3,
          79.3,
          92.9,
          98.7,
          69,
          110.6,
          112.55,
          106.15,
          55.9,
          54.25,
          85.45,
          102.1,
          99.4,
          25.3,
          50.55,
          19.1,
          24.1,
          20.45,
          95.7,
          80.75,
          24.25,
          90.1,
          115.1,
          20.1,
          59.8,
          78.3,
          75.5,
          49.65,
          89.55,
          59.6,
          19.7,
          44.1,
          110.9,
          89.25,
          64.65,
          20.2,
          104,
          66.4,
          85.4,
          40.2,
          70.2,
          103.15,
          20,
          106.4,
          79.85,
          65.3,
          50.85,
          55.8,
          111.95,
          19.55,
          99,
          20.05,
          78.1,
          20.35,
          40.6,
          35,
          74.15,
          35.15,
          95,
          20.25,
          74.55,
          24.4,
          38.1,
          20.05,
          20.05,
          26.45,
          71.9,
          83.7,
          48.6,
          99.4,
          73.7,
          64.85,
          60.7,
          25.75,
          71.7,
          89.25,
          45.45,
          47.05,
          65.85,
          19.85,
          24.65,
          95,
          78.9,
          72.8,
          53.8,
          78.95,
          80.05,
          54.55,
          111.45,
          59.85,
          108.1,
          102.85,
          71.35,
          20.15,
          69.5,
          60.5,
          20.45,
          62.25,
          105.3,
          70.35,
          79.4,
          59.3,
          85.1,
          19.75,
          69.15,
          93.15,
          23.85,
          71.6,
          78.65,
          89.55,
          19.8,
          19.2,
          68.4,
          78.5,
          76.15,
          49.85,
          114.95,
          103.85,
          101.15,
          65.25,
          95.5,
          19.3,
          54.3,
          19.55,
          69.2,
          104.95,
          20.6,
          70.2,
          104.3,
          19.5,
          70.3,
          20.85,
          94.8,
          25.75,
          59.1,
          102.4,
          34,
          84,
          19,
          87.65,
          19.55,
          20.9,
          20.45,
          44.45,
          111.5,
          69.85,
          54.5,
          77.4,
          103.75,
          89.2,
          45.15,
          112.25,
          20.45,
          20.1,
          93.9,
          20.45,
          45.05,
          94.45,
          100.2,
          43.7,
          20,
          89.05,
          80.5,
          19.9,
          50.95,
          53.3,
          78.85,
          19.65,
          19.25,
          70.2,
          19.85,
          19.4,
          84.4,
          86.6,
          19.15,
          20.7,
          59.75,
          20.2,
          19.55,
          49.75,
          100.75,
          59.25,
          64.3,
          19.6,
          20.5,
          70.35,
          40.55,
          93.05,
          40.3,
          69.8,
          20.1,
          19.5,
          80.85,
          19.5,
          45.05,
          50.7,
          34.2,
          23.6,
          83.25,
          65.6,
          64.95,
          50.95,
          20.25,
          75.85,
          23.9,
          80,
          114.45,
          64.45,
          79.75,
          24.4,
          18.8,
          95.5,
          100.2,
          55.2,
          30.25,
          100.65,
          70.15,
          55,
          45.25,
          90.55,
          84.8,
          94.9,
          66.75,
          91.3,
          74.8,
          93.6,
          91.15,
          57.55,
          20.6,
          89.8,
          111.8,
          79.85,
          19.6,
          29.25,
          93.35,
          103.5,
          95.9,
          80.95,
          19.65,
          90.95,
          20.6,
          80.55,
          49.8,
          73.85,
          109.75,
          19.85,
          60.25,
          90.4,
          25.45,
          69.95,
          86.1,
          20.05,
          70.35,
          18.95,
          61.1,
          72.9,
          24.15,
          86.7,
          18.8,
          26,
          92.95,
          38.55,
          20.55,
          73.8,
          51.55,
          69.1,
          24.05,
          89.85,
          69.75,
          86.4,
          56.25,
          89,
          20.3,
          105.05,
          84.6,
          110.5,
          67.45,
          44.8,
          19.95,
          74.1,
          19.65,
          25.15,
          89.85,
          20.05,
          109.4,
          25.15,
          20.05,
          105.05,
          108.25,
          19.55,
          45.65,
          25.7,
          20.8,
          79.6,
          19.95,
          70.15,
          79.05,
          110.15,
          79.85,
          118.75,
          84.7,
          104.05,
          74.7,
          110.2,
          89.25,
          91.25,
          70.15,
          84.9,
          100.75,
          29.85,
          69.15,
          50.6,
          20.25,
          85.15,
          59.6,
          48.7,
          24,
          19.6,
          19.55,
          19.6,
          110.45,
          49.85,
          50.25,
          19.8,
          95,
          24.4,
          19.55,
          87.1,
          26.35,
          75,
          19.45,
          74.1,
          85.9,
          85.65,
          30.1,
          19.7,
          95.65,
          59.1,
          20.05,
          59.75,
          20.05,
          38.5,
          29.35,
          44.1,
          19.9,
          79.75,
          79.25,
          100.55,
          19.35,
          19.85,
          20.35,
          19.5,
          80.1,
          84.25,
          86.55,
          87.7,
          113.75,
          103.95,
          100.55,
          40.65,
          20.35,
          92.55,
          56.3,
          61.05,
          55.7,
          20.15,
          78.55,
          79.95,
          19.9,
          89.85,
          24.3,
          54.5,
          73.05,
          65,
          89.95,
          72.95,
          20.5,
          78,
          19.8,
          20,
          20.45,
          19.7,
          61.9,
          93.3,
          24.7,
          84.9,
          100.5,
          20.55,
          68.6,
          106.4,
          19.65,
          105.2,
          60.95,
          19.5,
          44.5,
          19.75,
          98.65,
          55,
          113.6,
          30.05,
          48.8,
          35.75,
          55.85,
          101.3,
          60.65,
          64.2,
          45.35,
          40.55,
          19.7,
          20.85,
          95.1,
          60.95,
          63.8,
          56.75,
          81.5,
          20.1,
          75.15,
          60.35,
          65.2,
          19.3,
          20.15,
          94.2,
          105.2,
          50.75,
          42.3,
          66.05,
          69.65,
          68.35,
          25.7,
          48.7,
          74.15,
          84.05,
          20,
          49.7,
          20.35,
          96.6,
          20.3,
          20.2,
          40.55,
          20.4,
          90.45,
          107.7,
          74.5,
          80.65,
          96.55,
          76.4,
          78.8,
          59.8,
          53.75,
          19.65,
          75,
          93.8,
          29.05,
          19.75,
          68.65,
          98.7,
          86.55,
          64.45,
          74.5,
          80.2,
          110,
          59.05,
          19.55,
          54.9,
          88.55,
          20.05,
          60.15,
          48.8,
          19.8,
          44.55,
          19.9,
          100.9,
          42.4,
          44.9,
          85.6,
          48.25,
          80.4,
          76.45,
          54.6,
          101.05,
          64.2,
          64.35,
          24.85,
          73.25,
          65.9,
          59.75,
          94,
          116.1,
          69.3,
          81.3,
          19.3,
          90.6,
          81,
          114.3,
          104.4,
          19.55,
          64.75,
          21.45,
          34.7,
          85.85,
          89.85,
          99.45,
          19.4,
          39.1,
          80.35,
          66.3,
          88.4,
          54.5,
          70.7,
          18.95,
          19.9,
          84.5,
          90.95,
          91.7,
          103.1,
          20.7,
          19.6,
          74.6,
          24.9,
          94.8,
          39.2,
          83.25,
          75.1,
          85.65,
          65.25,
          56.1,
          25,
          25.15,
          81.2,
          80.6,
          20.45,
          21.2,
          20.1,
          25.05,
          110.5,
          19.65,
          90.25,
          115.5,
          116.5,
          70.85,
          56.6,
          19.6,
          76.85,
          107.4,
          24.25,
          115.05,
          59.85,
          103.95,
          84.25,
          89.25,
          68.75,
          60.25,
          71.1,
          108.5,
          25.45,
          19.55,
          21.15,
          38.6,
          20.2,
          60.2,
          81.35,
          49.45,
          54.75,
          90.05,
          105.35,
          86.55,
          49.85,
          99.1,
          99.65,
          21.1,
          35.7,
          31.1,
          34.25,
          111.15,
          19.85,
          19.5,
          79.3,
          44,
          20,
          113.95,
          94.05,
          104.05,
          100.35,
          24.75,
          45.25,
          56.2,
          76.75,
          69.9,
          25.25,
          111.8,
          63.95,
          88.85,
          79.8,
          60,
          75.1,
          106.3,
          50.55,
          56.1,
          40.7,
          101.5,
          69.55,
          104.5,
          49.25,
          84.9,
          20.05,
          85.95,
          103,
          19.75,
          19.65,
          80.6,
          81.85,
          49.8,
          22.95,
          19.6,
          73.15,
          19.85,
          106.8,
          97.7,
          35.65,
          66.85,
          94.1,
          20.6,
          56.75,
          23.75,
          93.55,
          30.4,
          56.55,
          19.7,
          20.9,
          94.8,
          44.55,
          60.3,
          71.4,
          20.5,
          90.8,
          90.95,
          51.35,
          20.65,
          19.9,
          93.25,
          80.45,
          80.9,
          83.2,
          60.35,
          20.25,
          20.3,
          64.8,
          49.2,
          77.3,
          114.55,
          26,
          54.85,
          80,
          90.35,
          108.75,
          20,
          100.4,
          55.75,
          86.4,
          25,
          60.25,
          61,
          69.15,
          73.3,
          56.7,
          25,
          45.35,
          89.45,
          20.5,
          51.2,
          79.05,
          59.75,
          19.95,
          26.45,
          24.85,
          19.45,
          44.65,
          39.15,
          84.7,
          21.1,
          19.4,
          59.9,
          53.85,
          34.65,
          116.05,
          20.45,
          68.9,
          115.55,
          107.45,
          90.4,
          21.05,
          93.15,
          70.5,
          95.7,
          24.15,
          19.85,
          47.95,
          41.15,
          24.65,
          94.4,
          19.4,
          76.45,
          70.6,
          110.45,
          75.5,
          73.6,
          61.3,
          104.15,
          50.8,
          19.85,
          59.95,
          20.05,
          53.15,
          39.95,
          75.15,
          20.15,
          40.65,
          69.75,
          104.65,
          71.1,
          26.4,
          78.45,
          66.5,
          50.1,
          81.65,
          19.45,
          80.3,
          41.1,
          45,
          24.35,
          86.05,
          100.3,
          101.15,
          20.3,
          59.4,
          100.6,
          20.05,
          20.25,
          56.75,
          84.5,
          19.45,
          19.5,
          84.7,
          55.7,
          69.4,
          100.9,
          20.65,
          86.65,
          65.6,
          62.5,
          25.25,
          90.05,
          82.95,
          54.2,
          19.4,
          90.65,
          79.5,
          92.2,
          95.3,
          20.7,
          103.9,
          78.45,
          20.55,
          20,
          25.6,
          50.05,
          24.1,
          39.85,
          115.05,
          44.45,
          78.7,
          19.6,
          24.25,
          18.8,
          94.9,
          104.6,
          55.1,
          99.65,
          74.35,
          79.4,
          67.8,
          115.55,
          76.05,
          80.55,
          108.95,
          55.65,
          90.4,
          55.15,
          20.1,
          19.75,
          59.8,
          20.35,
          115.8,
          19.5,
          25.75,
          106.45,
          20.05,
          73.5,
          77.4,
          80.05,
          20.8,
          96.75,
          63.85,
          70.55,
          104.5,
          20.45,
          112.35,
          19.8,
          90.95,
          106,
          107.2,
          84.8,
          19.5,
          54.45,
          60,
          19.75,
          19.65,
          20.2,
          35,
          75.6,
          50.55,
          20.3,
          64.95,
          74.65,
          111.1,
          24.7,
          25.6,
          64.95,
          94.35,
          19.55,
          115.75,
          25.3,
          74.05,
          20.3,
          25.4,
          73.6,
          64.05,
          20.7,
          90.75,
          66.05,
          60.05,
          24.8,
          78.9,
          116.75,
          69.8,
          75.2,
          99.8,
          20.15,
          95.9,
          40.15,
          81.95,
          55,
          90.55,
          74.3,
          46.35,
          79.5,
          54.15,
          74.65,
          100.45,
          44.75,
          84.4,
          69.5,
          53.75,
          113.4,
          92.9,
          45.55,
          47.85,
          30.5,
          105.45,
          90.65,
          58.75,
          20.65,
          74,
          69.05,
          88,
          75.55,
          51.25,
          20.45,
          83.8,
          44.8,
          43.55,
          110.2,
          87.3,
          100,
          44.9,
          19.85,
          24.85,
          82.85,
          103.3,
          19.55,
          44,
          77.55,
          69.05,
          20.75,
          35.8,
          74.25,
          81.9,
          85.95,
          59.7,
          54.95,
          50.2,
          20.4,
          24.3,
          67.7,
          20.35,
          84,
          35.05,
          41.1,
          20.5,
          25.25,
          19.35,
          19.9,
          20.05,
          24.8,
          19.8,
          89.9,
          92,
          20.1,
          95.35,
          19.5,
          44.95,
          49.8,
          69.2,
          20.55,
          79.1,
          99.65,
          25.4,
          74.3,
          105.85,
          64.3,
          74.85,
          19.8,
          24.65,
          19.2,
          47.4,
          90.4,
          79,
          99.8,
          61.35,
          49.05,
          65.5,
          29.75,
          84.05,
          107.5,
          49.2,
          40.35,
          25.65,
          100.55,
          86.45,
          25.4,
          104.45,
          80.45,
          54.1,
          109.1,
          58.4,
          83.45,
          110.65,
          20.6,
          64.5,
          60.2,
          91.25,
          109.4,
          71.05,
          111.6,
          19.25,
          23.8,
          20.35,
          19.95,
          49.55,
          84.55,
          115.1,
          90.2,
          73.85,
          19.1,
          25.2,
          84.35,
          59.45,
          116.25,
          79.85,
          39.1,
          84.4,
          54,
          20.6,
          19.9,
          49.55,
          44.25,
          115.05,
          25,
          19.9,
          35.55,
          109.2,
          20.05,
          101.75,
          55.3,
          24.95,
          95.65,
          65.6,
          20.85,
          21.2,
          95.65,
          71.55,
          107.7,
          19.85,
          19.65,
          110.75,
          19.35,
          99.3,
          55.95,
          76.75,
          20.45,
          19.45,
          25.25,
          94.8,
          44.95,
          104.45,
          20.15,
          24.3,
          95,
          55.9,
          20.55,
          25.1,
          20.75,
          19.45,
          50.45,
          19.65,
          73.75,
          20.15,
          116.1,
          102.1,
          62.1,
          78,
          100.5,
          105.25,
          118.65,
          74.1,
          66.9,
          69.05,
          18.85,
          61.65,
          56,
          69.15,
          53.5,
          20.15,
          105.75,
          84.35,
          49.45,
          79.9,
          45.55,
          64.75,
          40.75,
          78.8,
          25.05,
          100.2,
          79.3,
          20.85,
          108.2,
          107.45,
          19.1,
          75.5,
          20.75,
          19.15,
          81.5,
          61.55,
          109.4,
          89.2,
          88.75,
          65.8,
          94.4,
          94.6,
          56.4,
          78.85,
          26.3,
          20.6,
          26.05,
          20.15,
          75.35,
          59.95,
          110.15,
          86.1,
          39.45,
          102.1,
          100.75,
          20.25,
          20.8,
          77.2,
          25,
          58.35,
          69.25,
          24.85,
          94.2,
          100.15,
          48.8,
          54.4,
          19.4,
          54.15,
          19.75,
          79.8,
          53.55,
          26.1,
          82.45,
          70.55,
          65.65,
          81,
          96.1,
          51.1,
          85.05,
          20.3,
          114,
          59.85,
          95.8,
          103.6,
          98.7,
          86.35,
          19.7,
          84.7,
          19.2,
          106.9,
          78.95,
          47.85,
          79.6,
          68.85,
          19.35,
          55.15,
          25.55,
          52.7,
          19.65,
          80.25,
          25,
          104.3,
          48.85,
          84.15,
          104.15,
          74.75,
          19.6,
          20.9,
          70.35,
          24.1,
          20.45,
          84.35,
          79.7,
          54.05,
          67.45,
          84.95,
          65.4,
          44,
          61.4,
          88.8,
          90.5,
          85.25,
          19.75,
          82.5,
          23.75,
          100.15,
          35.1,
          113.65,
          65.1,
          45.6,
          20,
          75.1,
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           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
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          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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           "zaxis": {
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            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
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            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
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           "zerolinecolor": "white",
           "zerolinewidth": 2
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         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
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         "title": {
          "text": "Charges.Monthly"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
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        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Imprimindo boxplot com o plotly\n",
    "\n",
    "for col in ['tenure', 'Charges.Monthly']:\n",
    "    fig = box(dados, x=col, color='Churn', orientation='h')\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box Plot das features numéricas.\n",
    "\n",
    "for col in ['tenure', 'Charges.Monthly']:\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.boxplot(x=col, y='Churn', data=dados)\n",
    "    plt.title(f\"Boxplot de {col} por Churn\", fontsize=16)\n",
    "    plt.xlabel(col, fontsize=14)\n",
    "    plt.ylabel('Churn', fontsize=14)\n",
    "    plt.xticks(fontsize=13)\n",
    "    plt.yticks(fontsize=13)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analisando a feature \"tenure\", que representa o tempo de contrato do cliente, percebe-se que clientes que estão a mais tempo tendem a continuar a utilizar o serviço. \n",
    "\n",
    "Para a feature \"Charges.Monthly\", percebe-se que os clientes que adquirem serviços mais baratos tendem a continuar utilizando o serviço."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analisando feature"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos analisar as features \"tenure\" e \"Charges.Monthly\" e \"Charges.Total\" que aparentemente estão correlacionadas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotando a correlação entre as features numéricas\n",
    " \n",
    "heatmap_corr(dados)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Charges.Monthly</th>\n",
       "      <th>Charges.Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Charges.Monthly</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.651182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charges.Total</th>\n",
       "      <td>0.651182</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Charges.Monthly  Charges.Total\n",
       "Charges.Monthly         1.000000       0.651182\n",
       "Charges.Total           0.651182       1.000000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados[['Charges.Monthly', 'Charges.Total']].corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As features \"tenure\" e \"Charges.Total\" possuem uma correlação forte, o que significa que a medida que uma aumenta a outra aumenta também. Não é muito interessante trabalharmos com duas features correlacionadas, portanto vamos remover a feature \"Charges.Total\""
   ]
  }
 ],
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