{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "id": "l8Y_Fz5_VKUf"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "from random import randint\n",
        "from joblib import dump, load\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn import tree\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "import graphviz"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "mIqh1kxmVQ9o"
      },
      "outputs": [],
      "source": [
        "classifiers = ['DecisionTree']\n",
        "\n",
        "models = [DecisionTreeClassifier(random_state=0)]\n",
        "\n",
        "def split(df,label):\n",
        "    X_train, X_test, Y_train, Y_test = train_test_split(df, label, test_size=0.25, random_state=42, stratify=label)\n",
        "    return X_train, X_test, Y_train, Y_test\n",
        "\n",
        "def acc_score(df,label):\n",
        "    score = pd.DataFrame({\"Classifier\":classifiers})\n",
        "    acc = []\n",
        "    X_train,X_test,Y_train,Y_test = split(df,label)\n",
        "    for i in models:\n",
        "        model = i\n",
        "        model.fit(X_train,Y_train)\n",
        "        predictions = model.predict(X_test)\n",
        "        acc.append(accuracy_score(Y_test,predictions))\n",
        "    score[\"Accuracy\"] = acc\n",
        "    score.sort_values(by=\"Accuracy\", ascending=False,inplace = True)\n",
        "    score.reset_index(drop=True, inplace=True)\n",
        "    return score\n",
        "\n",
        "def plot(score,x,y,c = \"b\"):\n",
        "    gen = [1,2,3,4,5]\n",
        "    plt.figure(figsize=(6,4))\n",
        "    ax = sns.pointplot(x=gen, y=score,color = c )\n",
        "    ax.set(xlabel=\"Generation\", ylabel=\"Accuracy\")\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "SYWqktBJVQ7I"
      },
      "outputs": [],
      "source": [
        "def initilization_of_population(size,n_feat):\n",
        "    population = []\n",
        "    for i in range(size):\n",
        "        chromosome = np.ones(n_feat, bool)\n",
        "        chromosome[:int(0.3*n_feat)]=False\n",
        "        np.random.shuffle(chromosome)\n",
        "        population.append(chromosome)\n",
        "    return population\n",
        "\n",
        "def fitness_score(population):\n",
        "    scores = []\n",
        "    models = []\n",
        "    for chromosome in population:\n",
        "        logmodel = DecisionTreeClassifier(random_state=0)\n",
        "        logmodel.fit(X_train.iloc[:,chromosome], Y_train)\n",
        "        predictions = logmodel.predict(X_test.iloc[:,chromosome])\n",
        "        scores.append(accuracy_score(Y_test,predictions))\n",
        "        models.append(logmodel)\n",
        "    scores, population, models = np.array(scores), np.array(population), np.array(models)\n",
        "    inds = np.argsort(scores)\n",
        "    return list(scores[inds][::-1]), list(population[inds,:][::-1]), list(models[inds][::-1])\n",
        "\n",
        "def selection(pop_after_fit, n_parents):\n",
        "    population_nextgen = []\n",
        "    for i in range(n_parents):\n",
        "        population_nextgen.append(pop_after_fit[i])\n",
        "    return population_nextgen\n",
        "\n",
        "def crossover(pop_after_sel):\n",
        "    pop_nextgen = pop_after_sel\n",
        "    for i in range(0,len(pop_after_sel),2):\n",
        "        new_par = []\n",
        "        child_1 , child_2 = pop_nextgen[i] , pop_nextgen[i+1]\n",
        "        new_par = np.concatenate((child_1[:len(child_1)//2],child_2[len(child_1)//2:]))\n",
        "        pop_nextgen.append(new_par)\n",
        "    return pop_nextgen\n",
        "\n",
        "def mutation(pop_after_cross, mutation_rate, n_feat):\n",
        "    mutation_range = int(mutation_rate * n_feat)\n",
        "    for n in range(64, len(pop_after_cross)):\n",
        "        chromo = pop_after_cross[n]\n",
        "        rand_posi = []\n",
        "        for i in range(0, mutation_range):\n",
        "            pos = randint(0, n_feat-1)\n",
        "            rand_posi.append(pos)\n",
        "        for j in rand_posi:\n",
        "            chromo[j] = not chromo[j]\n",
        "        pop_after_cross[n] = chromo\n",
        "    return pop_after_cross\n",
        "\n",
        "def generations(df, label, size, n_feat, n_parents, mutation_rate, n_gen, X_train, X_test, Y_train, Y_test):\n",
        "    best_chromo = []\n",
        "    best_score = []\n",
        "    best_models = []\n",
        "    population_nextgen=initilization_of_population(size,n_feat)\n",
        "    for i in range(n_gen):\n",
        "        scores, pop_after_fit, models = fitness_score(population_nextgen)\n",
        "        print('Best score in generation',i+1,':',scores[:1])\n",
        "\n",
        "        pop_after_sel = selection(pop_after_fit, n_parents)\n",
        "        pop_after_cross = crossover(pop_after_sel)\n",
        "        population_nextgen = mutation(pop_after_cross, mutation_rate, n_feat)\n",
        "\n",
        "        best_score.append(scores[0])\n",
        "        best_chromo.append(pop_after_fit[0])\n",
        "        best_models.append(models[0])\n",
        "\n",
        "    return best_chromo, best_score, best_models"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "X3Ww2R2wVQ44",
        "outputId": "ccd8b6d6-f6ce-4bf5-c476-8e28c11cc0ee"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(920, 23)\n"
          ]
        },
        {
          "data": {
            "text/html": [
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              "\n",
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              "        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>age</th>\n",
              "      <th>trestbps</th>\n",
              "      <th>chol</th>\n",
              "      <th>thalach</th>\n",
              "      <th>oldpeak</th>\n",
              "      <th>ca</th>\n",
              "      <th>sex</th>\n",
              "      <th>fbs</th>\n",
              "      <th>exang</th>\n",
              "      <th>cp_1.0</th>\n",
              "      <th>...</th>\n",
              "      <th>restecg_0</th>\n",
              "      <th>restecg_1</th>\n",
              "      <th>restecg_2</th>\n",
              "      <th>slope_1</th>\n",
              "      <th>slope_2</th>\n",
              "      <th>slope_3</th>\n",
              "      <th>thal_3.0</th>\n",
              "      <th>thal_6.0</th>\n",
              "      <th>thal_7.0</th>\n",
              "      <th>num</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>63.0</td>\n",
              "      <td>145.0</td>\n",
              "      <td>233.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>2.3</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>67.0</td>\n",
              "      <td>160.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
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              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>67.0</td>\n",
              "      <td>120.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>2.6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>37.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>250.0</td>\n",
              "      <td>187.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>41.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>204.0</td>\n",
              "      <td>172.0</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
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              "      <td>1.0</td>\n",
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              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 23 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    age  trestbps   chol  thalach  oldpeak   ca  sex  fbs  exang  cp_1.0  ...  \\\n",
              "0  63.0     145.0  233.0    150.0      2.3  0.0  1.0    1      0     1.0  ...   \n",
              "1  67.0     160.0  286.0    108.0      1.5  3.0  1.0    0      1     0.0  ...   \n",
              "2  67.0     120.0  229.0    129.0      2.6  2.0  1.0    0      1     0.0  ...   \n",
              "3  37.0     130.0  250.0    187.0      3.5  0.0  1.0    0      0     0.0  ...   \n",
              "4  41.0     130.0  204.0    172.0      1.4  0.0  0.0    0      0     0.0  ...   \n",
              "\n",
              "   restecg_0  restecg_1  restecg_2  slope_1  slope_2  slope_3  thal_3.0  \\\n",
              "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      1.0      0.0       1.0   \n",
              "2        0.0        0.0        1.0      0.0      1.0      0.0       0.0   \n",
              "3        1.0        0.0        0.0      0.0      0.0      1.0       1.0   \n",
              "4        0.0        0.0        1.0      1.0      0.0      0.0       1.0   \n",
              "\n",
              "   thal_6.0  thal_7.0  num  \n",
              "0       1.0       0.0    0  \n",
              "1       0.0       0.0    1  \n",
              "2       0.0       1.0    1  \n",
              "3       0.0       0.0    0  \n",
              "4       0.0       0.0    0  \n",
              "\n",
              "[5 rows x 23 columns]"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_hd = pd.read_csv('./encoded_heart_disease.csv')\n",
        "\n",
        "print(data_hd.shape)\n",
        "data_hd.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "Zu6Gr1HGiS6Q",
        "outputId": "deec92ca-74f3-4e15-c89e-c0bb9858e586"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(920, 23)\n"
          ]
        },
        {
          "data": {
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              "      <th>age</th>\n",
              "      <th>trestbps</th>\n",
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              "      <th>thalach</th>\n",
              "      <th>oldpeak</th>\n",
              "      <th>ca</th>\n",
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              "      <th>fbs</th>\n",
              "      <th>exang</th>\n",
              "      <th>cp_1.0</th>\n",
              "      <th>...</th>\n",
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              "      <th>restecg_2</th>\n",
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              "      <th>slope_2</th>\n",
              "      <th>slope_3</th>\n",
              "      <th>thal_3.0</th>\n",
              "      <th>thal_6.0</th>\n",
              "      <th>thal_7.0</th>\n",
              "      <th>num</th>\n",
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              "      <td>1</td>\n",
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              "      <th>3</th>\n",
              "      <td>37.0</td>\n",
              "      <td>130.0</td>\n",
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              "      <td>187.0</td>\n",
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              "      <td>41.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>204.0</td>\n",
              "      <td>172.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 23 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    age  trestbps   chol  thalach  oldpeak   ca  sex  fbs  exang  cp_1.0  ...  \\\n",
              "0  63.0     145.0  233.0    150.0      2.3  0.0  1.0    1      0     1.0  ...   \n",
              "1  67.0     160.0  286.0    108.0      1.5  3.0  1.0    0      1     0.0  ...   \n",
              "2  67.0     120.0  229.0    129.0      2.6  2.0  1.0    0      1     0.0  ...   \n",
              "3  37.0     130.0  250.0    187.0      3.5  0.0  1.0    0      0     0.0  ...   \n",
              "4  41.0     130.0  204.0    172.0      1.4  0.0  0.0    0      0     0.0  ...   \n",
              "\n",
              "   restecg_0  restecg_1  restecg_2  slope_1  slope_2  slope_3  thal_3.0  \\\n",
              "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      1.0      0.0       1.0   \n",
              "2        0.0        0.0        1.0      0.0      1.0      0.0       0.0   \n",
              "3        1.0        0.0        0.0      0.0      0.0      1.0       1.0   \n",
              "4        0.0        0.0        1.0      1.0      0.0      0.0       1.0   \n",
              "\n",
              "   thal_6.0  thal_7.0  num  \n",
              "0       1.0       0.0    0  \n",
              "1       0.0       0.0    1  \n",
              "2       0.0       1.0    1  \n",
              "3       0.0       0.0    0  \n",
              "4       0.0       0.0    0  \n",
              "\n",
              "[5 rows x 23 columns]"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(data_hd.shape)\n",
        "data_hd.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LJWVXyIwVQ2Q",
        "outputId": "72b73b8f-5709-495a-9f81-d4f9926700a5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['age', 'trestbps', 'chol', 'thalach', 'oldpeak', 'ca', 'sex', 'fbs',\n",
              "       'exang', 'cp_1.0', 'cp_2.0', 'cp_3.0', 'cp_4.0', 'restecg_0',\n",
              "       'restecg_1', 'restecg_2', 'slope_1', 'slope_2', 'slope_3', 'thal_3.0',\n",
              "       'thal_6.0', 'thal_7.0', 'num'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_hd.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "cbByJdLxkSls",
        "outputId": "48b3ba1d-8b66-4393-9400-1068e51e780f"
      },
      "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>age</th>\n",
              "      <th>trestbps</th>\n",
              "      <th>chol</th>\n",
              "      <th>thalach</th>\n",
              "      <th>oldpeak</th>\n",
              "      <th>ca</th>\n",
              "      <th>sex</th>\n",
              "      <th>fbs</th>\n",
              "      <th>exang</th>\n",
              "      <th>cp_1.0</th>\n",
              "      <th>...</th>\n",
              "      <th>cp_4.0</th>\n",
              "      <th>restecg_0</th>\n",
              "      <th>restecg_1</th>\n",
              "      <th>restecg_2</th>\n",
              "      <th>slope_1</th>\n",
              "      <th>slope_2</th>\n",
              "      <th>slope_3</th>\n",
              "      <th>thal_3.0</th>\n",
              "      <th>thal_6.0</th>\n",
              "      <th>thal_7.0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>63.0</td>\n",
              "      <td>145.0</td>\n",
              "      <td>233.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>2.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>67.0</td>\n",
              "      <td>160.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>67.0</td>\n",
              "      <td>120.0</td>\n",
              "      <td>229.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>2.6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>37.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>250.0</td>\n",
              "      <td>187.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>41.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>204.0</td>\n",
              "      <td>172.0</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>915</th>\n",
              "      <td>54.0</td>\n",
              "      <td>127.0</td>\n",
              "      <td>333.0</td>\n",
              "      <td>154.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>916</th>\n",
              "      <td>62.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>139.0</td>\n",
              "      <td>140.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>917</th>\n",
              "      <td>55.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>223.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>918</th>\n",
              "      <td>58.0</td>\n",
              "      <td>130.0</td>\n",
              "      <td>385.0</td>\n",
              "      <td>140.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>919</th>\n",
              "      <td>62.0</td>\n",
              "      <td>120.0</td>\n",
              "      <td>254.0</td>\n",
              "      <td>93.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>920 rows × 22 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      age  trestbps   chol  thalach  oldpeak   ca  sex  fbs  exang  cp_1.0  \\\n",
              "0    63.0     145.0  233.0    150.0      2.3  0.0  1.0    1      0     1.0   \n",
              "1    67.0     160.0  286.0    108.0      1.5  3.0  1.0    0      1     0.0   \n",
              "2    67.0     120.0  229.0    129.0      2.6  2.0  1.0    0      1     0.0   \n",
              "3    37.0     130.0  250.0    187.0      3.5  0.0  1.0    0      0     0.0   \n",
              "4    41.0     130.0  204.0    172.0      1.4  0.0  0.0    0      0     0.0   \n",
              "..    ...       ...    ...      ...      ...  ...  ...  ...    ...     ...   \n",
              "915  54.0     127.0  333.0    154.0      0.0  0.0  0.0    1      0     0.0   \n",
              "916  62.0     130.0  139.0    140.0      0.5  0.0  1.0    0      0     1.0   \n",
              "917  55.0     122.0  223.0    100.0      0.0  0.0  1.0    1      0     0.0   \n",
              "918  58.0     130.0  385.0    140.0      0.5  0.0  1.0    1      0     0.0   \n",
              "919  62.0     120.0  254.0     93.0      0.0  0.0  1.0    0      1     0.0   \n",
              "\n",
              "     ...  cp_4.0  restecg_0  restecg_1  restecg_2  slope_1  slope_2  slope_3  \\\n",
              "0    ...     0.0        0.0        0.0        1.0      0.0      0.0      1.0   \n",
              "1    ...     1.0        0.0        0.0        1.0      0.0      1.0      0.0   \n",
              "2    ...     1.0        0.0        0.0        1.0      0.0      1.0      0.0   \n",
              "3    ...     0.0        1.0        0.0        0.0      0.0      0.0      1.0   \n",
              "4    ...     0.0        0.0        0.0        1.0      1.0      0.0      0.0   \n",
              "..   ...     ...        ...        ...        ...      ...      ...      ...   \n",
              "915  ...     1.0        0.0        1.0        0.0      0.0      1.0      0.0   \n",
              "916  ...     0.0        0.0        1.0        0.0      0.0      1.0      0.0   \n",
              "917  ...     1.0        0.0        1.0        0.0      0.0      1.0      0.0   \n",
              "918  ...     1.0        0.0        0.0        1.0      0.0      1.0      0.0   \n",
              "919  ...     0.0        0.0        0.0        1.0      0.0      1.0      0.0   \n",
              "\n",
              "     thal_3.0  thal_6.0  thal_7.0  \n",
              "0         0.0       1.0       0.0  \n",
              "1         1.0       0.0       0.0  \n",
              "2         0.0       0.0       1.0  \n",
              "3         1.0       0.0       0.0  \n",
              "4         1.0       0.0       0.0  \n",
              "..        ...       ...       ...  \n",
              "915       1.0       0.0       0.0  \n",
              "916       1.0       0.0       0.0  \n",
              "917       0.0       1.0       0.0  \n",
              "918       1.0       0.0       0.0  \n",
              "919       1.0       0.0       0.0  \n",
              "\n",
              "[920 rows x 22 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_hd.iloc[:, :-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "c7JNfRKoVQz4",
        "outputId": "3d8e474f-eb2a-44ac-e958-5a9afc5f041f"
      },
      "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>Classifier</th>\n",
              "      <th>Accuracy</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>DecisionTree</td>\n",
              "      <td>0.717391</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Classifier  Accuracy\n",
              "0  DecisionTree  0.717391"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "score1 = acc_score(data_hd.iloc[:, :-1], data_hd['num'])\n",
        "score1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DdSzy-GbX0ER",
        "outputId": "a98e5841-1d78-4f19-8052-928ba716f992"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(690, 22) (230, 22) (690,) (230,)\n",
            "Best score in generation 1 : [0.8]\n",
            "Best score in generation 2 : [0.808695652173913]\n",
            "Best score in generation 3 : [0.8130434782608695]\n",
            "Best score in generation 4 : [0.8217391304347826]\n",
            "Best score in generation 5 : [0.8217391304347826]\n"
          ]
        }
      ],
      "source": [
        "X_train, X_test, Y_train, Y_test = split(data_hd.iloc[:, :-1], data_hd['num'])\n",
        "print(X_train.shape, X_test.shape, Y_train.shape, Y_test.shape)\n",
        "chromo_df, score, best_models = generations(data_hd.iloc[:, :-1],\n",
        "                                            data_hd['num'],\n",
        "                                            size=96,\n",
        "                                            n_feat = data_hd.iloc[:, :-1].shape[1],\n",
        "                                            n_parents=64,\n",
        "                                            mutation_rate=0.20,\n",
        "                                            n_gen=5,\n",
        "                                            X_train = X_train,\n",
        "                                            X_test = X_test,\n",
        "                                            Y_train = Y_train,\n",
        "                                            Y_test = Y_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "id": "I5rtmJGvX14N",
        "outputId": "d97250f0-9eed-4cce-dfb0-3a929c47ac34"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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xkqeDeblEPJSpJWXFihWkpqYyd+5ctm/fTs+ePRk8eDAFBQUNbp+RkcH06dOZO3cuu3bt4pVXXmHFihXMnOm4wmN5eTk9e/Zk8eLFp33t66+/ntzc3LrbG2+80aTvTUQ8jGFA3iQ4vuGkodX+rcYBF5sWS8STmXqVoYULF3LPPfcwfvx4AF588UXWrl3Lq6++yvTp0+tt/5///IeBAwcyevRoABITExk1ahRbtji+yGvIkCEMGTLkjK8dEBBATExME70TEfF4R5+H4j87z6KegbZn/vtGRM6OaXtSqqqqyMzMJDk52RHGaiU5OZnNmzc3+JgBAwaQmZlZd0ho//79vP/++wwdOtTl11+/fj1RUVF069aN3/72txw+fPjs3oiIeL6yf0BBqvMs7E5oP9WUOCLewrQ9KYWFhdTW1hIdHe00j46OZvfu3Q0+ZvTo0RQWFjJo0CAMw6Cmpob77rvP6XBPY1x//fXceOONdOnShX379jFz5kyGDBnC5s2b8fHxafAxlZWVVFZW1v1cUlLi0muKSCtVuRtybgVsjlnQzyFmqVbyiDQz00+cdcX69etZsGABS5YsYfv27axcuZK1a9cyf/58l57ntttu44YbbqB79+4MHz6c9957j88//5z169ef8jFpaWmEhYXV3RISEs7x3YiI26s9cmIlT7Fj5pcI8X8Hi79psUS8hWklJSIiAh8fH/Lz853m+fn5pzxXZPbs2dxxxx3cfffddO/enREjRrBgwQLS0tKw2WwNPqYxunbtSkREBHv37j3lNjNmzKC4uLjuduDAgbN+PRFpBYxqyL4Zqk/6e8HaFuLfAd9I83KJeBHTSoq/vz99+vRh3bp1dTObzca6devo379/g485duwYVqtz5B8PzxiG0dBDGuXgwYMcPnyY2NjYU24TEBBAaGio001EPFj+VDj2yUkDC8RmQGB3sxKJeB1TV/ekpqYyduxY+vbty+WXX056ejrl5eV1q33GjBlDfHw8aWlpAKSkpLBw4UJ69+5NUlISe/fuZfbs2aSkpNSVlbKyMqc9It999x07duwgPDycTp06UVZWxrx58xg5ciQxMTHs27eP3//+95x//vkMHjy45T8EEXE/R5dA0RLnWeSTEJJiTh4RL2VqSbn11ls5dOgQc+bMIS8vj169evHhhx/WnUyblZXltOdk1qxZWCwWZs2aRXZ2NpGRkaSkpPDEE0/UbbNt2zZ++ctf1v2cmmo/I3/s2LEsX74cHx8fdu7cyWuvvUZRURFxcXFcd911zJ8/n4CAgBZ65yLitso/hvz7nWehYyD8oYa3F5FmYzHO5TiJFyspKSEsLIzi4mId+hHxFFX/g+8vB1uRYxbUHxI+AWugabFEPE1jf4e2qtU9IiLNprboxEqeIsfMNwHiV6mgiJhEJUVExKixXwulao9jZmkDHd8B3+hTP05EmpVKiohIwQNQ/k/nWdz/QWAvU+KIiJ1Kioh4t6I/2b+X52QRj0PICHPyiEgdlRQR8V7l6yFvovMsdDR0cO2rNkSkeaikiIh3qtoP2SOBGscs8HKIeVnfySPiJlRSRMT71JacWMlzxDHzjYeOq8EaZFosEXGmkiIi3sWohZxRUPWtY2YJgo5rwPfUX40hIi1PJUVEvMuhh6H8fedZ7GsQ2MecPCJySiopIuI9ipbBkT86zyIehdCbTYkjIqenkiIi3uHYJsi713kWcjN0mG1OHhE5I5UUEfF8Vd9D9gig2jEL7AOxy8GivwZF3JX+dIqIZ6sthewboLbQMfONhfg1YG1jXi4ROSNfswOIiDQZw4CKLVC6BmxHwdoOjn8KlV85trEEQvxq8Is3K6WINJJKioh4hspvIHccVGw7/Xaxr0LQ5S0SSUTOjUqKiLR+ld/AD4PAVnT67cImQOioFokkIudO56SISOtmGPY9KGcqKACVX9i3F5FWQSVFRFq3ii1nPsRTt+3nULG1efOISJNxuaQkJiby2GOPkZWV1Rx5RERcU7rGxe1XN0sMEWl6LpeUqVOnsnLlSrp27cq1117Lm2++SWVlZXNkExE5s9pDrm1vO9o8OUSkyZ1VSdmxYwdbt27loosuYvLkycTGxjJp0iS2b9/eHBlFROozDPtekZK3XHuctX2zxBGRpnfW56RcdtllPP/88+Tk5DB37lxefvll+vXrR69evXj11VcxdHKaiDSXqr1w8Nf2q8gaJa49NmR4s0QSkaZ31kuQq6urWbVqFcuWLeOjjz7iiiuu4K677uLgwYPMnDmTjz/+mIyMjKbMKiLeznYcDqfBkT+AUeX64wP7QaCukSLSWrhcUrZv386yZct44403sFqtjBkzhmeffZYLL7ywbpsRI0bQr1+/Jg0qIl6u9F0ouB+qv69/n28X+7kpRtmpH29tB7HLwGJproQi0sRcLin9+vXj2muvZenSpQwfPhw/P79623Tp0oXbbrutSQKKiJer2g/5U6D8vfr3WdpAxFwInwpV/zv1FWcD+9kLSsAlzZ1WRJqQxXDx5JEffviBzp07N1eeVqOkpISwsDCKi4sJDQ01O46I57FVwJGn7Id3jIr694fcBFELwS/BMTMM+3VQSlef+O6e9vZzUAIv1x4UETfS2N+hLu9JKSgoIC8vj6SkJKf5li1b8PHxoW/fvq6nFRE5Wdn7kD8ZqvfXv8//ZxD9AgRfV/8+iwWCkuw3EWn1XF7dM3HiRA4cOFBvnp2dzcSJE5sklIh4qarv4eBwOPir+gXFEgSRCyBxZ8MFRUQ8jst7Ur799lsuu+yyevPevXvz7bffNkkoEfEytgo48gwcfqLhQzttR0D0s+CnQ80i3sTlPSkBAQHk5+fXm+fm5uLrqy9VFhEXlX0I33WHwtn1C4rf+dDxfei4UgVFxAu5XFKuu+46ZsyYQXFxcd2sqKiImTNncu211zZpOBHxYNVZcHAkHBwC1Xud77MEQsR86PIVtB1iTj4RMZ3Luz6eeeYZrrzySjp37kzv3r0B2LFjB9HR0fz1r39t8oAi4mFslXB0IRTOB+N4/fvbDoOodPBPbOlkIuJmXC4p8fHx7Ny5k9dff50vv/ySoKAgxo8fz6hRoxq8ZoqISJ3yjyB/ElT9t/59fl0h+nlo+6uWzyUibumsTiIJDg5mwoQJTZ1FRDxV9UEoSIXSBr4M0BIAHWZA+MNgDWz5bCLits76TNdvv/2WrKwsqqqcvz/jhhtuOOdQIuIhjCo4kg6Fj4FRXv/+4F/Z9574d23xaCLi/lwuKfv372fEiBF89dVXWCyWum87tpy4mmNtbW3TJhSR1ql83YlDO7vr3+eXCFHPQ0hKi8cSkdbD5dU9U6ZMoUuXLhQUFNCmTRu++eYbNm7cSN++fVm/fn0zRBSRVqU6G7JvgwPJ9QuKJQA6zIEu36qgiMgZubwnZfPmzXzyySdERERgtVqxWq0MGjSItLQ07r//fr744ovmyCki7s6ohiPPweF5YGvg24iDh5w4tHN+y2cTkVbJ5T0ptbW1hISEABAREUFOTg4AnTt3Zs+ePU2bTkRah/L18F0vOPRQ/YLi2wniV0HHtSooIuISl/ekXHrppXz55Zd06dKFpKQknnrqKfz9/fnTn/5E1646+U3Eq9TkQsGDUJJR/z6LP4Q/BB1mgrVNy2cTkVbP5ZIya9YsysvtZ+k/9thj/PrXv+bnP/85HTp0YMWKFU0eUETckFEDR1+AwrlgK61/f/B19m8q9v9Zy2cTEY9hMX5cnnMOjhw5Qvv27etW+HiDkpISwsLCKC4uJjQ01Ow4Ii3n2L8hfyJUflX/Pt+O9qvFhtwIXvT3gYi4prG/Q106J6W6uhpfX1++/vprp3l4eLhXFRQRr1STBzljIOvKBgqKH4RPh667IXSkCoqINAmXDvf4+fnRqVMnXQtFxJsYNXB0if1bim0l9e9vk2w/tBNwYctnExGP5vLqnkceeYSZM2dy5MiR5sgjIu7k2KfwfR8omFK/oPjGQ9zfIOGfKigi0ixcPnF20aJF7N27l7i4ODp37kxwcLDT/du3b2+ycCJikpoCKPg9lLzWwJ2+ED4NIuaAtW2LRxMR7+FySRk+fHgzxBARt2DUQtGLcOgRsBXXv7/NLyF6EQRc3PLZRMTrNMnqHm+k1T3icY5vhryJUNnAVaN9YyFqIYTcqpNiReScNfZ36Fl/C7KIeIiaQ3BoOhS/2sCdPhA+1f59Oz4q4yLSslwuKVar9bTLjbXyR6SVMGqh6M9waCbYjta/P+gXELMIAi5t+WwiIpxFSVm1apXTz9XV1XzxxRe89tprzJs3r8mCiUgzOr4V8n8HFZn17/OJgahnIHS0Du2IiKma7JyUjIwMVqxYwZo1a5ri6dyezkmRVqmm0L7npPhl4Kd/9H2g/WSIeBR8wkwIJyLeolmuOHs6V1xxBevWrWuqpxORpmTYoOhPsL8bFP+ZegUlaBAkbofoZ1VQRMRtNMmJs8ePH+f5558nPj6+KZ5ORJrS8W0nDu18Xv8+nyiIehpC79ChHRFxOy7vSWnfvj3h4eF1t/bt2xMSEsKrr77K008/7XKAxYsXk5iYSGBgIElJSWzduvW026enp9OtWzeCgoJISEhg2rRpVFRU1N2/ceNGUlJSiIuLw2KxsHr16nrPYRgGc+bMITY2lqCgIJKTk/nf//7ncnYRt1Z7BPJ+Cz9c3kBBsdoP7XTdA2FjVFBExC25vCfl2WefdVrdY7VaiYyMJCkpifbt27v0XCtWrCA1NZUXX3yRpKQk0tPTGTx4MHv27CEqKqre9hkZGUyfPp1XX32VAQMG8N///pdx48ZhsVhYuHAhAOXl5fTs2ZM777yTG2+8scHXfeqpp3j++ed57bXX6NKlC7Nnz2bw4MF8++23BAYGuvQeRNyOYYPiZXDoYag9XP/+oAEQvRgCe7V4NBERV5h6MbekpCT69evHokWLALDZbCQkJDB58mSmT59eb/tJkyaxa9cup3NfHnjgAbZs2cKmTZvqbW+xWFi1apXTVXINwyAuLo4HHniABx98EIDi4mKio6NZvnw5t912W6Oy68RZcUsV2+0XZKv4rP59PpEQ+dSJPSdNdjqaiIjLmu3E2WXLlvHWW2/Vm7/11lu89lpD3/PRsKqqKjIzM0lOTnaEsVpJTk5m8+bNDT5mwIABZGZm1h0S2r9/P++//z5Dhw5t9Ot+99135OXlOb1uWFgYSUlJp3xdgMrKSkpKSpxuIm6j9ijkTYLv+zVQUKzQbqL90E67cSooItJquPy3VVpaGhEREfXmUVFRLFiwoNHPU1hYSG1tLdHR0U7z6Oho8vLyGnzM6NGjeeyxxxg0aBB+fn6cd955XHXVVcycObPRr/vjc7vyumB/32FhYXW3hISERr+mSLMxbFC03L5qp2gxYHO+PzAJEj+3X5TNx7XDsSIiZnO5pGRlZdGlS5d6886dO5OVldUkoU5l/fr1LFiwgCVLlrB9+3ZWrlzJ2rVrmT9/frO+LsCMGTMoLi6uux04cKDZX1PktCp2QNbPIW881B5yvs+nA8S8DJ3/A4GXmRJPRORcuXzibFRUFDt37iQxMdFp/uWXX9KhQ4dGP09ERAQ+Pj7k5+c7zfPz84mJiWnwMbNnz+aOO+7g7rvvBqB79+6Ul5czYcIEHnnkEazWM3euH587Pz+f2NhYp9ft1avXKR8XEBBAQEDAGZ9fpNnVFkHhHDjawJ4TLNDuXoh8AnzCTQgnItJ0XN6TMmrUKO6//37+9a9/UVtbS21tLZ988glTpkxp9EmnAP7+/vTp08fpJFibzca6devo379/g485duxYvSLi4+MD2E+IbYwuXboQExPj9LolJSVs2bLllK8r4hYMA4r/CvsvhKMvUP/QTj/ovBVilqqgiIhHcHlPyvz58/n++++55ppr8PW1P9xmszFmzBiXzkkBSE1NZezYsfTt25fLL7+c9PR0ysvLGT9+PABjxowhPj6etLQ0AFJSUli4cCG9e/cmKSmJvXv3Mnv2bFJSUurKSllZGXv37q17je+++44dO3YQHh5Op06dsFgsTJ06lccff5wLLrigbglyXFyc0yogEbdS8ZX9gmzH669iwxoOUU9C2F06KVZEPIrLJcXf358VK1bw+OOPs2PHDoKCgujevTudO3d2+cVvvfVWDh06xJw5c8jLy6NXr158+OGHdSe1ZmVlOe05mTVrFhaLhVmzZpGdnU1kZCQpKSk88cQTddts27aNX/7yl3U/p6amAjB27FiWL18OwO9///u6w0RFRUUMGjSIDz/8UNdIEfdTWwKFc0/sOfnpN4xbIOxuiFwAvvVPZhcRae1MvU5Ka6brpEizMgwoyYCCB6G2gVVngX3sF2QLSmr5bCIi56jZrpMycuRI/vCHP9SbP/XUU9x8882uPp2I/FTl15B1FeT+pn5BsbaH6KXQeYsKioh4PJdLysaNGxu8eNqQIUPYuHFjk4QS8Uq1pfY9J9/1guMN/FkKu9N+Qbb294HFp8XjiYi0NJfPSSkrK8Pf37/e3M/PT1dhFTkbhgGlK6DgAajJqX9/QC+IWQJBWn0mIt7F5T0p3bt3Z8WKFfXmb775JhdffHGThBLxGpXfwoFrIGdU/YJiDYPoRZC4TQVFRLySy3tSZs+ezY033si+ffu4+uqrAVi3bh0ZGRm8/fbbTR5QpNUyDKjYAqVrwHbUfj5JyDD7peqNciicD0cWAjX1Hxs2DiL/AL71vw1cRMRbuFxSUlJSWL16NQsWLODtt98mKCiInj178sknnxAergtIiQBQ+Q3kjoOKbc7zI0+C33lgK4XagvqPC+gB0UugzcAWiSki4s7OeQlySUkJb7zxBq+88gqZmZnU1v70Wg6eSUuQ5ZQqv4EfBoGtqPGPsYZCxHxo/zuwuPz/DiIirUqzLUH+0caNGxk7dixxcXH88Y9/5Oqrr+azz376FfEiXsYw7HtQXCkooXfYV+2E36+CIiJyEpf+RszLy2P58uW88sorlJSUcMstt1BZWcnq1at10qwI2M9B+ekhntOJXmpfUiwiIvU0ek9KSkoK3bp1Y+fOnaSnp5OTk8MLL7zQnNlEWp/SNa5tX/1D8+QQEfEAjd6T8sEHH3D//ffz29/+lgsuuKA5M4m0Xrajzbu9iIgXafSelE2bNlFaWkqfPn1ISkpi0aJFFBYWNmc2kdbH2r55txcR8SKNLilXXHEFf/7zn8nNzeXee+/lzTffJC4uDpvNxkcffURpaWlz5hRpHUKGubj98GaJISLiCVxe3RMcHMydd97Jpk2b+Oqrr3jggQd48skniYqK4oYbbmiOjCKth2EBLI3bNrAfBF7erHFERFqzs16CDNCtWzeeeuopDh48yBtvvNFUmURap+qDkD0caMSlh6ztIHYZWBpZaEREvNA5X8zNW+libuLEdgyyroSKzJOGvjR4yfvAfvaCEnBJS6UTEXErjf0dqitHiZyrHy/g5lRQ/CBhHVj9oXT1Sd/dM9x+iEd7UEREzkglReRcHX4MSt9ynsW8BME/t/9zUFLLZxIR8QDndE6KiNcreQsKH3WehT8A7cabEkdExJOopIicrYpMyB3rPAseCpF/MCePiIiHUUkRORs1uXBwGBjHHTP/iyHuDbD4mJdLRMSDqKSIuMp23F5QarIdM2s4dHwHfLTSS0SkqaikiLjCMCDvLqj4/KShL8T/HfzPMy2WiIgnUkkRccXhNCj5yYULYxZD8FWmxBER8WQqKSKNVboKCh9xnrW/H9pNMCePiIiHU0kRaYyKHZDzG+dZ8HUQ9UdT4oiIeAOVFJEzqcmHgzeAccwx8+8GcSvAoushiog0F5UUkdOxVUD2CKg54JhZ20PHd8GnnWmxRES8gUqKyKkYBuTdC8c3nzT0gfi/gf8FpsUSEfEWKikip3LkaSj5i/Ms+nkITjYnj4iIl1FJEWlI6btwaLrzrN1vof3vzMkjIuKFVFJEfqriK8gdDRiOWZurIfo50yKJiHgjlRSRk9UcguwbwFbmmPmdD/FvgcXPvFwiIl5IJUXkR0YVZI+E6u8dM2vYiZU84abFEhHxViopInBiJc9v4fi/Txpa7ddCCbjQtFgiIt5MJUUE4Gg6FL/qPItaCG0HmxJHRERUUkSg7AMoeNB5FnaP/Xt5RETENCop4t0qv4Wc2wCbYxb0C4hZBBaLabFEREQlRbxZ7WH7d/LYShwzvy4Q/zZY/M3LJSIigEqKeCujGrJvgup9jpk1xL6SxzfCvFwiIlJHJUW8j2FA/mQ4tv6koQXi3oCAS8xKJSIiP6GSIt7n6CIoesl5Fvk0tP2VOXlERKRBKiniXcr/CQVTnWdh4yE81ZQ4IiJyaiop4j0q90D2LTiv5BkI0Uu1kkdExA2ppIh3qD0KB1PAVuyY+XaG+JVgDTAvl4iInJJKing+o9q+B6X6f46ZJRg6vgO+UeblEhGR01JJEc+XnwrHPj5pYIG41yGwh2mRRETkzFRSxLMdfRGKFjnPIhdAyDBz8oiISKOppIjnKv8E8ic5z0J/A+EPm5NHRERcopIinqlqr/2KstQ6ZoFXQMyftZJHRKSVUEkRz1NbdGIlz1HHzLcjdFwF1kDTYomIiGtUUsSzGDX2bzWu2u2YWdqcWMkTY14uERFxmUqKeJaCh6D8H86z2L9AYG9z8oiIyFlzi5KyePFiEhMTCQwMJCkpia1bt552+/T0dLp160ZQUBAJCQlMmzaNiooKl57zqquuwmKxON3uu+++Jn9v0oKKXoaj6c6ziMcgdKQpcURE5NyYXlJWrFhBamoqc+fOZfv27fTs2ZPBgwdTUFDQ4PYZGRlMnz6duXPnsmvXLl555RVWrFjBzJkzXX7Oe+65h9zc3LrbU0891azvVZrRsY2Q9zvnWcht0GGWOXlEROScmV5SFi5cyD333MP48eO5+OKLefHFF2nTpg2vvvpqg9v/5z//YeDAgYwePZrExESuu+46Ro0a5bSnpLHP2aZNG2JiYupuoaGhzfpepZlU7YfsG4FqxyywL8S+qpU8IiKtmKklpaqqiszMTJKTk+tmVquV5ORkNm/e3OBjBgwYQGZmZl0p2b9/P++//z5Dhw51+Tlff/11IiIiuPTSS5kxYwbHjh07ZdbKykpKSkqcbuIGakvg4A1Qe9gx842D+DVgDTIvl4iInDNfM1+8sLCQ2tpaoqOjnebR0dHs3r27wceMHj2awsJCBg0ahGEY1NTUcN9999Ud7mnsc44ePZrOnTsTFxfHzp07efjhh9mzZw8rV65s8HXT0tKYN2/eubxdaWpGLeSMhqpvHDNLoL2g+MWZl0tERJqEqSXlbKxfv54FCxawZMkSkpKS2Lt3L1OmTGH+/PnMnj270c8zYcKEun/u3r07sbGxXHPNNezbt4/zzjuv3vYzZswgNTW17ueSkhISEhLO7c3IuTk0A8rXOs9il0NQX1PiiIhI0zK1pERERODj40N+fr7TPD8/n5iYhq9pMXv2bO644w7uvvtuwF4wysvLmTBhAo888shZPSdAUlISAHv37m2wpAQEBBAQEODS+5NmVLQcjjztPOswB0JvNSWOiIg0PVPPSfH396dPnz6sW7eubmaz2Vi3bh39+/dv8DHHjh3DanWO7ePjA4BhGGf1nAA7duwAIDY29mzfjrSUY59C/r3Os5CREDHXnDwiItIsTD/ck5qaytixY+nbty+XX3456enplJeXM378eADGjBlDfHw8aWlpAKSkpLBw4UJ69+5dd7hn9uzZpKSk1JWVMz3nvn37yMjIYOjQoXTo0IGdO3cybdo0rrzySnr06GHOByGNU/0DZI8Ao8oxC+gNsa+BxfTFaiIi0oRMLym33norhw4dYs6cOeTl5dGrVy8+/PDDuhNfs7KynPaczJo1C4vFwqxZs8jOziYyMpKUlBSeeOKJRj+nv78/H3/8cV15SUhIYOTIkcyapWtquDVb2YmVPIccM59o6LgGrMHm5RIRkWZhMQzDMDtEa1RSUkJYWBjFxcW6vkpLMGz2a6GUrXHMLAHQaQMEJZmXS0REXNbY36HaPy6tQ+Es54ICEPOKCoqIiAdTSRH3V/w6HE5znnWYAWG3m5NHRERahEqKuLfjWyDvLudZ22EQ8bg5eUREpMWopIj7qj4AB4eBUemYBfSAuP/TSh4RES+gv+nFPdnK7QWl9qSL8vlEQsd3wNrWvFwiItJiVFLE/Rg2yB0LlV84ZhZ/iF8Ffp3NyyUiIi1KJUXcT+E8KP278yz6JWgz0Jw8IiJiCpUUcS8lK+DwY86z8Aeh3ThT4oiIiHlUUsR9HN8GueOcZ8G/hsgnTYkjIiLmUkkR91CdDdnDwKhwzPwvgbjXweJjXi4RETGNSoqYz3YcsodDTY5j5tPBvpLHR185ICLirVRSxFyGAbl3QsW2k4a+EL8S/LuaFktERMynkiLmOvw4lL7pPItZCm2uNCePiIi4DZUUMU/J36FwjvOs/VRod7cpcURExL2opIg5Kr6A3DHOs+DBEPW0OXlERMTtqKRIy6vJg4M3gHHMMfO/EOJWgMXXvFwiIuJWVFKkZdkq4OBwqDnomFnbn1jJE2ZaLBERcT8qKdJyDAPy7oGKLScNfSH+bfC/wLRYIiLinlRSpOUc+QOU/J/zLPoFCL7anDwiIuLWVFKkZZSugUMznWftJkL7+8zJIyIibk8lRZpfxU7IuR0wHLM2yRCdblYiERFpBVRSpHnVFMDBFDDKHTO/CyD+b1rJIyIip6WSIs3HVgnZN0JNlmNmDYOO74JPe/NyiYhIq6CSIs3DMCD/Pjj+6UlDH/selIBupsUSEZHWQyVFmseRhVC83HkW9SwEX2dKHBERaX1UUqTpla2FQw85z9rdC+0nmZNHRERaJZUUaVqV30DOKJxX8lxlvx6KxWJWKhERaYVUUqTp1BTaV/LYSh0zv672K8pa/MzLJSIirZJKijQNowqyR0L1d46ZNfTESp4O5uUSEZFWSyVFzp1hQN5EOL7xpKEV4t6EgItNiyUiIq2bSoqcu6PPQ/HLzrOop6HtEHPyiIiIR1BJkXNT9g8oSHWehd0J7aeZk0dERDyGSoqcvcrdkHMrYHPMgn4OMUu1kkdERM6ZSoqcndojJ1byFDtmfokQ/3ew+JsWS0REPIdKirjOqIbsm6F6r2NmbQvx74BvpHm5RETEo6ikiOvyp8CxT04aWCA2AwK7mxZJREQ8j0qKuOboEiha6jyLfBJCUszJIyIiHkslRRqv/GPIv995FjoGwh9qeHsREZFzoJIijVP1P/t5KNQ6ZkH9IeYlreQREZFmoZIiZ1ZbdGIlT5Fj5psA8avAGmhWKhER8XAqKXJ6Ro39WihVexwzSxvo+A74RpuXS0REPJ5KipxewQNQ/k/nWdz/QWAvU+KIiIj3UEmRUyv6k/17eU4W8TiEjDAnj4iIeBWVFGlY+Xr7NxufLHQUdJhpShwREfE+KilSX9U+yB4J1Dhmgf0g5hWt5BERkRajkiLOaktOrOQ54pj5xkPHNWANMi+XiIh4HZUUcTBqIWcUVO1yzCxB9oLiG2teLhER8UoqKeJw6GEof995FvsaBPYxJ4+IiHg1lRSxK1oGR/7oPIt4FEJvNiWOiIiISorAsX9D3r3Os5CbocNsc/KIiIigkiJV30P2jUC1YxZwGcQuB4v+8xAREfPot5A3qy2F7BSoLXTMfGNPrORpY14uERERwNfsANJCDAMqtkDpGrAdBWsYHP8PVH7t2MYSAPGrwa+jaTFFRER+pJLiDSq/gdxxULHt9NvFvApBl7dIJBERkTNxi8M9ixcvJjExkcDAQJKSkti6detpt09PT6dbt24EBQWRkJDAtGnTqKiocOk5KyoqmDhxIh06dKBt27aMHDmS/Pz8Jn9vpqv8Bn4YdOaCEjYBwka3TCYREZFGML2krFixgtTUVObOncv27dvp2bMngwcPpqCgoMHtMzIymD59OnPnzmXXrl288sorrFixgpkzZ7r0nNOmTePdd9/lrbfeYsOGDeTk5HDjjTc2+/ttUYZh34NiKzrztpVf2LcXERFxExbDMPc3U1JSEv369WPRokUA2Gw2EhISmDx5MtOnT6+3/aRJk9i1axfr1q2rmz3wwANs2bKFTZs2Neo5i4uLiYyMJCMjg5tuugmA3bt3c9FFF7F582auuOKKM+YuKSkhLCyM4uJiQkNDz/lzaBbHP4Mf+jd++86fQVBS8+URERGh8b9DTd2TUlVVRWZmJsnJyXUzq9VKcnIymzdvbvAxAwYMIDMzs+7wzf79+3n//fcZOnRoo58zMzOT6upqp20uvPBCOnXqdMrXrayspKSkxOnm9krXuLj96maJISIicjZMPXG2sLCQ2tpaoqOjnebR0dHs3r27wceMHj2awsJCBg0ahGEY1NTUcN9999Ud7mnMc+bl5eHv70+7du3qbZOXl9fg66alpTFv3ryzeZvmsR1t3u1FRESakennpLhq/fr1LFiwgCVLlrB9+3ZWrlzJ2rVrmT9/frO+7owZMyguLq67HThwoFlfr0lY2zfv9iIiIs3I1D0pERER+Pj41FtVk5+fT0xMTIOPmT17NnfccQd33303AN27d6e8vJwJEybwyCOPNOo5Y2JiqKqqoqioyGlvyuleNyAggICAgLN9q+YIGQZHnnRh++HNFkVERMRVpu5J8ff3p0+fPk4nwdpsNtatW0f//g2f8Hns2DGsVufYPj4+ABiG0ajn7NOnD35+fk7b7Nmzh6ysrFO+bqsUmASBfRu5bT8I1DVSRETEfZh+MbfU1FTGjh1L3759ufzyy0lPT6e8vJzx48cDMGbMGOLj40lLSwMgJSWFhQsX0rt3b5KSkti7dy+zZ88mJSWlrqyc6TnDwsK46667SE1NJTw8nNDQUCZPnkz//v0btbKn1bBY7N/B88Og0y9DtraD2GX27UVERNyE6SXl1ltv5dChQ8yZM4e8vDx69erFhx9+WHfia1ZWltOek1mzZmGxWJg1axbZ2dlERkaSkpLCE0880ejnBHj22WexWq2MHDmSyspKBg8ezJIlS1rujbeUgEug86ZTX3E2sJ+9oARc0uLRRERETsf066S0Vq3iOiknMwyo2GpfZmw7aj9JNmS4/RCP9qCIiEgLauzvUNP3pEgLsVjsF2rTxdpERKSVaHVLkEVERMQ7qKSIiIiIW1JJEREREbekkiIiIiJuSSVFRERE3JJW95ylH1dut4pvQxYREXEjP/7uPNNVUFRSzlJpaSkACQkJJicRERFpnUpLSwkLCzvl/bqY21my2Wzk5OQQEhKCpRVdDK2kpISEhAQOHDjQOi5C5wH0mbc8feYtT595y2vNn7lhGJSWlhIXF1fv+/hOpj0pZ8lqtdKxY0ezY5y10NDQVvcfdWunz7zl6TNvefrMW15r/cxPtwflRzpxVkRERNySSoqIiIi4JZUULxMQEMDcuXMJCAgwO4rX0Gfe8vSZtzx95i3PGz5znTgrIiIibkl7UkRERMQtqaSIiIiIW1JJEREREbekkiIiIiJuSSXFi2zcuJGUlBTi4uKwWCysXr3a7EgeLS0tjX79+hESEkJUVBTDhw9nz549ZsfyaEuXLqVHjx51F7fq378/H3zwgdmxvMqTTz6JxWJh6tSpZkfxWI8++igWi8XpduGFF5odq1mopHiR8vJyevbsyeLFi82O4hU2bNjAxIkT+eyzz/joo4+orq7muuuuo7y83OxoHqtjx448+eSTZGZmsm3bNq6++mqGDRvGN998Y3Y0r/D555/z0ksv0aNHD7OjeLxLLrmE3NzcutumTZvMjtQsdFl8LzJkyBCGDBlidgyv8eGHHzr9vHz5cqKiosjMzOTKK680KZVnS0lJcfr5iSeeYOnSpXz22WdccsklJqXyDmVlZdx+++38+c9/5vHHHzc7jsfz9fUlJibG7BjNTntSRFpIcXExAOHh4SYn8Q61tbW8+eablJeX079/f7PjeLyJEyfyq1/9iuTkZLOjeIX//e9/xMXF0bVrV26//XaysrLMjtQstCdFpAXYbDamTp3KwIEDufTSS82O49G++uor+vfvT0VFBW3btmXVqlVcfPHFZsfyaG+++Sbbt2/n888/NzuKV0hKSmL58uV069aN3Nxc5s2bx89//nO+/vprQkJCzI7XpFRSRFrAxIkT+frrrz32uLE76datGzt27KC4uJi3336bsWPHsmHDBhWVZnLgwAGmTJnCRx99RGBgoNlxvMLJh+179OhBUlISnTt35m9/+xt33XWXicmankqKSDObNGkS7733Hhs3bqRjx45mx/F4/v7+nH/++QD06dOHzz//nOeee46XXnrJ5GSeKTMzk4KCAi677LK6WW1tLRs3bmTRokVUVlbi4+NjYkLP165dO372s5+xd+9es6M0OZUUkWZiGAaTJ09m1apVrF+/ni5dupgdySvZbDYqKyvNjuGxrrnmGr766iun2fjx47nwwgt5+OGHVVBaQFlZGfv27eOOO+4wO0qTU0nxImVlZU5N+7vvvmPHjh2Eh4fTqVMnE5N5pokTJ5KRkcGaNWsICQkhLy8PgLCwMIKCgkxO55lmzJjBkCFD6NSpE6WlpWRkZLB+/Xr+8Y9/mB3NY4WEhNQ7zyo4OJgOHTro/Ktm8uCDD5KSkkLnzp3Jyclh7ty5+Pj4MGrUKLOjNTmVFC+ybds2fvnLX9b9nJqaCsDYsWNZvny5Sak819KlSwG46qqrnObLli1j3LhxLR/ICxQUFDBmzBhyc3MJCwujR48e/OMf/+Daa681O5pIkzl48CCjRo3i8OHDREZGMmjQID777DMiIyPNjtbkLIZhGGaHEBEREfkpXSdFRERE3JJKioiIiLgllRQRERFxSyopIiIi4pZUUkRERMQtqaSIiIiIW1JJEREREbekkiIichrLly+nXbt2ZscQ8UoqKSLSJPLy8pgyZQrnn38+gYGBREdHM3DgQJYuXcqxY8fMjtcoiYmJpKenO81uvfVW/vvf/5oTSMTL6bL4InLO9u/fz8CBA2nXrh0LFiyge/fuBAQE8NVXX/GnP/2J+Ph4brjhBlOyGYZBbW0tvr5n99ddUFCQvmtJxCTakyIi5+x3v/sdvr6+bNu2jVtuuYWLLrqIrl27MmzYMNauXUtKSgoARUVF3H333URGRhIaGsrVV1/Nl19+Wfc8jz76KL169eKvf/0riYmJhIWFcdttt1FaWlq3jc1mIy0tjS5duhAUFETPnj15++236+5fv349FouFDz74gD59+hAQEMCmTZvYt28fw4YNIzo6mrZt29KvXz8+/vjjusddddVV/PDDD0ybNg2LxYLFYgEaPtyzdOlSzjvvPPz9/enWrRt//etfne63WCy8/PLLjBgxgjZt2nDBBRfwzjvvNNnnLeItVFJE5JwcPnyYf/7zn0ycOJHg4OAGt/nxF/7NN99MQUEBH3zwAZmZmVx22WVcc801HDlypG7bffv2sXr1at577z3ee+89NmzYwJNPPll3f1paGn/5y1948cUX+eabb5g2bRq/+c1v2LBhg9NrTp8+nSeffJJdu3bRo0cPysrKGDp0KOvWreOLL77g+uuvJyUlhaysLABWrlxJx44deeyxx8jNzSU3N7fB97Jq1SqmTJnCAw88wNdff829997L+PHj+de//uW03bx587jlllvYuXMnQ4cO5fbbb3d6nyLSCIaIyDn47LPPDMBYuXKl07xDhw5GcHCwERwcbPz+9783/v3vfxuhoaFGRUWF03bnnXee8dJLLxmGYRhz58412rRpY5SUlNTd/9BDDxlJSUmGYRhGRUWF0aZNG+M///mP03PcddddxqhRowzDMIx//etfBmCsXr36jNkvueQS44UXXqj7uXPnzsazzz7rtM2yZcuMsLCwup8HDBhg3HPPPU7b3HzzzcbQoUPrfgaMWbNm1f1cVlZmAMYHH3xwxkwi4qBzUkSkWWzduhWbzcbtt99OZWUlX375JWVlZXTo0MFpu+PHj7Nv3766nxMTEwkJCan7OTY2loKCAgD27t3LsWPHuPbaa52eo6qqit69ezvN+vbt6/RzWVkZjz76KGvXriU3N5eamhqOHz9etyelsXbt2sWECROcZgMHDuS5555zmvXo0aPun4ODgwkNDa17HyLSOCopInJOzj//fCwWC3v27HGad+3aFaDupNOysjJiY2NZv359vec4+ZwPPz8/p/ssFgs2m63uOQDWrl1LfHy803YBAQFOP//00NODDz7IRx99xDPPPMP5559PUFAQN910E1VVVY18p6453fsQkcZRSRGRc9KhQweuvfZaFi1axOTJk095Xspll11GXl4evr6+JCYmntVrXXzxxQQEBJCVlcUvfvELlx776aefMm7cOEaMGAHYC8/333/vtI2/vz+1tbWnfZ6LLrqITz/9lLFjxzo998UXX+xSHhE5M5UUETlnS5YsYeDAgfTt25dHH32UHj16YLVa+fzzz9m9ezd9+vQhOTmZ/v37M3z4cJ566il+9rOfkZOTw9q1axkxYkS9wzMNCQkJ4cEHH2TatGnYbDYGDRpEcXExn376KaGhoU7F4acuuOACVq5cSUpKChaLhdmzZ9fbs5GYmMjGjRu57bbbCAgIICIiot7zPPTQQ9xyyy307t2b5ORk3n33XVauXOm0UkhEmoZKioics/POO48vvviCBQsWMGPGDA4ePEhAQAAXX3wxDz74IL/73e+wWCy8//77PPLII4wfP55Dhw4RExPDlVdeSXR0dKNfa/78+URGRpKWlsb+/ftp164dl112GTNnzjzt4xYuXMidd97JgAEDiIiI4OGHH6akpMRpm8cee4x7772X8847j8rKSgzDqPc8w4cP57nnnuOZZ55hypQpdOnShWXLlnHVVVc1+j2ISONYjIb+FIqIiIiYTNdJEREREbekkiIiIiJuSSVFRERE3JJKioiIiLgllRQRERFxSyopIiIi4pZUUkRERMQtqaSIiIiIW1JJEREREbekkiIiIiJuSSVFRERE3JJKioiIiLil/wdauKD/OF62IwAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plot(score, 0.9, 1.0,c = \"gold\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "HQrzrFeuz0yG"
      },
      "outputs": [],
      "source": [
        "for index, clf in enumerate(best_models):\n",
        "  dump(clf, 'model-{}.joblib'.format(index))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "fGbUe1WJYbxp"
      },
      "outputs": [],
      "source": [
        "clf = load('model-3.joblib')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "bA8Qf-orbDnu",
        "outputId": "409bf4c6-5668-4f58-ff16-5f597771fb28"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<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>sex</th>\n",
              "      <th>exang</th>\n",
              "      <th>cp_1.0</th>\n",
              "      <th>cp_2.0</th>\n",
              "      <th>cp_3.0</th>\n",
              "      <th>cp_4.0</th>\n",
              "      <th>restecg_1</th>\n",
              "      <th>slope_1</th>\n",
              "      <th>slope_2</th>\n",
              "      <th>thal_3.0</th>\n",
              "      <th>thal_6.0</th>\n",
              "      <th>thal_7.0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>272</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>610</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>328</th>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>804</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>374</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>590</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>573</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>580</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>230 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     sex  exang  cp_1.0  cp_2.0  cp_3.0  cp_4.0  restecg_1  slope_1  slope_2  \\\n",
              "272  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "59   1.0      1     1.0     0.0     0.0     0.0        0.0      1.0      0.0   \n",
              "610  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "328  1.0      0     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "804  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      0.0   \n",
              "..   ...    ...     ...     ...     ...     ...        ...      ...      ...   \n",
              "374  0.0      0     0.0     1.0     0.0     0.0        0.0      0.0      1.0   \n",
              "590  1.0      1     0.0     0.0     0.0     1.0        1.0      0.0      1.0   \n",
              "573  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "580  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "308  0.0      0     0.0     1.0     0.0     0.0        0.0      0.0      1.0   \n",
              "\n",
              "     thal_3.0  thal_6.0  thal_7.0  \n",
              "272       0.0       0.0       1.0  \n",
              "59        1.0       0.0       0.0  \n",
              "610       1.0       0.0       0.0  \n",
              "328       1.0       0.0       0.0  \n",
              "804       1.0       0.0       0.0  \n",
              "..        ...       ...       ...  \n",
              "374       1.0       0.0       0.0  \n",
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              "308       1.0       0.0       0.0  \n",
              "\n",
              "[230 rows x 12 columns]"
            ]
          },
          "execution_count": 38,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_test[clf.feature_names_in_]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KkBlxHuBY9cM",
        "outputId": "80420dc6-cd49-4f0c-fa5f-a466df712df7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0.8217391304347826\n"
          ]
        }
      ],
      "source": [
        "predictions = clf.predict(X_test[clf.feature_names_in_])\n",
        "print(accuracy_score(Y_test, predictions))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {},
      "outputs": [
        {
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              "      <th>cp_4.0</th>\n",
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              "     sex  exang  cp_1.0  cp_2.0  cp_3.0  cp_4.0  restecg_1  slope_1  slope_2  \\\n",
              "272  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "59   1.0      1     1.0     0.0     0.0     0.0        0.0      1.0      0.0   \n",
              "610  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "328  1.0      0     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "804  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      0.0   \n",
              "..   ...    ...     ...     ...     ...     ...        ...      ...      ...   \n",
              "374  0.0      0     0.0     1.0     0.0     0.0        0.0      0.0      1.0   \n",
              "590  1.0      1     0.0     0.0     0.0     1.0        1.0      0.0      1.0   \n",
              "573  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "580  1.0      1     0.0     0.0     0.0     1.0        0.0      0.0      1.0   \n",
              "308  0.0      0     0.0     1.0     0.0     0.0        0.0      0.0      1.0   \n",
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          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
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      "source": [
        "X_test[clf.feature_names_in_]"
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    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {},
      "outputs": [
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              "<path fill=\"none\" stroke=\"black\" d=\"M3058.17,-994.82C3168.19,-973.83 3368.97,-935.52 3475.86,-915.12\"/>\n",
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              "<text text-anchor=\"middle\" x=\"3472.48\" y=\"-928.71\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n",
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              "<!-- 2 -->\n",
              "<g id=\"node3\" class=\"node\">\n",
              "<title>2</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1113.5,-827.5C1113.5,-827.5 1027,-827.5 1027,-827.5 1021,-827.5 1015,-821.5 1015,-815.5 1015,-815.5 1015,-765.5 1015,-765.5 1015,-759.5 1021,-753.5 1027,-753.5 1027,-753.5 1113.5,-753.5 1113.5,-753.5 1119.5,-753.5 1125.5,-759.5 1125.5,-765.5 1125.5,-765.5 1125.5,-815.5 1125.5,-815.5 1125.5,-821.5 1119.5,-827.5 1113.5,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-810.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_7.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.172</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 95</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 9]</text>\n",
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              "<!-- 1&#45;&gt;2 -->\n",
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              "<title>1&#45;&gt;2</title>\n",
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              "<!-- 31 -->\n",
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              "<title>31</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2274.75,-827.5C2274.75,-827.5 2177.75,-827.5 2177.75,-827.5 2171.75,-827.5 2165.75,-821.5 2165.75,-815.5 2165.75,-815.5 2165.75,-765.5 2165.75,-765.5 2165.75,-759.5 2171.75,-753.5 2177.75,-753.5 2177.75,-753.5 2274.75,-753.5 2274.75,-753.5 2280.75,-753.5 2286.75,-759.5 2286.75,-765.5 2286.75,-765.5 2286.75,-815.5 2286.75,-815.5 2286.75,-821.5 2280.75,-827.5 2274.75,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2226.25\" y=\"-810.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_2.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2226.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\n",
              "<text text-anchor=\"middle\" x=\"2226.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 225</text>\n",
              "<text text-anchor=\"middle\" x=\"2226.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [140, 85]</text>\n",
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              "<!-- 1&#45;&gt;31 -->\n",
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              "<title>1&#45;&gt;31</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2226.25,-863.24C2226.25,-855.4 2226.25,-847 2226.25,-838.82\"/>\n",
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              "<!-- 3 -->\n",
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              "<title>3</title>\n",
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              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_2.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.126</text>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 89</text>\n",
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              "<!-- 2&#45;&gt;3 -->\n",
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              "<title>24</title>\n",
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              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"1070.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
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              "<!-- 2&#45;&gt;24 -->\n",
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              "<title>2&#45;&gt;24</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1070.25,-753.24C1070.25,-745.4 1070.25,-737 1070.25,-728.82\"/>\n",
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              "<!-- 4 -->\n",
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              "<title>4</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M404.25,-607.5C404.25,-607.5 316.25,-607.5 316.25,-607.5 310.25,-607.5 304.25,-601.5 304.25,-595.5 304.25,-595.5 304.25,-545.5 304.25,-545.5 304.25,-539.5 310.25,-533.5 316.25,-533.5 316.25,-533.5 404.25,-533.5 404.25,-533.5 410.25,-533.5 416.25,-539.5 416.25,-545.5 416.25,-545.5 416.25,-595.5 416.25,-595.5 416.25,-601.5 410.25,-607.5 404.25,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.162</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 4]</text>\n",
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              "<!-- 3&#45;&gt;4 -->\n",
              "<g id=\"edge4\" class=\"edge\">\n",
              "<title>3&#45;&gt;4</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M654.55,-663.1C593.63,-644.14 493.27,-612.9 426.96,-592.26\"/>\n",
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              "<g id=\"node14\" class=\"node\">\n",
              "<title>13</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M751.25,-607.5C751.25,-607.5 663.25,-607.5 663.25,-607.5 657.25,-607.5 651.25,-601.5 651.25,-595.5 651.25,-595.5 651.25,-545.5 651.25,-545.5 651.25,-539.5 657.25,-533.5 663.25,-533.5 663.25,-533.5 751.25,-533.5 751.25,-533.5 757.25,-533.5 763.25,-539.5 763.25,-545.5 763.25,-545.5 763.25,-595.5 763.25,-595.5 763.25,-601.5 757.25,-607.5 751.25,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
              "<text text-anchor=\"middle\" x=\"707.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 2]</text>\n",
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              "<!-- 3&#45;&gt;13 -->\n",
              "<g id=\"edge13\" class=\"edge\">\n",
              "<title>3&#45;&gt;13</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M707.25,-643.24C707.25,-635.4 707.25,-627 707.25,-618.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"710.75,-618.85 707.25,-608.85 703.75,-618.85 710.75,-618.85\"/>\n",
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              "<!-- 5 -->\n",
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              "<title>5</title>\n",
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              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 1]</text>\n",
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              "<!-- 4&#45;&gt;5 -->\n",
              "<g id=\"edge5\" class=\"edge\">\n",
              "<title>4&#45;&gt;5</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M303.76,-537.39C284.49,-526.44 262.69,-514.04 242.36,-502.49\"/>\n",
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              "<title>8</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M410.62,-497.5C410.62,-497.5 309.88,-497.5 309.88,-497.5 303.88,-497.5 297.88,-491.5 297.88,-485.5 297.88,-485.5 297.88,-435.5 297.88,-435.5 297.88,-429.5 303.88,-423.5 309.88,-423.5 309.88,-423.5 410.62,-423.5 410.62,-423.5 416.62,-423.5 422.62,-429.5 422.62,-435.5 422.62,-435.5 422.62,-485.5 422.62,-485.5 422.62,-491.5 416.62,-497.5 410.62,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
              "<text text-anchor=\"middle\" x=\"360.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 3]</text>\n",
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              "<!-- 4&#45;&gt;8 -->\n",
              "<g id=\"edge8\" class=\"edge\">\n",
              "<title>4&#45;&gt;8</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M360.25,-533.24C360.25,-525.4 360.25,-517 360.25,-508.82\"/>\n",
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              "<title>6</title>\n",
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              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 0]</text>\n",
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              "<!-- 5&#45;&gt;6 -->\n",
              "<g id=\"edge6\" class=\"edge\">\n",
              "<title>5&#45;&gt;6</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M130.63,-423.24C117.89,-411.57 103.79,-398.67 91.1,-387.06\"/>\n",
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              "<title>7</title>\n",
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              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 5&#45;&gt;7 -->\n",
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              "<title>5&#45;&gt;7</title>\n",
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              "<title>9</title>\n",
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              "<text text-anchor=\"middle\" x=\"288.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"288.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
              "<text text-anchor=\"middle\" x=\"288.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
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              "<title>8&#45;&gt;9</title>\n",
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              "<title>12</title>\n",
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              "<title>10</title>\n",
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              "<text text-anchor=\"middle\" x=\"200.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
              "<text text-anchor=\"middle\" x=\"200.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
              "<text text-anchor=\"middle\" x=\"200.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 2]</text>\n",
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              "<!-- 9&#45;&gt;10 -->\n",
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              "<title>9&#45;&gt;10</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M258.7,-313.24C249.47,-301.91 239.29,-289.41 230.04,-278.06\"/>\n",
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              "<!-- 11 -->\n",
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              "<title>11</title>\n",
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              "<text text-anchor=\"middle\" x=\"318.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"318.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"318.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
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              "<!-- 9&#45;&gt;11 -->\n",
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              "<title>9&#45;&gt;11</title>\n",
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              "<!-- 14 -->\n",
              "<g id=\"node15\" class=\"node\">\n",
              "<title>14</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M690.62,-497.5C690.62,-497.5 589.88,-497.5 589.88,-497.5 583.88,-497.5 577.88,-491.5 577.88,-485.5 577.88,-485.5 577.88,-435.5 577.88,-435.5 577.88,-429.5 583.88,-423.5 589.88,-423.5 589.88,-423.5 690.62,-423.5 690.62,-423.5 696.62,-423.5 702.62,-429.5 702.62,-435.5 702.62,-435.5 702.62,-485.5 702.62,-485.5 702.62,-491.5 696.62,-497.5 690.62,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"640.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"640.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.061</text>\n",
              "<text text-anchor=\"middle\" x=\"640.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
              "<text text-anchor=\"middle\" x=\"640.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 1]</text>\n",
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              "<!-- 13&#45;&gt;14 -->\n",
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              "<title>13&#45;&gt;14</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M684.75,-533.24C679.56,-524.87 673.97,-515.86 668.57,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"671.05,-505.5 662.8,-498.85 665.1,-509.19 671.05,-505.5\"/>\n",
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              "<!-- 19 -->\n",
              "<g id=\"node20\" class=\"node\">\n",
              "<title>19</title>\n",
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              "<text text-anchor=\"middle\" x=\"773.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"773.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
              "<text text-anchor=\"middle\" x=\"773.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"773.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 1]</text>\n",
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              "<!-- 13&#45;&gt;19 -->\n",
              "<g id=\"edge19\" class=\"edge\">\n",
              "<title>13&#45;&gt;19</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M729.41,-533.24C734.53,-524.87 740.03,-515.86 745.36,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"748.81,-509.21 751.04,-498.85 742.83,-505.56 748.81,-509.21\"/>\n",
              "</g>\n",
              "<!-- 15 -->\n",
              "<g id=\"node16\" class=\"node\">\n",
              "<title>15</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M564.5,-387.5C564.5,-387.5 484,-387.5 484,-387.5 478,-387.5 472,-381.5 472,-375.5 472,-375.5 472,-325.5 472,-325.5 472,-319.5 478,-313.5 484,-313.5 484,-313.5 564.5,-313.5 564.5,-313.5 570.5,-313.5 576.5,-319.5 576.5,-325.5 576.5,-325.5 576.5,-375.5 576.5,-375.5 576.5,-381.5 570.5,-387.5 564.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"524.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"524.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.077</text>\n",
              "<text text-anchor=\"middle\" x=\"524.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
              "<text text-anchor=\"middle\" x=\"524.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 1]</text>\n",
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              "<!-- 14&#45;&gt;15 -->\n",
              "<g id=\"edge15\" class=\"edge\">\n",
              "<title>14&#45;&gt;15</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M601.3,-423.24C591.64,-414.24 581.19,-404.51 571.19,-395.2\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"574,-393.1 564.29,-388.85 569.23,-398.23 574,-393.1\"/>\n",
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              "<!-- 18 -->\n",
              "<g id=\"node19\" class=\"node\">\n",
              "<title>18</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M678.38,-379.25C678.38,-379.25 606.12,-379.25 606.12,-379.25 600.12,-379.25 594.12,-373.25 594.12,-367.25 594.12,-367.25 594.12,-333.75 594.12,-333.75 594.12,-327.75 600.12,-321.75 606.12,-321.75 606.12,-321.75 678.38,-321.75 678.38,-321.75 684.38,-321.75 690.38,-327.75 690.38,-333.75 690.38,-333.75 690.38,-367.25 690.38,-367.25 690.38,-373.25 684.38,-379.25 678.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"642.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"642.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"642.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
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              "<!-- 14&#45;&gt;18 -->\n",
              "<g id=\"edge18\" class=\"edge\">\n",
              "<title>14&#45;&gt;18</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M640.92,-423.24C641.12,-412.69 641.33,-401.12 641.53,-390.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"645.04,-390.71 641.73,-380.64 638.04,-390.58 645.04,-390.71\"/>\n",
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              "<!-- 16 -->\n",
              "<g id=\"node17\" class=\"node\">\n",
              "<title>16</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M535.5,-269.25C535.5,-269.25 455,-269.25 455,-269.25 449,-269.25 443,-263.25 443,-257.25 443,-257.25 443,-223.75 443,-223.75 443,-217.75 449,-211.75 455,-211.75 455,-211.75 535.5,-211.75 535.5,-211.75 541.5,-211.75 547.5,-217.75 547.5,-223.75 547.5,-223.75 547.5,-257.25 547.5,-257.25 547.5,-263.25 541.5,-269.25 535.5,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"495.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\n",
              "<text text-anchor=\"middle\" x=\"495.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
              "<text text-anchor=\"middle\" x=\"495.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 1]</text>\n",
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              "<!-- 15&#45;&gt;16 -->\n",
              "<g id=\"edge16\" class=\"edge\">\n",
              "<title>15&#45;&gt;16</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M514.51,-313.24C511.65,-302.57 508.51,-290.87 505.61,-280.07\"/>\n",
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              "<!-- 17 -->\n",
              "<g id=\"node18\" class=\"node\">\n",
              "<title>17</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M649.38,-269.25C649.38,-269.25 577.12,-269.25 577.12,-269.25 571.12,-269.25 565.12,-263.25 565.12,-257.25 565.12,-257.25 565.12,-223.75 565.12,-223.75 565.12,-217.75 571.12,-211.75 577.12,-211.75 577.12,-211.75 649.38,-211.75 649.38,-211.75 655.38,-211.75 661.38,-217.75 661.38,-223.75 661.38,-223.75 661.38,-257.25 661.38,-257.25 661.38,-263.25 655.38,-269.25 649.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"613.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"613.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"613.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 15&#45;&gt;17 -->\n",
              "<g id=\"edge17\" class=\"edge\">\n",
              "<title>15&#45;&gt;17</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M554.13,-313.24C563.47,-301.91 573.77,-289.41 583.12,-278.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"586.4,-280.59 590.06,-270.64 581,-276.13 586.4,-280.59\"/>\n",
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              "<!-- 20 -->\n",
              "<g id=\"node21\" class=\"node\">\n",
              "<title>20</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M821.62,-387.5C821.62,-387.5 720.88,-387.5 720.88,-387.5 714.88,-387.5 708.88,-381.5 708.88,-375.5 708.88,-375.5 708.88,-325.5 708.88,-325.5 708.88,-319.5 714.88,-313.5 720.88,-313.5 720.88,-313.5 821.62,-313.5 821.62,-313.5 827.62,-313.5 833.62,-319.5 833.62,-325.5 833.62,-325.5 833.62,-375.5 833.62,-375.5 833.62,-381.5 827.62,-387.5 821.62,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"771.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"771.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
              "<text text-anchor=\"middle\" x=\"771.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"771.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 1]</text>\n",
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              "<!-- 19&#45;&gt;20 -->\n",
              "<g id=\"edge20\" class=\"edge\">\n",
              "<title>19&#45;&gt;20</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M772.58,-423.24C772.43,-415.4 772.28,-407 772.13,-398.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"775.61,-398.78 771.92,-388.85 768.61,-398.91 775.61,-398.78\"/>\n",
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              "<g id=\"node24\" class=\"node\">\n",
              "<title>23</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M936.38,-379.25C936.38,-379.25 864.12,-379.25 864.12,-379.25 858.12,-379.25 852.12,-373.25 852.12,-367.25 852.12,-367.25 852.12,-333.75 852.12,-333.75 852.12,-327.75 858.12,-321.75 864.12,-321.75 864.12,-321.75 936.38,-321.75 936.38,-321.75 942.38,-321.75 948.38,-327.75 948.38,-333.75 948.38,-333.75 948.38,-367.25 948.38,-367.25 948.38,-373.25 942.38,-379.25 936.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"900.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"900.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"900.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
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              "<!-- 19&#45;&gt;23 -->\n",
              "<g id=\"edge23\" class=\"edge\">\n",
              "<title>19&#45;&gt;23</title>\n",
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              "<!-- 21 -->\n",
              "<g id=\"node22\" class=\"node\">\n",
              "<title>21</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M800.38,-269.25C800.38,-269.25 728.12,-269.25 728.12,-269.25 722.12,-269.25 716.12,-263.25 716.12,-257.25 716.12,-257.25 716.12,-223.75 716.12,-223.75 716.12,-217.75 722.12,-211.75 728.12,-211.75 728.12,-211.75 800.38,-211.75 800.38,-211.75 806.38,-211.75 812.38,-217.75 812.38,-223.75 812.38,-223.75 812.38,-257.25 812.38,-257.25 812.38,-263.25 806.38,-269.25 800.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"764.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
              "<text text-anchor=\"middle\" x=\"764.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"764.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
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              "<!-- 20&#45;&gt;21 -->\n",
              "<g id=\"edge21\" class=\"edge\">\n",
              "<title>20&#45;&gt;21</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M768.9,-313.24C768.22,-302.69 767.47,-291.12 766.77,-280.41\"/>\n",
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              "<g id=\"node23\" class=\"node\">\n",
              "<title>22</title>\n",
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              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 20&#45;&gt;22 -->\n",
              "<g id=\"edge22\" class=\"edge\">\n",
              "<title>20&#45;&gt;22</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M807.18,-313.24C818.62,-301.69 831.27,-288.92 842.69,-277.39\"/>\n",
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              "<g id=\"node26\" class=\"node\">\n",
              "<title>25</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1049.5,-607.5C1049.5,-607.5 975,-607.5 975,-607.5 969,-607.5 963,-601.5 963,-595.5 963,-595.5 963,-545.5 963,-545.5 963,-539.5 969,-533.5 975,-533.5 975,-533.5 1049.5,-533.5 1049.5,-533.5 1055.5,-533.5 1061.5,-539.5 1061.5,-545.5 1061.5,-545.5 1061.5,-595.5 1061.5,-595.5 1061.5,-601.5 1055.5,-607.5 1049.5,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1012.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1012.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1012.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1012.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
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              "<!-- 24&#45;&gt;25 -->\n",
              "<g id=\"edge25\" class=\"edge\">\n",
              "<title>24&#45;&gt;25</title>\n",
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              "<title>30</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1163.38,-599.25C1163.38,-599.25 1091.12,-599.25 1091.12,-599.25 1085.12,-599.25 1079.12,-593.25 1079.12,-587.25 1079.12,-587.25 1079.12,-553.75 1079.12,-553.75 1079.12,-547.75 1085.12,-541.75 1091.12,-541.75 1091.12,-541.75 1163.38,-541.75 1163.38,-541.75 1169.38,-541.75 1175.38,-547.75 1175.38,-553.75 1175.38,-553.75 1175.38,-587.25 1175.38,-587.25 1175.38,-593.25 1169.38,-599.25 1163.38,-599.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1127.25\" y=\"-581.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1127.25\" y=\"-565.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1127.25\" y=\"-548.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 24&#45;&gt;30 -->\n",
              "<g id=\"edge30\" class=\"edge\">\n",
              "<title>24&#45;&gt;30</title>\n",
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              "<!-- 26 -->\n",
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              "<title>26</title>\n",
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              "<text text-anchor=\"middle\" x=\"953.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"953.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"953.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
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              "<!-- 25&#45;&gt;26 -->\n",
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              "<title>25&#45;&gt;26</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M992.44,-533.24C986.43,-522.24 979.82,-510.14 973.77,-499.06\"/>\n",
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              "<!-- 27 -->\n",
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              "<title>27</title>\n",
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              "<text text-anchor=\"middle\" x=\"1071.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1071.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1071.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"1071.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
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              "<!-- 25&#45;&gt;27 -->\n",
              "<g id=\"edge27\" class=\"edge\">\n",
              "<title>25&#45;&gt;27</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1032.06,-533.24C1036.58,-524.96 1041.45,-516.05 1046.16,-507.42\"/>\n",
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              "<!-- 28 -->\n",
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              "<title>28</title>\n",
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              "<text text-anchor=\"middle\" x=\"1014.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1014.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"1014.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
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              "<!-- 27&#45;&gt;28 -->\n",
              "<g id=\"edge28\" class=\"edge\">\n",
              "<title>27&#45;&gt;28</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1052.11,-423.24C1046.31,-412.24 1039.92,-400.14 1034.07,-389.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1036.87,-387.85 1029.1,-380.64 1030.68,-391.12 1036.87,-387.85\"/>\n",
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              "<!-- 29 -->\n",
              "<g id=\"node30\" class=\"node\">\n",
              "<title>29</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1164.38,-379.25C1164.38,-379.25 1092.12,-379.25 1092.12,-379.25 1086.12,-379.25 1080.12,-373.25 1080.12,-367.25 1080.12,-367.25 1080.12,-333.75 1080.12,-333.75 1080.12,-327.75 1086.12,-321.75 1092.12,-321.75 1092.12,-321.75 1164.38,-321.75 1164.38,-321.75 1170.38,-321.75 1176.38,-327.75 1176.38,-333.75 1176.38,-333.75 1176.38,-367.25 1176.38,-367.25 1176.38,-373.25 1170.38,-379.25 1164.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1128.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1128.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1128.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 27&#45;&gt;29 -->\n",
              "<g id=\"edge29\" class=\"edge\">\n",
              "<title>27&#45;&gt;29</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1090.39,-423.24C1096.19,-412.24 1102.58,-400.14 1108.43,-389.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1111.82,-391.12 1113.4,-380.64 1105.63,-387.85 1111.82,-391.12\"/>\n",
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              "<!-- 32 -->\n",
              "<g id=\"node33\" class=\"node\">\n",
              "<title>32</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2048.62,-717.5C2048.62,-717.5 1947.88,-717.5 1947.88,-717.5 1941.88,-717.5 1935.88,-711.5 1935.88,-705.5 1935.88,-705.5 1935.88,-655.5 1935.88,-655.5 1935.88,-649.5 1941.88,-643.5 1947.88,-643.5 1947.88,-643.5 2048.62,-643.5 2048.62,-643.5 2054.62,-643.5 2060.62,-649.5 2060.62,-655.5 2060.62,-655.5 2060.62,-705.5 2060.62,-705.5 2060.62,-711.5 2054.62,-717.5 2048.62,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 137</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 67]</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=\"M2165.45,-760.7C2136.29,-746.89 2101.13,-730.23 2070.6,-715.77\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2072.4,-712.28 2061.87,-711.16 2069.41,-718.6 2072.4,-712.28\"/>\n",
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              "<!-- 73 -->\n",
              "<g id=\"node74\" class=\"node\">\n",
              "<title>73</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2465.62,-717.5C2465.62,-717.5 2376.88,-717.5 2376.88,-717.5 2370.88,-717.5 2364.88,-711.5 2364.88,-705.5 2364.88,-705.5 2364.88,-655.5 2364.88,-655.5 2364.88,-649.5 2370.88,-643.5 2376.88,-643.5 2376.88,-643.5 2465.62,-643.5 2465.62,-643.5 2471.62,-643.5 2477.62,-649.5 2477.62,-655.5 2477.62,-655.5 2477.62,-705.5 2477.62,-705.5 2477.62,-711.5 2471.62,-717.5 2465.62,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.325</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 18]</text>\n",
              "</g>\n",
              "<!-- 31&#45;&gt;73 -->\n",
              "<g id=\"edge73\" class=\"edge\">\n",
              "<title>31&#45;&gt;73</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2287.15,-755.77C2308.66,-743.86 2332.95,-730.4 2354.9,-718.25\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2356.41,-720.86 2363.47,-712.95 2353.02,-714.73 2356.41,-720.86\"/>\n",
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              "<!-- 33 -->\n",
              "<g id=\"node34\" class=\"node\">\n",
              "<title>33</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1629.62,-607.5C1629.62,-607.5 1540.88,-607.5 1540.88,-607.5 1534.88,-607.5 1528.88,-601.5 1528.88,-595.5 1528.88,-595.5 1528.88,-545.5 1528.88,-545.5 1528.88,-539.5 1534.88,-533.5 1540.88,-533.5 1540.88,-533.5 1629.62,-533.5 1629.62,-533.5 1635.62,-533.5 1641.62,-539.5 1641.62,-545.5 1641.62,-545.5 1641.62,-595.5 1641.62,-595.5 1641.62,-601.5 1635.62,-607.5 1629.62,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.489</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 110</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [63, 47]</text>\n",
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              "<!-- 32&#45;&gt;33 -->\n",
              "<g id=\"edge33\" class=\"edge\">\n",
              "<title>32&#45;&gt;33</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1935.52,-663.1C1859.07,-643.11 1730.43,-609.47 1652.14,-588.99\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1653.47,-585.46 1642.91,-586.32 1651.7,-592.23 1653.47,-585.46\"/>\n",
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              "<!-- 62 -->\n",
              "<g id=\"node63\" class=\"node\">\n",
              "<title>62</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2038.5,-607.5C2038.5,-607.5 1958,-607.5 1958,-607.5 1952,-607.5 1946,-601.5 1946,-595.5 1946,-595.5 1946,-545.5 1946,-545.5 1946,-539.5 1952,-533.5 1958,-533.5 1958,-533.5 2038.5,-533.5 2038.5,-533.5 2044.5,-533.5 2050.5,-539.5 2050.5,-545.5 2050.5,-545.5 2050.5,-595.5 2050.5,-595.5 2050.5,-601.5 2044.5,-607.5 2038.5,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.384</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
              "<text text-anchor=\"middle\" x=\"1998.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 20]</text>\n",
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              "<!-- 32&#45;&gt;62 -->\n",
              "<g id=\"edge62\" class=\"edge\">\n",
              "<title>32&#45;&gt;62</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1998.25,-643.24C1998.25,-635.4 1998.25,-627 1998.25,-618.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2001.75,-618.85 1998.25,-608.85 1994.75,-618.85 2001.75,-618.85\"/>\n",
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              "<!-- 34 -->\n",
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              "<title>34</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1469.62,-497.5C1469.62,-497.5 1380.88,-497.5 1380.88,-497.5 1374.88,-497.5 1368.88,-491.5 1368.88,-485.5 1368.88,-485.5 1368.88,-435.5 1368.88,-435.5 1368.88,-429.5 1374.88,-423.5 1380.88,-423.5 1380.88,-423.5 1469.62,-423.5 1469.62,-423.5 1475.62,-423.5 1481.62,-429.5 1481.62,-435.5 1481.62,-435.5 1481.62,-485.5 1481.62,-485.5 1481.62,-491.5 1475.62,-497.5 1469.62,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.401</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 10]</text>\n",
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              "<!-- 33&#45;&gt;34 -->\n",
              "<g id=\"edge34\" class=\"edge\">\n",
              "<title>33&#45;&gt;34</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1531.53,-533.24C1517.54,-523.8 1502.35,-513.55 1487.95,-503.82\"/>\n",
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              "<!-- 49 -->\n",
              "<g id=\"node50\" class=\"node\">\n",
              "<title>49</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1629.62,-497.5C1629.62,-497.5 1540.88,-497.5 1540.88,-497.5 1534.88,-497.5 1528.88,-491.5 1528.88,-485.5 1528.88,-485.5 1528.88,-435.5 1528.88,-435.5 1528.88,-429.5 1534.88,-423.5 1540.88,-423.5 1540.88,-423.5 1629.62,-423.5 1629.62,-423.5 1635.62,-423.5 1641.62,-429.5 1641.62,-435.5 1641.62,-435.5 1641.62,-485.5 1641.62,-485.5 1641.62,-491.5 1635.62,-497.5 1629.62,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 74</text>\n",
              "<text text-anchor=\"middle\" x=\"1585.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 37]</text>\n",
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              "<!-- 33&#45;&gt;49 -->\n",
              "<g id=\"edge49\" class=\"edge\">\n",
              "<title>33&#45;&gt;49</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1585.25,-533.24C1585.25,-525.4 1585.25,-517 1585.25,-508.82\"/>\n",
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              "<g id=\"node36\" class=\"node\">\n",
              "<title>35</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1286.5,-387.5C1286.5,-387.5 1206,-387.5 1206,-387.5 1200,-387.5 1194,-381.5 1194,-375.5 1194,-375.5 1194,-325.5 1194,-325.5 1194,-319.5 1200,-313.5 1206,-313.5 1206,-313.5 1286.5,-313.5 1286.5,-313.5 1292.5,-313.5 1298.5,-319.5 1298.5,-325.5 1298.5,-325.5 1298.5,-375.5 1298.5,-375.5 1298.5,-381.5 1292.5,-387.5 1286.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1246.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1246.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
              "<text text-anchor=\"middle\" x=\"1246.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"1246.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
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              "<!-- 34&#45;&gt;35 -->\n",
              "<g id=\"edge35\" class=\"edge\">\n",
              "<title>34&#45;&gt;35</title>\n",
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              "<g id=\"node43\" class=\"node\">\n",
              "<title>42</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1465.5,-387.5C1465.5,-387.5 1385,-387.5 1385,-387.5 1379,-387.5 1373,-381.5 1373,-375.5 1373,-375.5 1373,-325.5 1373,-325.5 1373,-319.5 1379,-313.5 1385,-313.5 1385,-313.5 1465.5,-313.5 1465.5,-313.5 1471.5,-313.5 1477.5,-319.5 1477.5,-325.5 1477.5,-325.5 1477.5,-375.5 1477.5,-375.5 1477.5,-381.5 1471.5,-387.5 1465.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
              "<text text-anchor=\"middle\" x=\"1425.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 9]</text>\n",
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              "<!-- 34&#45;&gt;42 -->\n",
              "<g id=\"edge42\" class=\"edge\">\n",
              "<title>34&#45;&gt;42</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1425.25,-423.24C1425.25,-415.4 1425.25,-407 1425.25,-398.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1428.75,-398.85 1425.25,-388.85 1421.75,-398.85 1428.75,-398.85\"/>\n",
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              "<!-- 36 -->\n",
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              "<title>36</title>\n",
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              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
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              "<!-- 35&#45;&gt;36 -->\n",
              "<g id=\"edge36\" class=\"edge\">\n",
              "<title>35&#45;&gt;36</title>\n",
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              "<!-- 41 -->\n",
              "<g id=\"node42\" class=\"node\">\n",
              "<title>41</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1236.38,-269.25C1236.38,-269.25 1164.12,-269.25 1164.12,-269.25 1158.12,-269.25 1152.12,-263.25 1152.12,-257.25 1152.12,-257.25 1152.12,-223.75 1152.12,-223.75 1152.12,-217.75 1158.12,-211.75 1164.12,-211.75 1164.12,-211.75 1236.38,-211.75 1236.38,-211.75 1242.38,-211.75 1248.38,-217.75 1248.38,-223.75 1248.38,-223.75 1248.38,-257.25 1248.38,-257.25 1248.38,-263.25 1242.38,-269.25 1236.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1200.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1200.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"1200.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
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              "<!-- 35&#45;&gt;41 -->\n",
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              "<title>35&#45;&gt;41</title>\n",
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              "<!-- 37 -->\n",
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              "<title>37</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1007.25,-167.5C1007.25,-167.5 919.25,-167.5 919.25,-167.5 913.25,-167.5 907.25,-161.5 907.25,-155.5 907.25,-155.5 907.25,-105.5 907.25,-105.5 907.25,-99.5 913.25,-93.5 919.25,-93.5 919.25,-93.5 1007.25,-93.5 1007.25,-93.5 1013.25,-93.5 1019.25,-99.5 1019.25,-105.5 1019.25,-105.5 1019.25,-155.5 1019.25,-155.5 1019.25,-161.5 1013.25,-167.5 1007.25,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"963.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"963.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
              "<text text-anchor=\"middle\" x=\"963.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"963.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
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              "<!-- 36&#45;&gt;37 -->\n",
              "<g id=\"edge37\" class=\"edge\">\n",
              "<title>36&#45;&gt;37</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1044.29,-203.24C1034.03,-194.15 1022.92,-184.32 1012.31,-174.93\"/>\n",
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              "<!-- 40 -->\n",
              "<g id=\"node41\" class=\"node\">\n",
              "<title>40</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1121.38,-159.25C1121.38,-159.25 1049.12,-159.25 1049.12,-159.25 1043.12,-159.25 1037.12,-153.25 1037.12,-147.25 1037.12,-147.25 1037.12,-113.75 1037.12,-113.75 1037.12,-107.75 1043.12,-101.75 1049.12,-101.75 1049.12,-101.75 1121.38,-101.75 1121.38,-101.75 1127.38,-101.75 1133.38,-107.75 1133.38,-113.75 1133.38,-113.75 1133.38,-147.25 1133.38,-147.25 1133.38,-153.25 1127.38,-159.25 1121.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1085.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 36&#45;&gt;40 -->\n",
              "<g id=\"edge40\" class=\"edge\">\n",
              "<title>36&#45;&gt;40</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1085.25,-203.24C1085.25,-192.69 1085.25,-181.12 1085.25,-170.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1088.75,-170.64 1085.25,-160.64 1081.75,-170.64 1088.75,-170.64\"/>\n",
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              "<!-- 38 -->\n",
              "<g id=\"node39\" class=\"node\">\n",
              "<title>38</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M942.38,-57.5C942.38,-57.5 870.12,-57.5 870.12,-57.5 864.12,-57.5 858.12,-51.5 858.12,-45.5 858.12,-45.5 858.12,-12 858.12,-12 858.12,-6 864.12,0 870.12,0 870.12,0 942.38,0 942.38,0 948.38,0 954.38,-6 954.38,-12 954.38,-12 954.38,-45.5 954.38,-45.5 954.38,-51.5 948.38,-57.5 942.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"906.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"906.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"906.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 37&#45;&gt;38 -->\n",
              "<g id=\"edge38\" class=\"edge\">\n",
              "<title>37&#45;&gt;38</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M942.51,-93.21C937.65,-84.71 932.47,-75.64 927.59,-67.09\"/>\n",
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              "<!-- 39 -->\n",
              "<g id=\"node40\" class=\"node\">\n",
              "<title>39</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1056.38,-57.5C1056.38,-57.5 984.12,-57.5 984.12,-57.5 978.12,-57.5 972.12,-51.5 972.12,-45.5 972.12,-45.5 972.12,-12 972.12,-12 972.12,-6 978.12,0 984.12,0 984.12,0 1056.38,0 1056.38,0 1062.38,0 1068.38,-6 1068.38,-12 1068.38,-12 1068.38,-45.5 1068.38,-45.5 1068.38,-51.5 1062.38,-57.5 1056.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1020.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"1020.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"1020.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
              "</g>\n",
              "<!-- 37&#45;&gt;39 -->\n",
              "<g id=\"edge39\" class=\"edge\">\n",
              "<title>37&#45;&gt;39</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M983.99,-93.21C988.85,-84.71 994.03,-75.64 998.91,-67.09\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1002.34,-69.15 1004.26,-58.73 996.26,-65.67 1002.34,-69.15\"/>\n",
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              "<!-- 43 -->\n",
              "<g id=\"node44\" class=\"node\">\n",
              "<title>43</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1358.5,-277.5C1358.5,-277.5 1278,-277.5 1278,-277.5 1272,-277.5 1266,-271.5 1266,-265.5 1266,-265.5 1266,-215.5 1266,-215.5 1266,-209.5 1272,-203.5 1278,-203.5 1278,-203.5 1358.5,-203.5 1358.5,-203.5 1364.5,-203.5 1370.5,-209.5 1370.5,-215.5 1370.5,-215.5 1370.5,-265.5 1370.5,-265.5 1370.5,-271.5 1364.5,-277.5 1358.5,-277.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1318.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1318.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
              "<text text-anchor=\"middle\" x=\"1318.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
              "<text text-anchor=\"middle\" x=\"1318.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 8]</text>\n",
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              "<!-- 42&#45;&gt;43 -->\n",
              "<g id=\"edge43\" class=\"edge\">\n",
              "<title>42&#45;&gt;43</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1389.32,-313.24C1380.5,-304.33 1370.96,-294.7 1361.82,-285.48\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1364.79,-283.49 1355.26,-278.85 1359.82,-288.42 1364.79,-283.49\"/>\n",
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              "<!-- 48 -->\n",
              "<g id=\"node49\" class=\"node\">\n",
              "<title>48</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1472.38,-269.25C1472.38,-269.25 1400.12,-269.25 1400.12,-269.25 1394.12,-269.25 1388.12,-263.25 1388.12,-257.25 1388.12,-257.25 1388.12,-223.75 1388.12,-223.75 1388.12,-217.75 1394.12,-211.75 1400.12,-211.75 1400.12,-211.75 1472.38,-211.75 1472.38,-211.75 1478.38,-211.75 1484.38,-217.75 1484.38,-223.75 1484.38,-223.75 1484.38,-257.25 1484.38,-257.25 1484.38,-263.25 1478.38,-269.25 1472.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1436.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1436.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1436.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 42&#45;&gt;48 -->\n",
              "<g id=\"edge48\" class=\"edge\">\n",
              "<title>42&#45;&gt;48</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1428.94,-313.24C1430.02,-302.69 1431.2,-291.12 1432.29,-280.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1435.85,-280.95 1433.38,-270.64 1428.89,-280.24 1435.85,-280.95\"/>\n",
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              "<!-- 44 -->\n",
              "<g id=\"node45\" class=\"node\">\n",
              "<title>44</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1251.25,-167.5C1251.25,-167.5 1163.25,-167.5 1163.25,-167.5 1157.25,-167.5 1151.25,-161.5 1151.25,-155.5 1151.25,-155.5 1151.25,-105.5 1151.25,-105.5 1151.25,-99.5 1157.25,-93.5 1163.25,-93.5 1163.25,-93.5 1251.25,-93.5 1251.25,-93.5 1257.25,-93.5 1263.25,-99.5 1263.25,-105.5 1263.25,-105.5 1263.25,-155.5 1263.25,-155.5 1263.25,-161.5 1257.25,-167.5 1251.25,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1207.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1207.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.363</text>\n",
              "<text text-anchor=\"middle\" x=\"1207.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
              "<text text-anchor=\"middle\" x=\"1207.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 5]</text>\n",
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              "<!-- 43&#45;&gt;44 -->\n",
              "<g id=\"edge44\" class=\"edge\">\n",
              "<title>43&#45;&gt;44</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1280.98,-203.24C1271.83,-194.33 1261.93,-184.7 1252.45,-175.48\"/>\n",
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              "<!-- 47 -->\n",
              "<g id=\"node48\" class=\"node\">\n",
              "<title>47</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1365.38,-159.25C1365.38,-159.25 1293.12,-159.25 1293.12,-159.25 1287.12,-159.25 1281.12,-153.25 1281.12,-147.25 1281.12,-147.25 1281.12,-113.75 1281.12,-113.75 1281.12,-107.75 1287.12,-101.75 1293.12,-101.75 1293.12,-101.75 1365.38,-101.75 1365.38,-101.75 1371.38,-101.75 1377.38,-107.75 1377.38,-113.75 1377.38,-113.75 1377.38,-147.25 1377.38,-147.25 1377.38,-153.25 1371.38,-159.25 1365.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1329.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1329.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1329.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
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              "<!-- 43&#45;&gt;47 -->\n",
              "<g id=\"edge47\" class=\"edge\">\n",
              "<title>43&#45;&gt;47</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1321.94,-203.24C1323.02,-192.69 1324.2,-181.12 1325.29,-170.41\"/>\n",
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              "<!-- 45 -->\n",
              "<g id=\"node46\" class=\"node\">\n",
              "<title>45</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1207.38,-57.5C1207.38,-57.5 1135.12,-57.5 1135.12,-57.5 1129.12,-57.5 1123.12,-51.5 1123.12,-45.5 1123.12,-45.5 1123.12,-12 1123.12,-12 1123.12,-6 1129.12,0 1135.12,0 1135.12,0 1207.38,0 1207.38,0 1213.38,0 1219.38,-6 1219.38,-12 1219.38,-12 1219.38,-45.5 1219.38,-45.5 1219.38,-51.5 1213.38,-57.5 1207.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1171.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1171.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"1171.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
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              "<!-- 44&#45;&gt;45 -->\n",
              "<g id=\"edge45\" class=\"edge\">\n",
              "<title>44&#45;&gt;45</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1194.15,-93.21C1191.18,-84.98 1188.02,-76.22 1185.03,-67.92\"/>\n",
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              "<g id=\"node47\" class=\"node\">\n",
              "<title>46</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1329.5,-57.5C1329.5,-57.5 1249,-57.5 1249,-57.5 1243,-57.5 1237,-51.5 1237,-45.5 1237,-45.5 1237,-12 1237,-12 1237,-6 1243,0 1249,0 1249,0 1329.5,0 1329.5,0 1335.5,0 1341.5,-6 1341.5,-12 1341.5,-12 1341.5,-45.5 1341.5,-45.5 1341.5,-51.5 1335.5,-57.5 1329.5,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1289.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
              "<text text-anchor=\"middle\" x=\"1289.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
              "<text text-anchor=\"middle\" x=\"1289.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 4]</text>\n",
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              "<!-- 44&#45;&gt;46 -->\n",
              "<g id=\"edge46\" class=\"edge\">\n",
              "<title>44&#45;&gt;46</title>\n",
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              "<title>50</title>\n",
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              "<text text-anchor=\"middle\" x=\"1569.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1569.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1569.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\n",
              "<text text-anchor=\"middle\" x=\"1569.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 35]</text>\n",
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              "<!-- 49&#45;&gt;50 -->\n",
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              "<title>49&#45;&gt;50</title>\n",
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              "<title>61</title>\n",
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              "<text text-anchor=\"middle\" x=\"1692.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1692.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
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              "<!-- 49&#45;&gt;61 -->\n",
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              "<title>51</title>\n",
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              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\n",
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              "<title>54</title>\n",
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              "<text text-anchor=\"middle\" x=\"1687.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1687.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
              "<text text-anchor=\"middle\" x=\"1687.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\n",
              "<text text-anchor=\"middle\" x=\"1687.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 27]</text>\n",
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              "<title>52</title>\n",
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              "<text text-anchor=\"middle\" x=\"1443.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1443.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1443.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
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              "<!-- 51&#45;&gt;52 -->\n",
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              "<title>51&#45;&gt;52</title>\n",
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              "<title>53</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1593.38,-159.25C1593.38,-159.25 1521.12,-159.25 1521.12,-159.25 1515.12,-159.25 1509.12,-153.25 1509.12,-147.25 1509.12,-147.25 1509.12,-113.75 1509.12,-113.75 1509.12,-107.75 1515.12,-101.75 1521.12,-101.75 1521.12,-101.75 1593.38,-101.75 1593.38,-101.75 1599.38,-101.75 1605.38,-107.75 1605.38,-113.75 1605.38,-113.75 1605.38,-147.25 1605.38,-147.25 1605.38,-153.25 1599.38,-159.25 1593.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"1557.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\n",
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              "<!-- 51&#45;&gt;53 -->\n",
              "<g id=\"edge53\" class=\"edge\">\n",
              "<title>51&#45;&gt;53</title>\n",
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              "<!-- 55 -->\n",
              "<g id=\"node56\" class=\"node\">\n",
              "<title>55</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1713.38,-167.5C1713.38,-167.5 1635.12,-167.5 1635.12,-167.5 1629.12,-167.5 1623.12,-161.5 1623.12,-155.5 1623.12,-155.5 1623.12,-105.5 1623.12,-105.5 1623.12,-99.5 1629.12,-93.5 1635.12,-93.5 1635.12,-93.5 1713.38,-93.5 1713.38,-93.5 1719.38,-93.5 1725.38,-99.5 1725.38,-105.5 1725.38,-105.5 1725.38,-155.5 1725.38,-155.5 1725.38,-161.5 1719.38,-167.5 1713.38,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1674.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1674.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1674.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"1674.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\n",
              "</g>\n",
              "<!-- 54&#45;&gt;55 -->\n",
              "<g id=\"edge55\" class=\"edge\">\n",
              "<title>54&#45;&gt;55</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1682.89,-203.24C1681.93,-195.31 1680.91,-186.81 1679.91,-178.54\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1683.3,-178.36 1678.63,-168.85 1676.35,-179.2 1683.3,-178.36\"/>\n",
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              "<!-- 58 -->\n",
              "<g id=\"node59\" class=\"node\">\n",
              "<title>58</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1844.62,-167.5C1844.62,-167.5 1755.88,-167.5 1755.88,-167.5 1749.88,-167.5 1743.88,-161.5 1743.88,-155.5 1743.88,-155.5 1743.88,-105.5 1743.88,-105.5 1743.88,-99.5 1749.88,-93.5 1755.88,-93.5 1755.88,-93.5 1844.62,-93.5 1844.62,-93.5 1850.62,-93.5 1856.62,-99.5 1856.62,-105.5 1856.62,-105.5 1856.62,-155.5 1856.62,-155.5 1856.62,-161.5 1850.62,-167.5 1844.62,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.478</text>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 48</text>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 19]</text>\n",
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              "<!-- 54&#45;&gt;58 -->\n",
              "<g id=\"edge58\" class=\"edge\">\n",
              "<title>54&#45;&gt;58</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1725.19,-203.24C1734.6,-194.24 1744.78,-184.51 1754.52,-175.2\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1756.41,-178.29 1761.22,-168.85 1751.57,-173.23 1756.41,-178.29\"/>\n",
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              "<!-- 56 -->\n",
              "<g id=\"node57\" class=\"node\">\n",
              "<title>56</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1542.38,-57.5C1542.38,-57.5 1470.12,-57.5 1470.12,-57.5 1464.12,-57.5 1458.12,-51.5 1458.12,-45.5 1458.12,-45.5 1458.12,-12 1458.12,-12 1458.12,-6 1464.12,0 1470.12,0 1470.12,0 1542.38,0 1542.38,0 1548.38,0 1554.38,-6 1554.38,-12 1554.38,-12 1554.38,-45.5 1554.38,-45.5 1554.38,-51.5 1548.38,-57.5 1542.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1506.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
              "<text text-anchor=\"middle\" x=\"1506.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"1506.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
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              "<!-- 55&#45;&gt;56 -->\n",
              "<g id=\"edge56\" class=\"edge\">\n",
              "<title>55&#45;&gt;56</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1622.88,-98.64C1619.96,-96.9 1617.07,-95.18 1614.25,-93.5 1597.83,-83.73 1579.97,-73.16 1563.59,-63.49\"/>\n",
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              "<g id=\"node58\" class=\"node\">\n",
              "<title>57</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1656.38,-57.5C1656.38,-57.5 1584.12,-57.5 1584.12,-57.5 1578.12,-57.5 1572.12,-51.5 1572.12,-45.5 1572.12,-45.5 1572.12,-12 1572.12,-12 1572.12,-6 1578.12,0 1584.12,0 1584.12,0 1656.38,0 1656.38,0 1662.38,0 1668.38,-6 1668.38,-12 1668.38,-12 1668.38,-45.5 1668.38,-45.5 1668.38,-51.5 1662.38,-57.5 1656.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1620.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1620.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1620.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
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              "<!-- 55&#45;&gt;57 -->\n",
              "<g id=\"edge57\" class=\"edge\">\n",
              "<title>55&#45;&gt;57</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1654.6,-93.21C1650.05,-84.8 1645.2,-75.83 1640.62,-67.37\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1643.23,-65.86 1635.4,-58.73 1637.08,-69.19 1643.23,-65.86\"/>\n",
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              "<!-- 59 -->\n",
              "<g id=\"node60\" class=\"node\">\n",
              "<title>59</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1787.62,-57.5C1787.62,-57.5 1698.88,-57.5 1698.88,-57.5 1692.88,-57.5 1686.88,-51.5 1686.88,-45.5 1686.88,-45.5 1686.88,-12 1686.88,-12 1686.88,-6 1692.88,0 1698.88,0 1698.88,0 1787.62,0 1787.62,0 1793.62,0 1799.62,-6 1799.62,-12 1799.62,-12 1799.62,-45.5 1799.62,-45.5 1799.62,-51.5 1793.62,-57.5 1787.62,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1743.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1743.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
              "<text text-anchor=\"middle\" x=\"1743.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 12]</text>\n",
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              "<!-- 58&#45;&gt;59 -->\n",
              "<g id=\"edge59\" class=\"edge\">\n",
              "<title>58&#45;&gt;59</title>\n",
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              "<g id=\"node61\" class=\"node\">\n",
              "<title>60</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1908.38,-57.5C1908.38,-57.5 1830.12,-57.5 1830.12,-57.5 1824.12,-57.5 1818.12,-51.5 1818.12,-45.5 1818.12,-45.5 1818.12,-12 1818.12,-12 1818.12,-6 1824.12,0 1830.12,0 1830.12,0 1908.38,0 1908.38,0 1914.38,0 1920.38,-6 1920.38,-12 1920.38,-12 1920.38,-45.5 1920.38,-45.5 1920.38,-51.5 1914.38,-57.5 1908.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1869.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.486</text>\n",
              "<text text-anchor=\"middle\" x=\"1869.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"1869.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 7]</text>\n",
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              "<!-- 58&#45;&gt;60 -->\n",
              "<g id=\"edge60\" class=\"edge\">\n",
              "<title>58&#45;&gt;60</title>\n",
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              "<title>63</title>\n",
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              "<text text-anchor=\"middle\" x=\"1933.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
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              "<text text-anchor=\"middle\" x=\"1933.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
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              "<title>62&#45;&gt;63</title>\n",
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              "<title>72</title>\n",
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              "<text text-anchor=\"middle\" x=\"2063.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2063.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
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              "<title>64</title>\n",
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              "<text text-anchor=\"middle\" x=\"1872.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1872.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
              "<text text-anchor=\"middle\" x=\"1872.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
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              "<title>71</title>\n",
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              "<text text-anchor=\"middle\" x=\"1994.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1994.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"1994.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
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              "<!-- 63&#45;&gt;71 -->\n",
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              "<title>63&#45;&gt;71</title>\n",
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              "<title>65</title>\n",
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              "<text text-anchor=\"middle\" x=\"1814.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1814.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"1814.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
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              "<!-- 64&#45;&gt;65 -->\n",
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              "<title>64&#45;&gt;65</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1852.78,-313.24C1846.87,-302.24 1840.37,-290.14 1834.42,-279.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1837.18,-277.8 1829.36,-270.64 1831.01,-281.11 1837.18,-277.8\"/>\n",
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              "<!-- 66 -->\n",
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              "<title>66</title>\n",
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              "<text text-anchor=\"middle\" x=\"1932.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1932.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1932.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
              "<text text-anchor=\"middle\" x=\"1932.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 12]</text>\n",
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              "<!-- 64&#45;&gt;66 -->\n",
              "<g id=\"edge66\" class=\"edge\">\n",
              "<title>64&#45;&gt;66</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1892.4,-313.24C1897,-304.96 1901.95,-296.05 1906.74,-287.42\"/>\n",
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              "<!-- 67 -->\n",
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              "<title>67</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1979.5,-167.5C1979.5,-167.5 1893,-167.5 1893,-167.5 1887,-167.5 1881,-161.5 1881,-155.5 1881,-155.5 1881,-105.5 1881,-105.5 1881,-99.5 1887,-93.5 1893,-93.5 1893,-93.5 1979.5,-93.5 1979.5,-93.5 1985.5,-93.5 1991.5,-99.5 1991.5,-105.5 1991.5,-105.5 1991.5,-155.5 1991.5,-155.5 1991.5,-161.5 1985.5,-167.5 1979.5,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1936.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1936.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1936.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
              "<text text-anchor=\"middle\" x=\"1936.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 10]</text>\n",
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              "<!-- 66&#45;&gt;67 -->\n",
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              "<title>66&#45;&gt;67</title>\n",
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              "<title>70</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2093.38,-159.25C2093.38,-159.25 2021.12,-159.25 2021.12,-159.25 2015.12,-159.25 2009.12,-153.25 2009.12,-147.25 2009.12,-147.25 2009.12,-113.75 2009.12,-113.75 2009.12,-107.75 2015.12,-101.75 2021.12,-101.75 2021.12,-101.75 2093.38,-101.75 2093.38,-101.75 2099.38,-101.75 2105.38,-107.75 2105.38,-113.75 2105.38,-113.75 2105.38,-147.25 2105.38,-147.25 2105.38,-153.25 2099.38,-159.25 2093.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2057.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"2057.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"2057.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
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              "<!-- 66&#45;&gt;70 -->\n",
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              "<title>66&#45;&gt;70</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1974.22,-203.24C1987.85,-191.46 2002.94,-178.43 2016.48,-166.73\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2018.4,-168.83 2023.68,-159.64 2013.82,-163.53 2018.4,-168.83\"/>\n",
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              "<title>68</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2028.38,-57.5C2028.38,-57.5 1950.12,-57.5 1950.12,-57.5 1944.12,-57.5 1938.12,-51.5 1938.12,-45.5 1938.12,-45.5 1938.12,-12 1938.12,-12 1938.12,-6 1944.12,0 1950.12,0 1950.12,0 2028.38,0 2028.38,0 2034.38,0 2040.38,-6 2040.38,-12 2040.38,-12 2040.38,-45.5 2040.38,-45.5 2040.38,-51.5 2034.38,-57.5 2028.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1989.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1989.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"1989.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\n",
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              "<!-- 67&#45;&gt;68 -->\n",
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              "<title>67&#45;&gt;68</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1955.53,-93.21C1960,-84.8 1964.77,-75.83 1969.26,-67.37\"/>\n",
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              "<title>69</title>\n",
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              "<text text-anchor=\"middle\" x=\"2106.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"2106.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"2106.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
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              "<!-- 67&#45;&gt;69 -->\n",
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              "<title>67&#45;&gt;69</title>\n",
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              "<title>74</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2465.62,-607.5C2465.62,-607.5 2376.88,-607.5 2376.88,-607.5 2370.88,-607.5 2364.88,-601.5 2364.88,-595.5 2364.88,-595.5 2364.88,-545.5 2364.88,-545.5 2364.88,-539.5 2370.88,-533.5 2376.88,-533.5 2376.88,-533.5 2465.62,-533.5 2465.62,-533.5 2471.62,-533.5 2477.62,-539.5 2477.62,-545.5 2477.62,-545.5 2477.62,-595.5 2477.62,-595.5 2477.62,-601.5 2471.62,-607.5 2465.62,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_7.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.242</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\n",
              "<text text-anchor=\"middle\" x=\"2421.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 11]</text>\n",
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              "<!-- 73&#45;&gt;74 -->\n",
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              "<title>73&#45;&gt;74</title>\n",
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              "<title>89</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2675.25,-607.5C2675.25,-607.5 2587.25,-607.5 2587.25,-607.5 2581.25,-607.5 2575.25,-601.5 2575.25,-595.5 2575.25,-595.5 2575.25,-545.5 2575.25,-545.5 2575.25,-539.5 2581.25,-533.5 2587.25,-533.5 2587.25,-533.5 2675.25,-533.5 2675.25,-533.5 2681.25,-533.5 2687.25,-539.5 2687.25,-545.5 2687.25,-545.5 2687.25,-595.5 2687.25,-595.5 2687.25,-601.5 2681.25,-607.5 2675.25,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 7]</text>\n",
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              "<!-- 73&#45;&gt;89 -->\n",
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              "<title>73&#45;&gt;89</title>\n",
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              "<title>75</title>\n",
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              "<text text-anchor=\"middle\" x=\"2341.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.185</text>\n",
              "<text text-anchor=\"middle\" x=\"2341.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 68</text>\n",
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              "<!-- 74&#45;&gt;75 -->\n",
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              "<title>74&#45;&gt;75</title>\n",
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              "<title>84</title>\n",
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              "<text text-anchor=\"middle\" x=\"2509.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
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              "<!-- 74&#45;&gt;84 -->\n",
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              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\n",
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              "<title>81</title>\n",
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              "<text text-anchor=\"middle\" x=\"2341.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2341.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\n",
              "<text text-anchor=\"middle\" x=\"2341.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
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              "<text text-anchor=\"middle\" x=\"2055.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
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              "<title>78</title>\n",
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              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.136</text>\n",
              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
              "<text text-anchor=\"middle\" x=\"2181.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 3]</text>\n",
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              "<text text-anchor=\"middle\" x=\"2178.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2178.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"2178.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
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              "<title>80</title>\n",
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              "<text text-anchor=\"middle\" x=\"2296.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
              "<text text-anchor=\"middle\" x=\"2296.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 39</text>\n",
              "<text text-anchor=\"middle\" x=\"2296.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 3]</text>\n",
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              "<!-- 78&#45;&gt;80 -->\n",
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              "<title>78&#45;&gt;80</title>\n",
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              "<title>82</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2338.38,-269.25C2338.38,-269.25 2266.12,-269.25 2266.12,-269.25 2260.12,-269.25 2254.12,-263.25 2254.12,-257.25 2254.12,-257.25 2254.12,-223.75 2254.12,-223.75 2254.12,-217.75 2260.12,-211.75 2266.12,-211.75 2266.12,-211.75 2338.38,-211.75 2338.38,-211.75 2344.38,-211.75 2350.38,-217.75 2350.38,-223.75 2350.38,-223.75 2350.38,-257.25 2350.38,-257.25 2350.38,-263.25 2344.38,-269.25 2338.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2302.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"2302.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"2302.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
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              "<!-- 81&#45;&gt;82 -->\n",
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              "<title>81&#45;&gt;82</title>\n",
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              "<title>83</title>\n",
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              "<text text-anchor=\"middle\" x=\"2416.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
              "<text text-anchor=\"middle\" x=\"2416.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
              "<text text-anchor=\"middle\" x=\"2416.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 3]</text>\n",
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              "<!-- 81&#45;&gt;83 -->\n",
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              "<title>81&#45;&gt;83</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2366.43,-313.24C2374.22,-302.02 2382.81,-289.65 2390.63,-278.39\"/>\n",
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              "<title>85</title>\n",
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              "<text text-anchor=\"middle\" x=\"2511.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2511.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2511.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
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              "<!-- 84&#45;&gt;85 -->\n",
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              "<title>88</title>\n",
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              "<text text-anchor=\"middle\" x=\"2633.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
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              "<title>90</title>\n",
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              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2631.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 89&#45;&gt;90 -->\n",
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              "<title>89&#45;&gt;90</title>\n",
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              "<!-- 91 -->\n",
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              "<title>91</title>\n",
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              "<text text-anchor=\"middle\" x=\"2760.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2760.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
              "<text text-anchor=\"middle\" x=\"2760.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"2760.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\n",
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              "<!-- 89&#45;&gt;91 -->\n",
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              "<!-- 92 -->\n",
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              "<title>92</title>\n",
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              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
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              "<!-- 91&#45;&gt;92 -->\n",
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              "<title>91&#45;&gt;92</title>\n",
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              "<text text-anchor=\"middle\" x=\"2879.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2879.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"2879.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
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              "<!-- 91&#45;&gt;95 -->\n",
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              "<!-- 93 -->\n",
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              "<title>93</title>\n",
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              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"2758.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
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              "<!-- 92&#45;&gt;93 -->\n",
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              "<title>92&#45;&gt;93</title>\n",
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              "<title>94</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2908.38,-269.25C2908.38,-269.25 2836.12,-269.25 2836.12,-269.25 2830.12,-269.25 2824.12,-263.25 2824.12,-257.25 2824.12,-257.25 2824.12,-223.75 2824.12,-223.75 2824.12,-217.75 2830.12,-211.75 2836.12,-211.75 2836.12,-211.75 2908.38,-211.75 2908.38,-211.75 2914.38,-211.75 2920.38,-217.75 2920.38,-223.75 2920.38,-223.75 2920.38,-257.25 2920.38,-257.25 2920.38,-263.25 2914.38,-269.25 2908.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2872.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2872.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2872.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 92&#45;&gt;94 -->\n",
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              "<title>92&#45;&gt;94</title>\n",
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              "<title>97</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3595.75,-827.5C3595.75,-827.5 3498.75,-827.5 3498.75,-827.5 3492.75,-827.5 3486.75,-821.5 3486.75,-815.5 3486.75,-815.5 3486.75,-765.5 3486.75,-765.5 3486.75,-759.5 3492.75,-753.5 3498.75,-753.5 3498.75,-753.5 3595.75,-753.5 3595.75,-753.5 3601.75,-753.5 3607.75,-759.5 3607.75,-765.5 3607.75,-765.5 3607.75,-815.5 3607.75,-815.5 3607.75,-821.5 3601.75,-827.5 3595.75,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3547.25\" y=\"-810.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3547.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.462</text>\n",
              "<text text-anchor=\"middle\" x=\"3547.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 160</text>\n",
              "<text text-anchor=\"middle\" x=\"3547.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [58, 102]</text>\n",
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              "<!-- 96&#45;&gt;97 -->\n",
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              "<title>96&#45;&gt;97</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3550.75,-838.85 3547.25,-828.85 3543.75,-838.85 3550.75,-838.85\"/>\n",
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              "<!-- 130 -->\n",
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              "<title>130</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4522.75,-827.5C4522.75,-827.5 4425.75,-827.5 4425.75,-827.5 4419.75,-827.5 4413.75,-821.5 4413.75,-815.5 4413.75,-815.5 4413.75,-765.5 4413.75,-765.5 4413.75,-759.5 4419.75,-753.5 4425.75,-753.5 4425.75,-753.5 4522.75,-753.5 4522.75,-753.5 4528.75,-753.5 4534.75,-759.5 4534.75,-765.5 4534.75,-765.5 4534.75,-815.5 4534.75,-815.5 4534.75,-821.5 4528.75,-827.5 4522.75,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"4474.25\" y=\"-810.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4474.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.202</text>\n",
              "<text text-anchor=\"middle\" x=\"4474.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 210</text>\n",
              "<text text-anchor=\"middle\" x=\"4474.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 186]</text>\n",
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              "<!-- 96&#45;&gt;130 -->\n",
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              "<title>96&#45;&gt;130</title>\n",
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              "<!-- 98 -->\n",
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              "<title>98</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3432.25,-717.5C3432.25,-717.5 3344.25,-717.5 3344.25,-717.5 3338.25,-717.5 3332.25,-711.5 3332.25,-705.5 3332.25,-705.5 3332.25,-655.5 3332.25,-655.5 3332.25,-649.5 3338.25,-643.5 3344.25,-643.5 3344.25,-643.5 3432.25,-643.5 3432.25,-643.5 3438.25,-643.5 3444.25,-649.5 3444.25,-655.5 3444.25,-655.5 3444.25,-705.5 3444.25,-705.5 3444.25,-711.5 3438.25,-717.5 3432.25,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 38]</text>\n",
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              "<!-- 97&#45;&gt;98 -->\n",
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              "<title>111</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3683.62,-717.5C3683.62,-717.5 3594.88,-717.5 3594.88,-717.5 3588.88,-717.5 3582.88,-711.5 3582.88,-705.5 3582.88,-705.5 3582.88,-655.5 3582.88,-655.5 3582.88,-649.5 3588.88,-643.5 3594.88,-643.5 3594.88,-643.5 3683.62,-643.5 3683.62,-643.5 3689.62,-643.5 3695.62,-649.5 3695.62,-655.5 3695.62,-655.5 3695.62,-705.5 3695.62,-705.5 3695.62,-711.5 3689.62,-717.5 3683.62,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3639.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3639.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
              "<text text-anchor=\"middle\" x=\"3639.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 116</text>\n",
              "<text text-anchor=\"middle\" x=\"3639.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 64]</text>\n",
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              "<!-- 97&#45;&gt;111 -->\n",
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              "<title>97&#45;&gt;111</title>\n",
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              "<title>99</title>\n",
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              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\n",
              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
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              "<!-- 98&#45;&gt;99 -->\n",
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              "<title>98&#45;&gt;99</title>\n",
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              "<title>106</title>\n",
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              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"3388.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\n",
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              "<title>100</title>\n",
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              "<text text-anchor=\"middle\" x=\"3070.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3070.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.147</text>\n",
              "<text text-anchor=\"middle\" x=\"3070.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
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              "<!-- 99&#45;&gt;100 -->\n",
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              "<title>99&#45;&gt;100</title>\n",
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              "<title>105</title>\n",
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              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"3191.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\n",
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              "<text text-anchor=\"middle\" x=\"2997.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2997.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.095</text>\n",
              "<text text-anchor=\"middle\" x=\"2997.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
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              "<title>104</title>\n",
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              "<text text-anchor=\"middle\" x=\"3115.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
              "<text text-anchor=\"middle\" x=\"3115.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
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              "<title>102</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3027.38,-269.25C3027.38,-269.25 2955.12,-269.25 2955.12,-269.25 2949.12,-269.25 2943.12,-263.25 2943.12,-257.25 2943.12,-257.25 2943.12,-223.75 2943.12,-223.75 2943.12,-217.75 2949.12,-211.75 2955.12,-211.75 2955.12,-211.75 3027.38,-211.75 3027.38,-211.75 3033.38,-211.75 3039.38,-217.75 3039.38,-223.75 3039.38,-223.75 3039.38,-257.25 3039.38,-257.25 3039.38,-263.25 3033.38,-269.25 3027.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2991.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2991.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"2991.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
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              "<!-- 101&#45;&gt;102 -->\n",
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              "<title>101&#45;&gt;102</title>\n",
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              "<title>103</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3149.5,-269.25C3149.5,-269.25 3069,-269.25 3069,-269.25 3063,-269.25 3057,-263.25 3057,-257.25 3057,-257.25 3057,-223.75 3057,-223.75 3057,-217.75 3063,-211.75 3069,-211.75 3069,-211.75 3149.5,-211.75 3149.5,-211.75 3155.5,-211.75 3161.5,-217.75 3161.5,-223.75 3161.5,-223.75 3161.5,-257.25 3161.5,-257.25 3161.5,-263.25 3155.5,-269.25 3149.5,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3109.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
              "<text text-anchor=\"middle\" x=\"3109.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
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              "<!-- 101&#45;&gt;103 -->\n",
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              "<title>107</title>\n",
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              "<text text-anchor=\"middle\" x=\"3320.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">restecg_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3320.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"3320.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"3320.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 6]</text>\n",
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              "<!-- 106&#45;&gt;107 -->\n",
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              "<title>106&#45;&gt;107</title>\n",
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              "<title>110</title>\n",
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              "<text text-anchor=\"middle\" x=\"3449.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3449.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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              "<!-- 106&#45;&gt;110 -->\n",
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              "<title>108</title>\n",
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              "<text text-anchor=\"middle\" x=\"3229.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
              "<text text-anchor=\"middle\" x=\"3229.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
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              "<!-- 107&#45;&gt;108 -->\n",
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              "<title>107&#45;&gt;108</title>\n",
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              "<title>109</title>\n",
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              "<text text-anchor=\"middle\" x=\"3343.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
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              "<title>107&#45;&gt;109</title>\n",
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              "<title>113</title>\n",
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              "<text text-anchor=\"middle\" x=\"4179.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
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              "<!-- 136&#45;&gt;138 -->\n",
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              "<!-- 141 -->\n",
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              "<text text-anchor=\"middle\" x=\"5062.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"5062.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.146</text>\n",
              "<text text-anchor=\"middle\" x=\"5062.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 139</text>\n",
              "<text text-anchor=\"middle\" x=\"5062.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 128]</text>\n",
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              "<!-- 140&#45;&gt;141 -->\n",
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              "<!-- 156 -->\n",
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              "<text text-anchor=\"middle\" x=\"5257.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"5257.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
              "<text text-anchor=\"middle\" x=\"5257.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
              "<text text-anchor=\"middle\" x=\"5257.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 38]</text>\n",
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              "<title>142</title>\n",
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              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.206</text>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 43</text>\n",
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              "<!-- 141&#45;&gt;142 -->\n",
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              "<text text-anchor=\"middle\" x=\"5131.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"5131.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
              "<text text-anchor=\"middle\" x=\"5131.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\n",
              "<text text-anchor=\"middle\" x=\"5131.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 90]</text>\n",
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              "<!-- 141&#45;&gt;151 -->\n",
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              "<title>143</title>\n",
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              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_7.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.172</text>\n",
              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
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              "<!-- 142&#45;&gt;143 -->\n",
              "<g id=\"edge143\" class=\"edge\">\n",
              "<title>142&#45;&gt;143</title>\n",
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              "<title>148</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M5001.5,-387.5C5001.5,-387.5 4915,-387.5 4915,-387.5 4909,-387.5 4903,-381.5 4903,-375.5 4903,-375.5 4903,-325.5 4903,-325.5 4903,-319.5 4909,-313.5 4915,-313.5 4915,-313.5 5001.5,-313.5 5001.5,-313.5 5007.5,-313.5 5013.5,-319.5 5013.5,-325.5 5013.5,-325.5 5013.5,-375.5 5013.5,-375.5 5013.5,-381.5 5007.5,-387.5 5001.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
              "<text text-anchor=\"middle\" x=\"4958.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 19]</text>\n",
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              "<!-- 142&#45;&gt;148 -->\n",
              "<g id=\"edge148\" class=\"edge\">\n",
              "<title>142&#45;&gt;148</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4958.25,-423.24C4958.25,-415.4 4958.25,-407 4958.25,-398.82\"/>\n",
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              "<!-- 144 -->\n",
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              "<title>144</title>\n",
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              "<text text-anchor=\"middle\" x=\"4660.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_6.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4660.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
              "<text text-anchor=\"middle\" x=\"4660.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
              "<text text-anchor=\"middle\" x=\"4660.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 12]</text>\n",
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              "<!-- 143&#45;&gt;144 -->\n",
              "<g id=\"edge144\" class=\"edge\">\n",
              "<title>143&#45;&gt;144</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4740.62,-313.24C4730.45,-304.15 4719.43,-294.32 4708.9,-284.93\"/>\n",
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              "<title>147</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4817.38,-269.25C4817.38,-269.25 4745.12,-269.25 4745.12,-269.25 4739.12,-269.25 4733.12,-263.25 4733.12,-257.25 4733.12,-257.25 4733.12,-223.75 4733.12,-223.75 4733.12,-217.75 4739.12,-211.75 4745.12,-211.75 4745.12,-211.75 4817.38,-211.75 4817.38,-211.75 4823.38,-211.75 4829.38,-217.75 4829.38,-223.75 4829.38,-223.75 4829.38,-257.25 4829.38,-257.25 4829.38,-263.25 4823.38,-269.25 4817.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
              "<text text-anchor=\"middle\" x=\"4781.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\n",
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              "<!-- 143&#45;&gt;147 -->\n",
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              "<title>143&#45;&gt;147</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4781.25,-313.24C4781.25,-302.69 4781.25,-291.12 4781.25,-280.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"4784.75,-280.64 4781.25,-270.64 4777.75,-280.64 4784.75,-280.64\"/>\n",
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              "<!-- 145 -->\n",
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              "<title>145</title>\n",
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              "<text text-anchor=\"middle\" x=\"4601.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
              "<text text-anchor=\"middle\" x=\"4601.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"4601.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 11]</text>\n",
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              "<!-- 144&#45;&gt;145 -->\n",
              "<g id=\"edge145\" class=\"edge\">\n",
              "<title>144&#45;&gt;145</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4640.44,-203.24C4634.43,-192.24 4627.82,-180.14 4621.77,-169.06\"/>\n",
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              "<title>146</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4755.38,-159.25C4755.38,-159.25 4683.12,-159.25 4683.12,-159.25 4677.12,-159.25 4671.12,-153.25 4671.12,-147.25 4671.12,-147.25 4671.12,-113.75 4671.12,-113.75 4671.12,-107.75 4677.12,-101.75 4683.12,-101.75 4683.12,-101.75 4755.38,-101.75 4755.38,-101.75 4761.38,-101.75 4767.38,-107.75 4767.38,-113.75 4767.38,-113.75 4767.38,-147.25 4767.38,-147.25 4767.38,-153.25 4761.38,-159.25 4755.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"4719.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"4719.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"4719.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 144&#45;&gt;146 -->\n",
              "<g id=\"edge146\" class=\"edge\">\n",
              "<title>144&#45;&gt;146</title>\n",
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              "<text text-anchor=\"middle\" x=\"4899.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.231</text>\n",
              "<text text-anchor=\"middle\" x=\"4899.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
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              "<!-- 148&#45;&gt;149 -->\n",
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              "<title>148&#45;&gt;149</title>\n",
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              "<title>148&#45;&gt;150</title>\n",
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              "<graphviz.sources.Source at 0x219c97e0050>"
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          },
          "execution_count": 42,
          "metadata": {},
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      ],
      "source": [
        "tree.export_graphviz(clf, feature_names=clf.feature_names_in_, rounded=True, out_file='decision.dot')\n",
        "\n",
        "graphviz.Source(open('./decision.dot').read())"
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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
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