DecisionTree.ipynb

{
 "cells": [
  {
   "attachments": {
    "image-3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <span style=\"color:blue\"> Árvore de decisão </span>\n",
    "***\n",
    "\n",
    "\n",
    "Árvores de decisão são modelos estatísticos que utilizam um treinamento\n",
    "**supervisionado** para a classificação e previsão de dados. Uma árvore de decisão é um mapa dos possíveis resultados de uma série de escolhas relacionadas. \n",
    "\n",
    "Estes modelos utilizam a estratégia de dividir para conquistar: um problema complexo é decomposto em sub-problemas mais simples e recursivamente esta técnica é aplicada a cada sub-problema. As árvores de decisão estão entre os mais populares algoritmos de **inferência** e tem sido aplicado em várias áreas como, por exemplo, **diagnóstico médico e risco de crédito**, e deles pode-se extrair regras do tipo “se-então” que são facilmente compreendidas.\n",
    "\n",
    "\n",
    "Exemplo gráfico de uma árvore de decisão:\n",
    "\n",
    "\n",
    "![image-3.png](attachment:image-3.png)\n",
    "\n",
    "\n",
    "Para essa atividade, vamos implementar o algoritmo de árvore de decisão para um dataset de informações de diabetes. Para isso vamos executar os seguintes passos:\n",
    "\n",
    "\n",
    "- Carregar o dataset de diabetes\n",
    "- Análisar os dados coletados\n",
    "- Veriicar a necessidade de tratamento de dados\n",
    "- Balancear os dados \n",
    "- Separar conjunto de dados para treino e teste\n",
    "- Aplicar modelo ML de árvore de decisão\n",
    "- Visualizar resultado"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importando as bibliotecas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 345,
     "status": "ok",
     "timestamp": 1629166815069,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "xEun96pYuGM_"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rwacGpzEu7cU"
   },
   "source": [
    "### Base de dados \n",
    "\n",
    "Vamos utilizar a base que contém informações de pessoas que possuem ou não diabetes. Para isso, analisar vários atributos para predizer se a pessoa possui ou não diabetes.\n",
    "\n",
    "A base utilizada pode ser obtida no link abaixo.\n",
    "\n",
    "https://www.kaggle.com/saurabh00007/diabetescsv?select=diabetes.csv\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Realizando o carregamento dos dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1629166817195,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "16agtL2wu-3J"
   },
   "outputs": [],
   "source": [
    "dados_diabetes = pd.read_csv('diabetes.csv', sep = ';')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verificando dados do dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 9,
     "status": "ok",
     "timestamp": 1629157670614,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "zGk3bfNoxDct",
    "outputId": "7fd592f4-d53b-4f7f-d6ac-47c49cb6c40c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   gravidez                768 non-null    int64  \n",
      " 1   glicose                 768 non-null    int64  \n",
      " 2   pressao_sangue          768 non-null    int64  \n",
      " 3   espessura_pele          768 non-null    int64  \n",
      " 4   insulina                768 non-null    int64  \n",
      " 5   IMC                     768 non-null    float64\n",
      " 6   predisposicao_diabetes  768 non-null    float64\n",
      " 7   idade                   768 non-null    int64  \n",
      " 8   diabetes                768 non-null    int64  \n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "dados_diabetes.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7K0oeGOYxTIX"
   },
   "source": [
    "### Tratando e analisando os dados "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gravidez</th>\n",
       "      <th>glicose</th>\n",
       "      <th>pressao_sangue</th>\n",
       "      <th>espessura_pele</th>\n",
       "      <th>insulina</th>\n",
       "      <th>IMC</th>\n",
       "      <th>predisposicao_diabetes</th>\n",
       "      <th>idade</th>\n",
       "      <th>diabetes</th>\n",
       "    </tr>\n",
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       "      <td>35</td>\n",
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       "      <td>33.6</td>\n",
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       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
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       "      <th>4</th>\n",
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       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gravidez  glicose  pressao_sangue  espessura_pele  insulina   IMC  \\\n",
       "0         6      148              72              35         0  33.6   \n",
       "1         1       85              66              29         0  26.6   \n",
       "2         8      183              64               0         0  23.3   \n",
       "3         1       89              66              23        94  28.1   \n",
       "4         0      137              40              35       168  43.1   \n",
       "\n",
       "   predisposicao_diabetes  idade  diabetes  \n",
       "0                   0.627     50         1  \n",
       "1                   0.351     31         0  \n",
       "2                   0.672     32         1  \n",
       "3                   0.167     21         0  \n",
       "4                   2.288     33         1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_diabetes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 297
    },
    "executionInfo": {
     "elapsed": 430,
     "status": "ok",
     "timestamp": 1629157672900,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "kh-6rOUrxSHI",
    "outputId": "9689459e-217e-4a03-8f07-e75a769c27e1"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gravidez</th>\n",
       "      <th>glicose</th>\n",
       "      <th>pressao_sangue</th>\n",
       "      <th>espessura_pele</th>\n",
       "      <th>insulina</th>\n",
       "      <th>IMC</th>\n",
       "      <th>predisposicao_diabetes</th>\n",
       "      <th>idade</th>\n",
       "      <th>diabetes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         gravidez     glicose  pressao_sangue  espessura_pele    insulina  \\\n",
       "count  768.000000  768.000000      768.000000      768.000000  768.000000   \n",
       "mean     3.845052  120.894531       69.105469       20.536458   79.799479   \n",
       "std      3.369578   31.972618       19.355807       15.952218  115.244002   \n",
       "min      0.000000    0.000000        0.000000        0.000000    0.000000   \n",
       "25%      1.000000   99.000000       62.000000        0.000000    0.000000   \n",
       "50%      3.000000  117.000000       72.000000       23.000000   30.500000   \n",
       "75%      6.000000  140.250000       80.000000       32.000000  127.250000   \n",
       "max     17.000000  199.000000      122.000000       99.000000  846.000000   \n",
       "\n",
       "              IMC  predisposicao_diabetes       idade    diabetes  \n",
       "count  768.000000              768.000000  768.000000  768.000000  \n",
       "mean    31.992578                0.471876   33.240885    0.348958  \n",
       "std      7.884160                0.331329   11.760232    0.476951  \n",
       "min      0.000000                0.078000   21.000000    0.000000  \n",
       "25%     27.300000                0.243750   24.000000    0.000000  \n",
       "50%     32.000000                0.372500   29.000000    0.000000  \n",
       "75%     36.600000                0.626250   41.000000    1.000000  \n",
       "max     67.100000                2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_diabetes.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 45,
     "status": "ok",
     "timestamp": 1628911426116,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "zN6Tw8wg1Ybo",
    "outputId": "99565eae-487c-4126-bea2-0dab0a9e38c6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gravidez                  0\n",
       "glicose                   0\n",
       "pressao_sangue            0\n",
       "espessura_pele            0\n",
       "insulina                  0\n",
       "IMC                       0\n",
       "predisposicao_diabetes    0\n",
       "idade                     0\n",
       "diabetes                  0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificando valores nulos\n",
    "dados_diabetes.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Contar número de registros de cada classe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 193
    },
    "executionInfo": {
     "elapsed": 36,
     "status": "ok",
     "timestamp": 1628911426120,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "sP6m5Ypj1osy",
    "outputId": "69d04770-097c-4f9b-be3f-8bed47f21648"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "diabetes\n",
       "0    500\n",
       "1    268\n",
       "Name: diabetes, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_diabetes.groupby(['diabetes'])['diabetes'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aUzcbfaa2_qD"
   },
   "source": [
    "Verificamos que o nosso dataset se encontra desbanceado.Precisamos coletar dados de forma balanceada afim de não prejudicar a classificação.\n",
    "\n",
    "### Instalando biblioteca imblearn\n",
    "\n",
    "Imblearn é uma bilbioteca utilizanda para tratar dados desbalanceados. A biblioteca oferece várias técnicas de reamostragem comumente usadas em conjuntos de dados que mostram um forte desequilíbrio entre as classes. \n",
    "\n",
    "Para que serve o Imblearn?\n",
    "As técnicas Imblearn são os métodos pelos quais podemos gerar um conjunto de dados que possui uma proporção igual de classes. O modelo preditivo construído sobre esse tipo de conjunto de dados seria capaz de generalizar bem. Temos principalmente duas opções para tratar um conjunto de dados desequilibrado que são Upsampling e Downsampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting imblearn\n",
      "  Downloading imblearn-0.0-py2.py3-none-any.whl (1.9 kB)\n",
      "Collecting imbalanced-learn\n",
      "  Downloading imbalanced_learn-0.9.1-py3-none-any.whl (199 kB)\n",
      "     ------------------------------------ 199.3/199.3 kB 448.1 kB/s eta 0:00:00\n",
      "Requirement already satisfied: scikit-learn>=1.1.0 in c:\\users\\lidic\\envs\\dados\\lib\\site-packages (from imbalanced-learn->imblearn) (1.1.1)\n",
      "Requirement already satisfied: joblib>=1.0.0 in c:\\users\\lidic\\envs\\dados\\lib\\site-packages (from imbalanced-learn->imblearn) (1.1.0)\n",
      "Requirement already satisfied: numpy>=1.17.3 in c:\\users\\lidic\\envs\\dados\\lib\\site-packages (from imbalanced-learn->imblearn) (1.22.4)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\lidic\\envs\\dados\\lib\\site-packages (from imbalanced-learn->imblearn) (3.1.0)\n",
      "Requirement already satisfied: scipy>=1.3.2 in c:\\users\\lidic\\envs\\dados\\lib\\site-packages (from imbalanced-learn->imblearn) (1.8.1)\n",
      "Installing collected packages: imbalanced-learn, imblearn\n",
      "Successfully installed imbalanced-learn-0.9.1 imblearn-0.0\n",
      "\n",
      "[notice] A new release of pip available: 22.1.2 -> 22.3.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "!pip install imblearn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ⚠️ Saiba Mais\n",
    "\n",
    "## Under-sampling methods\n",
    "O imblearn.under_sampling fornece métodos para subamostrar um conjunto de dados.\n",
    "\n",
    "Documentação: https://imbalanced-learn.org/stable/references/under_sampling.html#module-imblearn.under_sampling\n",
    "\n",
    "### RandomUnderSampler\n",
    "Classe para executar sub-amostragem aleatória.\n",
    "\n",
    "Reduza a amostra da(s) classe(s) majoritária(s) escolhendo amostras aleatoriamente com ou sem reposição.\n",
    "\n",
    "**class imblearn.under_sampling.RandomUnderSampler(*, sampling_strategy='auto', random_state=None, replacement=False)**\n",
    "\n",
    "Documentação: https://imbalanced-learn.org/stable/references/generated/imblearn.under_sampling.RandomUnderSampler.html?highlight=randomundersampler\n",
    "\n",
    "### TomekLinks\n",
    "A ligação de Tomek entre duas amostras de diferentes classes x e y é definida de modo que para qualquer amostra z:\n",
    "\n",
    "d(x, y) < d(x, z) and d(x, y) < d(y, z)\n",
    "\n",
    "onde d(.) é a distância entre as duas amostras. Em outras palavras, um link de Tomek existe se as duas amostras forem as vizinhas mais próximas uma da outra. \n",
    "\n",
    "**class imblearn.under_sampling.TomekLinks(*, sampling_strategy='auto', n_jobs=None)**\n",
    "\n",
    "Documentação: https://imbalanced-learn.org/stable/references/generated/imblearn.under_sampling.TomekLinks.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.under_sampling import RandomUnderSampler, TomekLinks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Separando conjunto de dados de features e target\n",
    "\n",
    "Nesta etapa, vamos separar os conjuntos em duas bases de dados. \n",
    "- X_dados contém todas as features (gravidez, glicose,pressao_sangue, etc) de cada amostra. \n",
    "- y_dados contém apenas o target (possui diabetes/não possui diabetes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "executionInfo": {
     "elapsed": 348,
     "status": "ok",
     "timestamp": 1629166832199,
     "user": {
      "displayName": "Prof. Leandro Lessa",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjOFTHd5R6mZqpiAveor8rupG9YPM_LbwR5AmNPtg=s64",
      "userId": "09430483952296203154"
     },
     "user_tz": 180
    },
    "id": "e_9l2kK062uk"
   },
   "outputs": [],
   "source": [
    "X_dados = dados_diabetes.drop('diabetes', axis=1).values # todos atributos menos a variavel label \n",
    "y_dados = dados_diabetes['diabetes'].values # os labels diabetes ou não "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0,\n",
       "       1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1,\n",
       "       0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0,\n",
       "       1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
       "       1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
       "       1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1,\n",
       "       1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,\n",
       "       1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1,\n",
       "       0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1,\n",
       "       1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1,\n",
       "       1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0,\n",
       "       1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0,\n",
       "       1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0,\n",
       "       0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0,\n",
       "       1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,\n",
       "       0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,\n",
       "       0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0,\n",
       "       0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0,\n",
       "       0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1,\n",
       "       0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,\n",
       "       1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0,\n",
       "       1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0,\n",
       "       1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,\n",
       "       0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0,\n",
       "       0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0,\n",
       "       0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0,\n",
       "       1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n",
       "       0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1,\n",
       "       0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0,\n",
       "       0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0,\n",
       "       0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0,\n",
       "       1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando função para balancear os dados\n",
    "UnderSampler é um método consiste em reduzir o número de observações da classe majoritária para diminuir a diferença entre as categorias.\n",
    "\n",
    "**Resample = Reamostrar**\n",
    "\n",
    "**sampling_strategy='all'**: Reamostra todas as classes;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def balanceamento_dados(X_dados, y_dados):\n",
    "    undersample = RandomUnderSampler(random_state = 42)\n",
    "    X_under, y_under = undersample.fit_resample(X_dados, y_dados)\n",
    "    \n",
    "    tl = TomekLinks(sampling_strategy='all') #trabalha com outliers\n",
    "    X_under, y_under  = tl.fit_resample(X_under, y_under)\n",
    "    return X_under, y_under"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aplicando técnica de balanceamento na base de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_dados_balanceados, y_dados_balanceados = balanceamento_dados(X_dados, y_dados)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verificando balanceamento realizado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "456 456\n"
     ]
    }
   ],
   "source": [
    "print(len(X_dados_balanceados), len(y_dados_balanceados))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ⚠️ Saiba Mais\n",
    "\n",
    "## Collections\n",
    "Este módulo implementa tipos de dados de contêiner especializados, fornecendo alternativas aos contêineres integrados de propósito geral do Python, dict, list, set e tuple.\n",
    "\n",
    "Documentação: https://docs.python.org/3/library/collections.html\n",
    "\n",
    "### Counter\n",
    "Um Counter é uma subclasse dict para contar objetos hashable. É uma coleção onde os elementos são armazenados como chaves de dicionário e suas contagens são armazenadas como valores de dicionário. As contagens podem ser qualquer valor inteiro, incluindo zero ou contagens negativas. A classe Counter é semelhante a bags ou multisets em outras linguagens.\n",
    "\n",
    "Os elementos são contados de um iterável ou inicializados de outro mapeamento (ou contador)\n",
    "\n",
    "Documentação: https://docs.python.org/3/library/collections.html#collections.Counter\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({0: 228, 1: 228})\n"
     ]
    }
   ],
   "source": [
    "# outra forma de verificar o balanceamento\n",
    "import collections\n",
    "print(collections.Counter(y_dados_balanceados))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Percebemos que o balanceamento foi realizado com sucesso. \n",
    "Temos:\n",
    "- 228 registros para o target 0 \n",
    "- 228 registros para o target 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#verificar lista com dados balaceados\n",
    "y_dados_balanceados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "diabetes\n",
       "0    228\n",
       "1    228\n",
       "Name: diabetes, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualizando dados balanceados através de um dataframe\n",
    "df_dados_balanceados = pd.DataFrame(y_dados_balanceados,columns=['diabetes'])\n",
    "df_dados_balanceados.groupby('diabetes')['diabetes'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando função para realizar separação entre o conjunto de treinamento e teste\n",
    "\n",
    "Para que o modelo de árvore de decisão tenha êxito, é necessário separamos nosso dataset em um conjunto de dados para treinar o modelo e um conjunto de dados para testa-lo.\n",
    "\n",
    "## ⚠️ Saiba Mais\n",
    "\n",
    "## Sklearn.model_selection.train_test_split\n",
    "Dividi arrays ou matrizes em subconjuntos aleatórios de treinamento e teste.\n",
    "\n",
    "Documentação: https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def separa_treino_teste(X_dados_balanceados, y_dados_balanceados):\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X_dados_balanceados, y_dados_balanceados, random_state=42, test_size =0.2)\n",
    "    return X_train, X_test, y_train, y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Separando conjuntos de treino e teste \n",
    "X_train, X_test, y_train, y_test = separa_treino_teste(X_dados_balanceados, y_dados_balanceados)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verificando dados em cada variável"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vamos treinar o modelo com 364 registros da classe X e 364 registros da classe y\n",
      "Testaremos o modelo com  92 registros da classe X e 92 registros da classe y\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(f'''Vamos treinar o modelo com {len(X_train)} registros da classe X e {len(y_train)} registros da classe y\n",
    "Testaremos o modelo com  {len(X_test)} registros da classe X e {len(y_test)} registros da classe y\n",
    "''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando árvore de decisão\n",
    "O módulo sklearn.tree inclui modelos baseados em árvore de decisão para classificação e regressão.\n",
    "\n",
    "Documentação: https://scikit-learn.org/stable/modules/classes.html?highlight=tree#module-sklearn.tree\n",
    "\n",
    "## ⚠️ Saiba Mais\n",
    "## sklearn.tree.DecisionTreeClassifier\n",
    "**fit(X, y[, sample_weight, check_input]):** Construa um classificador de árvore de decisão a partir do conjunto de treinamento (X, y).\n",
    "\n",
    "**predict(X[, check_input]):** Preveja o valor de classe ou regressão para X."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import tree\n",
    "#from sklearn.tree import export_graphviz, DecisionTreeClassifier\n",
    "\n",
    "algoritmo_arvore = tree.DecisionTreeClassifier() # inicia a classificação da arvore de decisao\n",
    "modelo = algoritmo_arvore.fit(X_train, y_train)\n",
    "y_pred = modelo.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verificando a importância de cada feature no modelo \n",
    "É muito importânte visualizar a importância de cada feature representa no modelo. Para isso, temos a função feature_importances_ que nos auxilia ver o resultado desse dado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.05300759 0.40699336 0.06587835 0.04293009 0.06250089 0.16869668\n",
      " 0.06320874 0.1367843 ]\n"
     ]
    }
   ],
   "source": [
    "print(modelo.feature_importances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['gravidez', 'glicose', 'pressao_sangue', 'espessura_pele', 'insulina',\n",
       "       'IMC', 'predisposicao_diabetes', 'idade', 'diabetes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_diabetes.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>importancia</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>glicose</th>\n",
       "      <td>0.406993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IMC</th>\n",
       "      <td>0.168697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>idade</th>\n",
       "      <td>0.136784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressao_sangue</th>\n",
       "      <td>0.065878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>predisposicao_diabetes</th>\n",
       "      <td>0.063209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>insulina</th>\n",
       "      <td>0.062501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gravidez</th>\n",
       "      <td>0.053008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>espessura_pele</th>\n",
       "      <td>0.042930</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        importancia\n",
       "glicose                    0.406993\n",
       "IMC                        0.168697\n",
       "idade                      0.136784\n",
       "pressao_sangue             0.065878\n",
       "predisposicao_diabetes     0.063209\n",
       "insulina                   0.062501\n",
       "gravidez                   0.053008\n",
       "espessura_pele             0.042930"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(modelo.feature_importances_, columns =['importancia'],\n",
    "             index = ['gravidez', 'glicose', 'pressao_sangue', 'espessura_pele', 'insulina',\n",
    "       'IMC', 'predisposicao_diabetes', 'idade']).sort_values('importancia', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para esse primeiro experimento, a feature que possui importância para o modelo é glicose com 0,42."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verificando e analisando as classes do modelo\n",
    "\n",
    "Nessa etapa, vamos analisar e criar rótulos que serão utilizados no nosso modelo visual da árvore de decisão."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1], dtype=int64)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modelo.classes_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando lista com os nomes das features e dos rótulos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "nomes_features = ['gravidez','glicose','pressao_sangue',\n",
    "                  'espessura_pele','insulina','IMC',\n",
    "                  'predisposicao_diabetes','idade']\n",
    "\n",
    "nomes_classes = ['NÃO DIABETICO','DIABETICO']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instalando biblioteca para visualização da árvore de decisão\n",
    "\n",
    "## ⚠️ Saiba Mais\n",
    "Graphviz é um software de visualização de gráficos de código aberto. A visualização de gráficos é uma forma de representar informações estruturais como diagramas de gráficos abstratos e redes. \n",
    "\n",
    "link acesso: https://graphviz.org/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting graphviz\n",
      "  Downloading graphviz-0.20.1-py3-none-any.whl (47 kB)\n",
      "     --------------------------------------- 47.0/47.0 kB 25.3 kB/s eta 0:00:00\n",
      "Installing collected packages: graphviz\n",
      "Successfully installed graphviz-0.20.1\n",
      "\n",
      "[notice] A new release of pip available: 22.1.2 -> 22.3.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "!pip install graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (2350214200.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  Input \u001b[1;32mIn [38]\u001b[1;36m\u001b[0m\n\u001b[1;33m    -m pip install --upgrade pip\u001b[0m\n\u001b[1;37m       ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "-m pip install --upgrade pip"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Observação  importante!!! \n",
    "\n",
    "Em alguns casos ao executar a visualização utilizando a biblioteca graphviz faz necessário realizar a instalação da ferramenta na máquina e atualizar o diretório no path do windows.\n",
    "\n",
    "link: https://graphviz.org/download/\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Atualizar caminho Graphviz no path do windows\n",
    "import os     \n",
    "os.environ[\"PATH\"] += os.pathsep + 'C:\\\\Users\\\\lidic\\\\Envs\\\\dados\\\\Lib\\\\site-packages\\\\graphviz\\\\Graphviz\\\\bin'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando função para  visualização da árvore gerada"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import graphviz\n",
    "def visualiza_arvore(modelo):   \n",
    "    arvore = tree.export_graphviz(modelo, \n",
    "                    feature_names=nomes_features,\n",
    "                    class_names=nomes_classes,\n",
    "                    rounded=True,\n",
    "                    special_characters=True, filled=True)\n",
    "    graph = graphviz.Source(arvore)  \n",
    "    return graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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       "<!-- Generated by graphviz version 7.0.2 (20221119.0110)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"4096pt\" height=\"1504pt\"\n",
       " viewBox=\"0.00 0.00 4096.00 1504.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 1500)\">\n",
       "<title>Tree</title>\n",
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       "<!-- 0 -->\n",
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       "<title>0&#45;&gt;1</title>\n",
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       "<title>76</title>\n",
       "<path fill=\"#5eafea\" stroke=\"black\" d=\"M2992,-1377C2992,-1377 2871,-1377 2871,-1377 2865,-1377 2859,-1371 2859,-1365 2859,-1365 2859,-1306 2859,-1306 2859,-1300 2865,-1294 2871,-1294 2871,-1294 2992,-1294 2992,-1294 2998,-1294 3004,-1300 3004,-1306 3004,-1306 3004,-1365 3004,-1365 3004,-1371 2998,-1377 2992,-1377\"/>\n",
       "<text text-anchor=\"start\" x=\"2892\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 29.85</text>\n",
       "<text text-anchor=\"start\" x=\"2894\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\n",
       "<text text-anchor=\"start\" x=\"2884\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 147</text>\n",
       "<text text-anchor=\"start\" x=\"2878.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 124]</text>\n",
       "<text text-anchor=\"start\" x=\"2867\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>0&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2249.24,-1442.23C2389.8,-1420.45 2698.02,-1372.68 2847.24,-1349.56\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2847.74,-1353.02 2857.08,-1348.03 2846.66,-1346.11 2847.74,-1353.02\"/>\n",
       "<text text-anchor=\"middle\" x=\"2843.81\" y=\"-1364.28\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>2</title>\n",
       "<path fill=\"#e88f50\" stroke=\"black\" d=\"M1086,-1258C1086,-1258 931,-1258 931,-1258 925,-1258 919,-1252 919,-1246 919,-1246 919,-1187 919,-1187 919,-1181 925,-1175 931,-1175 931,-1175 1086,-1175 1086,-1175 1092,-1175 1098,-1181 1098,-1187 1098,-1187 1098,-1246 1098,-1246 1098,-1252 1092,-1258 1086,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"973.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 42.8</text>\n",
       "<text text-anchor=\"start\" x=\"971\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.184</text>\n",
       "<text text-anchor=\"start\" x=\"961\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 107</text>\n",
       "<text text-anchor=\"start\" x=\"960\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [96, 11]</text>\n",
       "<text text-anchor=\"start\" x=\"927\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>1&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1465.79,-1315.31C1367.92,-1294.38 1211.62,-1260.95 1109.51,-1239.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1110.25,-1235.69 1099.74,-1237.02 1108.79,-1242.53 1110.25,-1235.69\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>27</title>\n",
       "<path fill=\"#fbeade\" stroke=\"black\" d=\"M1633,-1258C1633,-1258 1478,-1258 1478,-1258 1472,-1258 1466,-1252 1466,-1246 1466,-1246 1466,-1187 1466,-1187 1466,-1181 1472,-1175 1478,-1175 1478,-1175 1633,-1175 1633,-1175 1639,-1175 1645,-1181 1645,-1187 1645,-1187 1645,-1246 1645,-1246 1645,-1252 1639,-1258 1633,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"1520.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 26.8</text>\n",
       "<text text-anchor=\"start\" x=\"1518\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"1508\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 110</text>\n",
       "<text text-anchor=\"start\" x=\"1507\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [60, 50]</text>\n",
       "<text text-anchor=\"start\" x=\"1474\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>1&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1555.5,-1293.58C1555.5,-1285.79 1555.5,-1277.53 1555.5,-1269.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1559,-1269.71 1555.5,-1259.71 1552,-1269.71 1559,-1269.71\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>3</title>\n",
       "<path fill=\"#e78c4a\" stroke=\"black\" d=\"M797,-1139C797,-1139 600,-1139 600,-1139 594,-1139 588,-1133 588,-1127 588,-1127 588,-1068 588,-1068 588,-1062 594,-1056 600,-1056 600,-1056 797,-1056 797,-1056 803,-1056 809,-1062 809,-1068 809,-1068 809,-1127 809,-1127 809,-1133 803,-1139 797,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"596\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.666</text>\n",
       "<text text-anchor=\"start\" x=\"661\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.143</text>\n",
       "<text text-anchor=\"start\" x=\"651\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 103</text>\n",
       "<text text-anchor=\"start\" x=\"654\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [95, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"617\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>2&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M918.84,-1181.66C887.15,-1169.7 851.01,-1156.06 817.3,-1143.34\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"818.93,-1140.21 808.33,-1139.95 816.45,-1146.76 818.93,-1140.21\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>24</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M1107,-1139C1107,-1139 910,-1139 910,-1139 904,-1139 898,-1133 898,-1127 898,-1127 898,-1068 898,-1068 898,-1062 904,-1056 910,-1056 910,-1056 1107,-1056 1107,-1056 1113,-1056 1119,-1062 1119,-1068 1119,-1068 1119,-1127 1119,-1127 1119,-1133 1113,-1139 1107,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"906\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.787</text>\n",
       "<text text-anchor=\"start\" x=\"971\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"969\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"968\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"944\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>2&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1008.5,-1174.58C1008.5,-1166.79 1008.5,-1158.53 1008.5,-1150.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1012,-1150.71 1008.5,-1140.71 1005,-1150.71 1012,-1150.71\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>4</title>\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M558,-1020C558,-1020 403,-1020 403,-1020 397,-1020 391,-1014 391,-1008 391,-1008 391,-949 391,-949 391,-943 397,-937 403,-937 403,-937 558,-937 558,-937 564,-937 570,-943 570,-949 570,-949 570,-1008 570,-1008 570,-1014 564,-1020 558,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"431.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 112.5</text>\n",
       "<text text-anchor=\"start\" x=\"443\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.086</text>\n",
       "<text text-anchor=\"start\" x=\"437\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 89</text>\n",
       "<text text-anchor=\"start\" x=\"436\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [85, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"399\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>3&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M622.25,-1055.58C604.33,-1045.96 585.11,-1035.64 566.78,-1025.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568.5,-1022.76 558.04,-1021.11 565.19,-1028.93 568.5,-1022.76\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>15</title>\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M797,-1020C797,-1020 600,-1020 600,-1020 594,-1020 588,-1014 588,-1008 588,-1008 588,-949 588,-949 588,-943 594,-937 600,-937 600,-937 797,-937 797,-937 803,-937 809,-943 809,-949 809,-949 809,-1008 809,-1008 809,-1014 803,-1020 797,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"596\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.691</text>\n",
       "<text text-anchor=\"start\" x=\"661\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"655\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"654\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"617\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;15 -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>3&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M698.5,-1055.58C698.5,-1047.79 698.5,-1039.53 698.5,-1031.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"702,-1031.71 698.5,-1021.71 695,-1031.71 702,-1031.71\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>5</title>\n",
       "<path fill=\"#e5833c\" stroke=\"black\" d=\"M364,-901C364,-901 209,-901 209,-901 203,-901 197,-895 197,-889 197,-889 197,-830 197,-830 197,-824 203,-818 209,-818 209,-818 364,-818 364,-818 370,-818 376,-824 376,-830 376,-830 376,-889 376,-889 376,-895 370,-901 364,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"213\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">espessura_pele ≤ 41.0</text>\n",
       "<text text-anchor=\"start\" x=\"249\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.028</text>\n",
       "<text text-anchor=\"start\" x=\"243\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
       "<text text-anchor=\"start\" x=\"242\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;5 -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>4&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M412.65,-936.58C396.85,-927.05 379.91,-916.83 363.73,-907.08\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"365.98,-904.35 355.61,-902.18 362.37,-910.34 365.98,-904.35\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>10</title>\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M561,-901C561,-901 406,-901 406,-901 400,-901 394,-895 394,-889 394,-889 394,-830 394,-830 394,-824 400,-818 406,-818 406,-818 561,-818 561,-818 567,-818 573,-824 573,-830 573,-830 573,-889 573,-889 573,-895 567,-901 561,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"414\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">espessura_pele ≤ 5.0</text>\n",
       "<text text-anchor=\"start\" x=\"446\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.266</text>\n",
       "<text text-anchor=\"start\" x=\"440\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"439\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"402\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>4&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M481.55,-936.58C481.75,-928.79 481.96,-920.53 482.17,-912.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"485.66,-912.8 482.42,-902.71 478.66,-912.62 485.66,-912.8\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>6</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M167,-774.5C167,-774.5 12,-774.5 12,-774.5 6,-774.5 0,-768.5 0,-762.5 0,-762.5 0,-718.5 0,-718.5 0,-712.5 6,-706.5 12,-706.5 12,-706.5 167,-706.5 167,-706.5 173,-706.5 179,-712.5 179,-718.5 179,-718.5 179,-762.5 179,-762.5 179,-768.5 173,-774.5 167,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"60.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"46\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 67</text>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;6 -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>5&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M217.6,-817.58C197.38,-805.57 175.34,-792.48 155.32,-780.59\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"157.36,-777.73 146.97,-775.63 153.78,-783.75 157.36,-777.73\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>7</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M364,-782C364,-782 209,-782 209,-782 203,-782 197,-776 197,-770 197,-770 197,-711 197,-711 197,-705 203,-699 209,-699 209,-699 364,-699 364,-699 370,-699 376,-705 376,-711 376,-711 376,-770 376,-770 376,-776 370,-782 364,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"241\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">insulina ≤ 66.0</text>\n",
       "<text text-anchor=\"start\" x=\"249\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"247\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"246\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;7 -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>5&#45;&gt;7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M286.5,-817.58C286.5,-809.79 286.5,-801.53 286.5,-793.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"290,-793.71 286.5,-783.71 283,-793.71 290,-793.71\"/>\n",
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       "<!-- 8 -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>8</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M167,-655.5C167,-655.5 46,-655.5 46,-655.5 40,-655.5 34,-649.5 34,-643.5 34,-643.5 34,-599.5 34,-599.5 34,-593.5 40,-587.5 46,-587.5 46,-587.5 167,-587.5 167,-587.5 173,-587.5 179,-593.5 179,-599.5 179,-599.5 179,-643.5 179,-643.5 179,-649.5 173,-655.5 167,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"77.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"67\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"66\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"42\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
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       "<!-- 7&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>7&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M223.54,-698.58C205.24,-686.68 185.3,-673.72 167.14,-661.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"169.39,-659.2 159.09,-656.69 165.57,-665.07 169.39,-659.2\"/>\n",
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       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>9</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M364,-655.5C364,-655.5 209,-655.5 209,-655.5 203,-655.5 197,-649.5 197,-643.5 197,-643.5 197,-599.5 197,-599.5 197,-593.5 203,-587.5 209,-587.5 209,-587.5 364,-587.5 364,-587.5 370,-587.5 376,-593.5 376,-599.5 376,-599.5 376,-643.5 376,-643.5 376,-649.5 370,-655.5 364,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"257.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"247\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"246\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
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       "<!-- 7&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>7&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M286.5,-698.58C286.5,-688.43 286.5,-677.5 286.5,-667.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"290,-667.37 286.5,-657.37 283,-667.37 290,-667.37\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>11</title>\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M544,-782C544,-782 423,-782 423,-782 417,-782 411,-776 411,-770 411,-770 411,-711 411,-711 411,-705 417,-699 423,-699 423,-699 544,-699 544,-699 550,-699 556,-705 556,-711 556,-711 556,-770 556,-770 556,-776 550,-782 544,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"448.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 28.5</text>\n",
       "<text text-anchor=\"start\" x=\"446\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"444\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"443\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"419\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>10&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M483.5,-817.58C483.5,-809.79 483.5,-801.53 483.5,-793.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"487,-793.71 483.5,-783.71 480,-793.71 487,-793.71\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>14</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M741,-774.5C741,-774.5 586,-774.5 586,-774.5 580,-774.5 574,-768.5 574,-762.5 574,-762.5 574,-718.5 574,-718.5 574,-712.5 580,-706.5 586,-706.5 586,-706.5 741,-706.5 741,-706.5 747,-706.5 753,-712.5 753,-718.5 753,-718.5 753,-762.5 753,-762.5 753,-768.5 747,-774.5 741,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"634.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"620\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"619\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"582\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;14 -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>10&#45;&gt;14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M546.46,-817.58C564.76,-805.68 584.7,-792.72 602.86,-780.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"604.43,-784.07 610.91,-775.69 600.61,-778.2 604.43,-784.07\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>12</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M561,-655.5C561,-655.5 406,-655.5 406,-655.5 400,-655.5 394,-649.5 394,-643.5 394,-643.5 394,-599.5 394,-599.5 394,-593.5 400,-587.5 406,-587.5 406,-587.5 561,-587.5 561,-587.5 567,-587.5 573,-593.5 573,-599.5 573,-599.5 573,-643.5 573,-643.5 573,-649.5 567,-655.5 561,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"454.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"444\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"443\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"402\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>11&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M483.5,-698.58C483.5,-688.43 483.5,-677.5 483.5,-667.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"487,-667.37 483.5,-657.37 480,-667.37 487,-667.37\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>13</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M724,-655.5C724,-655.5 603,-655.5 603,-655.5 597,-655.5 591,-649.5 591,-643.5 591,-643.5 591,-599.5 591,-599.5 591,-593.5 597,-587.5 603,-587.5 603,-587.5 724,-587.5 724,-587.5 730,-587.5 736,-593.5 736,-599.5 736,-599.5 736,-643.5 736,-643.5 736,-649.5 730,-655.5 724,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"634.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"624\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"623\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"599\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;13 -->\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>11&#45;&gt;13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M546.46,-698.58C564.76,-686.68 584.7,-673.72 602.86,-661.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"604.43,-665.07 610.91,-656.69 600.61,-659.2 604.43,-665.07\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>16</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M754,-893.5C754,-893.5 633,-893.5 633,-893.5 627,-893.5 621,-887.5 621,-881.5 621,-881.5 621,-837.5 621,-837.5 621,-831.5 627,-825.5 633,-825.5 633,-825.5 754,-825.5 754,-825.5 760,-825.5 766,-831.5 766,-837.5 766,-837.5 766,-881.5 766,-881.5 766,-887.5 760,-893.5 754,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"664.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"654\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"653\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"629\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;16 -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>15&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M696.75,-936.58C696.32,-926.43 695.85,-915.5 695.41,-905.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"698.91,-905.21 694.99,-895.37 691.92,-905.51 698.91,-905.21\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>17</title>\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M951,-901C951,-901 796,-901 796,-901 790,-901 784,-895 784,-889 784,-889 784,-830 784,-830 784,-824 790,-818 796,-818 796,-818 951,-818 951,-818 957,-818 963,-824 963,-830 963,-830 963,-889 963,-889 963,-895 957,-901 951,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"829\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 3.5</text>\n",
       "<text text-anchor=\"start\" x=\"836\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"830\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"829\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"792\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;17 -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>15&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M759.71,-936.58C773.69,-927.23 788.67,-917.21 803.01,-907.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"804.7,-910.71 811.07,-902.24 800.81,-904.89 804.7,-910.71\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>18</title>\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M948,-782C948,-782 793,-782 793,-782 787,-782 781,-776 781,-770 781,-770 781,-711 781,-711 781,-705 787,-699 793,-699 793,-699 948,-699 948,-699 954,-699 960,-705 960,-711 960,-711 960,-770 960,-770 960,-776 954,-782 948,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"831\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 27.5</text>\n",
       "<text text-anchor=\"start\" x=\"833\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"827\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"826\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"789\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;18 -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>17&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M872.45,-817.58C872.25,-809.79 872.04,-801.53 871.83,-793.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"875.34,-793.62 871.58,-783.71 868.34,-793.8 875.34,-793.62\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>23</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1111,-774.5C1111,-774.5 990,-774.5 990,-774.5 984,-774.5 978,-768.5 978,-762.5 978,-762.5 978,-718.5 978,-718.5 978,-712.5 984,-706.5 990,-706.5 990,-706.5 1111,-706.5 1111,-706.5 1117,-706.5 1123,-712.5 1123,-718.5 1123,-718.5 1123,-762.5 1123,-762.5 1123,-768.5 1117,-774.5 1111,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1021.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1011\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1010\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"986\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>17&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M935.41,-817.58C953.4,-805.68 973.02,-792.72 990.87,-780.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"992.36,-784.13 998.77,-775.7 988.5,-778.29 992.36,-784.13\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>19</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M934,-655.5C934,-655.5 779,-655.5 779,-655.5 773,-655.5 767,-649.5 767,-643.5 767,-643.5 767,-599.5 767,-599.5 767,-593.5 773,-587.5 779,-587.5 779,-587.5 934,-587.5 934,-587.5 940,-587.5 946,-593.5 946,-599.5 946,-599.5 946,-643.5 946,-643.5 946,-649.5 940,-655.5 934,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"827.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"817\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"816\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"775\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>18&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M865.6,-698.58C864.39,-688.43 863.08,-677.5 861.85,-667.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"865.34,-666.88 860.67,-657.36 858.38,-667.71 865.34,-666.88\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>20</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M1131,-663C1131,-663 976,-663 976,-663 970,-663 964,-657 964,-651 964,-651 964,-592 964,-592 964,-586 970,-580 976,-580 976,-580 1131,-580 1131,-580 1137,-580 1143,-586 1143,-592 1143,-592 1143,-651 1143,-651 1143,-657 1137,-663 1131,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1014\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 28.55</text>\n",
       "<text text-anchor=\"start\" x=\"1024.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1014\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1013\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"972\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>18&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M934.5,-698.58C949.27,-689.14 965.09,-679.02 980.22,-669.35\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"981.72,-672.55 988.26,-664.21 977.95,-666.65 981.72,-672.55\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>21</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M953,-536.5C953,-536.5 798,-536.5 798,-536.5 792,-536.5 786,-530.5 786,-524.5 786,-524.5 786,-480.5 786,-480.5 786,-474.5 792,-468.5 798,-468.5 798,-468.5 953,-468.5 953,-468.5 959,-468.5 965,-474.5 965,-480.5 965,-480.5 965,-524.5 965,-524.5 965,-530.5 959,-536.5 953,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"846.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"836\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"835\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"794\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>20&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M991.24,-579.58C973.15,-567.68 953.42,-554.72 935.46,-542.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"937.8,-540.26 927.52,-537.69 933.95,-546.11 937.8,-540.26\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>22</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1116,-536.5C1116,-536.5 995,-536.5 995,-536.5 989,-536.5 983,-530.5 983,-524.5 983,-524.5 983,-480.5 983,-480.5 983,-474.5 989,-468.5 995,-468.5 995,-468.5 1116,-468.5 1116,-468.5 1122,-468.5 1128,-474.5 1128,-480.5 1128,-480.5 1128,-524.5 1128,-524.5 1128,-530.5 1122,-536.5 1116,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1026.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1016\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1015\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"991\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;22 -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>20&#45;&gt;22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1054.2,-579.58C1054.37,-569.43 1054.56,-558.5 1054.74,-548.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1058.23,-548.43 1054.9,-538.37 1051.23,-548.31 1058.23,-548.43\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>25</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M960,-1012.5C960,-1012.5 839,-1012.5 839,-1012.5 833,-1012.5 827,-1006.5 827,-1000.5 827,-1000.5 827,-956.5 827,-956.5 827,-950.5 833,-944.5 839,-944.5 839,-944.5 960,-944.5 960,-944.5 966,-944.5 972,-950.5 972,-956.5 972,-956.5 972,-1000.5 972,-1000.5 972,-1006.5 966,-1012.5 960,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"870.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"860\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"859\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"835\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>24&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M970.38,-1055.58C960.01,-1044.45 948.76,-1032.38 938.35,-1021.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"940.99,-1018.9 931.61,-1013.97 935.87,-1023.67 940.99,-1018.9\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>26</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1157,-1012.5C1157,-1012.5 1002,-1012.5 1002,-1012.5 996,-1012.5 990,-1006.5 990,-1000.5 990,-1000.5 990,-956.5 990,-956.5 990,-950.5 996,-944.5 1002,-944.5 1002,-944.5 1157,-944.5 1157,-944.5 1163,-944.5 1169,-950.5 1169,-956.5 1169,-956.5 1169,-1000.5 1169,-1000.5 1169,-1006.5 1163,-1012.5 1157,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1050.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1040\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1039\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"998\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>24&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1033.33,-1055.58C1039.82,-1044.88 1046.84,-1033.32 1053.39,-1022.52\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1056.27,-1024.52 1058.47,-1014.16 1050.29,-1020.89 1056.27,-1024.52\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>28</title>\n",
       "<path fill=\"#e68843\" stroke=\"black\" d=\"M1534,-1139C1534,-1139 1379,-1139 1379,-1139 1373,-1139 1367,-1133 1367,-1127 1367,-1127 1367,-1068 1367,-1068 1367,-1062 1373,-1056 1379,-1056 1379,-1056 1534,-1056 1534,-1056 1540,-1056 1546,-1062 1546,-1068 1546,-1068 1546,-1127 1546,-1127 1546,-1133 1540,-1139 1534,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"1381\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 88.0</text>\n",
       "<text text-anchor=\"start\" x=\"1419\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.095</text>\n",
       "<text text-anchor=\"start\" x=\"1413\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"1412\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1375\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;28 -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>27&#45;&gt;28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1520.87,-1174.58C1513.6,-1165.98 1505.85,-1156.82 1498.34,-1147.95\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1501.05,-1145.73 1491.92,-1140.36 1495.7,-1150.25 1501.05,-1145.73\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g id=\"node32\" class=\"node\">\n",
       "<title>31</title>\n",
       "<path fill=\"#dfeffb\" stroke=\"black\" d=\"M1714,-1139C1714,-1139 1593,-1139 1593,-1139 1587,-1139 1581,-1133 1581,-1127 1581,-1127 1581,-1068 1581,-1068 1581,-1062 1587,-1056 1593,-1056 1593,-1056 1714,-1056 1714,-1056 1720,-1056 1726,-1062 1726,-1068 1726,-1068 1726,-1127 1726,-1127 1726,-1133 1720,-1139 1714,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"1608.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 91.0</text>\n",
       "<text text-anchor=\"start\" x=\"1616\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"1610\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 90</text>\n",
       "<text text-anchor=\"start\" x=\"1605\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 49]</text>\n",
       "<text text-anchor=\"start\" x=\"1589\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;31 -->\n",
       "<g id=\"edge31\" class=\"edge\">\n",
       "<title>27&#45;&gt;31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1589.78,-1174.58C1596.98,-1165.98 1604.65,-1156.82 1612.08,-1147.95\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1614.7,-1150.27 1618.44,-1140.36 1609.33,-1145.78 1614.7,-1150.27\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>29</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1354,-1012.5C1354,-1012.5 1199,-1012.5 1199,-1012.5 1193,-1012.5 1187,-1006.5 1187,-1000.5 1187,-1000.5 1187,-956.5 1187,-956.5 1187,-950.5 1193,-944.5 1199,-944.5 1199,-944.5 1354,-944.5 1354,-944.5 1360,-944.5 1366,-950.5 1366,-956.5 1366,-956.5 1366,-1000.5 1366,-1000.5 1366,-1006.5 1360,-1012.5 1354,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1247.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1233\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"1232\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1195\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 28&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>28&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1393.54,-1055.58C1375.24,-1043.68 1355.3,-1030.72 1337.14,-1018.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1339.39,-1016.2 1329.09,-1013.69 1335.57,-1022.07 1339.39,-1016.2\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>30</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1517,-1012.5C1517,-1012.5 1396,-1012.5 1396,-1012.5 1390,-1012.5 1384,-1006.5 1384,-1000.5 1384,-1000.5 1384,-956.5 1384,-956.5 1384,-950.5 1390,-944.5 1396,-944.5 1396,-944.5 1517,-944.5 1517,-944.5 1523,-944.5 1529,-950.5 1529,-956.5 1529,-956.5 1529,-1000.5 1529,-1000.5 1529,-1006.5 1523,-1012.5 1517,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1427.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1417\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1416\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1392\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 28&#45;&gt;30 -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>28&#45;&gt;30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1456.5,-1055.58C1456.5,-1045.43 1456.5,-1034.5 1456.5,-1024.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1460,-1024.37 1456.5,-1014.37 1453,-1024.37 1460,-1024.37\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>32</title>\n",
       "<path fill=\"#e78b48\" stroke=\"black\" d=\"M1748,-1020C1748,-1020 1559,-1020 1559,-1020 1553,-1020 1547,-1014 1547,-1008 1547,-1008 1547,-949 1547,-949 1547,-943 1553,-937 1559,-937 1559,-937 1748,-937 1748,-937 1754,-937 1760,-943 1760,-949 1760,-949 1760,-1008 1760,-1008 1760,-1014 1754,-1020 1748,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"1555\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 1.16</text>\n",
       "<text text-anchor=\"start\" x=\"1616\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"1610\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"1609\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1572\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 31&#45;&gt;32 -->\n",
       "<g id=\"edge32\" class=\"edge\">\n",
       "<title>31&#45;&gt;32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1653.5,-1055.58C1653.5,-1047.79 1653.5,-1039.53 1653.5,-1031.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1657,-1031.71 1653.5,-1021.71 1650,-1031.71 1657,-1031.71\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g id=\"node36\" class=\"node\">\n",
       "<title>35</title>\n",
       "<path fill=\"#acd6f4\" stroke=\"black\" d=\"M1911,-1020C1911,-1020 1790,-1020 1790,-1020 1784,-1020 1778,-1014 1778,-1008 1778,-1008 1778,-949 1778,-949 1778,-943 1784,-937 1790,-937 1790,-937 1911,-937 1911,-937 1917,-937 1923,-943 1923,-949 1923,-949 1923,-1008 1923,-1008 1923,-1014 1917,-1020 1911,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"1811\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 34.5</text>\n",
       "<text text-anchor=\"start\" x=\"1813\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.465</text>\n",
       "<text text-anchor=\"start\" x=\"1807\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 76</text>\n",
       "<text text-anchor=\"start\" x=\"1802\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 48]</text>\n",
       "<text text-anchor=\"start\" x=\"1786\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 31&#45;&gt;35 -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>31&#45;&gt;35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1722.4,-1055.58C1738.45,-1046.05 1755.65,-1035.83 1772.07,-1026.08\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1773.53,-1029.29 1780.34,-1021.17 1769.95,-1023.27 1773.53,-1029.29\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g id=\"node34\" class=\"node\">\n",
       "<title>33</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1551,-893.5C1551,-893.5 1396,-893.5 1396,-893.5 1390,-893.5 1384,-887.5 1384,-881.5 1384,-881.5 1384,-837.5 1384,-837.5 1384,-831.5 1390,-825.5 1396,-825.5 1396,-825.5 1551,-825.5 1551,-825.5 1557,-825.5 1563,-831.5 1563,-837.5 1563,-837.5 1563,-881.5 1563,-881.5 1563,-887.5 1557,-893.5 1551,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1444.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1430\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"1429\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1392\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 32&#45;&gt;33 -->\n",
       "<g id=\"edge33\" class=\"edge\">\n",
       "<title>32&#45;&gt;33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1590.54,-936.58C1572.24,-924.68 1552.3,-911.72 1534.14,-899.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1536.39,-897.2 1526.09,-894.69 1532.57,-903.07 1536.39,-897.2\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g id=\"node35\" class=\"node\">\n",
       "<title>34</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1714,-893.5C1714,-893.5 1593,-893.5 1593,-893.5 1587,-893.5 1581,-887.5 1581,-881.5 1581,-881.5 1581,-837.5 1581,-837.5 1581,-831.5 1587,-825.5 1593,-825.5 1593,-825.5 1714,-825.5 1714,-825.5 1720,-825.5 1726,-831.5 1726,-837.5 1726,-837.5 1726,-881.5 1726,-881.5 1726,-887.5 1720,-893.5 1714,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1624.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1614\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1613\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1589\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 32&#45;&gt;34 -->\n",
       "<g id=\"edge34\" class=\"edge\">\n",
       "<title>32&#45;&gt;34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1653.5,-936.58C1653.5,-926.43 1653.5,-915.5 1653.5,-905.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1657,-905.37 1653.5,-895.37 1650,-905.37 1657,-905.37\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g id=\"node37\" class=\"node\">\n",
       "<title>36</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M1911,-901C1911,-901 1756,-901 1756,-901 1750,-901 1744,-895 1744,-889 1744,-889 1744,-830 1744,-830 1744,-824 1750,-818 1756,-818 1756,-818 1911,-818 1911,-818 1917,-818 1923,-824 1923,-830 1923,-830 1923,-889 1923,-889 1923,-895 1917,-901 1911,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"1789\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 6.5</text>\n",
       "<text text-anchor=\"start\" x=\"1804.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1790\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
       "<text text-anchor=\"start\" x=\"1785\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 17]</text>\n",
       "<text text-anchor=\"start\" x=\"1752\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;36 -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>35&#45;&gt;36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1844.55,-936.58C1843.42,-928.79 1842.22,-920.53 1841.05,-912.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1844.53,-912.09 1839.63,-902.7 1837.61,-913.1 1844.53,-912.09\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>53</title>\n",
       "<path fill=\"#7fc0ee\" stroke=\"black\" d=\"M2096,-901C2096,-901 1953,-901 1953,-901 1947,-901 1941,-895 1941,-889 1941,-889 1941,-830 1941,-830 1941,-824 1947,-818 1953,-818 1953,-818 2096,-818 2096,-818 2102,-818 2108,-824 2108,-830 2108,-830 2108,-889 2108,-889 2108,-895 2102,-901 2096,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"1949\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 59.0</text>\n",
       "<text text-anchor=\"start\" x=\"1987\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.387</text>\n",
       "<text text-anchor=\"start\" x=\"1981\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 42</text>\n",
       "<text text-anchor=\"start\" x=\"1976\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 31]</text>\n",
       "<text text-anchor=\"start\" x=\"1960\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;53 -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>35&#45;&gt;53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1911.36,-936.58C1925.26,-927.23 1940.15,-917.21 1954.41,-907.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1956.08,-910.73 1962.42,-902.24 1952.17,-904.92 1956.08,-910.73\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>37</title>\n",
       "<path fill=\"#f5d0b5\" stroke=\"black\" d=\"M1698,-782C1698,-782 1543,-782 1543,-782 1537,-782 1531,-776 1531,-770 1531,-770 1531,-711 1531,-711 1531,-705 1537,-699 1543,-699 1543,-699 1698,-699 1698,-699 1704,-699 1710,-705 1710,-711 1710,-711 1710,-770 1710,-770 1710,-776 1704,-782 1698,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1571\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">insulina ≤ 148.0</text>\n",
       "<text text-anchor=\"start\" x=\"1583\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"1577\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"1572\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 10]</text>\n",
       "<text text-anchor=\"start\" x=\"1539\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>36&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1759,-817.58C1741.49,-807.96 1722.71,-797.64 1704.8,-787.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1706.73,-784.87 1696.28,-783.13 1703.36,-791.01 1706.73,-784.87\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>50</title>\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M1894,-782C1894,-782 1773,-782 1773,-782 1767,-782 1761,-776 1761,-770 1761,-770 1761,-711 1761,-711 1761,-705 1767,-699 1773,-699 1773,-699 1894,-699 1894,-699 1900,-699 1906,-705 1906,-711 1906,-711 1906,-770 1906,-770 1906,-776 1900,-782 1894,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"1784\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">insulina ≤ 246.5</text>\n",
       "<text text-anchor=\"start\" x=\"1796\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"1794\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1793\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1769\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;50 -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>36&#45;&gt;50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1833.5,-817.58C1833.5,-809.79 1833.5,-801.53 1833.5,-793.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1837,-793.71 1833.5,-783.71 1830,-793.71 1837,-793.71\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>38</title>\n",
       "<path fill=\"#eb9c63\" stroke=\"black\" d=\"M1480,-663C1480,-663 1325,-663 1325,-663 1319,-663 1313,-657 1313,-651 1313,-651 1313,-592 1313,-592 1313,-586 1319,-580 1325,-580 1325,-580 1480,-580 1480,-580 1486,-580 1492,-586 1492,-592 1492,-592 1492,-651 1492,-651 1492,-657 1486,-663 1480,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1363\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 27.95</text>\n",
       "<text text-anchor=\"start\" x=\"1365\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.291</text>\n",
       "<text text-anchor=\"start\" x=\"1359\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"1358\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1321\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;38 -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>37&#45;&gt;38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1544.25,-698.58C1526.33,-688.96 1507.11,-678.64 1488.78,-668.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1490.5,-665.76 1480.04,-664.11 1487.19,-671.93 1490.5,-665.76\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>47</title>\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M1681,-663C1681,-663 1560,-663 1560,-663 1554,-663 1548,-657 1548,-651 1548,-651 1548,-592 1548,-592 1548,-586 1554,-580 1560,-580 1560,-580 1681,-580 1681,-580 1687,-580 1693,-586 1693,-592 1693,-592 1693,-651 1693,-651 1693,-657 1687,-663 1681,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"1571.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 122.5</text>\n",
       "<text text-anchor=\"start\" x=\"1583\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"1581\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"1580\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1556\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;47 -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>37&#45;&gt;47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1620.5,-698.58C1620.5,-690.79 1620.5,-682.53 1620.5,-674.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1624,-674.71 1620.5,-664.71 1617,-674.71 1624,-674.71\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>39</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1283,-536.5C1283,-536.5 1162,-536.5 1162,-536.5 1156,-536.5 1150,-530.5 1150,-524.5 1150,-524.5 1150,-480.5 1150,-480.5 1150,-474.5 1156,-468.5 1162,-468.5 1162,-468.5 1283,-468.5 1283,-468.5 1289,-468.5 1295,-474.5 1295,-480.5 1295,-480.5 1295,-524.5 1295,-524.5 1295,-530.5 1289,-536.5 1283,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1193.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1183\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1158\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;39 -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>38&#45;&gt;39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1339.54,-579.58C1321.24,-567.68 1301.3,-554.72 1283.14,-542.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1285.39,-540.2 1275.09,-537.69 1281.57,-546.07 1285.39,-540.2\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>40</title>\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M1480,-544C1480,-544 1325,-544 1325,-544 1319,-544 1313,-538 1313,-532 1313,-532 1313,-473 1313,-473 1313,-467 1319,-461 1325,-461 1325,-461 1480,-461 1480,-461 1486,-461 1492,-467 1492,-473 1492,-473 1492,-532 1492,-532 1492,-538 1486,-544 1480,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1357.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 97.0</text>\n",
       "<text text-anchor=\"start\" x=\"1365\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"1359\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"1358\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"1321\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;40 -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>38&#45;&gt;40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1402.5,-579.58C1402.5,-571.79 1402.5,-563.53 1402.5,-555.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1406,-555.71 1402.5,-545.71 1399,-555.71 1406,-555.71\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g id=\"node42\" class=\"node\">\n",
       "<title>41</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1283,-417.5C1283,-417.5 1162,-417.5 1162,-417.5 1156,-417.5 1150,-411.5 1150,-405.5 1150,-405.5 1150,-361.5 1150,-361.5 1150,-355.5 1156,-349.5 1162,-349.5 1162,-349.5 1283,-349.5 1283,-349.5 1289,-349.5 1295,-355.5 1295,-361.5 1295,-361.5 1295,-405.5 1295,-405.5 1295,-411.5 1289,-417.5 1283,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1193.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1183\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1182\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1158\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 40&#45;&gt;41 -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>40&#45;&gt;41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1339.54,-460.58C1321.24,-448.68 1301.3,-435.72 1283.14,-423.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1285.39,-421.2 1275.09,-418.69 1281.57,-427.07 1285.39,-421.2\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>42</title>\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M1480,-425C1480,-425 1325,-425 1325,-425 1319,-425 1313,-419 1313,-413 1313,-413 1313,-354 1313,-354 1313,-348 1319,-342 1325,-342 1325,-342 1480,-342 1480,-342 1486,-342 1492,-348 1492,-354 1492,-354 1492,-413 1492,-413 1492,-419 1486,-425 1480,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"1327\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 64.0</text>\n",
       "<text text-anchor=\"start\" x=\"1365\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"start\" x=\"1359\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"1358\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1321\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 40&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>40&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1402.5,-460.58C1402.5,-452.79 1402.5,-444.53 1402.5,-436.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1406,-436.71 1402.5,-426.71 1399,-436.71 1406,-436.71\"/>\n",
       "</g>\n",
       "<!-- 43 -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>43</title>\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M1283,-306C1283,-306 1128,-306 1128,-306 1122,-306 1116,-300 1116,-294 1116,-294 1116,-235 1116,-235 1116,-229 1122,-223 1128,-223 1128,-223 1283,-223 1283,-223 1289,-223 1295,-229 1295,-235 1295,-235 1295,-294 1295,-294 1295,-300 1289,-306 1283,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"1130\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 61.0</text>\n",
       "<text text-anchor=\"start\" x=\"1172\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"1166\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1165\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1124\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;43 -->\n",
       "<g id=\"edge43\" class=\"edge\">\n",
       "<title>42&#45;&gt;43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1333.6,-341.58C1317.55,-332.05 1300.35,-321.83 1283.93,-312.08\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1286.05,-309.27 1275.66,-307.17 1282.47,-315.29 1286.05,-309.27\"/>\n",
       "</g>\n",
       "<!-- 46 -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>46</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1480,-298.5C1480,-298.5 1325,-298.5 1325,-298.5 1319,-298.5 1313,-292.5 1313,-286.5 1313,-286.5 1313,-242.5 1313,-242.5 1313,-236.5 1319,-230.5 1325,-230.5 1325,-230.5 1480,-230.5 1480,-230.5 1486,-230.5 1492,-236.5 1492,-242.5 1492,-242.5 1492,-286.5 1492,-286.5 1492,-292.5 1486,-298.5 1480,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1373.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1359\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"1358\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1321\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;46 -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>42&#45;&gt;46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1402.5,-341.58C1402.5,-331.43 1402.5,-320.5 1402.5,-310.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1406,-310.37 1402.5,-300.37 1399,-310.37 1406,-310.37\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>44</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1193,-179.5C1193,-179.5 1038,-179.5 1038,-179.5 1032,-179.5 1026,-173.5 1026,-167.5 1026,-167.5 1026,-123.5 1026,-123.5 1026,-117.5 1032,-111.5 1038,-111.5 1038,-111.5 1193,-111.5 1193,-111.5 1199,-111.5 1205,-117.5 1205,-123.5 1205,-123.5 1205,-167.5 1205,-167.5 1205,-173.5 1199,-179.5 1193,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1086.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1076\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1075\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1034\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;44 -->\n",
       "<g id=\"edge44\" class=\"edge\">\n",
       "<title>43&#45;&gt;44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1174.02,-222.58C1165.63,-211.66 1156.54,-199.85 1148.09,-188.86\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1150.96,-186.85 1142.09,-181.06 1145.41,-191.12 1150.96,-186.85\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>45</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1356,-179.5C1356,-179.5 1235,-179.5 1235,-179.5 1229,-179.5 1223,-173.5 1223,-167.5 1223,-167.5 1223,-123.5 1223,-123.5 1223,-117.5 1229,-111.5 1235,-111.5 1235,-111.5 1356,-111.5 1356,-111.5 1362,-111.5 1368,-117.5 1368,-123.5 1368,-123.5 1368,-167.5 1368,-167.5 1368,-173.5 1362,-179.5 1356,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1266.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1256\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1255\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1231\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;45 -->\n",
       "<g id=\"edge45\" class=\"edge\">\n",
       "<title>43&#45;&gt;45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1236.98,-222.58C1245.37,-211.66 1254.46,-199.85 1262.91,-188.86\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1265.59,-191.12 1268.91,-181.06 1260.04,-186.85 1265.59,-191.12\"/>\n",
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       "<!-- 48 -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>48</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1662,-536.5C1662,-536.5 1541,-536.5 1541,-536.5 1535,-536.5 1529,-530.5 1529,-524.5 1529,-524.5 1529,-480.5 1529,-480.5 1529,-474.5 1535,-468.5 1541,-468.5 1541,-468.5 1662,-468.5 1662,-468.5 1668,-468.5 1674,-474.5 1674,-480.5 1674,-480.5 1674,-524.5 1674,-524.5 1674,-530.5 1668,-536.5 1662,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1572.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1562\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"1561\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1537\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;48 -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>47&#45;&gt;48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1613.85,-579.58C1612.21,-569.43 1610.43,-558.5 1608.76,-548.18\"/>\n",
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       "<!-- 49 -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>49</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1859,-536.5C1859,-536.5 1704,-536.5 1704,-536.5 1698,-536.5 1692,-530.5 1692,-524.5 1692,-524.5 1692,-480.5 1692,-480.5 1692,-474.5 1698,-468.5 1704,-468.5 1704,-468.5 1859,-468.5 1859,-468.5 1865,-468.5 1871,-474.5 1871,-480.5 1871,-480.5 1871,-524.5 1871,-524.5 1871,-530.5 1865,-536.5 1859,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1752.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1742\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1741\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1700\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;49 -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>47&#45;&gt;49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1676.81,-579.58C1692.88,-567.9 1710.37,-555.19 1726.37,-543.57\"/>\n",
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       "</g>\n",
       "<!-- 51 -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>51</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1871,-655.5C1871,-655.5 1750,-655.5 1750,-655.5 1744,-655.5 1738,-649.5 1738,-643.5 1738,-643.5 1738,-599.5 1738,-599.5 1738,-593.5 1744,-587.5 1750,-587.5 1750,-587.5 1871,-587.5 1871,-587.5 1877,-587.5 1883,-593.5 1883,-599.5 1883,-599.5 1883,-643.5 1883,-643.5 1883,-649.5 1877,-655.5 1871,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1781.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1771\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"1770\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"start\" x=\"1746\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;51 -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>50&#45;&gt;51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1825.46,-698.58C1823.44,-688.32 1821.27,-677.27 1819.22,-666.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1822.71,-666.48 1817.35,-657.35 1815.84,-667.83 1822.71,-666.48\"/>\n",
       "</g>\n",
       "<!-- 52 -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>52</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2068,-655.5C2068,-655.5 1913,-655.5 1913,-655.5 1907,-655.5 1901,-649.5 1901,-643.5 1901,-643.5 1901,-599.5 1901,-599.5 1901,-593.5 1907,-587.5 1913,-587.5 1913,-587.5 2068,-587.5 2068,-587.5 2074,-587.5 2080,-593.5 2080,-599.5 2080,-599.5 2080,-643.5 2080,-643.5 2080,-649.5 2074,-655.5 2068,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1961.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1951\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1950\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1909\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;52 -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>50&#45;&gt;52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1888.41,-698.58C1904.08,-686.9 1921.14,-674.19 1936.74,-662.57\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1938.59,-665.55 1944.52,-656.77 1934.41,-659.93 1938.59,-665.55\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>54</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2096,-774.5C2096,-774.5 1941,-774.5 1941,-774.5 1935,-774.5 1929,-768.5 1929,-762.5 1929,-762.5 1929,-718.5 1929,-718.5 1929,-712.5 1935,-706.5 1941,-706.5 1941,-706.5 2096,-706.5 2096,-706.5 2102,-706.5 2108,-712.5 2108,-718.5 2108,-718.5 2108,-762.5 2108,-762.5 2108,-768.5 2102,-774.5 2096,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1989.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1979\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1978\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1937\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;54 -->\n",
       "<g id=\"edge54\" class=\"edge\">\n",
       "<title>53&#45;&gt;54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2022.4,-817.58C2021.88,-807.43 2021.32,-796.5 2020.79,-786.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2024.3,-786.18 2020.29,-776.37 2017.31,-786.54 2024.3,-786.18\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>55</title>\n",
       "<path fill=\"#72b9ed\" stroke=\"black\" d=\"M2277,-782C2277,-782 2138,-782 2138,-782 2132,-782 2126,-776 2126,-770 2126,-770 2126,-711 2126,-711 2126,-705 2132,-699 2138,-699 2138,-699 2277,-699 2277,-699 2283,-699 2289,-705 2289,-711 2289,-711 2289,-770 2289,-770 2289,-776 2283,-782 2277,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"2134\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">espessura_pele ≤ 39.5</text>\n",
       "<text text-anchor=\"start\" x=\"2170\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.349</text>\n",
       "<text text-anchor=\"start\" x=\"2164\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\n",
       "<text text-anchor=\"start\" x=\"2163\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 31]</text>\n",
       "<text text-anchor=\"start\" x=\"2143\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;55 -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>53&#45;&gt;55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2088.5,-817.58C2103.27,-808.14 2119.09,-798.02 2134.22,-788.35\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2135.72,-791.55 2142.26,-783.21 2131.95,-785.65 2135.72,-791.55\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>56</title>\n",
       "<path fill=\"#62b1ea\" stroke=\"black\" d=\"M2267,-663C2267,-663 2146,-663 2146,-663 2140,-663 2134,-657 2134,-651 2134,-651 2134,-592 2134,-592 2134,-586 2140,-580 2146,-580 2146,-580 2267,-580 2267,-580 2273,-580 2279,-586 2279,-592 2279,-592 2279,-651 2279,-651 2279,-657 2273,-663 2267,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2167\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 53.0</text>\n",
       "<text text-anchor=\"start\" x=\"2169\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.284</text>\n",
       "<text text-anchor=\"start\" x=\"2163\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
       "<text text-anchor=\"start\" x=\"2162\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 29]</text>\n",
       "<text text-anchor=\"start\" x=\"2142\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;56 -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>55&#45;&gt;56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2207.15,-698.58C2207.08,-690.79 2207.01,-682.53 2206.94,-674.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2210.45,-674.68 2206.86,-664.71 2203.45,-674.74 2210.45,-674.68\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g id=\"node74\" class=\"node\">\n",
       "<title>73</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M2481,-663C2481,-663 2326,-663 2326,-663 2320,-663 2314,-657 2314,-651 2314,-651 2314,-592 2314,-592 2314,-586 2320,-580 2326,-580 2326,-580 2481,-580 2481,-580 2487,-580 2493,-586 2493,-592 2493,-592 2493,-651 2493,-651 2493,-657 2487,-663 2481,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2354\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">insulina ≤ 203.5</text>\n",
       "<text text-anchor=\"start\" x=\"2370\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"2364\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2363\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2322\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;73 -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>55&#45;&gt;73</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2276.05,-698.58C2292.02,-689.05 2309.13,-678.83 2325.47,-669.08\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2326.9,-672.3 2333.69,-664.17 2323.31,-666.29 2326.9,-672.3\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>57</title>\n",
       "<path fill=\"#4fa8e8\" stroke=\"black\" d=\"M2080,-544C2080,-544 1959,-544 1959,-544 1953,-544 1947,-538 1947,-532 1947,-532 1947,-473 1947,-473 1947,-467 1953,-461 1959,-461 1959,-461 2080,-461 2080,-461 2086,-461 2092,-467 2092,-473 2092,-473 2092,-532 2092,-532 2092,-538 2086,-544 2080,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"1974.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 95.5</text>\n",
       "<text text-anchor=\"start\" x=\"1986\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"1976\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"1975\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 27]</text>\n",
       "<text text-anchor=\"start\" x=\"1955\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;57 -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>56&#45;&gt;57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2141.1,-579.58C2126.01,-570.14 2109.84,-560.02 2094.38,-550.35\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2096.48,-547.54 2086.15,-545.2 2092.77,-553.47 2096.48,-547.54\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g id=\"node69\" class=\"node\">\n",
       "<title>68</title>\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M2284,-544C2284,-544 2129,-544 2129,-544 2123,-544 2117,-538 2117,-532 2117,-532 2117,-473 2117,-473 2117,-467 2123,-461 2129,-461 2129,-461 2284,-461 2284,-461 2290,-461 2296,-467 2296,-473 2296,-473 2296,-532 2296,-532 2296,-538 2290,-544 2284,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"2162\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 7.0</text>\n",
       "<text text-anchor=\"start\" x=\"2173\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"2167\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2166\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2125\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;68 -->\n",
       "<g id=\"edge68\" class=\"edge\">\n",
       "<title>56&#45;&gt;68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2206.5,-579.58C2206.5,-571.79 2206.5,-563.53 2206.5,-555.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2210,-555.71 2206.5,-545.71 2203,-555.71 2210,-555.71\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>58</title>\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M1878,-425C1878,-425 1681,-425 1681,-425 1675,-425 1669,-419 1669,-413 1669,-413 1669,-354 1669,-354 1669,-348 1675,-342 1681,-342 1681,-342 1878,-342 1878,-342 1884,-342 1890,-348 1890,-354 1890,-354 1890,-413 1890,-413 1890,-419 1884,-425 1878,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"1677\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.832</text>\n",
       "<text text-anchor=\"start\" x=\"1750.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1740\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1739\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1698\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 57&#45;&gt;58 -->\n",
       "<g id=\"edge58\" class=\"edge\">\n",
       "<title>57&#45;&gt;58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1946.51,-465.92C1923.59,-454.74 1897.94,-442.24 1873.76,-430.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1875.38,-427.35 1864.85,-426.11 1872.31,-433.64 1875.38,-427.35\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g id=\"node62\" class=\"node\">\n",
       "<title>61</title>\n",
       "<path fill=\"#48a5e7\" stroke=\"black\" d=\"M2118,-425C2118,-425 1921,-425 1921,-425 1915,-425 1909,-419 1909,-413 1909,-413 1909,-354 1909,-354 1909,-348 1915,-342 1921,-342 1921,-342 2118,-342 2118,-342 2124,-342 2130,-348 2130,-354 2130,-354 2130,-413 2130,-413 2130,-419 2124,-425 2118,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"1917\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.258</text>\n",
       "<text text-anchor=\"start\" x=\"1982\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"1976\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"1975\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 26]</text>\n",
       "<text text-anchor=\"start\" x=\"1955\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 57&#45;&gt;61 -->\n",
       "<g id=\"edge61\" class=\"edge\">\n",
       "<title>57&#45;&gt;61</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2019.5,-460.58C2019.5,-452.79 2019.5,-444.53 2019.5,-436.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2023,-436.71 2019.5,-426.71 2016,-436.71 2023,-436.71\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g id=\"node60\" class=\"node\">\n",
       "<title>59</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1677,-298.5C1677,-298.5 1522,-298.5 1522,-298.5 1516,-298.5 1510,-292.5 1510,-286.5 1510,-286.5 1510,-242.5 1510,-242.5 1510,-236.5 1516,-230.5 1522,-230.5 1522,-230.5 1677,-230.5 1677,-230.5 1683,-230.5 1689,-236.5 1689,-242.5 1689,-242.5 1689,-286.5 1689,-286.5 1689,-292.5 1683,-298.5 1677,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1570.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1560\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1559\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1518\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 58&#45;&gt;59 -->\n",
       "<g id=\"edge59\" class=\"edge\">\n",
       "<title>58&#45;&gt;59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1716.54,-341.58C1698.24,-329.68 1678.3,-316.72 1660.14,-304.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1662.39,-302.2 1652.09,-299.69 1658.57,-308.07 1662.39,-302.2\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g id=\"node61\" class=\"node\">\n",
       "<title>60</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1840,-298.5C1840,-298.5 1719,-298.5 1719,-298.5 1713,-298.5 1707,-292.5 1707,-286.5 1707,-286.5 1707,-242.5 1707,-242.5 1707,-236.5 1713,-230.5 1719,-230.5 1719,-230.5 1840,-230.5 1840,-230.5 1846,-230.5 1852,-236.5 1852,-242.5 1852,-242.5 1852,-286.5 1852,-286.5 1852,-292.5 1846,-298.5 1840,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1750.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1740\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1739\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"1715\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 58&#45;&gt;60 -->\n",
       "<g id=\"edge60\" class=\"edge\">\n",
       "<title>58&#45;&gt;60</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1779.5,-341.58C1779.5,-331.43 1779.5,-320.5 1779.5,-310.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1783,-310.37 1779.5,-300.37 1776,-310.37 1783,-310.37\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g id=\"node63\" class=\"node\">\n",
       "<title>62</title>\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M2003,-306C2003,-306 1882,-306 1882,-306 1876,-306 1870,-300 1870,-294 1870,-294 1870,-235 1870,-235 1870,-229 1876,-223 1882,-223 1882,-223 2003,-223 2003,-223 2009,-223 2015,-229 2015,-235 2015,-235 2015,-294 2015,-294 2015,-300 2009,-306 2003,-306\"/>\n",
       "<text text-anchor=\"start\" x=\"1907.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 32.0</text>\n",
       "<text text-anchor=\"start\" x=\"1909\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"1899\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"1902\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
       "<text text-anchor=\"start\" x=\"1878\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;62 -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>61&#45;&gt;62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1992.57,-341.58C1987.09,-333.25 1981.26,-324.39 1975.59,-315.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1978.54,-313.89 1970.12,-307.46 1972.69,-317.74 1978.54,-313.89\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g id=\"node68\" class=\"node\">\n",
       "<title>67</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2166,-298.5C2166,-298.5 2045,-298.5 2045,-298.5 2039,-298.5 2033,-292.5 2033,-286.5 2033,-286.5 2033,-242.5 2033,-242.5 2033,-236.5 2039,-230.5 2045,-230.5 2045,-230.5 2166,-230.5 2166,-230.5 2172,-230.5 2178,-236.5 2178,-242.5 2178,-242.5 2178,-286.5 2178,-286.5 2178,-292.5 2172,-298.5 2166,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2076.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2062\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"2061\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 18]</text>\n",
       "<text text-anchor=\"start\" x=\"2041\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>61&#45;&gt;67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2049.58,-341.58C2057.6,-330.66 2066.29,-318.85 2074.36,-307.86\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2076.98,-310.21 2080.08,-300.08 2071.34,-306.07 2076.98,-310.21\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g id=\"node64\" class=\"node\">\n",
       "<title>63</title>\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M1921,-187C1921,-187 1800,-187 1800,-187 1794,-187 1788,-181 1788,-175 1788,-175 1788,-116 1788,-116 1788,-110 1794,-104 1800,-104 1800,-104 1921,-104 1921,-104 1927,-104 1933,-110 1933,-116 1933,-116 1933,-175 1933,-175 1933,-181 1927,-187 1921,-187\"/>\n",
       "<text text-anchor=\"start\" x=\"1821\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 40.5</text>\n",
       "<text text-anchor=\"start\" x=\"1827\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"1821\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1820\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1796\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;63 -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>62&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1913.82,-222.58C1907.92,-214.16 1901.64,-205.2 1895.54,-196.5\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1898.5,-194.62 1889.89,-188.44 1892.77,-198.64 1898.5,-194.62\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>66</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2084,-179.5C2084,-179.5 1963,-179.5 1963,-179.5 1957,-179.5 1951,-173.5 1951,-167.5 1951,-167.5 1951,-123.5 1951,-123.5 1951,-117.5 1957,-111.5 1963,-111.5 1963,-111.5 2084,-111.5 2084,-111.5 2090,-111.5 2096,-117.5 2096,-123.5 2096,-123.5 2096,-167.5 2096,-167.5 2096,-173.5 2090,-179.5 2084,-179.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1994.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1984\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"1983\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"start\" x=\"1959\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>62&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1970.83,-222.58C1978.31,-211.77 1986.4,-200.09 1993.94,-189.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1996.73,-191.32 1999.54,-181.11 1990.97,-187.34 1996.73,-191.32\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g id=\"node65\" class=\"node\">\n",
       "<title>64</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1831,-68C1831,-68 1710,-68 1710,-68 1704,-68 1698,-62 1698,-56 1698,-56 1698,-12 1698,-12 1698,-6 1704,0 1710,0 1710,0 1831,0 1831,0 1837,0 1843,-6 1843,-12 1843,-12 1843,-56 1843,-56 1843,-62 1837,-68 1831,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"1741.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1731\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1730\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"start\" x=\"1706\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;64 -->\n",
       "<g id=\"edge64\" class=\"edge\">\n",
       "<title>63&#45;&gt;64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1826.99,-103.73C1819.87,-95.06 1812.33,-85.9 1805.17,-77.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1807.88,-74.97 1798.83,-69.47 1802.48,-79.42 1807.88,-74.97\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g id=\"node66\" class=\"node\">\n",
       "<title>65</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2028,-68C2028,-68 1873,-68 1873,-68 1867,-68 1861,-62 1861,-56 1861,-56 1861,-12 1861,-12 1861,-6 1867,0 1873,0 1873,0 2028,0 2028,0 2034,0 2040,-6 2040,-12 2040,-12 2040,-56 2040,-56 2040,-62 2034,-68 2028,-68\"/>\n",
       "<text text-anchor=\"start\" x=\"1921.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1911\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"1910\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"1869\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;65 -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>63&#45;&gt;65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1894.01,-103.73C1901.13,-95.06 1908.67,-85.9 1915.83,-77.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1918.52,-79.42 1922.17,-69.47 1913.12,-74.97 1918.52,-79.42\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g id=\"node70\" class=\"node\">\n",
       "<title>69</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M2305,-425C2305,-425 2184,-425 2184,-425 2178,-425 2172,-419 2172,-413 2172,-413 2172,-354 2172,-354 2172,-348 2178,-342 2184,-342 2184,-342 2305,-342 2305,-342 2311,-342 2317,-348 2317,-354 2317,-354 2317,-413 2317,-413 2317,-419 2311,-425 2305,-425\"/>\n",
       "<text text-anchor=\"start\" x=\"2205\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 38.25</text>\n",
       "<text text-anchor=\"start\" x=\"2207\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2205\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2204\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2180\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;69 -->\n",
       "<g id=\"edge69\" class=\"edge\">\n",
       "<title>68&#45;&gt;69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2219.79,-460.58C2222.38,-452.61 2225.13,-444.15 2227.81,-435.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2231.05,-437.23 2230.81,-426.64 2224.4,-435.07 2231.05,-437.23\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g id=\"node73\" class=\"node\">\n",
       "<title>72</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2502,-417.5C2502,-417.5 2347,-417.5 2347,-417.5 2341,-417.5 2335,-411.5 2335,-405.5 2335,-405.5 2335,-361.5 2335,-361.5 2335,-355.5 2341,-349.5 2347,-349.5 2347,-349.5 2502,-349.5 2502,-349.5 2508,-349.5 2514,-355.5 2514,-361.5 2514,-361.5 2514,-405.5 2514,-405.5 2514,-411.5 2508,-417.5 2502,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2395.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2385\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2384\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2343\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;72 -->\n",
       "<g id=\"edge72\" class=\"edge\">\n",
       "<title>68&#45;&gt;72</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2282.75,-460.58C2305.32,-448.46 2329.96,-435.24 2352.27,-423.27\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2353.85,-426.39 2361.01,-418.58 2350.54,-420.22 2353.85,-426.39\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g id=\"node71\" class=\"node\">\n",
       "<title>70</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2329,-298.5C2329,-298.5 2208,-298.5 2208,-298.5 2202,-298.5 2196,-292.5 2196,-286.5 2196,-286.5 2196,-242.5 2196,-242.5 2196,-236.5 2202,-230.5 2208,-230.5 2208,-230.5 2329,-230.5 2329,-230.5 2335,-230.5 2341,-236.5 2341,-242.5 2341,-242.5 2341,-286.5 2341,-286.5 2341,-292.5 2335,-298.5 2329,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2239.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2229\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2228\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2204\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;70 -->\n",
       "<g id=\"edge70\" class=\"edge\">\n",
       "<title>69&#45;&gt;70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2252.89,-341.58C2255,-331.32 2257.27,-320.27 2259.4,-309.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2262.77,-310.84 2261.35,-300.34 2255.91,-309.44 2262.77,-310.84\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g id=\"node72\" class=\"node\">\n",
       "<title>71</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2526,-298.5C2526,-298.5 2371,-298.5 2371,-298.5 2365,-298.5 2359,-292.5 2359,-286.5 2359,-286.5 2359,-242.5 2359,-242.5 2359,-236.5 2365,-230.5 2371,-230.5 2371,-230.5 2526,-230.5 2526,-230.5 2532,-230.5 2538,-236.5 2538,-242.5 2538,-242.5 2538,-286.5 2538,-286.5 2538,-292.5 2532,-298.5 2526,-298.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2419.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2409\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2408\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2367\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;71 -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>69&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2315.85,-341.58C2336.88,-329.52 2359.82,-316.36 2380.63,-304.43\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2382.09,-307.63 2389.02,-299.61 2378.6,-301.55 2382.09,-307.63\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g id=\"node75\" class=\"node\">\n",
       "<title>74</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2481,-536.5C2481,-536.5 2326,-536.5 2326,-536.5 2320,-536.5 2314,-530.5 2314,-524.5 2314,-524.5 2314,-480.5 2314,-480.5 2314,-474.5 2320,-468.5 2326,-468.5 2326,-468.5 2481,-468.5 2481,-468.5 2487,-468.5 2493,-474.5 2493,-480.5 2493,-480.5 2493,-524.5 2493,-524.5 2493,-530.5 2487,-536.5 2481,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2374.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2364\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2363\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2322\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 73&#45;&gt;74 -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>73&#45;&gt;74</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2403.5,-579.58C2403.5,-569.43 2403.5,-558.5 2403.5,-548.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2407,-548.37 2403.5,-538.37 2400,-548.37 2407,-548.37\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g id=\"node76\" class=\"node\">\n",
       "<title>75</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2644,-536.5C2644,-536.5 2523,-536.5 2523,-536.5 2517,-536.5 2511,-530.5 2511,-524.5 2511,-524.5 2511,-480.5 2511,-480.5 2511,-474.5 2517,-468.5 2523,-468.5 2523,-468.5 2644,-468.5 2644,-468.5 2650,-468.5 2656,-474.5 2656,-480.5 2656,-480.5 2656,-524.5 2656,-524.5 2656,-530.5 2650,-536.5 2644,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2554.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2544\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2543\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2519\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 73&#45;&gt;75 -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>73&#45;&gt;75</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2466.46,-579.58C2484.76,-567.68 2504.7,-554.72 2522.86,-542.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2524.43,-546.07 2530.91,-537.69 2520.61,-540.2 2524.43,-546.07\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g id=\"node78\" class=\"node\">\n",
       "<title>77</title>\n",
       "<path fill=\"#fdf7f3\" stroke=\"black\" d=\"M3009,-1258C3009,-1258 2854,-1258 2854,-1258 2848,-1258 2842,-1252 2842,-1246 2842,-1246 2842,-1187 2842,-1187 2842,-1181 2848,-1175 2854,-1175 2854,-1175 3009,-1175 3009,-1175 3015,-1175 3021,-1181 3021,-1187 3021,-1187 3021,-1246 3021,-1246 3021,-1252 3015,-1258 3009,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"2882.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 154.5</text>\n",
       "<text text-anchor=\"start\" x=\"2894\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"2888\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
       "<text text-anchor=\"start\" x=\"2883\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 15]</text>\n",
       "<text text-anchor=\"start\" x=\"2850\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 76&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>76&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2931.5,-1293.58C2931.5,-1285.79 2931.5,-1277.53 2931.5,-1269.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2935,-1269.71 2931.5,-1259.71 2928,-1269.71 2935,-1269.71\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g id=\"node93\" class=\"node\">\n",
       "<title>92</title>\n",
       "<path fill=\"#46a3e7\" stroke=\"black\" d=\"M3475,-1258C3475,-1258 3354,-1258 3354,-1258 3348,-1258 3342,-1252 3342,-1246 3342,-1246 3342,-1187 3342,-1187 3342,-1181 3348,-1175 3354,-1175 3354,-1175 3475,-1175 3475,-1175 3481,-1175 3487,-1181 3487,-1187 3487,-1187 3487,-1246 3487,-1246 3487,-1252 3481,-1258 3475,-1258\"/>\n",
       "<text text-anchor=\"start\" x=\"3375\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 35.15</text>\n",
       "<text text-anchor=\"start\" x=\"3377\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.113</text>\n",
       "<text text-anchor=\"start\" x=\"3367\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 116</text>\n",
       "<text text-anchor=\"start\" x=\"3366\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 109]</text>\n",
       "<text text-anchor=\"start\" x=\"3350\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 76&#45;&gt;92 -->\n",
       "<g id=\"edge92\" class=\"edge\">\n",
       "<title>76&#45;&gt;92</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3004.33,-1316.86C3091.95,-1295.63 3238.74,-1260.07 3330.9,-1237.75\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3331.5,-1241.21 3340.39,-1235.45 3329.85,-1234.4 3331.5,-1241.21\"/>\n",
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       "<!-- 78 -->\n",
       "<g id=\"node79\" class=\"node\">\n",
       "<title>78</title>\n",
       "<path fill=\"#f0b78e\" stroke=\"black\" d=\"M2919,-1139C2919,-1139 2764,-1139 2764,-1139 2758,-1139 2752,-1133 2752,-1127 2752,-1127 2752,-1068 2752,-1068 2752,-1062 2758,-1056 2764,-1056 2764,-1056 2919,-1056 2919,-1056 2925,-1056 2931,-1062 2931,-1068 2931,-1068 2931,-1127 2931,-1127 2931,-1133 2925,-1139 2919,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2797\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 9.0</text>\n",
       "<text text-anchor=\"start\" x=\"2808\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
       "<text text-anchor=\"start\" x=\"2798\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"2797\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 6]</text>\n",
       "<text text-anchor=\"start\" x=\"2760\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;78 -->\n",
       "<g id=\"edge78\" class=\"edge\">\n",
       "<title>77&#45;&gt;78</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2900.02,-1174.58C2893.48,-1166.07 2886.51,-1157.01 2879.75,-1148.23\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2882.6,-1146.19 2873.73,-1140.4 2877.05,-1150.46 2882.6,-1146.19\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g id=\"node90\" class=\"node\">\n",
       "<title>89</title>\n",
       "<path fill=\"#65b3eb\" stroke=\"black\" d=\"M3082,-1139C3082,-1139 2961,-1139 2961,-1139 2955,-1139 2949,-1133 2949,-1127 2949,-1127 2949,-1068 2949,-1068 2949,-1062 2955,-1056 2961,-1056 2961,-1056 3082,-1056 3082,-1056 3088,-1056 3094,-1062 3094,-1068 3094,-1068 3094,-1127 3094,-1127 3094,-1133 3088,-1139 3082,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"2982\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 61.0</text>\n",
       "<text text-anchor=\"start\" x=\"2984\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"2978\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"2981\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"2957\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;89 -->\n",
       "<g id=\"edge89\" class=\"edge\">\n",
       "<title>77&#45;&gt;89</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2962.98,-1174.58C2969.52,-1166.07 2976.49,-1157.01 2983.25,-1148.23\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2985.95,-1150.46 2989.27,-1140.4 2980.4,-1146.19 2985.95,-1150.46\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g id=\"node80\" class=\"node\">\n",
       "<title>79</title>\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M2747,-1020C2747,-1020 2592,-1020 2592,-1020 2586,-1020 2580,-1014 2580,-1008 2580,-1008 2580,-949 2580,-949 2580,-943 2586,-937 2592,-937 2592,-937 2747,-937 2747,-937 2753,-937 2759,-943 2759,-949 2759,-949 2759,-1008 2759,-1008 2759,-1014 2753,-1020 2747,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"2594\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 55.0</text>\n",
       "<text text-anchor=\"start\" x=\"2632\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"2626\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"2625\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"2588\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;79 -->\n",
       "<g id=\"edge79\" class=\"edge\">\n",
       "<title>78&#45;&gt;79</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2781.34,-1055.58C2767.59,-1046.23 2752.88,-1036.21 2738.78,-1026.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2741.11,-1023.98 2730.87,-1021.25 2737.17,-1029.77 2741.11,-1023.98\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g id=\"node89\" class=\"node\">\n",
       "<title>88</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2910,-1012.5C2910,-1012.5 2789,-1012.5 2789,-1012.5 2783,-1012.5 2777,-1006.5 2777,-1000.5 2777,-1000.5 2777,-956.5 2777,-956.5 2777,-950.5 2783,-944.5 2789,-944.5 2789,-944.5 2910,-944.5 2910,-944.5 2916,-944.5 2922,-950.5 2922,-956.5 2922,-956.5 2922,-1000.5 2922,-1000.5 2922,-1006.5 2916,-1012.5 2910,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2820.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2810\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2809\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2785\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;88 -->\n",
       "<g id=\"edge88\" class=\"edge\">\n",
       "<title>78&#45;&gt;88</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2844.3,-1055.58C2844.99,-1045.43 2845.74,-1034.5 2846.44,-1024.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2849.93,-1024.59 2847.12,-1014.37 2842.94,-1024.11 2849.93,-1024.59\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g id=\"node81\" class=\"node\">\n",
       "<title>80</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2655,-893.5C2655,-893.5 2534,-893.5 2534,-893.5 2528,-893.5 2522,-887.5 2522,-881.5 2522,-881.5 2522,-837.5 2522,-837.5 2522,-831.5 2528,-825.5 2534,-825.5 2534,-825.5 2655,-825.5 2655,-825.5 2661,-825.5 2667,-831.5 2667,-837.5 2667,-837.5 2667,-881.5 2667,-881.5 2667,-887.5 2661,-893.5 2655,-893.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2565.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2555\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2554\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2530\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;80 -->\n",
       "<g id=\"edge80\" class=\"edge\">\n",
       "<title>79&#45;&gt;80</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2643.27,-936.58C2636.41,-925.88 2629,-914.32 2622.08,-903.52\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2625.05,-901.67 2616.7,-895.14 2619.15,-905.44 2625.05,-901.67\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g id=\"node82\" class=\"node\">\n",
       "<title>81</title>\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M2852,-901C2852,-901 2697,-901 2697,-901 2691,-901 2685,-895 2685,-889 2685,-889 2685,-830 2685,-830 2685,-824 2691,-818 2697,-818 2697,-818 2852,-818 2852,-818 2858,-818 2864,-824 2864,-830 2864,-830 2864,-889 2864,-889 2864,-895 2858,-901 2852,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"2725\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">insulina ≤ 343.0</text>\n",
       "<text text-anchor=\"start\" x=\"2737\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"2730\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"2693\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;81 -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>79&#45;&gt;81</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2706.22,-936.58C2714.02,-927.89 2722.33,-918.63 2730.37,-909.67\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2732.89,-912.11 2736.96,-902.33 2727.68,-907.43 2732.89,-912.11\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g id=\"node83\" class=\"node\">\n",
       "<title>82</title>\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M2833,-782C2833,-782 2678,-782 2678,-782 2672,-782 2666,-776 2666,-770 2666,-770 2666,-711 2666,-711 2666,-705 2672,-699 2678,-699 2678,-699 2833,-699 2833,-699 2839,-699 2845,-705 2845,-711 2845,-711 2845,-770 2845,-770 2845,-776 2839,-782 2833,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"2720.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 24.0</text>\n",
       "<text text-anchor=\"start\" x=\"2718\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"start\" x=\"2712\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"2711\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2674\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;82 -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>81&#45;&gt;82</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2767.85,-817.58C2766.59,-809.79 2765.25,-801.53 2763.94,-793.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2767.41,-793 2762.35,-783.69 2760.5,-794.13 2767.41,-793\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g id=\"node88\" class=\"node\">\n",
       "<title>87</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2996,-774.5C2996,-774.5 2875,-774.5 2875,-774.5 2869,-774.5 2863,-768.5 2863,-762.5 2863,-762.5 2863,-718.5 2863,-718.5 2863,-712.5 2869,-706.5 2875,-706.5 2875,-706.5 2996,-706.5 2996,-706.5 3002,-706.5 3008,-712.5 3008,-718.5 3008,-718.5 3008,-762.5 3008,-762.5 3008,-768.5 3002,-774.5 2996,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2906.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2896\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2895\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2871\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;87 -->\n",
       "<g id=\"edge87\" class=\"edge\">\n",
       "<title>81&#45;&gt;87</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2830.81,-817.58C2846.88,-805.9 2864.37,-793.19 2880.37,-781.57\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2882.34,-784.46 2888.37,-775.75 2878.22,-778.8 2882.34,-784.46\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g id=\"node84\" class=\"node\">\n",
       "<title>83</title>\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M2845,-663C2845,-663 2648,-663 2648,-663 2642,-663 2636,-657 2636,-651 2636,-651 2636,-592 2636,-592 2636,-586 2642,-580 2648,-580 2648,-580 2845,-580 2845,-580 2851,-580 2857,-586 2857,-592 2857,-592 2857,-651 2857,-651 2857,-657 2851,-663 2845,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"2644\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.296</text>\n",
       "<text text-anchor=\"start\" x=\"2709\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2707\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"2706\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2665\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 82&#45;&gt;83 -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>82&#45;&gt;83</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2752.35,-698.58C2751.75,-690.79 2751.12,-682.53 2750.5,-674.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2754,-674.41 2749.75,-664.71 2747.02,-674.95 2754,-674.41\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g id=\"node87\" class=\"node\">\n",
       "<title>86</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3042,-655.5C3042,-655.5 2887,-655.5 2887,-655.5 2881,-655.5 2875,-649.5 2875,-643.5 2875,-643.5 2875,-599.5 2875,-599.5 2875,-593.5 2881,-587.5 2887,-587.5 2887,-587.5 3042,-587.5 3042,-587.5 3048,-587.5 3054,-593.5 3054,-599.5 3054,-599.5 3054,-643.5 3054,-643.5 3054,-649.5 3048,-655.5 3042,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2935.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2921\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"2920\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2883\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 82&#45;&gt;86 -->\n",
       "<g id=\"edge86\" class=\"edge\">\n",
       "<title>82&#45;&gt;86</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2828.6,-698.58C2850.14,-686.52 2873.65,-673.36 2894.96,-661.43\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2896.57,-664.54 2903.59,-656.6 2893.15,-658.43 2896.57,-664.54\"/>\n",
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       "<!-- 84 -->\n",
       "<g id=\"node85\" class=\"node\">\n",
       "<title>84</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2807,-536.5C2807,-536.5 2686,-536.5 2686,-536.5 2680,-536.5 2674,-530.5 2674,-524.5 2674,-524.5 2674,-480.5 2674,-480.5 2674,-474.5 2680,-468.5 2686,-468.5 2686,-468.5 2807,-468.5 2807,-468.5 2813,-468.5 2819,-474.5 2819,-480.5 2819,-480.5 2819,-524.5 2819,-524.5 2819,-530.5 2813,-536.5 2807,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2717.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2707\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2706\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"2682\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;84 -->\n",
       "<g id=\"edge84\" class=\"edge\">\n",
       "<title>83&#45;&gt;84</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2746.5,-579.58C2746.5,-569.43 2746.5,-558.5 2746.5,-548.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2750,-548.37 2746.5,-538.37 2743,-548.37 2750,-548.37\"/>\n",
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       "<!-- 85 -->\n",
       "<g id=\"node86\" class=\"node\">\n",
       "<title>85</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3004,-536.5C3004,-536.5 2849,-536.5 2849,-536.5 2843,-536.5 2837,-530.5 2837,-524.5 2837,-524.5 2837,-480.5 2837,-480.5 2837,-474.5 2843,-468.5 2849,-468.5 2849,-468.5 3004,-468.5 3004,-468.5 3010,-468.5 3016,-474.5 3016,-480.5 3016,-480.5 3016,-524.5 3016,-524.5 3016,-530.5 3010,-536.5 3004,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2897.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2887\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2886\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2845\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;85 -->\n",
       "<g id=\"edge85\" class=\"edge\">\n",
       "<title>83&#45;&gt;85</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2809.46,-579.58C2827.76,-567.68 2847.7,-554.72 2865.86,-542.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2867.43,-546.07 2873.91,-537.69 2863.61,-540.2 2867.43,-546.07\"/>\n",
       "</g>\n",
       "<!-- 90 -->\n",
       "<g id=\"node91\" class=\"node\">\n",
       "<title>90</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3077,-1012.5C3077,-1012.5 2956,-1012.5 2956,-1012.5 2950,-1012.5 2944,-1006.5 2944,-1000.5 2944,-1000.5 2944,-956.5 2944,-956.5 2944,-950.5 2950,-944.5 2956,-944.5 2956,-944.5 3077,-944.5 3077,-944.5 3083,-944.5 3089,-950.5 3089,-956.5 3089,-956.5 3089,-1000.5 3089,-1000.5 3089,-1006.5 3083,-1012.5 3077,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2987.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2977\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"2976\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\n",
       "<text text-anchor=\"start\" x=\"2952\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;90 -->\n",
       "<g id=\"edge90\" class=\"edge\">\n",
       "<title>89&#45;&gt;90</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3019.75,-1055.58C3019.32,-1045.43 3018.85,-1034.5 3018.41,-1024.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3021.91,-1024.21 3017.99,-1014.37 3014.92,-1024.51 3021.91,-1024.21\"/>\n",
       "</g>\n",
       "<!-- 91 -->\n",
       "<g id=\"node92\" class=\"node\">\n",
       "<title>91</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3274,-1012.5C3274,-1012.5 3119,-1012.5 3119,-1012.5 3113,-1012.5 3107,-1006.5 3107,-1000.5 3107,-1000.5 3107,-956.5 3107,-956.5 3107,-950.5 3113,-944.5 3119,-944.5 3119,-944.5 3274,-944.5 3274,-944.5 3280,-944.5 3286,-950.5 3286,-956.5 3286,-956.5 3286,-1000.5 3286,-1000.5 3286,-1006.5 3280,-1012.5 3274,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3167.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3157\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3156\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3115\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;91 -->\n",
       "<g id=\"edge91\" class=\"edge\">\n",
       "<title>89&#45;&gt;91</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3082.71,-1055.58C3100.34,-1043.79 3119.54,-1030.95 3137.06,-1019.24\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3138.97,-1022.17 3145.34,-1013.7 3135.08,-1016.35 3138.97,-1022.17\"/>\n",
       "</g>\n",
       "<!-- 93 -->\n",
       "<g id=\"node94\" class=\"node\">\n",
       "<title>93</title>\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M3475,-1139C3475,-1139 3354,-1139 3354,-1139 3348,-1139 3342,-1133 3342,-1127 3342,-1127 3342,-1068 3342,-1068 3342,-1062 3348,-1056 3354,-1056 3354,-1056 3475,-1056 3475,-1056 3481,-1056 3487,-1062 3487,-1068 3487,-1068 3487,-1127 3487,-1127 3487,-1133 3481,-1139 3475,-1139\"/>\n",
       "<text text-anchor=\"start\" x=\"3375\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IMC ≤ 35.05</text>\n",
       "<text text-anchor=\"start\" x=\"3377\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.215</text>\n",
       "<text text-anchor=\"start\" x=\"3371\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\n",
       "<text text-anchor=\"start\" x=\"3370\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 50]</text>\n",
       "<text text-anchor=\"start\" x=\"3350\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;93 -->\n",
       "<g id=\"edge93\" class=\"edge\">\n",
       "<title>92&#45;&gt;93</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3414.5,-1174.58C3414.5,-1166.79 3414.5,-1158.53 3414.5,-1150.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3418,-1150.71 3414.5,-1140.71 3411,-1150.71 3418,-1150.71\"/>\n",
       "</g>\n",
       "<!-- 114 -->\n",
       "<g id=\"node115\" class=\"node\">\n",
       "<title>114</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3638,-1131.5C3638,-1131.5 3517,-1131.5 3517,-1131.5 3511,-1131.5 3505,-1125.5 3505,-1119.5 3505,-1119.5 3505,-1075.5 3505,-1075.5 3505,-1069.5 3511,-1063.5 3517,-1063.5 3517,-1063.5 3638,-1063.5 3638,-1063.5 3644,-1063.5 3650,-1069.5 3650,-1075.5 3650,-1075.5 3650,-1119.5 3650,-1119.5 3650,-1125.5 3644,-1131.5 3638,-1131.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3548.5\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3534\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\n",
       "<text text-anchor=\"start\" x=\"3533\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 59]</text>\n",
       "<text text-anchor=\"start\" x=\"3513\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;114 -->\n",
       "<g id=\"edge114\" class=\"edge\">\n",
       "<title>92&#45;&gt;114</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3471.51,-1174.58C3487.78,-1162.9 3505.48,-1150.19 3521.68,-1138.57\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3523.71,-1141.42 3529.79,-1132.74 3519.63,-1135.73 3523.71,-1141.42\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g id=\"node95\" class=\"node\">\n",
       "<title>94</title>\n",
       "<path fill=\"#51a9e8\" stroke=\"black\" d=\"M3475,-1020C3475,-1020 3354,-1020 3354,-1020 3348,-1020 3342,-1014 3342,-1008 3342,-1008 3342,-949 3342,-949 3342,-943 3348,-937 3354,-937 3354,-937 3475,-937 3475,-937 3481,-937 3487,-943 3487,-949 3487,-949 3487,-1008 3487,-1008 3487,-1014 3481,-1020 3475,-1020\"/>\n",
       "<text text-anchor=\"start\" x=\"3375\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">idade ≤ 29.5</text>\n",
       "<text text-anchor=\"start\" x=\"3377\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.191</text>\n",
       "<text text-anchor=\"start\" x=\"3371\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\n",
       "<text text-anchor=\"start\" x=\"3370\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 50]</text>\n",
       "<text text-anchor=\"start\" x=\"3350\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;94 -->\n",
       "<g id=\"edge94\" class=\"edge\">\n",
       "<title>93&#45;&gt;94</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3414.5,-1055.58C3414.5,-1047.79 3414.5,-1039.53 3414.5,-1031.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3418,-1031.71 3414.5,-1021.71 3411,-1031.71 3418,-1031.71\"/>\n",
       "</g>\n",
       "<!-- 113 -->\n",
       "<g id=\"node114\" class=\"node\">\n",
       "<title>113</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3672,-1012.5C3672,-1012.5 3517,-1012.5 3517,-1012.5 3511,-1012.5 3505,-1006.5 3505,-1000.5 3505,-1000.5 3505,-956.5 3505,-956.5 3505,-950.5 3511,-944.5 3517,-944.5 3517,-944.5 3672,-944.5 3672,-944.5 3678,-944.5 3684,-950.5 3684,-956.5 3684,-956.5 3684,-1000.5 3684,-1000.5 3684,-1006.5 3678,-1012.5 3672,-1012.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3565.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3555\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3554\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3513\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;113 -->\n",
       "<g id=\"edge113\" class=\"edge\">\n",
       "<title>93&#45;&gt;113</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3477.46,-1055.58C3495.76,-1043.68 3515.7,-1030.72 3533.86,-1018.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3535.43,-1022.07 3541.91,-1013.69 3531.61,-1016.2 3535.43,-1022.07\"/>\n",
       "</g>\n",
       "<!-- 95 -->\n",
       "<g id=\"node96\" class=\"node\">\n",
       "<title>95</title>\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M3486,-901C3486,-901 3343,-901 3343,-901 3337,-901 3331,-895 3331,-889 3331,-889 3331,-830 3331,-830 3331,-824 3337,-818 3343,-818 3343,-818 3486,-818 3486,-818 3492,-818 3498,-824 3498,-830 3498,-830 3498,-889 3498,-889 3498,-895 3492,-901 3486,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3339\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 78.0</text>\n",
       "<text text-anchor=\"start\" x=\"3377\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"3371\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"3370\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"3350\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;95 -->\n",
       "<g id=\"edge95\" class=\"edge\">\n",
       "<title>94&#45;&gt;95</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3414.5,-936.58C3414.5,-928.79 3414.5,-920.53 3414.5,-912.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3418,-912.71 3414.5,-902.71 3411,-912.71 3418,-912.71\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g id=\"node105\" class=\"node\">\n",
       "<title>104</title>\n",
       "<path fill=\"#44a2e6\" stroke=\"black\" d=\"M3720,-901C3720,-901 3581,-901 3581,-901 3575,-901 3569,-895 3569,-889 3569,-889 3569,-830 3569,-830 3569,-824 3575,-818 3581,-818 3581,-818 3720,-818 3720,-818 3726,-818 3732,-824 3732,-830 3732,-830 3732,-889 3732,-889 3732,-895 3726,-901 3720,-901\"/>\n",
       "<text text-anchor=\"start\" x=\"3577\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">espessura_pele ≤ 42.5</text>\n",
       "<text text-anchor=\"start\" x=\"3621.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
       "<text text-anchor=\"start\" x=\"3607\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\n",
       "<text text-anchor=\"start\" x=\"3606\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 36]</text>\n",
       "<text text-anchor=\"start\" x=\"3586\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;104 -->\n",
       "<g id=\"edge104\" class=\"edge\">\n",
       "<title>94&#45;&gt;104</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3487.23,-941.44C3509.75,-930.28 3534.86,-917.83 3558.5,-906.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3559.77,-909.39 3567.17,-901.81 3556.66,-903.12 3559.77,-909.39\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g id=\"node97\" class=\"node\">\n",
       "<title>96</title>\n",
       "<path fill=\"#63b2eb\" stroke=\"black\" d=\"M3300,-782C3300,-782 3103,-782 3103,-782 3097,-782 3091,-776 3091,-770 3091,-770 3091,-711 3091,-711 3091,-705 3097,-699 3103,-699 3103,-699 3300,-699 3300,-699 3306,-699 3312,-705 3312,-711 3312,-711 3312,-770 3312,-770 3312,-776 3306,-782 3300,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3099\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">predisposicao_diabetes ≤ 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"3164\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.291</text>\n",
       "<text text-anchor=\"start\" x=\"3158\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"3157\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 14]</text>\n",
       "<text text-anchor=\"start\" x=\"3137\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g id=\"edge96\" class=\"edge\">\n",
       "<title>95&#45;&gt;96</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3340,-817.58C3322.49,-807.96 3303.71,-797.64 3285.8,-787.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3287.73,-784.87 3277.28,-783.13 3284.36,-791.01 3287.73,-784.87\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g id=\"node104\" class=\"node\">\n",
       "<title>103</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3497,-774.5C3497,-774.5 3342,-774.5 3342,-774.5 3336,-774.5 3330,-768.5 3330,-762.5 3330,-762.5 3330,-718.5 3330,-718.5 3330,-712.5 3336,-706.5 3342,-706.5 3342,-706.5 3497,-706.5 3497,-706.5 3503,-706.5 3509,-712.5 3509,-718.5 3509,-718.5 3509,-762.5 3509,-762.5 3509,-768.5 3503,-774.5 3497,-774.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3390.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3380\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3379\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"3338\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;103 -->\n",
       "<g id=\"edge103\" class=\"edge\">\n",
       "<title>95&#45;&gt;103</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3416.25,-817.58C3416.68,-807.43 3417.15,-796.5 3417.59,-786.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3421.08,-786.51 3418.01,-776.37 3414.09,-786.21 3421.08,-786.51\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g id=\"node98\" class=\"node\">\n",
       "<title>97</title>\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M3227,-663C3227,-663 3084,-663 3084,-663 3078,-663 3072,-657 3072,-651 3072,-651 3072,-592 3072,-592 3072,-586 3078,-580 3084,-580 3084,-580 3227,-580 3227,-580 3233,-580 3239,-586 3239,-592 3239,-592 3239,-651 3239,-651 3239,-657 3233,-663 3227,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3080\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">pressao_sangue ≤ 69.0</text>\n",
       "<text text-anchor=\"start\" x=\"3122\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"start\" x=\"3116\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3115\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 4]</text>\n",
       "<text text-anchor=\"start\" x=\"3091\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;97 -->\n",
       "<g id=\"edge97\" class=\"edge\">\n",
       "<title>96&#45;&gt;97</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3185.41,-698.58C3182.28,-690.61 3178.95,-682.15 3175.71,-673.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3178.97,-672.63 3172.06,-664.61 3172.46,-675.2 3178.97,-672.63\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g id=\"node103\" class=\"node\">\n",
       "<title>102</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3390,-655.5C3390,-655.5 3269,-655.5 3269,-655.5 3263,-655.5 3257,-649.5 3257,-643.5 3257,-643.5 3257,-599.5 3257,-599.5 3257,-593.5 3263,-587.5 3269,-587.5 3269,-587.5 3390,-587.5 3390,-587.5 3396,-587.5 3402,-593.5 3402,-599.5 3402,-599.5 3402,-643.5 3402,-643.5 3402,-649.5 3396,-655.5 3390,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3300.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3286\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"3285\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 10]</text>\n",
       "<text text-anchor=\"start\" x=\"3265\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;102 -->\n",
       "<g id=\"edge102\" class=\"edge\">\n",
       "<title>96&#45;&gt;102</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3246.27,-698.58C3258.69,-687.23 3272.17,-674.9 3284.59,-663.55\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3286.87,-666.21 3291.89,-656.88 3282.14,-661.05 3286.87,-666.21\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g id=\"node99\" class=\"node\">\n",
       "<title>98</title>\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M3217,-544C3217,-544 3062,-544 3062,-544 3056,-544 3050,-538 3050,-532 3050,-532 3050,-473 3050,-473 3050,-467 3056,-461 3062,-461 3062,-461 3217,-461 3217,-461 3223,-461 3229,-467 3229,-473 3229,-473 3229,-532 3229,-532 3229,-538 3223,-544 3217,-544\"/>\n",
       "<text text-anchor=\"start\" x=\"3066\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">espessura_pele ≤ 26.0</text>\n",
       "<text text-anchor=\"start\" x=\"3102\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"3100\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"3099\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"start\" x=\"3058\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;98 -->\n",
       "<g id=\"edge98\" class=\"edge\">\n",
       "<title>97&#45;&gt;98</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3149.9,-579.58C3148.84,-571.79 3147.71,-563.53 3146.6,-555.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3150.09,-555.13 3145.27,-545.7 3143.16,-556.08 3150.09,-555.13\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g id=\"node102\" class=\"node\">\n",
       "<title>101</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3380,-536.5C3380,-536.5 3259,-536.5 3259,-536.5 3253,-536.5 3247,-530.5 3247,-524.5 3247,-524.5 3247,-480.5 3247,-480.5 3247,-474.5 3253,-468.5 3259,-468.5 3259,-468.5 3380,-468.5 3380,-468.5 3386,-468.5 3392,-474.5 3392,-480.5 3392,-480.5 3392,-524.5 3392,-524.5 3392,-530.5 3386,-536.5 3380,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3290.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3280\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
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       "<!-- 97&#45;&gt;101 -->\n",
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       "<title>97&#45;&gt;101</title>\n",
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       "<title>99</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3127,-417.5C3127,-417.5 2972,-417.5 2972,-417.5 2966,-417.5 2960,-411.5 2960,-405.5 2960,-405.5 2960,-361.5 2960,-361.5 2960,-355.5 2966,-349.5 2972,-349.5 2972,-349.5 3127,-349.5 3127,-349.5 3133,-349.5 3139,-355.5 3139,-361.5 3139,-361.5 3139,-405.5 3139,-405.5 3139,-411.5 3133,-417.5 3127,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3020.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3010\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3009\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"start\" x=\"2968\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
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       "<!-- 98&#45;&gt;99 -->\n",
       "<g id=\"edge99\" class=\"edge\">\n",
       "<title>98&#45;&gt;99</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3108.02,-460.58C3099.63,-449.66 3090.54,-437.85 3082.09,-426.86\"/>\n",
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       "<!-- 100 -->\n",
       "<g id=\"node101\" class=\"node\">\n",
       "<title>100</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3290,-417.5C3290,-417.5 3169,-417.5 3169,-417.5 3163,-417.5 3157,-411.5 3157,-405.5 3157,-405.5 3157,-361.5 3157,-361.5 3157,-355.5 3163,-349.5 3169,-349.5 3169,-349.5 3290,-349.5 3290,-349.5 3296,-349.5 3302,-355.5 3302,-361.5 3302,-361.5 3302,-405.5 3302,-405.5 3302,-411.5 3296,-417.5 3290,-417.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3200.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3190\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3189\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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       "<!-- 98&#45;&gt;100 -->\n",
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       "<title>98&#45;&gt;100</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3170.98,-460.58C3179.37,-449.66 3188.46,-437.85 3196.91,-426.86\"/>\n",
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       "<!-- 105 -->\n",
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       "<title>105</title>\n",
       "<path fill=\"#3fa0e6\" stroke=\"black\" d=\"M3711,-782C3711,-782 3590,-782 3590,-782 3584,-782 3578,-776 3578,-770 3578,-770 3578,-711 3578,-711 3578,-705 3584,-699 3590,-699 3590,-699 3711,-699 3711,-699 3717,-699 3723,-705 3723,-711 3723,-711 3723,-770 3723,-770 3723,-776 3717,-782 3711,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3602\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 10.0</text>\n",
       "<text text-anchor=\"start\" x=\"3613\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.056</text>\n",
       "<text text-anchor=\"start\" x=\"3607\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
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       "<g id=\"edge105\" class=\"edge\">\n",
       "<title>104&#45;&gt;105</title>\n",
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       "<title>110</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3896,-782C3896,-782 3775,-782 3775,-782 3769,-782 3763,-776 3763,-770 3763,-770 3763,-711 3763,-711 3763,-705 3769,-699 3775,-699 3775,-699 3896,-699 3896,-699 3902,-699 3908,-705 3908,-711 3908,-711 3908,-770 3908,-770 3908,-776 3902,-782 3896,-782\"/>\n",
       "<text text-anchor=\"start\" x=\"3791\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gravidez ≤ 1.5</text>\n",
       "<text text-anchor=\"start\" x=\"3798\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3796\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"3795\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"start\" x=\"3771\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = DIABETICO</text>\n",
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       "<!-- 104&#45;&gt;110 -->\n",
       "<g id=\"edge110\" class=\"edge\">\n",
       "<title>104&#45;&gt;110</title>\n",
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       "<g id=\"node107\" class=\"node\">\n",
       "<title>106</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3553,-655.5C3553,-655.5 3432,-655.5 3432,-655.5 3426,-655.5 3420,-649.5 3420,-643.5 3420,-643.5 3420,-599.5 3420,-599.5 3420,-593.5 3426,-587.5 3432,-587.5 3432,-587.5 3553,-587.5 3553,-587.5 3559,-587.5 3565,-593.5 3565,-599.5 3565,-599.5 3565,-643.5 3565,-643.5 3565,-649.5 3559,-655.5 3553,-655.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3463.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3449\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
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       "<title>105&#45;&gt;106</title>\n",
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       "<title>107</title>\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3716,-663C3716,-663 3595,-663 3595,-663 3589,-663 3583,-657 3583,-651 3583,-651 3583,-592 3583,-592 3583,-586 3589,-580 3595,-580 3595,-580 3716,-580 3716,-580 3722,-580 3728,-586 3728,-592 3728,-592 3728,-651 3728,-651 3728,-657 3722,-663 3716,-663\"/>\n",
       "<text text-anchor=\"start\" x=\"3606.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">glicose ≤ 146.5</text>\n",
       "<text text-anchor=\"start\" x=\"3618\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"3616\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
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       "<title>105&#45;&gt;107</title>\n",
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       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3663,-536.5C3663,-536.5 3508,-536.5 3508,-536.5 3502,-536.5 3496,-530.5 3496,-524.5 3496,-524.5 3496,-480.5 3496,-480.5 3496,-474.5 3502,-468.5 3508,-468.5 3508,-468.5 3663,-468.5 3663,-468.5 3669,-468.5 3675,-474.5 3675,-480.5 3675,-480.5 3675,-524.5 3675,-524.5 3675,-530.5 3669,-536.5 3663,-536.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3556.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3546\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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       "<text text-anchor=\"start\" x=\"3504\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = NÃO DIABETICO</text>\n",
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       "<text text-anchor=\"start\" x=\"3736.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3726\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
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       "<text text-anchor=\"start\" x=\"3806.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
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       "<text text-anchor=\"start\" x=\"3976\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
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       "<graphviz.sources.Source at 0x277039856a0>"
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     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualiza a arvóre completa\n",
    "visualiza_arvore(modelo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos observar nessa visualização:\n",
    "- Identificar as *features* que possuem maior relevância\n",
    "- Valor índice gini\n",
    "- O número de amostras classificadas em cada nó, \n",
    "- A classificação do target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualiza estrutura da árvore \n",
    "tree.plot_tree(modelo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculando acurácia do modelo\n",
    "\n",
    "A acurácia é uma das metricas que podemos utilizar para avaliar um modelo de machine learning. A acurácia é a proximidade de um resultado com o seu valor de referência real. Dessa forma, quanto maior o nível de acuracidade, mais próximo da referência ou valor real é o resultado encontrado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7065217391304348"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observamos que para esse experimento, obtivemos uma acuráia de 72,82%. Ou seja, da forma que foi modelado, obtivemos 72,82% de acerto em comparação a base real. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando função que gera features de importância para o modelo\n",
    "\n",
    "Vamos criar funções para retornar os resultados de várias árvores de decisão para análises futuras."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gera_features_importantes(modelo):\n",
    "    df = pd.DataFrame(modelo.feature_importances_, columns =['importancia'],\n",
    "             index = ['gravidez', 'glicose', 'pressao_sangue', 'espessura_pele', 'insulina',\n",
    "       'IMC', 'predisposicao_diabetes', 'idade']).sort_values('importancia', ascending=False)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        importancia\n",
      "glicose                    0.406993\n",
      "IMC                        0.168697\n",
      "idade                      0.136784\n",
      "pressao_sangue             0.065878\n",
      "predisposicao_diabetes     0.063209\n",
      "insulina                   0.062501\n",
      "gravidez                   0.053008\n",
      "espessura_pele             0.042930\n"
     ]
    }
   ],
   "source": [
    "print(gera_features_importantes(modelo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criando função que gera árvore de decisão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Cria diretório para salvar imagens das árvores geradas\n",
    "PATH_IMG = r'C:\\\\Users\\\\lidic\\\\Envs\\\\dados\\\\Lidiane'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cria_modelo(X_train, y_train, y_test, tamanho_arvore):\n",
    "    \n",
    "    algoritmo_arvore = tree.DecisionTreeClassifier(max_depth=tamanho_arvore, random_state=42) # inicia a classificação da arvore de decisao\n",
    "    modelo = algoritmo_arvore.fit(X_train, y_train)\n",
    "    y_predido = modelo.predict(X_test)\n",
    "    arvore = visualiza_arvore(modelo)\n",
    "    \n",
    "    #Salva arquivo pdf \n",
    "    arvore.render(f'{PATH_IMG}/modelo_tamanho_n{tamanho_arvore}')\n",
    "    \n",
    "    print(f'''Features com maior importância para o modelo:\n",
    "            {gera_features_importantes(modelo)}\n",
    "          ''')\n",
    "    \n",
    "    print('o valor da acuracia é : ', accuracy_score(y_test, y_predido))\n",
    "            \n",
    "    return arvore"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gerando resultados com poda de árvore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features com maior importância para o modelo:\n",
      "                                    importancia\n",
      "glicose                    0.701561\n",
      "idade                      0.169830\n",
      "IMC                        0.128609\n",
      "gravidez                   0.000000\n",
      "pressao_sangue             0.000000\n",
      "espessura_pele             0.000000\n",
      "insulina                   0.000000\n",
      "predisposicao_diabetes     0.000000\n",
      "          \n",
      "o valor da acuracia é :  0.8043478260869565\n"
     ]
    },
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   "source": [
    "tamanho_arvore = 2\n",
    "arvore = cria_modelo(X_train, y_train, y_test, tamanho_arvore)\n",
    "arvore"
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  },
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   "metadata": {},
   "source": [
    "Observem que ao delimitar o tamanho da árvore, chegamos a um valor de acurácia de 80,43%"
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