Decision_Trees_Exercises.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercícios de Árvore de Decisão"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introdução\n",
    "\n",
    "Nós usaremos a base de dados sobre qualidade de vinhos para esses exercícios. Essa base de dados contém várias propriedades químicas de diversos vinhos como acidez, açúcar, pH e teor alcólico. A variável alvo é uma métrica de qualidade entre 3 e 9 e a cor, tinto ou branco. O nome do arquivo é `Wine_Quality_Data.csv`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercício 1\n",
    "\n",
    "* Importe a base e examine os atributos.\n",
    "* Nós utilizaremos como variável alvo o atributo `color` (white / red), mas precisamos codificar como inteiros."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "filepath = 'data/Wine_Quality_Data.csv'\n",
    "data = pd.read_csv(filepath, sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed_acidity</th>\n",
       "      <th>volatile_acidity</th>\n",
       "      <th>citric_acid</th>\n",
       "      <th>residual_sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free_sulfur_dioxide</th>\n",
       "      <th>total_sulfur_dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.9968</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.092</td>\n",
       "      <td>15.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.9970</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.65</td>\n",
       "      <td>9.8</td>\n",
       "      <td>5</td>\n",
       "      <td>red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.075</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.9980</td>\n",
       "      <td>3.16</td>\n",
       "      <td>0.58</td>\n",
       "      <td>9.8</td>\n",
       "      <td>6</td>\n",
       "      <td>red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>5</td>\n",
       "      <td>red</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed_acidity  volatile_acidity  citric_acid  residual_sugar  chlorides  \\\n",
       "0            7.4              0.70         0.00             1.9      0.076   \n",
       "1            7.8              0.88         0.00             2.6      0.098   \n",
       "2            7.8              0.76         0.04             2.3      0.092   \n",
       "3           11.2              0.28         0.56             1.9      0.075   \n",
       "4            7.4              0.70         0.00             1.9      0.076   \n",
       "\n",
       "   free_sulfur_dioxide  total_sulfur_dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
       "2                 15.0                  54.0   0.9970  3.26       0.65   \n",
       "3                 17.0                  60.0   0.9980  3.16       0.58   \n",
       "4                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "\n",
       "   alcohol  quality color  \n",
       "0      9.4        5   red  \n",
       "1      9.8        5   red  \n",
       "2      9.8        5   red  \n",
       "3      9.8        6   red  \n",
       "4      9.4        5   red  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# imprima as primeiras linhas\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fixed_acidity           float64\n",
       "volatile_acidity        float64\n",
       "citric_acid             float64\n",
       "residual_sugar          float64\n",
       "chlorides               float64\n",
       "free_sulfur_dioxide     float64\n",
       "total_sulfur_dioxide    float64\n",
       "density                 float64\n",
       "pH                      float64\n",
       "sulphates               float64\n",
       "alcohol                 float64\n",
       "quality                   int64\n",
       "color                    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verifique os tipos dos atributos\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# altere a coluna 'color' para substituir 'white' por 0 e 'red' por 1\n",
    "\n",
    "data['color'] = data.color.replace(['white','red'],[0,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercício 2\n",
    "\n",
    "* Use `StratifiedShuffleSplit` para dividir os dados em treino e teste mas estratificados pela variável alvo. \n",
    "* Verifique a distribuição das classes no treino e no teste."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# All data columns except for color\n",
    "feature_cols = [x for x in data.columns if x not in 'color']\n",
    "\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "\n",
    "# Split the data into two parts with 1000 points in the test data\n",
    "# This creates a generator\n",
    "strat_shuff_split = StratifiedShuffleSplit(n_splits=1, test_size=1000, random_state=42)\n",
    "\n",
    "# Get the index values from the generator\n",
    "train_idx, test_idx = next(strat_shuff_split.split(data[feature_cols],data['color']))\n",
    "\n",
    "# Create the data sets\n",
    "X_train = data.loc[train_idx, feature_cols]\n",
    "y_train = data.loc[train_idx, 'color']\n",
    "\n",
    "X_test = data.loc[test_idx, feature_cols]\n",
    "y_test = data.loc[test_idx, 'color']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.753866\n",
       "1    0.246134\n",
       "Name: color, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use o método value_counts com normalização para verificar a distribuição\n",
    "y_train.value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.754\n",
       "1    0.246\n",
       "Name: color, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercício 3\n",
    "\n",
    "* Aplique uma árvore de decisão sem limite na profundidade máxima, atributos ou folhas.\n",
    "* Verifique quantos nós estão presentes na árvore gerada e a profundidade dela.\n",
    "* Usando essa árvore, verifique o erro de predição nas bases de treino e teste. O que acha que levou a essa diferença nos valores dos erros?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "dt = DecisionTreeClassifier(random_state=42)\n",
    "dt = dt.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(171, 22)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# quantos nós e profundidade\n",
    "dt.tree_.node_count, dt.tree_.max_depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
    "\n",
    "# função para retornar diversas métricas\n",
    "def measure_error(y_true, y_pred, label):\n",
    "    return pd.Series({'accuracy':accuracy_score(y_true, y_pred),\n",
    "                      'precision': precision_score(y_true, y_pred),\n",
    "                      'recall': recall_score(y_true, y_pred),\n",
    "                      'f1': f1_score(y_true, y_pred)},\n",
    "                      name=label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>train</th>\n",
       "      <th>test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>accuracy</th>\n",
       "      <td>0.999818</td>\n",
       "      <td>0.984000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f1</th>\n",
       "      <td>0.999631</td>\n",
       "      <td>0.967611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precision</th>\n",
       "      <td>0.999261</td>\n",
       "      <td>0.963710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recall</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.971545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              train      test\n",
       "accuracy   0.999818  0.984000\n",
       "f1         0.999631  0.967611\n",
       "precision  0.999261  0.963710\n",
       "recall     1.000000  0.971545"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The error on the training and test data sets\n",
    "y_train_pred = dt.predict(X_train)\n",
    "y_test_pred = dt.predict(X_test)\n",
    "\n",
    "train_test_full_error = pd.concat([measure_error(y_train, y_train_pred, 'train'),\n",
    "                              measure_error(y_test, y_test_pred, 'test')],\n",
    "                              axis=1)\n",
    "\n",
    "train_test_full_error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercício 4\n",
    "\n",
    "* Usando o Grid Search com Validação Cruzada do Scikit-Learn, encontre uma árvore de decisão que tem a melhor performance na base de teste. Use um nome diferente para essa árvore para compararmos ambas no exercício 6.\n",
    "* Determine o número de nós e profundidade dessa árvore.\n",
    "* Calcule as métricas para essa árvore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "# variação de parâmetros que queremos testar\n",
    "param_grid = {'max_depth':range(1, dt.tree_.max_depth+1, 2),\n",
    "              'max_features': range(1, len(dt.feature_importances_)+1)}\n",
    "\n",
    "GR = GridSearchCV(DecisionTreeClassifier(random_state=42),\n",
    "                  param_grid=param_grid,\n",
    "                  scoring='accuracy',  # vamos maximizar acurácia, teste com outras métricas\n",
    "                  n_jobs=-1)\n",
    "\n",
    "# aplicamos apenas na base de treino, obviamente\n",
    "GR = GR.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99, 7)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# número de nós e profundidade\n",
    "GR.best_estimator_.tree_.node_count, GR.best_estimator_.tree_.max_depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train_pred_gr = GR.predict(X_train)\n",
    "y_test_pred_gr = GR.predict(X_test)\n",
    "\n",
    "train_test_gr_error = pd.concat([measure_error(y_train, y_train_pred_gr, 'train'),\n",
    "                                 measure_error(y_test, y_test_pred_gr, 'test')],\n",
    "                                axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>train</th>\n",
       "      <th>test</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>accuracy</th>\n",
       "      <td>0.995816</td>\n",
       "      <td>0.989000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f1</th>\n",
       "      <td>0.991440</td>\n",
       "      <td>0.977505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precision</th>\n",
       "      <td>0.998501</td>\n",
       "      <td>0.983539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>recall</th>\n",
       "      <td>0.984479</td>\n",
       "      <td>0.971545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              train      test\n",
       "accuracy   0.995816  0.989000\n",
       "f1         0.991440  0.977505\n",
       "precision  0.998501  0.983539\n",
       "recall     0.984479  0.971545"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test_gr_error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercício 6 *(Opcional)*\n",
    "\n",
    "Para esse exercício, instale o programa GraphViz e a biblioteca PyDotPlus (`conda install -c conda-forge pydotplus`).\n",
    "\n",
    "Com tudo isso instalado crie uma visualização das árvores de decisão do exercício 3 e 4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import StringIO\n",
    "from IPython.display import Image, display\n",
    "\n",
    "from sklearn.tree import export_graphviz\n",
    "\n",
    "try:\n",
    "    import pydotplus\n",
    "    pydotplus_installed = True\n",
    "    \n",
    "except:\n",
    "    print('PyDotPlus must be installed to execute the remainder of the cells associated with this question.')\n",
    "    print('Please see the instructions for this question for details.')\n",
    "    pydotplus_installed = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "<title>Tree</title>\n",
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       "<text text-anchor=\"middle\" x=\"803.5122\" y=\"-1934.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.365</text>\n",
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       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1634.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.051</text>\n",
       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1620.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.009</text>\n",
       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1606.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1073</text>\n",
       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1592.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 1068]</text>\n",
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       "<!-- 29&#45;&gt;30 -->\n",
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       "<text text-anchor=\"middle\" x=\"944.5122\" y=\"-1613.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"944.5122\" y=\"-1599.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n",
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       "<title>31</title>\n",
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       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1534.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 64.5</text>\n",
       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.298</text>\n",
       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1492.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 9]</text>\n",
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       "<!-- 30&#45;&gt;31 -->\n",
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       "<title>34</title>\n",
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       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1534.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 0.993</text>\n",
       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.006</text>\n",
       "<text text-anchor=\"middle\" x=\"810.5122\" y=\"-1506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1062</text>\n",
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       "<text text-anchor=\"middle\" x=\"571.5122\" y=\"-1427.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"571.5122\" y=\"-1413.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n",
       "<text text-anchor=\"middle\" x=\"571.5122\" y=\"-1399.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 9]</text>\n",
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       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1427.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1413.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"681.5122\" y=\"-1399.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0]</text>\n",
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       "<!-- 31&#45;&gt;33 -->\n",
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       "<title>35</title>\n",
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       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[10] &lt;= 11.15</text>\n",
       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.278</text>\n",
       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1406.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n",
       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1392.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 10]</text>\n",
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       "<!-- 34&#45;&gt;35 -->\n",
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       "<title>34&#45;&gt;35</title>\n",
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       "<title>38</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"978.5503,-1450 866.4741,-1450 866.4741,-1386 978.5503,-1386 978.5503,-1450\"/>\n",
       "<text text-anchor=\"middle\" x=\"922.5122\" y=\"-1434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.455</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5122\" y=\"-1420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.002</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5122\" y=\"-1406.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1050</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5122\" y=\"-1392.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1049]</text>\n",
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       "<!-- 34&#45;&gt;38 -->\n",
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       "<title>36</title>\n",
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       "<text text-anchor=\"middle\" x=\"683.5122\" y=\"-1327.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"683.5122\" y=\"-1313.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"683.5122\" y=\"-1299.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [2, 0]</text>\n",
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       "<!-- 35&#45;&gt;36 -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>35&#45;&gt;36</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M760.1363,-1385.8089C747.2064,-1374.3665 732.659,-1361.4928 719.7414,-1350.0612\"/>\n",
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       "<title>37</title>\n",
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       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1327.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1313.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n",
       "<text text-anchor=\"middle\" x=\"796.5122\" y=\"-1299.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 10]</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;37 -->\n",
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       "<title>35&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M796.5122,-1385.8089C796.5122,-1375.446 796.5122,-1363.909 796.5122,-1353.3327\"/>\n",
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       "<!-- 39 -->\n",
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       "<title>39</title>\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.964706\" stroke=\"#000000\" points=\"962.5504,-1350 864.474,-1350 864.474,-1286 962.5504,-1286 962.5504,-1350\"/>\n",
       "<text text-anchor=\"middle\" x=\"913.5122\" y=\"-1334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 0.29</text>\n",
       "<text text-anchor=\"middle\" x=\"913.5122\" y=\"-1320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.062</text>\n",
       "<text text-anchor=\"middle\" x=\"913.5122\" y=\"-1306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 31</text>\n",
       "<text text-anchor=\"middle\" x=\"913.5122\" y=\"-1292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 30]</text>\n",
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       "<!-- 38&#45;&gt;39 -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>38&#45;&gt;39</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M919.615,-1385.8089C918.8844,-1377.6906 918.0889,-1368.8517 917.3209,-1360.3186\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1037.5122\" y=\"-1327.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1037.5122\" y=\"-1313.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1019</text>\n",
       "<text text-anchor=\"middle\" x=\"1037.5122\" y=\"-1299.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1019]</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>38&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M959.5319,-1385.8089C972.8148,-1374.2586 987.775,-1361.2497 1001.0134,-1349.7381\"/>\n",
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       "<title>40</title>\n",
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       "<text text-anchor=\"middle\" x=\"803.5122\" y=\"-1227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5122\" y=\"-1213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5122\" y=\"-1199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n",
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       "<!-- 39&#45;&gt;40 -->\n",
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       "<title>39&#45;&gt;40</title>\n",
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       "<text text-anchor=\"middle\" x=\"916.5122\" y=\"-1213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
       "<text text-anchor=\"middle\" x=\"916.5122\" y=\"-1199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 30]</text>\n",
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       "<!-- 39&#45;&gt;41 -->\n",
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       "<text text-anchor=\"middle\" x=\"1735.5122\" y=\"-2020.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.021</text>\n",
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       "<text text-anchor=\"middle\" x=\"1735.5122\" y=\"-1992.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3823, 41]</text>\n",
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       "<title>44&#45;&gt;45</title>\n",
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       "<text text-anchor=\"middle\" x=\"2153.5122\" y=\"-2034.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 0.415</text>\n",
       "<text text-anchor=\"middle\" x=\"2153.5122\" y=\"-2020.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.493</text>\n",
       "<text text-anchor=\"middle\" x=\"2153.5122\" y=\"-2006.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 396</text>\n",
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       "<!-- 44&#45;&gt;138 -->\n",
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       "<title>44&#45;&gt;138</title>\n",
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       "<text text-anchor=\"middle\" x=\"1673.5122\" y=\"-1906.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3853</text>\n",
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       "<text text-anchor=\"middle\" x=\"1797.5122\" y=\"-1920.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.496</text>\n",
       "<text text-anchor=\"middle\" x=\"1797.5122\" y=\"-1906.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
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       "<text text-anchor=\"middle\" x=\"1552.5122\" y=\"-1834.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.068</text>\n",
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       "<text text-anchor=\"middle\" x=\"1552.5122\" y=\"-1806.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3851</text>\n",
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       "<text text-anchor=\"middle\" x=\"1676.5122\" y=\"-1813.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<text text-anchor=\"middle\" x=\"1463.5122\" y=\"-1734.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 3.83</text>\n",
       "<text text-anchor=\"middle\" x=\"1463.5122\" y=\"-1720.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.014</text>\n",
       "<text text-anchor=\"middle\" x=\"1463.5122\" y=\"-1706.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3825</text>\n",
       "<text text-anchor=\"middle\" x=\"1463.5122\" y=\"-1692.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3798, 27]</text>\n",
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       "<!-- 47&#45;&gt;48 -->\n",
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       "<text text-anchor=\"middle\" x=\"1590.5122\" y=\"-1734.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 106.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1590.5122\" y=\"-1720.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.355</text>\n",
       "<text text-anchor=\"middle\" x=\"1590.5122\" y=\"-1706.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 26</text>\n",
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       "<!-- 47&#45;&gt;125 -->\n",
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       "<text text-anchor=\"middle\" x=\"1347.5122\" y=\"-1634.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.013</text>\n",
       "<text text-anchor=\"middle\" x=\"1347.5122\" y=\"-1620.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.014</text>\n",
       "<text text-anchor=\"middle\" x=\"1347.5122\" y=\"-1606.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3824</text>\n",
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       "<!-- 48&#45;&gt;49 -->\n",
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       "<text text-anchor=\"middle\" x=\"1471.5122\" y=\"-1613.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<!-- 48&#45;&gt;124 -->\n",
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       "<text text-anchor=\"middle\" x=\"1242.5122\" y=\"-1534.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[11] &lt;= 6.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1242.5122\" y=\"-1520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1242.5122\" y=\"-1506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
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       "<!-- 49&#45;&gt;50 -->\n",
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       "<text text-anchor=\"middle\" x=\"1366.5122\" y=\"-1534.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 0.115</text>\n",
       "<text text-anchor=\"middle\" x=\"1366.5122\" y=\"-1520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.012</text>\n",
       "<text text-anchor=\"middle\" x=\"1366.5122\" y=\"-1506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3820</text>\n",
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       "<text text-anchor=\"middle\" x=\"1135.5122\" y=\"-1413.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<!-- 50&#45;&gt;51 -->\n",
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       "<text text-anchor=\"middle\" x=\"1245.5122\" y=\"-1413.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
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       "<!-- 50&#45;&gt;52 -->\n",
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       "<text text-anchor=\"middle\" x=\"1363.5122\" y=\"-1420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.178</text>\n",
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       "<!-- 54&#45;&gt;55 -->\n",
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       "<title>54&#45;&gt;55</title>\n",
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       "<text text-anchor=\"middle\" x=\"1363.5122\" y=\"-1320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.463</text>\n",
       "<text text-anchor=\"middle\" x=\"1363.5122\" y=\"-1306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
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       "<text text-anchor=\"middle\" x=\"1040.5122\" y=\"-1234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 88.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1040.5122\" y=\"-1220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.142</text>\n",
       "<text text-anchor=\"middle\" x=\"1040.5122\" y=\"-1206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n",
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       "<text text-anchor=\"middle\" x=\"931.5122\" y=\"-1113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n",
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       "<title>58</title>\n",
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       "<text text-anchor=\"middle\" x=\"1044.5122\" y=\"-1127.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1044.5122\" y=\"-1113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<text text-anchor=\"middle\" x=\"1270.5122\" y=\"-1213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
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       "<text text-anchor=\"middle\" x=\"1380.5122\" y=\"-1213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"1380.5122\" y=\"-1199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 7]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1517.5122\" y=\"-1334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.785</text>\n",
       "<text text-anchor=\"middle\" x=\"1517.5122\" y=\"-1320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.007</text>\n",
       "<text text-anchor=\"middle\" x=\"1517.5122\" y=\"-1306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3704</text>\n",
       "<text text-anchor=\"middle\" x=\"1517.5122\" y=\"-1292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3691, 13]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1756.5122\" y=\"-1334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 67.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1756.5122\" y=\"-1320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.157</text>\n",
       "<text text-anchor=\"middle\" x=\"1756.5122\" y=\"-1306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 35</text>\n",
       "<text text-anchor=\"middle\" x=\"1756.5122\" y=\"-1292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [32, 3]</text>\n",
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       "<!-- 63&#45;&gt;115 -->\n",
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       "<text text-anchor=\"middle\" x=\"1500.5122\" y=\"-1234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 275.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1500.5122\" y=\"-1220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.005</text>\n",
       "<text text-anchor=\"middle\" x=\"1500.5122\" y=\"-1206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3630</text>\n",
       "<text text-anchor=\"middle\" x=\"1500.5122\" y=\"-1192.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3621, 9]</text>\n",
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       "<!-- 64&#45;&gt;65 -->\n",
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       "<text text-anchor=\"middle\" x=\"1624.5122\" y=\"-1234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 79.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1624.5122\" y=\"-1220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.102</text>\n",
       "<text text-anchor=\"middle\" x=\"1624.5122\" y=\"-1206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 74</text>\n",
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       "<!-- 64&#45;&gt;106 -->\n",
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       "<title>64&#45;&gt;106</title>\n",
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       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-1134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[3] &lt;= 0.925</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-1120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.004</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-1106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3624</text>\n",
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       "<text text-anchor=\"middle\" x=\"1402.5122\" y=\"-1092.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 1]</text>\n",
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       "<!-- 65&#45;&gt;103 -->\n",
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       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-1020.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.1</text>\n",
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       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-1020.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.003</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-1006.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3586</text>\n",
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       "<text text-anchor=\"middle\" x=\"935.5122\" y=\"-913.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-927.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-913.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n",
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       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-934.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 72.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-920.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.003</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-906.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3570</text>\n",
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       "<text text-anchor=\"middle\" x=\"1296.5122\" y=\"-920.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.117</text>\n",
       "<text text-anchor=\"middle\" x=\"1296.5122\" y=\"-906.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 16</text>\n",
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       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-834.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.057</text>\n",
       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-820.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.1</text>\n",
       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-806.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 19</text>\n",
       "<text text-anchor=\"middle\" x=\"1048.5122\" y=\"-792.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [18, 1]</text>\n",
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       "<!-- 71&#45;&gt;72 -->\n",
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       "<title>71&#45;&gt;72</title>\n",
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       "<title>75</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"1228.5503,-850 1116.4741,-850 1116.4741,-786 1228.5503,-786 1228.5503,-850\"/>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-834.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 6.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-820.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.002</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-806.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3551</text>\n",
       "<text text-anchor=\"middle\" x=\"1172.5122\" y=\"-792.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3547, 4]</text>\n",
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       "<text text-anchor=\"middle\" x=\"938.5122\" y=\"-727.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"938.5122\" y=\"-713.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 18</text>\n",
       "<text text-anchor=\"middle\" x=\"938.5122\" y=\"-699.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [18, 0]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1051.5122\" y=\"-727.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1051.5122\" y=\"-713.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1051.5122\" y=\"-699.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n",
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       "<!-- 72&#45;&gt;74 -->\n",
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       "<title>76</title>\n",
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       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-734.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 6.1</text>\n",
       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-720.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.064</text>\n",
       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-706.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-692.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [29, 1]</text>\n",
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       "<!-- 75&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>75&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1171.5465,-785.8089C1171.3029,-777.6906 1171.0378,-768.8517 1170.7818,-760.3186\"/>\n",
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       "<title>81</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"1351.5503,-750 1239.4741,-750 1239.4741,-686 1351.5503,-686 1351.5503,-750\"/>\n",
       "<text text-anchor=\"middle\" x=\"1295.5122\" y=\"-734.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.755</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5122\" y=\"-720.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.002</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5122\" y=\"-706.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3521</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5122\" y=\"-692.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3518, 3]</text>\n",
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       "<!-- 75&#45;&gt;81 -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>75&#45;&gt;81</title>\n",
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       "<text text-anchor=\"middle\" x=\"1054.5122\" y=\"-634.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.48</text>\n",
       "<text text-anchor=\"middle\" x=\"1054.5122\" y=\"-620.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1054.5122\" y=\"-606.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1054.5122\" y=\"-592.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 1]</text>\n",
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       "<!-- 76&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>76&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1132.4925,-685.8089C1121.9252,-676.62 1110.2965,-666.508 1099.3176,-656.9612\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-627.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-613.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 28</text>\n",
       "<text text-anchor=\"middle\" x=\"1169.5122\" y=\"-599.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [28, 0]</text>\n",
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       "<!-- 76&#45;&gt;80 -->\n",
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       "<title>76&#45;&gt;80</title>\n",
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       "<text text-anchor=\"middle\" x=\"944.5122\" y=\"-513.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<!-- 77&#45;&gt;78 -->\n",
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       "<text text-anchor=\"middle\" x=\"1295.5122\" y=\"-620.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.001</text>\n",
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       "<title>81&#45;&gt;82</title>\n",
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       "<text text-anchor=\"middle\" x=\"1346.5122\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1346.5122\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<!-- 87&#45;&gt;93 -->\n",
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       "<text text-anchor=\"middle\" x=\"1118.5122\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 23</text>\n",
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       "<!-- 88&#45;&gt;89 -->\n",
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       "<path fill=\"none\" stroke=\"#000000\" d=\"M1196.4925,-185.8089C1183.2096,-174.2586 1168.2494,-161.2497 1155.011,-149.7381\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1234.5122\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[10] &lt;= 12.2</text>\n",
       "<text text-anchor=\"middle\" x=\"1234.5122\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1234.5122\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<text text-anchor=\"middle\" x=\"1179.5122\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<!-- 90&#45;&gt;91 -->\n",
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       "<title>90&#45;&gt;91</title>\n",
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       "<text text-anchor=\"middle\" x=\"1289.5122\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<title>90&#45;&gt;92</title>\n",
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       "<text text-anchor=\"middle\" x=\"2038.5122\" y=\"-1534.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 25.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2038.5122\" y=\"-1520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.278</text>\n",
       "<text text-anchor=\"middle\" x=\"2038.5122\" y=\"-1506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 12</text>\n",
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       "<!-- 145&#45;&gt;146 -->\n",
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       "<!-- 145&#45;&gt;149 -->\n",
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       "<text text-anchor=\"middle\" x=\"1981.5122\" y=\"-1413.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x116637950>"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Árvore do Exercício 3\n",
    "\n",
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n",
    "\n",
    "if pydotplus_installed:\n",
    "\n",
    "    dot_data = export_graphviz(dt, out_file=None,\n",
    "                        filled=True)  \n",
    "    graph = graphviz.Source(dot_data) \n",
    "    display(graph)\n",
    "else:\n",
    "    print('This cell not executed because PyDotPlus could not be loaded.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "<text text-anchor=\"middle\" x=\"442.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 2.935</text>\n",
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       "<text text-anchor=\"middle\" x=\"538.2686\" y=\"-313.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
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       "<title>18</title>\n",
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       "<text text-anchor=\"middle\" x=\"662.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 1.35</text>\n",
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       "<text text-anchor=\"middle\" x=\"662.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3666</text>\n",
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       "<title>19</title>\n",
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       "<text text-anchor=\"middle\" x=\"569.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 0.005</text>\n",
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       "<!-- 18&#45;&gt;19 -->\n",
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       "<text text-anchor=\"middle\" x=\"693.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<text text-anchor=\"middle\" x=\"562.2686\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.68</text>\n",
       "<text text-anchor=\"middle\" x=\"562.2686\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.408</text>\n",
       "<text text-anchor=\"middle\" x=\"562.2686\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
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       "<title>23</title>\n",
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       "<text text-anchor=\"middle\" x=\"686.2686\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 275.0</text>\n",
       "<text text-anchor=\"middle\" x=\"686.2686\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.008</text>\n",
       "<text text-anchor=\"middle\" x=\"686.2686\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3658</text>\n",
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       "<title>19&#45;&gt;23</title>\n",
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       "<title>22</title>\n",
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       "<text text-anchor=\"middle\" x=\"562.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"562.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2</text>\n",
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       "<text text-anchor=\"middle\" x=\"686.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3655</text>\n",
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       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 3.535</text>\n",
       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.215</text>\n",
       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-406.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 180</text>\n",
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       "<!-- 27&#45;&gt;35 -->\n",
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       "<text text-anchor=\"middle\" x=\"913.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 0.06</text>\n",
       "<text text-anchor=\"middle\" x=\"913.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"913.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
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       "<!-- 28&#45;&gt;29 -->\n",
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       "<text text-anchor=\"middle\" x=\"1106.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.034</text>\n",
       "<text text-anchor=\"middle\" x=\"1106.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.031</text>\n",
       "<text text-anchor=\"middle\" x=\"1106.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 63</text>\n",
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       "<text text-anchor=\"middle\" x=\"803.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"803.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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       "<text text-anchor=\"middle\" x=\"913.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"913.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
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       "<text text-anchor=\"middle\" x=\"1023.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"1023.2686\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1136.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 62</text>\n",
       "<text text-anchor=\"middle\" x=\"1136.2686\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 62]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 70.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.092</text>\n",
       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 165</text>\n",
       "<text text-anchor=\"middle\" x=\"1279.2686\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [157, 8]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1483.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.455</text>\n",
       "<text text-anchor=\"middle\" x=\"1483.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.124</text>\n",
       "<text text-anchor=\"middle\" x=\"1483.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n",
       "<text text-anchor=\"middle\" x=\"1483.2686\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 14]</text>\n",
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       "<!-- 35&#45;&gt;49 -->\n",
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       "<title>35&#45;&gt;49</title>\n",
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       "<text text-anchor=\"middle\" x=\"1249.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 14.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1249.2686\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.473</text>\n",
       "<text text-anchor=\"middle\" x=\"1249.2686\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 13</text>\n",
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       "<!-- 36&#45;&gt;37 -->\n",
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       "<title>36&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1269.6112,-285.8089C1267.1222,-277.5122 1264.4074,-268.4628 1261.7955,-259.7565\"/>\n",
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       "<text text-anchor=\"middle\" x=\"1366.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.755</text>\n",
       "<text text-anchor=\"middle\" x=\"1366.2686\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.039</text>\n",
       "<text text-anchor=\"middle\" x=\"1366.2686\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 152</text>\n",
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       "<!-- 36&#45;&gt;42 -->\n",
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       "<title>36&#45;&gt;42</title>\n",
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       "<text text-anchor=\"middle\" x=\"1136.2686\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1136.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"1136.2686\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [6, 0]</text>\n",
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       "<!-- 37&#45;&gt;38 -->\n",
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       "<title>37&#45;&gt;38</title>\n",
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       "<text text-anchor=\"middle\" x=\"1248.2686\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.355</text>\n",
       "<text text-anchor=\"middle\" x=\"1248.2686\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.408</text>\n",
       "<text text-anchor=\"middle\" x=\"1248.2686\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 7</text>\n",
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       "<text text-anchor=\"middle\" x=\"1138.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"1598.2686\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.042</text>\n",
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       "<text text-anchor=\"middle\" x=\"1598.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 8</text>\n",
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       "<text text-anchor=\"middle\" x=\"1596.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 14</text>\n",
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       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-520.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.378</text>\n",
       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-506.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 348</text>\n",
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       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.43</text>\n",
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       "<text text-anchor=\"middle\" x=\"2005.2686\" y=\"-434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[3] &lt;= 9.65</text>\n",
       "<text text-anchor=\"middle\" x=\"2005.2686\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.018</text>\n",
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       "<text text-anchor=\"middle\" x=\"1713.2686\" y=\"-313.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 9</text>\n",
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       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 0.485</text>\n",
       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.083</text>\n",
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       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 1]</text>\n",
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       "<title>59&#45;&gt;60</title>\n",
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       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 0.999</text>\n",
       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.496</text>\n",
       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 11</text>\n",
       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [5, 6]</text>\n",
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       "<text text-anchor=\"middle\" x=\"1936.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 0.52</text>\n",
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       "<text text-anchor=\"middle\" x=\"1936.2686\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
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       "<text text-anchor=\"middle\" x=\"2056.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 0.068</text>\n",
       "<text text-anchor=\"middle\" x=\"2056.2686\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.007</text>\n",
       "<text text-anchor=\"middle\" x=\"2056.2686\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1102</text>\n",
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       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1826.2686\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 0]</text>\n",
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       "<!-- 61&#45;&gt;62 -->\n",
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       "<title>63</title>\n",
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       "<text text-anchor=\"middle\" x=\"1936.2686\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1936.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"1936.2686\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 3]</text>\n",
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       "<!-- 61&#45;&gt;63 -->\n",
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       "<title>61&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1936.2686,-185.8089C1936.2686,-175.446 1936.2686,-163.909 1936.2686,-153.3327\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1939.7687,-153.1555 1936.2686,-143.1555 1932.7687,-153.1556 1939.7687,-153.1555\"/>\n",
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       "<g id=\"node66\" class=\"node\">\n",
       "<title>65</title>\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.972549\" stroke=\"#000000\" points=\"2105.8067,-150 2000.7304,-150 2000.7304,-86 2105.8067,-86 2105.8067,-150\"/>\n",
       "<text text-anchor=\"middle\" x=\"2053.2686\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 80.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2053.2686\" y=\"-120.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.055</text>\n",
       "<text text-anchor=\"middle\" x=\"2053.2686\" y=\"-106.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 142</text>\n",
       "<text text-anchor=\"middle\" x=\"2053.2686\" y=\"-92.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [4, 138]</text>\n",
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       "<!-- 64&#45;&gt;65 -->\n",
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       "<title>64&#45;&gt;65</title>\n",
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       "<title>68</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"#000000\" points=\"2229.8067,-143 2124.7304,-143 2124.7304,-93 2229.8067,-93 2229.8067,-143\"/>\n",
       "<text text-anchor=\"middle\" x=\"2177.2686\" y=\"-127.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2177.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 960</text>\n",
       "<text text-anchor=\"middle\" x=\"2177.2686\" y=\"-99.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 960]</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;68 -->\n",
       "<g id=\"edge68\" class=\"edge\">\n",
       "<title>64&#45;&gt;68</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2095.2198,-185.8089C2109.1957,-174.2586 2124.9364,-161.2497 2138.8655,-149.7381\"/>\n",
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       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>66</title>\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.992157\" stroke=\"#000000\" points=\"2000.8067,-50 1895.7304,-50 1895.7304,0 2000.8067,0 2000.8067,-50\"/>\n",
       "<text text-anchor=\"middle\" x=\"1948.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.014</text>\n",
       "<text text-anchor=\"middle\" x=\"1948.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 138</text>\n",
       "<text text-anchor=\"middle\" x=\"1948.2686\" y=\"-6.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [1, 137]</text>\n",
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       "<!-- 65&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>65&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2017.1335,-85.9947C2006.4408,-76.524 1994.7417,-66.1619 1984.0701,-56.7099\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1986.3167,-54.0243 1976.5102,-50.014 1981.6755,-59.2645 1986.3167,-54.0243\"/>\n",
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       "<!-- 67 -->\n",
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       "<title>67</title>\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"#000000\" points=\"2110.8068,-50 2019.7303,-50 2019.7303,0 2110.8068,0 2110.8068,-50\"/>\n",
       "<text text-anchor=\"middle\" x=\"2065.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"2065.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"2065.2686\" y=\"-6.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [3, 1]</text>\n",
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       "<!-- 65&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>65&#45;&gt;67</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2057.3983,-85.9947C2058.4779,-77.6273 2059.6474,-68.5643 2060.7463,-60.0478\"/>\n",
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       "<title>70</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"#000000\" points=\"2221.8068,-243 2130.7303,-243 2130.7303,-193 2221.8068,-193 2221.8068,-243\"/>\n",
       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2176.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 5</text>\n",
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       "<!-- 69&#45;&gt;70 -->\n",
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       "<title>69&#45;&gt;70</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2176.2686,-285.8089C2176.2686,-275.446 2176.2686,-263.909 2176.2686,-253.3327\"/>\n",
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       "<title>71</title>\n",
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       "<text text-anchor=\"middle\" x=\"2286.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2286.2686\" y=\"-213.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"2286.2686\" y=\"-199.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [0, 6]</text>\n",
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       "<!-- 69&#45;&gt;71 -->\n",
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       "<title>69&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2211.6787,-285.8089C2224.2654,-274.3665 2238.4265,-261.4928 2251.0012,-250.0612\"/>\n",
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       "<title>73</title>\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.901961\" stroke=\"#000000\" points=\"2760.3066,-450 2648.2305,-450 2648.2305,-386 2760.3066,-386 2760.3066,-450\"/>\n",
       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[9] &lt;= 0.685</text>\n",
       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.163</text>\n",
       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-406.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 268</text>\n",
       "<text text-anchor=\"middle\" x=\"2704.2686\" y=\"-392.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [244, 24]</text>\n",
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       "<!-- 72&#45;&gt;73 -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>72&#45;&gt;73</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2704.2686,-485.8089C2704.2686,-477.6906 2704.2686,-468.8517 2704.2686,-460.3186\"/>\n",
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       "<title>90</title>\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.749020\" stroke=\"#000000\" points=\"3090.8067,-450 2985.7304,-450 2985.7304,-386 3090.8067,-386 3090.8067,-450\"/>\n",
       "<text text-anchor=\"middle\" x=\"3038.2686\" y=\"-434.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 157.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3038.2686\" y=\"-420.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.32</text>\n",
       "<text text-anchor=\"middle\" x=\"3038.2686\" y=\"-406.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 80</text>\n",
       "<text text-anchor=\"middle\" x=\"3038.2686\" y=\"-392.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [16, 64]</text>\n",
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       "<!-- 72&#45;&gt;90 -->\n",
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       "<title>72&#45;&gt;90</title>\n",
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       "<title>74</title>\n",
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       "<text text-anchor=\"middle\" x=\"2591.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 0.575</text>\n",
       "<text text-anchor=\"middle\" x=\"2591.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.112</text>\n",
       "<text text-anchor=\"middle\" x=\"2591.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 253</text>\n",
       "<text text-anchor=\"middle\" x=\"2591.2686\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">value = [238, 15]</text>\n",
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       "<!-- 73&#45;&gt;74 -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>73&#45;&gt;74</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2667.8926,-385.8089C2657.5092,-376.62 2646.0827,-366.508 2635.2947,-356.9612\"/>\n",
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       "<title>85</title>\n",
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       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-334.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 3.465</text>\n",
       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-320.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.48</text>\n",
       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-306.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 15</text>\n",
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       "<!-- 73&#45;&gt;85 -->\n",
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       "<title>73&#45;&gt;85</title>\n",
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       "<title>75</title>\n",
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       "<text text-anchor=\"middle\" x=\"2415.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 0.025</text>\n",
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       "<text text-anchor=\"middle\" x=\"2415.2686\" y=\"-206.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 233</text>\n",
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       "<text text-anchor=\"middle\" x=\"2415.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.009</text>\n",
       "<text text-anchor=\"middle\" x=\"2415.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 221</text>\n",
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       "<text text-anchor=\"middle\" x=\"2532.2686\" y=\"-34.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.42</text>\n",
       "<text text-anchor=\"middle\" x=\"2532.2686\" y=\"-20.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n",
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       "<text text-anchor=\"middle\" x=\"2652.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 10</text>\n",
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       "<!-- 82&#45;&gt;84 -->\n",
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       "<title>86</title>\n",
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       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-234.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">X[10] &lt;= 9.7</text>\n",
       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.18</text>\n",
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       "<text text-anchor=\"middle\" x=\"2875.2686\" y=\"-227.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.0</text>\n",
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       "<text text-anchor=\"middle\" x=\"2765.2686\" y=\"-113.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1</text>\n",
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     "metadata": {},
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   ],
   "source": [
    " # Árvore do Exercício 4\n",
    "\n",
    "from sklearn.tree import export_graphviz\n",
    "import graphviz\n",
    "\n",
    "if pydotplus_installed:\n",
    "\n",
    "    dot_data = export_graphviz(GR.best_estimator_, out_file=None,\n",
    "                        filled=True)  \n",
    "    graph = graphviz.Source(dot_data) \n",
    "    display(graph)\n",
    "else:\n",
    "    print('This cell not executed because PyDotPlus could not be loaded.')"
   ]
  },
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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