{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "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.tree import DecisionTreeClassifier\n",
        "from sklearn.metrics import accuracy_score"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OIhtQD8eWLMb"
      },
      "outputs": [],
      "source": [
        "# from google.colab import drive\n",
        "# drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "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",
        "    j = 0 # bisa jadi ngga dipake\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",
        "        j = j+1 # bisa jadi ngga dipake\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",
        "    # ax.set(ylim=(x,y))\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "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",
        "    pop_next_gen = []\n",
        "    for n in range(0, 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_next_gen.append(chromo)\n",
        "    return pop_next_gen\n",
        "\n",
        "def generations(df,label,size,n_feat,n_parents,mutation_rate,n_gen,X_train,\n",
        "                                   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])  #2\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": 4,
      "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",
              "    .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>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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              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
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              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</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>1.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <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",
              "      <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>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",
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              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <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": 4,
          "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": 5,
      "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></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",
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              "      <td>67.0</td>\n",
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              "      <td>229.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>2.6</td>\n",
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              "      <td>0.0</td>\n",
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              "      <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",
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              "      <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",
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              "      <td>0</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>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>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": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(data_hd.shape)\n",
        "data_hd.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "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": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_hd.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "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": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data_hd.iloc[:, :-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "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": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# harusnya jangan sampai 100%\n",
        "score1 = acc_score(data_hd.iloc[:, :-1], data_hd['num'])\n",
        "score1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "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 : [0.7913043478260869]\n",
            "Best score in generation 2 : [0.7913043478260869]\n",
            "Best score in generation 3 : [0.8173913043478261]\n",
            "Best score in generation 4 : [0.8130434782608695]\n",
            "Best score in generation 5 : [0.8260869565217391]\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=80,\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": 10,
      "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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",
            "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": 11,
      "metadata": {
        "id": "HQrzrFeuz0yG"
      },
      "outputs": [],
      "source": [
        "# for index, clf in enumerate(best_models):\n",
        "#   dump(clf, 'model-{}.joblib'.format(index))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "fGbUe1WJYbxp"
      },
      "outputs": [],
      "source": [
        "clf = load('model-3.joblib')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "bA8Qf-orbDnu",
        "outputId": "409bf4c6-5668-4f58-ff16-5f597771fb28"
      },
      "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>sex</th>\n",
              "      <th>exang</th>\n",
              "      <th>cp_1.0</th>\n",
              "      <th>cp_2.0</th>\n",
              "      <th>cp_4.0</th>\n",
              "      <th>slope_1</th>\n",
              "      <th>slope_2</th>\n",
              "      <th>thal_3.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</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>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>...</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",
              "    </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>1.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>308</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>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>230 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     sex  exang  cp_1.0  cp_2.0  cp_4.0  slope_1  slope_2  thal_3.0  thal_7.0\n",
              "272  1.0      1     0.0     0.0     1.0      0.0      1.0       0.0       1.0\n",
              "59   1.0      1     1.0     0.0     0.0      1.0      0.0       1.0       0.0\n",
              "610  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "328  1.0      0     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "804  1.0      1     0.0     0.0     1.0      0.0      0.0       1.0       0.0\n",
              "..   ...    ...     ...     ...     ...      ...      ...       ...       ...\n",
              "374  0.0      0     0.0     1.0     0.0      0.0      1.0       1.0       0.0\n",
              "590  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "573  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "580  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "308  0.0      0     0.0     1.0     0.0      0.0      1.0       1.0       0.0\n",
              "\n",
              "[230 rows x 9 columns]"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_test[clf.feature_names_in_]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "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": 14,
      "metadata": {},
      "outputs": [
        {
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              "      <th>sex</th>\n",
              "      <th>exang</th>\n",
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              "      <th>cp_2.0</th>\n",
              "      <th>cp_4.0</th>\n",
              "      <th>slope_1</th>\n",
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              "      <th>thal_7.0</th>\n",
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              "     sex  exang  cp_1.0  cp_2.0  cp_4.0  slope_1  slope_2  thal_3.0  thal_7.0\n",
              "272  1.0      1     0.0     0.0     1.0      0.0      1.0       0.0       1.0\n",
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              "804  1.0      1     0.0     0.0     1.0      0.0      0.0       1.0       0.0\n",
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              "590  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "573  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
              "580  1.0      1     0.0     0.0     1.0      0.0      1.0       1.0       0.0\n",
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              "\n",
              "[230 rows x 9 columns]"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_test[clf.feature_names_in_]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
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          "execution_count": 15,
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      "source": [
        "predictions"
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    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
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              "<text text-anchor=\"middle\" x=\"701.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [83, 6]</text>\n",
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              "<!-- 2&#45;&gt;3 -->\n",
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              "<title>2&#45;&gt;3</title>\n",
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              "<!-- 22 -->\n",
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              "<title>22</title>\n",
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              "<text text-anchor=\"middle\" x=\"1165.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1165.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1165.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"1165.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
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              "<!-- 2&#45;&gt;22 -->\n",
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              "<title>2&#45;&gt;22</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1165.25,-753.24C1165.25,-745.4 1165.25,-737 1165.25,-728.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1168.75,-728.85 1165.25,-718.85 1161.75,-728.85 1168.75,-728.85\"/>\n",
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              "<!-- 4 -->\n",
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              "<title>4</title>\n",
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              "<text text-anchor=\"middle\" x=\"351.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"351.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.162</text>\n",
              "<text text-anchor=\"middle\" x=\"351.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\n",
              "<text text-anchor=\"middle\" x=\"351.25\" 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",
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              "<title>3&#45;&gt;4</title>\n",
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              "<title>15</title>\n",
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              "<text text-anchor=\"middle\" x=\"701.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"701.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
              "<text text-anchor=\"middle\" x=\"701.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
              "<text text-anchor=\"middle\" x=\"701.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 2]</text>\n",
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              "<!-- 3&#45;&gt;15 -->\n",
              "<g id=\"edge15\" class=\"edge\">\n",
              "<title>3&#45;&gt;15</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M701.25,-643.24C701.25,-635.4 701.25,-627 701.25,-618.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"704.75,-618.85 701.25,-608.85 697.75,-618.85 704.75,-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=\"172.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"172.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
              "<text text-anchor=\"middle\" x=\"172.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
              "<text text-anchor=\"middle\" x=\"172.25\" 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=\"M295.1,-535.62C275.72,-523.93 253.9,-510.76 234.09,-498.81\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"236.21,-495.4 225.84,-493.23 232.6,-501.39 236.21,-495.4\"/>\n",
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              "<!-- 10 -->\n",
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              "<title>10</title>\n",
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              "<text text-anchor=\"middle\" x=\"351.25\" 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=\"351.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
              "<text text-anchor=\"middle\" x=\"351.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
              "<text text-anchor=\"middle\" x=\"351.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 3]</text>\n",
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              "<!-- 4&#45;&gt;10 -->\n",
              "<g id=\"edge10\" class=\"edge\">\n",
              "<title>4&#45;&gt;10</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M351.25,-533.24C351.25,-525.4 351.25,-517 351.25,-508.82\"/>\n",
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              "<!-- 6 -->\n",
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              "<title>6</title>\n",
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              "<text text-anchor=\"middle\" x=\"54.25\" 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=\"54.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
              "<text text-anchor=\"middle\" x=\"54.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
              "<text text-anchor=\"middle\" x=\"54.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 1]</text>\n",
              "</g>\n",
              "<!-- 5&#45;&gt;6 -->\n",
              "<g id=\"edge6\" class=\"edge\">\n",
              "<title>5&#45;&gt;6</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M132.63,-423.24C122.8,-414.24 112.17,-404.51 102,-395.2\"/>\n",
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              "<!-- 9 -->\n",
              "<g id=\"node10\" class=\"node\">\n",
              "<title>9</title>\n",
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              "<text text-anchor=\"middle\" x=\"172.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"172.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"172.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
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              "<!-- 5&#45;&gt;9 -->\n",
              "<g id=\"edge9\" class=\"edge\">\n",
              "<title>5&#45;&gt;9</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M172.25,-423.24C172.25,-412.69 172.25,-401.12 172.25,-390.41\"/>\n",
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              "<!-- 7 -->\n",
              "<g id=\"node8\" class=\"node\">\n",
              "<title>7</title>\n",
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              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
              "<text text-anchor=\"middle\" x=\"52.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 1]</text>\n",
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              "<!-- 6&#45;&gt;7 -->\n",
              "<g id=\"edge7\" class=\"edge\">\n",
              "<title>6&#45;&gt;7</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M53.58,-313.24C53.38,-302.69 53.17,-291.12 52.97,-280.41\"/>\n",
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              "<!-- 8 -->\n",
              "<g id=\"node9\" class=\"node\">\n",
              "<title>8</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M206.38,-269.25C206.38,-269.25 134.12,-269.25 134.12,-269.25 128.12,-269.25 122.12,-263.25 122.12,-257.25 122.12,-257.25 122.12,-223.75 122.12,-223.75 122.12,-217.75 128.12,-211.75 134.12,-211.75 134.12,-211.75 206.38,-211.75 206.38,-211.75 212.38,-211.75 218.38,-217.75 218.38,-223.75 218.38,-223.75 218.38,-257.25 218.38,-257.25 218.38,-263.25 212.38,-269.25 206.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"170.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
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              "<!-- 6&#45;&gt;8 -->\n",
              "<g id=\"edge8\" class=\"edge\">\n",
              "<title>6&#45;&gt;8</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M93.2,-313.24C105.73,-301.57 119.58,-288.67 132.06,-277.06\"/>\n",
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              "<g id=\"node12\" class=\"node\">\n",
              "<title>11</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M322.38,-379.25C322.38,-379.25 250.12,-379.25 250.12,-379.25 244.12,-379.25 238.12,-373.25 238.12,-367.25 238.12,-367.25 238.12,-333.75 238.12,-333.75 238.12,-327.75 244.12,-321.75 250.12,-321.75 250.12,-321.75 322.38,-321.75 322.38,-321.75 328.38,-321.75 334.38,-327.75 334.38,-333.75 334.38,-333.75 334.38,-367.25 334.38,-367.25 334.38,-373.25 328.38,-379.25 322.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"286.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"286.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"286.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 10&#45;&gt;11 -->\n",
              "<g id=\"edge11\" class=\"edge\">\n",
              "<title>10&#45;&gt;11</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M329.43,-423.24C322.81,-412.24 315.53,-400.14 308.86,-389.06\"/>\n",
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              "<title>12</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M444.5,-387.5C444.5,-387.5 364,-387.5 364,-387.5 358,-387.5 352,-381.5 352,-375.5 352,-375.5 352,-325.5 352,-325.5 352,-319.5 358,-313.5 364,-313.5 364,-313.5 444.5,-313.5 444.5,-313.5 450.5,-313.5 456.5,-319.5 456.5,-325.5 456.5,-325.5 456.5,-375.5 456.5,-375.5 456.5,-381.5 450.5,-387.5 444.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"404.25\" 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=\"404.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
              "<text text-anchor=\"middle\" x=\"404.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
              "<text text-anchor=\"middle\" x=\"404.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 3]</text>\n",
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              "<!-- 10&#45;&gt;12 -->\n",
              "<g id=\"edge12\" class=\"edge\">\n",
              "<title>10&#45;&gt;12</title>\n",
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              "<title>13</title>\n",
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              "<text text-anchor=\"middle\" x=\"346.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.208</text>\n",
              "<text text-anchor=\"middle\" x=\"346.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
              "<text text-anchor=\"middle\" x=\"346.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 2]</text>\n",
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              "<title>12&#45;&gt;13</title>\n",
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              "<title>14</title>\n",
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              "<text text-anchor=\"middle\" x=\"464.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
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              "<!-- 12&#45;&gt;14 -->\n",
              "<g id=\"edge14\" class=\"edge\">\n",
              "<title>12&#45;&gt;14</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M424.4,-313.24C430.5,-302.24 437.23,-290.14 443.38,-279.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"446.82,-281.08 448.62,-270.64 440.7,-277.68 446.82,-281.08\"/>\n",
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              "<!-- 16 -->\n",
              "<g id=\"node17\" class=\"node\">\n",
              "<title>16</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M679.5,-497.5C679.5,-497.5 599,-497.5 599,-497.5 593,-497.5 587,-491.5 587,-485.5 587,-485.5 587,-435.5 587,-435.5 587,-429.5 593,-423.5 599,-423.5 599,-423.5 679.5,-423.5 679.5,-423.5 685.5,-423.5 691.5,-429.5 691.5,-435.5 691.5,-435.5 691.5,-485.5 691.5,-485.5 691.5,-491.5 685.5,-497.5 679.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"639.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"639.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
              "<text text-anchor=\"middle\" x=\"639.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"639.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 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=\"M680.43,-533.24C675.63,-524.87 670.45,-515.86 665.45,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"668.13,-505.78 660.12,-498.85 662.06,-509.27 668.13,-505.78\"/>\n",
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              "<!-- 19 -->\n",
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              "<title>19</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M802.5,-497.5C802.5,-497.5 722,-497.5 722,-497.5 716,-497.5 710,-491.5 710,-485.5 710,-485.5 710,-435.5 710,-435.5 710,-429.5 716,-423.5 722,-423.5 722,-423.5 802.5,-423.5 802.5,-423.5 808.5,-423.5 814.5,-429.5 814.5,-435.5 814.5,-435.5 814.5,-485.5 814.5,-485.5 814.5,-491.5 808.5,-497.5 802.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"762.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"762.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.061</text>\n",
              "<text text-anchor=\"middle\" x=\"762.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
              "<text text-anchor=\"middle\" x=\"762.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 1]</text>\n",
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              "<!-- 15&#45;&gt;19 -->\n",
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              "<title>15&#45;&gt;19</title>\n",
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              "<!-- 17 -->\n",
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              "<title>17</title>\n",
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              "<text text-anchor=\"middle\" x=\"525.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
              "<text text-anchor=\"middle\" x=\"525.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"525.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 1]</text>\n",
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              "<!-- 16&#45;&gt;17 -->\n",
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              "<!-- 18 -->\n",
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              "<title>18</title>\n",
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              "<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 = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"642.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
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              "<!-- 16&#45;&gt;18 -->\n",
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              "<title>16&#45;&gt;18</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M640.26,-423.24C640.55,-412.69 640.87,-401.12 641.17,-390.41\"/>\n",
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              "<!-- 20 -->\n",
              "<g id=\"node21\" class=\"node\">\n",
              "<title>20</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M800.5,-379.25C800.5,-379.25 720,-379.25 720,-379.25 714,-379.25 708,-373.25 708,-367.25 708,-367.25 708,-333.75 708,-333.75 708,-327.75 714,-321.75 720,-321.75 720,-321.75 800.5,-321.75 800.5,-321.75 806.5,-321.75 812.5,-327.75 812.5,-333.75 812.5,-333.75 812.5,-367.25 812.5,-367.25 812.5,-373.25 806.5,-379.25 800.5,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"760.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.062</text>\n",
              "<text text-anchor=\"middle\" x=\"760.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
              "<text text-anchor=\"middle\" x=\"760.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 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=\"M761.58,-423.24C761.38,-412.69 761.17,-401.12 760.97,-390.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"764.46,-390.58 760.77,-380.64 757.46,-390.71 764.46,-390.58\"/>\n",
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              "<!-- 21 -->\n",
              "<g id=\"node22\" class=\"node\">\n",
              "<title>21</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M914.38,-379.25C914.38,-379.25 842.12,-379.25 842.12,-379.25 836.12,-379.25 830.12,-373.25 830.12,-367.25 830.12,-367.25 830.12,-333.75 830.12,-333.75 830.12,-327.75 836.12,-321.75 842.12,-321.75 842.12,-321.75 914.38,-321.75 914.38,-321.75 920.38,-321.75 926.38,-327.75 926.38,-333.75 926.38,-333.75 926.38,-367.25 926.38,-367.25 926.38,-373.25 920.38,-379.25 914.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"878.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 19&#45;&gt;21 -->\n",
              "<g id=\"edge21\" class=\"edge\">\n",
              "<title>19&#45;&gt;21</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M801.2,-423.24C813.73,-411.57 827.58,-398.67 840.06,-387.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"842.09,-390.02 847.02,-380.64 837.32,-384.89 842.09,-390.02\"/>\n",
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              "<!-- 23 -->\n",
              "<g id=\"node24\" class=\"node\">\n",
              "<title>23</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1146.5,-607.5C1146.5,-607.5 1066,-607.5 1066,-607.5 1060,-607.5 1054,-601.5 1054,-595.5 1054,-595.5 1054,-545.5 1054,-545.5 1054,-539.5 1060,-533.5 1066,-533.5 1066,-533.5 1146.5,-533.5 1146.5,-533.5 1152.5,-533.5 1158.5,-539.5 1158.5,-545.5 1158.5,-545.5 1158.5,-595.5 1158.5,-595.5 1158.5,-601.5 1152.5,-607.5 1146.5,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_2.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
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              "<!-- 22&#45;&gt;23 -->\n",
              "<g id=\"edge23\" class=\"edge\">\n",
              "<title>22&#45;&gt;23</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1145.44,-643.24C1140.92,-634.96 1136.05,-626.05 1131.34,-617.42\"/>\n",
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              "<!-- 28 -->\n",
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              "<title>28</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1260.38,-599.25C1260.38,-599.25 1188.12,-599.25 1188.12,-599.25 1182.12,-599.25 1176.12,-593.25 1176.12,-587.25 1176.12,-587.25 1176.12,-553.75 1176.12,-553.75 1176.12,-547.75 1182.12,-541.75 1188.12,-541.75 1188.12,-541.75 1260.38,-541.75 1260.38,-541.75 1266.38,-541.75 1272.38,-547.75 1272.38,-553.75 1272.38,-553.75 1272.38,-587.25 1272.38,-587.25 1272.38,-593.25 1266.38,-599.25 1260.38,-599.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1224.25\" y=\"-581.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1224.25\" y=\"-565.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1224.25\" y=\"-548.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 22&#45;&gt;28 -->\n",
              "<g id=\"edge28\" class=\"edge\">\n",
              "<title>22&#45;&gt;28</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1185.06,-643.24C1191.07,-632.24 1197.68,-620.14 1203.73,-609.06\"/>\n",
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              "<!-- 24 -->\n",
              "<g id=\"node25\" class=\"node\">\n",
              "<title>24</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1086.5,-497.5C1086.5,-497.5 1012,-497.5 1012,-497.5 1006,-497.5 1000,-491.5 1000,-485.5 1000,-485.5 1000,-435.5 1000,-435.5 1000,-429.5 1006,-423.5 1012,-423.5 1012,-423.5 1086.5,-423.5 1086.5,-423.5 1092.5,-423.5 1098.5,-429.5 1098.5,-435.5 1098.5,-435.5 1098.5,-485.5 1098.5,-485.5 1098.5,-491.5 1092.5,-497.5 1086.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1049.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1049.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1049.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
              "<text text-anchor=\"middle\" x=\"1049.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
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              "<!-- 23&#45;&gt;24 -->\n",
              "<g id=\"edge24\" class=\"edge\">\n",
              "<title>23&#45;&gt;24</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1087.11,-533.24C1082.74,-524.96 1078.04,-516.05 1073.49,-507.42\"/>\n",
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              "<!-- 27 -->\n",
              "<g id=\"node28\" class=\"node\">\n",
              "<title>27</title>\n",
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              "<text text-anchor=\"middle\" x=\"1164.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1164.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"1164.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
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              "<!-- 23&#45;&gt;27 -->\n",
              "<g id=\"edge27\" class=\"edge\">\n",
              "<title>23&#45;&gt;27</title>\n",
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              "<title>25</title>\n",
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              "<text text-anchor=\"middle\" x=\"992.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"992.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"992.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
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              "<g id=\"edge25\" class=\"edge\">\n",
              "<title>24&#45;&gt;25</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1030.11,-423.24C1024.31,-412.24 1017.92,-400.14 1012.07,-389.06\"/>\n",
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              "<title>26</title>\n",
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              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1106.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
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              "<g id=\"edge26\" class=\"edge\">\n",
              "<title>24&#45;&gt;26</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1068.39,-423.24C1074.19,-412.24 1080.58,-400.14 1086.43,-389.06\"/>\n",
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              "<title>30</title>\n",
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              "<text text-anchor=\"middle\" x=\"2143.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 137</text>\n",
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              "<!-- 29&#45;&gt;30 -->\n",
              "<g id=\"edge30\" class=\"edge\">\n",
              "<title>29&#45;&gt;30</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2323.44,-762.25C2288.77,-746.71 2245.28,-727.22 2209.71,-711.28\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2211.46,-707.79 2200.91,-706.89 2208.6,-714.17 2211.46,-707.79\"/>\n",
              "</g>\n",
              "<!-- 69 -->\n",
              "<g id=\"node70\" class=\"node\">\n",
              "<title>69</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2672.62,-717.5C2672.62,-717.5 2583.88,-717.5 2583.88,-717.5 2577.88,-717.5 2571.88,-711.5 2571.88,-705.5 2571.88,-705.5 2571.88,-655.5 2571.88,-655.5 2571.88,-649.5 2577.88,-643.5 2583.88,-643.5 2583.88,-643.5 2672.62,-643.5 2672.62,-643.5 2678.62,-643.5 2684.62,-649.5 2684.62,-655.5 2684.62,-655.5 2684.62,-705.5 2684.62,-705.5 2684.62,-711.5 2678.62,-717.5 2672.62,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.325</text>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 18]</text>\n",
              "</g>\n",
              "<!-- 29&#45;&gt;69 -->\n",
              "<g id=\"edge69\" class=\"edge\">\n",
              "<title>29&#45;&gt;69</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"2562.7,-713.9 2570.43,-706.65 2559.87,-707.5 2562.7,-713.9\"/>\n",
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              "<!-- 31 -->\n",
              "<g id=\"node32\" class=\"node\">\n",
              "<title>31</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1771.62,-607.5C1771.62,-607.5 1658.88,-607.5 1658.88,-607.5 1652.88,-607.5 1646.88,-601.5 1646.88,-595.5 1646.88,-595.5 1646.88,-545.5 1646.88,-545.5 1646.88,-539.5 1652.88,-533.5 1658.88,-533.5 1658.88,-533.5 1771.62,-533.5 1771.62,-533.5 1777.62,-533.5 1783.62,-539.5 1783.62,-545.5 1783.62,-545.5 1783.62,-595.5 1783.62,-595.5 1783.62,-601.5 1777.62,-607.5 1771.62,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 105</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48.0, 57.0]</text>\n",
              "</g>\n",
              "<!-- 30&#45;&gt;31 -->\n",
              "<g id=\"edge31\" class=\"edge\">\n",
              "<title>30&#45;&gt;31</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2086.41,-665.16C2011.51,-646.26 1879.35,-612.91 1794.61,-591.53\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1795.56,-587.9 1785.01,-588.85 1793.85,-594.69 1795.56,-587.9\"/>\n",
              "</g>\n",
              "<!-- 58 -->\n",
              "<g id=\"node59\" class=\"node\">\n",
              "<title>58</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2187.62,-607.5C2187.62,-607.5 2098.88,-607.5 2098.88,-607.5 2092.88,-607.5 2086.88,-601.5 2086.88,-595.5 2086.88,-595.5 2086.88,-545.5 2086.88,-545.5 2086.88,-539.5 2092.88,-533.5 2098.88,-533.5 2098.88,-533.5 2187.62,-533.5 2187.62,-533.5 2193.62,-533.5 2199.62,-539.5 2199.62,-545.5 2199.62,-545.5 2199.62,-595.5 2199.62,-595.5 2199.62,-601.5 2193.62,-607.5 2187.62,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2143.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2143.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
              "<text text-anchor=\"middle\" x=\"2143.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
              "<text text-anchor=\"middle\" x=\"2143.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 10]</text>\n",
              "</g>\n",
              "<!-- 30&#45;&gt;58 -->\n",
              "<g id=\"edge58\" class=\"edge\">\n",
              "<title>30&#45;&gt;58</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2143.25,-643.24C2143.25,-635.4 2143.25,-627 2143.25,-618.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2146.75,-618.85 2143.25,-608.85 2139.75,-618.85 2146.75,-618.85\"/>\n",
              "</g>\n",
              "<!-- 32 -->\n",
              "<g id=\"node33\" class=\"node\">\n",
              "<title>32</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1521.62,-497.5C1521.62,-497.5 1432.88,-497.5 1432.88,-497.5 1426.88,-497.5 1420.88,-491.5 1420.88,-485.5 1420.88,-485.5 1420.88,-435.5 1420.88,-435.5 1420.88,-429.5 1426.88,-423.5 1432.88,-423.5 1432.88,-423.5 1521.62,-423.5 1521.62,-423.5 1527.62,-423.5 1533.62,-429.5 1533.62,-435.5 1533.62,-435.5 1533.62,-485.5 1533.62,-485.5 1533.62,-491.5 1527.62,-497.5 1521.62,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cp_1.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 41]</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=\"M1646.41,-538.26C1614.06,-523.58 1575.66,-506.16 1543.63,-491.62\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1545.46,-488.16 1534.91,-487.21 1542.57,-494.53 1545.46,-488.16\"/>\n",
              "</g>\n",
              "<!-- 49 -->\n",
              "<g id=\"node50\" class=\"node\">\n",
              "<title>49</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1759.25,-497.5C1759.25,-497.5 1671.25,-497.5 1671.25,-497.5 1665.25,-497.5 1659.25,-491.5 1659.25,-485.5 1659.25,-485.5 1659.25,-435.5 1659.25,-435.5 1659.25,-429.5 1665.25,-423.5 1671.25,-423.5 1671.25,-423.5 1759.25,-423.5 1759.25,-423.5 1765.25,-423.5 1771.25,-429.5 1771.25,-435.5 1771.25,-435.5 1771.25,-485.5 1771.25,-485.5 1771.25,-491.5 1765.25,-497.5 1759.25,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.423</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
              "<text text-anchor=\"middle\" x=\"1715.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 16]</text>\n",
              "</g>\n",
              "<!-- 31&#45;&gt;49 -->\n",
              "<g id=\"edge49\" class=\"edge\">\n",
              "<title>31&#45;&gt;49</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1715.25,-533.24C1715.25,-525.4 1715.25,-517 1715.25,-508.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1718.75,-508.85 1715.25,-498.85 1711.75,-508.85 1718.75,-508.85\"/>\n",
              "</g>\n",
              "<!-- 33 -->\n",
              "<g id=\"node34\" class=\"node\">\n",
              "<title>33</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1273.62,-387.5C1273.62,-387.5 1184.88,-387.5 1184.88,-387.5 1178.88,-387.5 1172.88,-381.5 1172.88,-375.5 1172.88,-375.5 1172.88,-325.5 1172.88,-325.5 1172.88,-319.5 1178.88,-313.5 1184.88,-313.5 1184.88,-313.5 1273.62,-313.5 1273.62,-313.5 1279.62,-313.5 1285.62,-319.5 1285.62,-325.5 1285.62,-325.5 1285.62,-375.5 1285.62,-375.5 1285.62,-381.5 1279.62,-387.5 1273.62,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1229.25\" 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=\"1229.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
              "<text text-anchor=\"middle\" x=\"1229.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 64</text>\n",
              "<text text-anchor=\"middle\" x=\"1229.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 30]</text>\n",
              "</g>\n",
              "<!-- 32&#45;&gt;33 -->\n",
              "<g id=\"edge33\" class=\"edge\">\n",
              "<title>32&#45;&gt;33</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1420.66,-434.86C1383.5,-418.67 1334.73,-397.43 1295.72,-380.44\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1297.59,-377.01 1287.02,-376.22 1294.79,-383.42 1297.59,-377.01\"/>\n",
              "</g>\n",
              "<!-- 42 -->\n",
              "<g id=\"node43\" class=\"node\">\n",
              "<title>42</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1520.5,-387.5C1520.5,-387.5 1434,-387.5 1434,-387.5 1428,-387.5 1422,-381.5 1422,-375.5 1422,-375.5 1422,-325.5 1422,-325.5 1422,-319.5 1428,-313.5 1434,-313.5 1434,-313.5 1520.5,-313.5 1520.5,-313.5 1526.5,-313.5 1532.5,-319.5 1532.5,-325.5 1532.5,-325.5 1532.5,-375.5 1532.5,-375.5 1532.5,-381.5 1526.5,-387.5 1520.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" 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=\"1477.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
              "<text text-anchor=\"middle\" x=\"1477.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 11]</text>\n",
              "</g>\n",
              "<!-- 32&#45;&gt;42 -->\n",
              "<g id=\"edge42\" class=\"edge\">\n",
              "<title>32&#45;&gt;42</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1477.25,-423.24C1477.25,-415.4 1477.25,-407 1477.25,-398.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1480.75,-398.85 1477.25,-388.85 1473.75,-398.85 1480.75,-398.85\"/>\n",
              "</g>\n",
              "<!-- 34 -->\n",
              "<g id=\"node35\" class=\"node\">\n",
              "<title>34</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M942.25,-277.5C942.25,-277.5 854.25,-277.5 854.25,-277.5 848.25,-277.5 842.25,-271.5 842.25,-265.5 842.25,-265.5 842.25,-215.5 842.25,-215.5 842.25,-209.5 848.25,-203.5 854.25,-203.5 854.25,-203.5 942.25,-203.5 942.25,-203.5 948.25,-203.5 954.25,-209.5 954.25,-215.5 954.25,-215.5 954.25,-265.5 954.25,-265.5 954.25,-271.5 948.25,-277.5 942.25,-277.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 8]</text>\n",
              "</g>\n",
              "<!-- 33&#45;&gt;34 -->\n",
              "<g id=\"edge34\" class=\"edge\">\n",
              "<title>33&#45;&gt;34</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1172.41,-317.44C1169.34,-316.04 1166.28,-314.72 1163.25,-313.5 1097.83,-287.2 1019.56,-267.25 965.11,-255.1\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"966.07,-251.51 955.55,-252.78 964.57,-258.35 966.07,-251.51\"/>\n",
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              "<!-- 39 -->\n",
              "<g id=\"node40\" class=\"node\">\n",
              "<title>39</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1198.62,-277.5C1198.62,-277.5 1085.88,-277.5 1085.88,-277.5 1079.88,-277.5 1073.88,-271.5 1073.88,-265.5 1073.88,-265.5 1073.88,-215.5 1073.88,-215.5 1073.88,-209.5 1079.88,-203.5 1085.88,-203.5 1085.88,-203.5 1198.62,-203.5 1198.62,-203.5 1204.62,-203.5 1210.62,-209.5 1210.62,-215.5 1210.62,-215.5 1210.62,-265.5 1210.62,-265.5 1210.62,-271.5 1204.62,-277.5 1198.62,-277.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.488</text>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30.0, 22.0]</text>\n",
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              "<!-- 33&#45;&gt;39 -->\n",
              "<g id=\"edge39\" class=\"edge\">\n",
              "<title>33&#45;&gt;39</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1200.04,-313.24C1193.08,-304.6 1185.57,-295.28 1178.35,-286.31\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1180.53,-284.44 1171.53,-278.85 1175.08,-288.83 1180.53,-284.44\"/>\n",
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              "<!-- 35 -->\n",
              "<g id=\"node36\" class=\"node\">\n",
              "<title>35</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M813.38,-159.25C813.38,-159.25 741.12,-159.25 741.12,-159.25 735.12,-159.25 729.12,-153.25 729.12,-147.25 729.12,-147.25 729.12,-113.75 729.12,-113.75 729.12,-107.75 735.12,-101.75 741.12,-101.75 741.12,-101.75 813.38,-101.75 813.38,-101.75 819.38,-101.75 825.38,-107.75 825.38,-113.75 825.38,-113.75 825.38,-147.25 825.38,-147.25 825.38,-153.25 819.38,-159.25 813.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"777.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"777.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"777.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 34&#45;&gt;35 -->\n",
              "<g id=\"edge35\" class=\"edge\">\n",
              "<title>34&#45;&gt;35</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M857.62,-203.24C844.43,-191.46 829.82,-178.43 816.72,-166.73\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"819.57,-164.69 809.78,-160.64 814.91,-169.91 819.57,-164.69\"/>\n",
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              "<!-- 36 -->\n",
              "<g id=\"node37\" class=\"node\">\n",
              "<title>36</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M941.5,-167.5C941.5,-167.5 855,-167.5 855,-167.5 849,-167.5 843,-161.5 843,-155.5 843,-155.5 843,-105.5 843,-105.5 843,-99.5 849,-93.5 855,-93.5 855,-93.5 941.5,-93.5 941.5,-93.5 947.5,-93.5 953.5,-99.5 953.5,-105.5 953.5,-105.5 953.5,-155.5 953.5,-155.5 953.5,-161.5 947.5,-167.5 941.5,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_7.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
              "<text text-anchor=\"middle\" x=\"898.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 8]</text>\n",
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              "<!-- 34&#45;&gt;36 -->\n",
              "<g id=\"edge36\" class=\"edge\">\n",
              "<title>34&#45;&gt;36</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M898.25,-203.24C898.25,-195.4 898.25,-187 898.25,-178.82\"/>\n",
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              "<g id=\"node38\" class=\"node\">\n",
              "<title>37</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M877.38,-57.5C877.38,-57.5 805.12,-57.5 805.12,-57.5 799.12,-57.5 793.12,-51.5 793.12,-45.5 793.12,-45.5 793.12,-12 793.12,-12 793.12,-6 799.12,0 805.12,0 805.12,0 877.38,0 877.38,0 883.38,0 889.38,-6 889.38,-12 889.38,-12 889.38,-45.5 889.38,-45.5 889.38,-51.5 883.38,-57.5 877.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"841.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"841.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"841.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
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              "<!-- 36&#45;&gt;37 -->\n",
              "<g id=\"edge37\" class=\"edge\">\n",
              "<title>36&#45;&gt;37</title>\n",
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              "<!-- 38 -->\n",
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              "<title>38</title>\n",
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              "<text text-anchor=\"middle\" x=\"955.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
              "<text text-anchor=\"middle\" x=\"955.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"955.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
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              "<!-- 36&#45;&gt;38 -->\n",
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              "<title>36&#45;&gt;38</title>\n",
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              "<title>40</title>\n",
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              "<text text-anchor=\"middle\" x=\"1019.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1019.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"1019.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
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              "<!-- 39&#45;&gt;40 -->\n",
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              "<title>39&#45;&gt;40</title>\n",
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              "<!-- 41 -->\n",
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              "<title>41</title>\n",
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              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.486</text>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 48</text>\n",
              "<text text-anchor=\"middle\" x=\"1142.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 20]</text>\n",
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              "<!-- 39&#45;&gt;41 -->\n",
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              "<title>39&#45;&gt;41</title>\n",
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              "<!-- 43 -->\n",
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              "<title>43</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1415.25,-277.5C1415.25,-277.5 1327.25,-277.5 1327.25,-277.5 1321.25,-277.5 1315.25,-271.5 1315.25,-265.5 1315.25,-265.5 1315.25,-215.5 1315.25,-215.5 1315.25,-209.5 1321.25,-203.5 1327.25,-203.5 1327.25,-203.5 1415.25,-203.5 1415.25,-203.5 1421.25,-203.5 1427.25,-209.5 1427.25,-215.5 1427.25,-215.5 1427.25,-265.5 1427.25,-265.5 1427.25,-271.5 1421.25,-277.5 1415.25,-277.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1371.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1371.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
              "<text text-anchor=\"middle\" x=\"1371.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"1371.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</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=\"M1441.66,-313.24C1432.92,-304.33 1423.47,-294.7 1414.42,-285.48\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1417.43,-283.54 1407.93,-278.85 1412.43,-288.44 1417.43,-283.54\"/>\n",
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              "<!-- 46 -->\n",
              "<g id=\"node47\" class=\"node\">\n",
              "<title>46</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1545.25,-277.5C1545.25,-277.5 1457.25,-277.5 1457.25,-277.5 1451.25,-277.5 1445.25,-271.5 1445.25,-265.5 1445.25,-265.5 1445.25,-215.5 1445.25,-215.5 1445.25,-209.5 1451.25,-203.5 1457.25,-203.5 1457.25,-203.5 1545.25,-203.5 1545.25,-203.5 1551.25,-203.5 1557.25,-209.5 1557.25,-215.5 1557.25,-215.5 1557.25,-265.5 1557.25,-265.5 1557.25,-271.5 1551.25,-277.5 1545.25,-277.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1501.25\" y=\"-260.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1501.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
              "<text text-anchor=\"middle\" x=\"1501.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
              "<text text-anchor=\"middle\" x=\"1501.25\" y=\"-210.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 9]</text>\n",
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              "<!-- 42&#45;&gt;46 -->\n",
              "<g id=\"edge46\" class=\"edge\">\n",
              "<title>42&#45;&gt;46</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1485.31,-313.24C1487.07,-305.31 1488.96,-296.81 1490.8,-288.54\"/>\n",
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              "<!-- 44 -->\n",
              "<g id=\"node45\" class=\"node\">\n",
              "<title>44</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1301.38,-159.25C1301.38,-159.25 1229.12,-159.25 1229.12,-159.25 1223.12,-159.25 1217.12,-153.25 1217.12,-147.25 1217.12,-147.25 1217.12,-113.75 1217.12,-113.75 1217.12,-107.75 1223.12,-101.75 1229.12,-101.75 1229.12,-101.75 1301.38,-101.75 1301.38,-101.75 1307.38,-101.75 1313.38,-107.75 1313.38,-113.75 1313.38,-113.75 1313.38,-147.25 1313.38,-147.25 1313.38,-153.25 1307.38,-159.25 1301.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1265.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1265.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"1265.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</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=\"M1335.66,-203.24C1324.32,-191.69 1311.79,-178.92 1300.48,-167.39\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1303.37,-165.33 1293.87,-160.64 1298.38,-170.23 1303.37,-165.33\"/>\n",
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              "<!-- 45 -->\n",
              "<g id=\"node46\" class=\"node\">\n",
              "<title>45</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1415.38,-159.25C1415.38,-159.25 1343.12,-159.25 1343.12,-159.25 1337.12,-159.25 1331.12,-153.25 1331.12,-147.25 1331.12,-147.25 1331.12,-113.75 1331.12,-113.75 1331.12,-107.75 1337.12,-101.75 1343.12,-101.75 1343.12,-101.75 1415.38,-101.75 1415.38,-101.75 1421.38,-101.75 1427.38,-107.75 1427.38,-113.75 1427.38,-113.75 1427.38,-147.25 1427.38,-147.25 1427.38,-153.25 1421.38,-159.25 1415.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1379.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"1379.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"1379.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
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              "<!-- 43&#45;&gt;45 -->\n",
              "<g id=\"edge45\" class=\"edge\">\n",
              "<title>43&#45;&gt;45</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1373.94,-203.24C1374.72,-192.69 1375.57,-181.12 1376.37,-170.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1379.92,-170.87 1377.17,-160.64 1372.94,-170.36 1379.92,-170.87\"/>\n",
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              "<!-- 47 -->\n",
              "<g id=\"node48\" class=\"node\">\n",
              "<title>47</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1529.38,-159.25C1529.38,-159.25 1457.12,-159.25 1457.12,-159.25 1451.12,-159.25 1445.12,-153.25 1445.12,-147.25 1445.12,-147.25 1445.12,-113.75 1445.12,-113.75 1445.12,-107.75 1451.12,-101.75 1457.12,-101.75 1457.12,-101.75 1529.38,-101.75 1529.38,-101.75 1535.38,-101.75 1541.38,-107.75 1541.38,-113.75 1541.38,-113.75 1541.38,-147.25 1541.38,-147.25 1541.38,-153.25 1535.38,-159.25 1529.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1493.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1493.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1493.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 46&#45;&gt;47 -->\n",
              "<g id=\"edge47\" class=\"edge\">\n",
              "<title>46&#45;&gt;47</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1498.56,-203.24C1497.78,-192.69 1496.93,-181.12 1496.13,-170.41\"/>\n",
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              "<!-- 48 -->\n",
              "<g id=\"node49\" class=\"node\">\n",
              "<title>48</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1649.38,-159.25C1649.38,-159.25 1571.12,-159.25 1571.12,-159.25 1565.12,-159.25 1559.12,-153.25 1559.12,-147.25 1559.12,-147.25 1559.12,-113.75 1559.12,-113.75 1559.12,-107.75 1565.12,-101.75 1571.12,-101.75 1571.12,-101.75 1649.38,-101.75 1649.38,-101.75 1655.38,-101.75 1661.38,-107.75 1661.38,-113.75 1661.38,-113.75 1661.38,-147.25 1661.38,-147.25 1661.38,-153.25 1655.38,-159.25 1649.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1610.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
              "<text text-anchor=\"middle\" x=\"1610.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"1610.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
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              "<!-- 46&#45;&gt;48 -->\n",
              "<g id=\"edge48\" class=\"edge\">\n",
              "<title>46&#45;&gt;48</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1537.85,-203.24C1549.62,-191.57 1562.64,-178.67 1574.36,-167.06\"/>\n",
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              "<!-- 50 -->\n",
              "<g id=\"node51\" class=\"node\">\n",
              "<title>50</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1681.38,-379.25C1681.38,-379.25 1609.12,-379.25 1609.12,-379.25 1603.12,-379.25 1597.12,-373.25 1597.12,-367.25 1597.12,-367.25 1597.12,-333.75 1597.12,-333.75 1597.12,-327.75 1603.12,-321.75 1609.12,-321.75 1609.12,-321.75 1681.38,-321.75 1681.38,-321.75 1687.38,-321.75 1693.38,-327.75 1693.38,-333.75 1693.38,-333.75 1693.38,-367.25 1693.38,-367.25 1693.38,-373.25 1687.38,-379.25 1681.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1645.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1645.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1645.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 49&#45;&gt;50 -->\n",
              "<g id=\"edge50\" class=\"edge\">\n",
              "<title>49&#45;&gt;50</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1691.75,-423.24C1684.55,-412.13 1676.62,-399.9 1669.38,-388.73\"/>\n",
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              "<g id=\"node52\" class=\"node\">\n",
              "<title>51</title>\n",
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              "<text text-anchor=\"middle\" x=\"1775.25\" 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=\"1775.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.434</text>\n",
              "<text text-anchor=\"middle\" x=\"1775.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
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              "<!-- 49&#45;&gt;51 -->\n",
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              "<title>49&#45;&gt;51</title>\n",
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              "<title>52</title>\n",
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              "<text text-anchor=\"middle\" x=\"1679.25\" y=\"-243.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1679.25\" y=\"-227.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
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              "<title>57</title>\n",
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              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1800.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 51&#45;&gt;57 -->\n",
              "<g id=\"edge57\" class=\"edge\">\n",
              "<title>51&#45;&gt;57</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"1794.89,-281.17 1793.74,-270.64 1788.07,-279.6 1794.89,-281.17\"/>\n",
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              "<!-- 53 -->\n",
              "<g id=\"node54\" class=\"node\">\n",
              "<title>53</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1777.5,-167.5C1777.5,-167.5 1691,-167.5 1691,-167.5 1685,-167.5 1679,-161.5 1679,-155.5 1679,-155.5 1679,-105.5 1679,-105.5 1679,-99.5 1685,-93.5 1691,-93.5 1691,-93.5 1777.5,-93.5 1777.5,-93.5 1783.5,-93.5 1789.5,-99.5 1789.5,-105.5 1789.5,-105.5 1789.5,-155.5 1789.5,-155.5 1789.5,-161.5 1783.5,-167.5 1777.5,-167.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1734.25\" y=\"-150.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_7.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"1734.25\" y=\"-133.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
              "<text text-anchor=\"middle\" x=\"1734.25\" y=\"-117.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
              "<text text-anchor=\"middle\" x=\"1734.25\" y=\"-100.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\n",
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              "<!-- 52&#45;&gt;53 -->\n",
              "<g id=\"edge53\" class=\"edge\">\n",
              "<title>52&#45;&gt;53</title>\n",
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              "<!-- 56 -->\n",
              "<g id=\"node57\" class=\"node\">\n",
              "<title>56</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1897.38,-159.25C1897.38,-159.25 1819.12,-159.25 1819.12,-159.25 1813.12,-159.25 1807.12,-153.25 1807.12,-147.25 1807.12,-147.25 1807.12,-113.75 1807.12,-113.75 1807.12,-107.75 1813.12,-101.75 1819.12,-101.75 1819.12,-101.75 1897.38,-101.75 1897.38,-101.75 1903.38,-101.75 1909.38,-107.75 1909.38,-113.75 1909.38,-113.75 1909.38,-147.25 1909.38,-147.25 1909.38,-153.25 1903.38,-159.25 1897.38,-159.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1858.25\" y=\"-141.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.459</text>\n",
              "<text text-anchor=\"middle\" x=\"1858.25\" y=\"-125.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
              "<text text-anchor=\"middle\" x=\"1858.25\" y=\"-108.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 9]</text>\n",
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              "<!-- 52&#45;&gt;56 -->\n",
              "<g id=\"edge56\" class=\"edge\">\n",
              "<title>52&#45;&gt;56</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1734.91,-205.92C1756.36,-192.97 1780.86,-178.19 1802.34,-165.23\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1803.9,-167.77 1810.66,-159.61 1800.29,-161.78 1803.9,-167.77\"/>\n",
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              "<!-- 54 -->\n",
              "<g id=\"node55\" class=\"node\">\n",
              "<title>54</title>\n",
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              "<text text-anchor=\"middle\" x=\"1677.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"1677.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"1677.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 53&#45;&gt;54 -->\n",
              "<g id=\"edge54\" class=\"edge\">\n",
              "<title>53&#45;&gt;54</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1713.51,-93.21C1708.65,-84.71 1703.47,-75.64 1698.59,-67.09\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1701.24,-65.67 1693.24,-58.73 1695.16,-69.15 1701.24,-65.67\"/>\n",
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              "<!-- 55 -->\n",
              "<g id=\"node56\" class=\"node\">\n",
              "<title>55</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1827.38,-57.5C1827.38,-57.5 1755.12,-57.5 1755.12,-57.5 1749.12,-57.5 1743.12,-51.5 1743.12,-45.5 1743.12,-45.5 1743.12,-12 1743.12,-12 1743.12,-6 1749.12,0 1755.12,0 1755.12,0 1827.38,0 1827.38,0 1833.38,0 1839.38,-6 1839.38,-12 1839.38,-12 1839.38,-45.5 1839.38,-45.5 1839.38,-51.5 1833.38,-57.5 1827.38,-57.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1791.25\" y=\"-40.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"1791.25\" y=\"-23.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"1791.25\" y=\"-7.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
              "</g>\n",
              "<!-- 53&#45;&gt;55 -->\n",
              "<g id=\"edge55\" class=\"edge\">\n",
              "<title>53&#45;&gt;55</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1754.99,-93.21C1759.85,-84.71 1765.03,-75.64 1769.91,-67.09\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1773.34,-69.15 1775.26,-58.73 1767.26,-65.67 1773.34,-69.15\"/>\n",
              "</g>\n",
              "<!-- 59 -->\n",
              "<g id=\"node60\" class=\"node\">\n",
              "<title>59</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2120.5,-497.5C2120.5,-497.5 2040,-497.5 2040,-497.5 2034,-497.5 2028,-491.5 2028,-485.5 2028,-485.5 2028,-435.5 2028,-435.5 2028,-429.5 2034,-423.5 2040,-423.5 2040,-423.5 2120.5,-423.5 2120.5,-423.5 2126.5,-423.5 2132.5,-429.5 2132.5,-435.5 2132.5,-435.5 2132.5,-485.5 2132.5,-485.5 2132.5,-491.5 2126.5,-497.5 2120.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2080.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">exang &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2080.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\n",
              "<text text-anchor=\"middle\" x=\"2080.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
              "<text text-anchor=\"middle\" x=\"2080.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 7]</text>\n",
              "</g>\n",
              "<!-- 58&#45;&gt;59 -->\n",
              "<g id=\"edge59\" class=\"edge\">\n",
              "<title>58&#45;&gt;59</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2122.1,-533.24C2117.21,-524.87 2111.96,-515.86 2106.88,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2109.52,-505.73 2101.45,-498.85 2103.47,-509.25 2109.52,-505.73\"/>\n",
              "</g>\n",
              "<!-- 66 -->\n",
              "<g id=\"node67\" class=\"node\">\n",
              "<title>66</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2249.5,-497.5C2249.5,-497.5 2163,-497.5 2163,-497.5 2157,-497.5 2151,-491.5 2151,-485.5 2151,-485.5 2151,-435.5 2151,-435.5 2151,-429.5 2157,-423.5 2163,-423.5 2163,-423.5 2249.5,-423.5 2249.5,-423.5 2255.5,-423.5 2261.5,-429.5 2261.5,-435.5 2261.5,-435.5 2261.5,-485.5 2261.5,-485.5 2261.5,-491.5 2255.5,-497.5 2249.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2206.25\" 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=\"2206.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2206.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"2206.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
              "</g>\n",
              "<!-- 58&#45;&gt;66 -->\n",
              "<g id=\"edge66\" class=\"edge\">\n",
              "<title>58&#45;&gt;66</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2164.4,-533.24C2169.29,-524.87 2174.54,-515.86 2179.62,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2183.03,-509.25 2185.05,-498.85 2176.98,-505.73 2183.03,-509.25\"/>\n",
              "</g>\n",
              "<!-- 60 -->\n",
              "<g id=\"node61\" class=\"node\">\n",
              "<title>60</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1997.5,-387.5C1997.5,-387.5 1911,-387.5 1911,-387.5 1905,-387.5 1899,-381.5 1899,-375.5 1899,-375.5 1899,-325.5 1899,-325.5 1899,-319.5 1905,-313.5 1911,-313.5 1911,-313.5 1997.5,-313.5 1997.5,-313.5 2003.5,-313.5 2009.5,-319.5 2009.5,-325.5 2009.5,-325.5 2009.5,-375.5 2009.5,-375.5 2009.5,-381.5 2003.5,-387.5 1997.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"1954.25\" 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=\"1954.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"1954.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
              "<text text-anchor=\"middle\" x=\"1954.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 6]</text>\n",
              "</g>\n",
              "<!-- 59&#45;&gt;60 -->\n",
              "<g id=\"edge60\" class=\"edge\">\n",
              "<title>59&#45;&gt;60</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2037.94,-423.24C2027.35,-414.15 2015.87,-404.32 2004.91,-394.93\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2007.53,-391.7 1997.66,-387.85 2002.97,-397.02 2007.53,-391.7\"/>\n",
              "</g>\n",
              "<!-- 63 -->\n",
              "<g id=\"node64\" class=\"node\">\n",
              "<title>63</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2126.5,-387.5C2126.5,-387.5 2040,-387.5 2040,-387.5 2034,-387.5 2028,-381.5 2028,-375.5 2028,-375.5 2028,-325.5 2028,-325.5 2028,-319.5 2034,-313.5 2040,-313.5 2040,-313.5 2126.5,-313.5 2126.5,-313.5 2132.5,-313.5 2138.5,-319.5 2138.5,-325.5 2138.5,-325.5 2138.5,-375.5 2138.5,-375.5 2138.5,-381.5 2132.5,-387.5 2126.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2083.25\" 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=\"2083.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2083.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"2083.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
              "</g>\n",
              "<!-- 59&#45;&gt;63 -->\n",
              "<g id=\"edge63\" class=\"edge\">\n",
              "<title>59&#45;&gt;63</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2081.26,-423.24C2081.47,-415.4 2081.71,-407 2081.94,-398.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2085.46,-398.94 2082.24,-388.85 2078.46,-398.75 2085.46,-398.94\"/>\n",
              "</g>\n",
              "<!-- 61 -->\n",
              "<g id=\"node62\" class=\"node\">\n",
              "<title>61</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1958.5,-269.25C1958.5,-269.25 1878,-269.25 1878,-269.25 1872,-269.25 1866,-263.25 1866,-257.25 1866,-257.25 1866,-223.75 1866,-223.75 1866,-217.75 1872,-211.75 1878,-211.75 1878,-211.75 1958.5,-211.75 1958.5,-211.75 1964.5,-211.75 1970.5,-217.75 1970.5,-223.75 1970.5,-223.75 1970.5,-257.25 1970.5,-257.25 1970.5,-263.25 1964.5,-269.25 1958.5,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"1918.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"1918.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
              "<text text-anchor=\"middle\" x=\"1918.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 5]</text>\n",
              "</g>\n",
              "<!-- 60&#45;&gt;61 -->\n",
              "<g id=\"edge61\" class=\"edge\">\n",
              "<title>60&#45;&gt;61</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1942.16,-313.24C1938.61,-302.57 1934.71,-290.87 1931.11,-280.07\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"1934.11,-279.02 1927.63,-270.64 1927.47,-281.24 1934.11,-279.02\"/>\n",
              "</g>\n",
              "<!-- 62 -->\n",
              "<g id=\"node63\" class=\"node\">\n",
              "<title>62</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2072.38,-269.25C2072.38,-269.25 2000.12,-269.25 2000.12,-269.25 1994.12,-269.25 1988.12,-263.25 1988.12,-257.25 1988.12,-257.25 1988.12,-223.75 1988.12,-223.75 1988.12,-217.75 1994.12,-211.75 2000.12,-211.75 2000.12,-211.75 2072.38,-211.75 2072.38,-211.75 2078.38,-211.75 2084.38,-217.75 2084.38,-223.75 2084.38,-223.75 2084.38,-257.25 2084.38,-257.25 2084.38,-263.25 2078.38,-269.25 2072.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2036.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"2036.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"2036.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
              "</g>\n",
              "<!-- 60&#45;&gt;62 -->\n",
              "<g id=\"edge62\" class=\"edge\">\n",
              "<title>60&#45;&gt;62</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M1981.78,-313.24C1990.3,-302.02 1999.69,-289.65 2008.24,-278.39\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2011.62,-280.72 2014.88,-270.64 2006.05,-276.49 2011.62,-280.72\"/>\n",
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              "<!-- 64 -->\n",
              "<g id=\"node65\" class=\"node\">\n",
              "<title>64</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2186.38,-269.25C2186.38,-269.25 2114.12,-269.25 2114.12,-269.25 2108.12,-269.25 2102.12,-263.25 2102.12,-257.25 2102.12,-257.25 2102.12,-223.75 2102.12,-223.75 2102.12,-217.75 2108.12,-211.75 2114.12,-211.75 2114.12,-211.75 2186.38,-211.75 2186.38,-211.75 2192.38,-211.75 2198.38,-217.75 2198.38,-223.75 2198.38,-223.75 2198.38,-257.25 2198.38,-257.25 2198.38,-263.25 2192.38,-269.25 2186.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2150.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2150.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2150.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 63&#45;&gt;64 -->\n",
              "<g id=\"edge64\" class=\"edge\">\n",
              "<title>63&#45;&gt;64</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2105.75,-313.24C2112.64,-302.13 2120.23,-289.9 2127.16,-278.73\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2130.49,-280.98 2132.79,-270.64 2124.55,-277.29 2130.49,-280.98\"/>\n",
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              "<!-- 65 -->\n",
              "<g id=\"node66\" class=\"node\">\n",
              "<title>65</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2300.38,-269.25C2300.38,-269.25 2228.12,-269.25 2228.12,-269.25 2222.12,-269.25 2216.12,-263.25 2216.12,-257.25 2216.12,-257.25 2216.12,-223.75 2216.12,-223.75 2216.12,-217.75 2222.12,-211.75 2228.12,-211.75 2228.12,-211.75 2300.38,-211.75 2300.38,-211.75 2306.38,-211.75 2312.38,-217.75 2312.38,-223.75 2312.38,-223.75 2312.38,-257.25 2312.38,-257.25 2312.38,-263.25 2306.38,-269.25 2300.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2264.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2264.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2264.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 63&#45;&gt;65 -->\n",
              "<g id=\"edge65\" class=\"edge\">\n",
              "<title>63&#45;&gt;65</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2138.76,-317.86C2160.25,-305.45 2185,-290.98 2207.25,-277.5 2208.43,-276.78 2209.63,-276.06 2210.83,-275.32\"/>\n",
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              "<!-- 67 -->\n",
              "<g id=\"node68\" class=\"node\">\n",
              "<title>67</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2240.38,-379.25C2240.38,-379.25 2168.12,-379.25 2168.12,-379.25 2162.12,-379.25 2156.12,-373.25 2156.12,-367.25 2156.12,-367.25 2156.12,-333.75 2156.12,-333.75 2156.12,-327.75 2162.12,-321.75 2168.12,-321.75 2168.12,-321.75 2240.38,-321.75 2240.38,-321.75 2246.38,-321.75 2252.38,-327.75 2252.38,-333.75 2252.38,-333.75 2252.38,-367.25 2252.38,-367.25 2252.38,-373.25 2246.38,-379.25 2240.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2204.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2204.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2204.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</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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              "<!-- 68 -->\n",
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              "<title>68</title>\n",
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              "<text text-anchor=\"middle\" x=\"2318.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"2318.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
              "<text text-anchor=\"middle\" x=\"2318.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
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              "<!-- 66&#45;&gt;68 -->\n",
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              "<title>66&#45;&gt;68</title>\n",
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              "<title>70</title>\n",
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              "<text text-anchor=\"middle\" x=\"2628.25\" 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=\"2628.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.242</text>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\n",
              "<text text-anchor=\"middle\" x=\"2628.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 11]</text>\n",
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              "<!-- 69&#45;&gt;70 -->\n",
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              "<title>81</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2971.25,-607.5C2971.25,-607.5 2883.25,-607.5 2883.25,-607.5 2877.25,-607.5 2871.25,-601.5 2871.25,-595.5 2871.25,-595.5 2871.25,-545.5 2871.25,-545.5 2871.25,-539.5 2877.25,-533.5 2883.25,-533.5 2883.25,-533.5 2971.25,-533.5 2971.25,-533.5 2977.25,-533.5 2983.25,-539.5 2983.25,-545.5 2983.25,-545.5 2983.25,-595.5 2983.25,-595.5 2983.25,-601.5 2977.25,-607.5 2971.25,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 7]</text>\n",
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              "<!-- 69&#45;&gt;81 -->\n",
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              "<title>69&#45;&gt;81</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2684.84,-659.06C2734.84,-641 2807.8,-614.64 2860.61,-595.57\"/>\n",
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              "<!-- 71 -->\n",
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              "<title>71</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2607.25,-497.5C2607.25,-497.5 2519.25,-497.5 2519.25,-497.5 2513.25,-497.5 2507.25,-491.5 2507.25,-485.5 2507.25,-485.5 2507.25,-435.5 2507.25,-435.5 2507.25,-429.5 2513.25,-423.5 2519.25,-423.5 2519.25,-423.5 2607.25,-423.5 2607.25,-423.5 2613.25,-423.5 2619.25,-429.5 2619.25,-435.5 2619.25,-435.5 2619.25,-485.5 2619.25,-485.5 2619.25,-491.5 2613.25,-497.5 2607.25,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2563.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2563.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.185</text>\n",
              "<text text-anchor=\"middle\" x=\"2563.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 68</text>\n",
              "<text text-anchor=\"middle\" x=\"2563.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [61, 7]</text>\n",
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              "<!-- 70&#45;&gt;71 -->\n",
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              "<title>70&#45;&gt;71</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2606.43,-533.24C2601.39,-524.87 2595.96,-515.86 2590.72,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2593.28,-505.61 2585.13,-498.85 2587.29,-509.22 2593.28,-505.61\"/>\n",
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              "<!-- 76 -->\n",
              "<g id=\"node77\" class=\"node\">\n",
              "<title>76</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2737.25,-497.5C2737.25,-497.5 2649.25,-497.5 2649.25,-497.5 2643.25,-497.5 2637.25,-491.5 2637.25,-485.5 2637.25,-485.5 2637.25,-435.5 2637.25,-435.5 2637.25,-429.5 2643.25,-423.5 2649.25,-423.5 2649.25,-423.5 2737.25,-423.5 2737.25,-423.5 2743.25,-423.5 2749.25,-429.5 2749.25,-435.5 2749.25,-435.5 2749.25,-485.5 2749.25,-485.5 2749.25,-491.5 2743.25,-497.5 2737.25,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2693.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2693.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"2693.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"2693.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 4]</text>\n",
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              "<!-- 70&#45;&gt;76 -->\n",
              "<g id=\"edge76\" class=\"edge\">\n",
              "<title>70&#45;&gt;76</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2650.07,-533.24C2655.11,-524.87 2660.54,-515.86 2665.78,-507.14\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"2669.21,-509.22 2671.37,-498.85 2663.22,-505.61 2669.21,-509.22\"/>\n",
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              "<!-- 72 -->\n",
              "<g id=\"node73\" class=\"node\">\n",
              "<title>72</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2482.5,-387.5C2482.5,-387.5 2396,-387.5 2396,-387.5 2390,-387.5 2384,-381.5 2384,-375.5 2384,-375.5 2384,-325.5 2384,-325.5 2384,-319.5 2390,-313.5 2396,-313.5 2396,-313.5 2482.5,-313.5 2482.5,-313.5 2488.5,-313.5 2494.5,-319.5 2494.5,-325.5 2494.5,-325.5 2494.5,-375.5 2494.5,-375.5 2494.5,-381.5 2488.5,-387.5 2482.5,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2439.25\" 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=\"2439.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.215</text>\n",
              "<text text-anchor=\"middle\" x=\"2439.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\n",
              "<text text-anchor=\"middle\" x=\"2439.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [43, 6]</text>\n",
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              "<!-- 71&#45;&gt;72 -->\n",
              "<g id=\"edge72\" class=\"edge\">\n",
              "<title>71&#45;&gt;72</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2521.61,-423.24C2511.19,-414.15 2499.89,-404.32 2489.11,-394.93\"/>\n",
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              "<!-- 75 -->\n",
              "<g id=\"node76\" class=\"node\">\n",
              "<title>75</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2605.5,-379.25C2605.5,-379.25 2525,-379.25 2525,-379.25 2519,-379.25 2513,-373.25 2513,-367.25 2513,-367.25 2513,-333.75 2513,-333.75 2513,-327.75 2519,-321.75 2525,-321.75 2525,-321.75 2605.5,-321.75 2605.5,-321.75 2611.5,-321.75 2617.5,-327.75 2617.5,-333.75 2617.5,-333.75 2617.5,-367.25 2617.5,-367.25 2617.5,-373.25 2611.5,-379.25 2605.5,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2565.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
              "<text text-anchor=\"middle\" x=\"2565.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
              "<text text-anchor=\"middle\" x=\"2565.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 1]</text>\n",
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              "<!-- 71&#45;&gt;75 -->\n",
              "<g id=\"edge75\" class=\"edge\">\n",
              "<title>71&#45;&gt;75</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2563.92,-423.24C2564.12,-412.69 2564.33,-401.12 2564.53,-390.41\"/>\n",
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              "<!-- 73 -->\n",
              "<g id=\"node74\" class=\"node\">\n",
              "<title>73</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2432.38,-269.25C2432.38,-269.25 2360.12,-269.25 2360.12,-269.25 2354.12,-269.25 2348.12,-263.25 2348.12,-257.25 2348.12,-257.25 2348.12,-223.75 2348.12,-223.75 2348.12,-217.75 2354.12,-211.75 2360.12,-211.75 2360.12,-211.75 2432.38,-211.75 2432.38,-211.75 2438.38,-211.75 2444.38,-217.75 2444.38,-223.75 2444.38,-223.75 2444.38,-257.25 2444.38,-257.25 2444.38,-263.25 2438.38,-269.25 2432.38,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2396.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2396.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"2396.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
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              "<!-- 72&#45;&gt;73 -->\n",
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              "<title>72&#45;&gt;73</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2424.81,-313.24C2420.52,-302.46 2415.81,-290.63 2411.47,-279.74\"/>\n",
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              "<!-- 74 -->\n",
              "<g id=\"node75\" class=\"node\">\n",
              "<title>74</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2578.5,-269.25C2578.5,-269.25 2474,-269.25 2474,-269.25 2468,-269.25 2462,-263.25 2462,-257.25 2462,-257.25 2462,-223.75 2462,-223.75 2462,-217.75 2468,-211.75 2474,-211.75 2474,-211.75 2578.5,-211.75 2578.5,-211.75 2584.5,-211.75 2590.5,-217.75 2590.5,-223.75 2590.5,-223.75 2590.5,-257.25 2590.5,-257.25 2590.5,-263.25 2584.5,-269.25 2578.5,-269.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2526.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.223</text>\n",
              "<text text-anchor=\"middle\" x=\"2526.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\n",
              "<text text-anchor=\"middle\" x=\"2526.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41.0, 6.0]</text>\n",
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              "<!-- 72&#45;&gt;74 -->\n",
              "<g id=\"edge74\" class=\"edge\">\n",
              "<title>72&#45;&gt;74</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2468.46,-313.24C2477.59,-301.91 2487.66,-289.41 2496.8,-278.06\"/>\n",
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              "<g id=\"node78\" class=\"node\">\n",
              "<title>77</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2735.25,-387.5C2735.25,-387.5 2647.25,-387.5 2647.25,-387.5 2641.25,-387.5 2635.25,-381.5 2635.25,-375.5 2635.25,-375.5 2635.25,-325.5 2635.25,-325.5 2635.25,-319.5 2641.25,-313.5 2647.25,-313.5 2647.25,-313.5 2735.25,-313.5 2735.25,-313.5 2741.25,-313.5 2747.25,-319.5 2747.25,-325.5 2747.25,-325.5 2747.25,-375.5 2747.25,-375.5 2747.25,-381.5 2741.25,-387.5 2735.25,-387.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"2691.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2691.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"2691.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
              "<text text-anchor=\"middle\" x=\"2691.25\" y=\"-320.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
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              "<!-- 76&#45;&gt;77 -->\n",
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              "<title>76&#45;&gt;77</title>\n",
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              "<g id=\"node81\" class=\"node\">\n",
              "<title>80</title>\n",
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              "<text text-anchor=\"middle\" x=\"2813.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"2813.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"2813.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
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              "<!-- 76&#45;&gt;80 -->\n",
              "<g id=\"edge80\" class=\"edge\">\n",
              "<title>76&#45;&gt;80</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M2733.54,-423.24C2746.62,-411.46 2761.11,-398.43 2774.11,-386.73\"/>\n",
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              "<g id=\"node79\" class=\"node\">\n",
              "<title>78</title>\n",
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              "<text text-anchor=\"middle\" x=\"2665.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2665.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2665.25\" y=\"-218.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 77&#45;&gt;78 -->\n",
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              "<title>77&#45;&gt;78</title>\n",
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              "<title>79</title>\n",
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              "<text text-anchor=\"middle\" x=\"2779.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"2779.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
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              "<!-- 77&#45;&gt;79 -->\n",
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              "<title>77&#45;&gt;79</title>\n",
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              "<!-- 82 -->\n",
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              "<title>82</title>\n",
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              "<text text-anchor=\"middle\" x=\"2927.25\" 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=\"2927.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\n",
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              "<!-- 81&#45;&gt;82 -->\n",
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              "<text text-anchor=\"middle\" x=\"3048.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3048.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"3048.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 81&#45;&gt;85 -->\n",
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              "<title>81&#45;&gt;85</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3010.59,-499.91 3015.72,-490.64 3005.93,-494.69 3010.59,-499.91\"/>\n",
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              "<!-- 83 -->\n",
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              "<path fill=\"none\" stroke=\"black\" d=\"M2963.38,-379.25C2963.38,-379.25 2891.12,-379.25 2891.12,-379.25 2885.12,-379.25 2879.12,-373.25 2879.12,-367.25 2879.12,-367.25 2879.12,-333.75 2879.12,-333.75 2879.12,-327.75 2885.12,-321.75 2891.12,-321.75 2891.12,-321.75 2963.38,-321.75 2963.38,-321.75 2969.38,-321.75 2975.38,-327.75 2975.38,-333.75 2975.38,-333.75 2975.38,-367.25 2975.38,-367.25 2975.38,-373.25 2969.38,-379.25 2963.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"2927.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 82&#45;&gt;83 -->\n",
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              "<title>82&#45;&gt;83</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"2930.75,-390.64 2927.25,-380.64 2923.75,-390.64 2930.75,-390.64\"/>\n",
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              "<title>84</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3077.38,-379.25C3077.38,-379.25 3005.12,-379.25 3005.12,-379.25 2999.12,-379.25 2993.12,-373.25 2993.12,-367.25 2993.12,-367.25 2993.12,-333.75 2993.12,-333.75 2993.12,-327.75 2999.12,-321.75 3005.12,-321.75 3005.12,-321.75 3077.38,-321.75 3077.38,-321.75 3083.38,-321.75 3089.38,-327.75 3089.38,-333.75 3089.38,-333.75 3089.38,-367.25 3089.38,-367.25 3089.38,-373.25 3083.38,-379.25 3077.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3041.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
              "<text text-anchor=\"middle\" x=\"3041.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
              "<text text-anchor=\"middle\" x=\"3041.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 6]</text>\n",
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              "<!-- 82&#45;&gt;84 -->\n",
              "<g id=\"edge84\" class=\"edge\">\n",
              "<title>82&#45;&gt;84</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3005.69,-390.06 3010.54,-380.64 3000.88,-384.98 3005.69,-390.06\"/>\n",
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              "<title>87</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3704.75,-827.5C3704.75,-827.5 3607.75,-827.5 3607.75,-827.5 3601.75,-827.5 3595.75,-821.5 3595.75,-815.5 3595.75,-815.5 3595.75,-765.5 3595.75,-765.5 3595.75,-759.5 3601.75,-753.5 3607.75,-753.5 3607.75,-753.5 3704.75,-753.5 3704.75,-753.5 3710.75,-753.5 3716.75,-759.5 3716.75,-765.5 3716.75,-765.5 3716.75,-815.5 3716.75,-815.5 3716.75,-821.5 3710.75,-827.5 3704.75,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3656.25\" 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=\"3656.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.462</text>\n",
              "<text text-anchor=\"middle\" x=\"3656.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 160</text>\n",
              "<text text-anchor=\"middle\" x=\"3656.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [58, 102]</text>\n",
              "</g>\n",
              "<!-- 86&#45;&gt;87 -->\n",
              "<g id=\"edge87\" class=\"edge\">\n",
              "<title>86&#45;&gt;87</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3656.25,-863.24C3656.25,-855.4 3656.25,-847 3656.25,-838.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3659.75,-838.85 3656.25,-828.85 3652.75,-838.85 3659.75,-838.85\"/>\n",
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              "<!-- 110 -->\n",
              "<g id=\"node111\" class=\"node\">\n",
              "<title>110</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4291.75,-827.5C4291.75,-827.5 4194.75,-827.5 4194.75,-827.5 4188.75,-827.5 4182.75,-821.5 4182.75,-815.5 4182.75,-815.5 4182.75,-765.5 4182.75,-765.5 4182.75,-759.5 4188.75,-753.5 4194.75,-753.5 4194.75,-753.5 4291.75,-753.5 4291.75,-753.5 4297.75,-753.5 4303.75,-759.5 4303.75,-765.5 4303.75,-765.5 4303.75,-815.5 4303.75,-815.5 4303.75,-821.5 4297.75,-827.5 4291.75,-827.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-810.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-793.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.202</text>\n",
              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-777.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 210</text>\n",
              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-760.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 186]</text>\n",
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              "<!-- 86&#45;&gt;110 -->\n",
              "<g id=\"edge110\" class=\"edge\">\n",
              "<title>86&#45;&gt;110</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3717.13,-888.3C3826.49,-868.18 4055.59,-826.03 4172.03,-804.6\"/>\n",
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              "<!-- 88 -->\n",
              "<g id=\"node89\" class=\"node\">\n",
              "<title>88</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3607.25,-717.5C3607.25,-717.5 3519.25,-717.5 3519.25,-717.5 3513.25,-717.5 3507.25,-711.5 3507.25,-705.5 3507.25,-705.5 3507.25,-655.5 3507.25,-655.5 3507.25,-649.5 3513.25,-643.5 3519.25,-643.5 3519.25,-643.5 3607.25,-643.5 3607.25,-643.5 3613.25,-643.5 3619.25,-649.5 3619.25,-655.5 3619.25,-655.5 3619.25,-705.5 3619.25,-705.5 3619.25,-711.5 3613.25,-717.5 3607.25,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 38]</text>\n",
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              "<!-- 87&#45;&gt;88 -->\n",
              "<g id=\"edge88\" class=\"edge\">\n",
              "<title>87&#45;&gt;88</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3625.02,-753.24C3617.51,-744.51 3609.4,-735.09 3601.6,-726.03\"/>\n",
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              "<!-- 99 -->\n",
              "<g id=\"node100\" class=\"node\">\n",
              "<title>99</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3843.62,-717.5C3843.62,-717.5 3754.88,-717.5 3754.88,-717.5 3748.88,-717.5 3742.88,-711.5 3742.88,-705.5 3742.88,-705.5 3742.88,-655.5 3742.88,-655.5 3742.88,-649.5 3748.88,-643.5 3754.88,-643.5 3754.88,-643.5 3843.62,-643.5 3843.62,-643.5 3849.62,-643.5 3855.62,-649.5 3855.62,-655.5 3855.62,-655.5 3855.62,-705.5 3855.62,-705.5 3855.62,-711.5 3849.62,-717.5 3843.62,-717.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 116</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-650.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 64]</text>\n",
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              "<!-- 87&#45;&gt;99 -->\n",
              "<g id=\"edge99\" class=\"edge\">\n",
              "<title>87&#45;&gt;99</title>\n",
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              "<g id=\"node90\" class=\"node\">\n",
              "<title>89</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3426.5,-607.5C3426.5,-607.5 3340,-607.5 3340,-607.5 3334,-607.5 3328,-601.5 3328,-595.5 3328,-595.5 3328,-545.5 3328,-545.5 3328,-539.5 3334,-533.5 3340,-533.5 3340,-533.5 3426.5,-533.5 3426.5,-533.5 3432.5,-533.5 3438.5,-539.5 3438.5,-545.5 3438.5,-545.5 3438.5,-595.5 3438.5,-595.5 3438.5,-601.5 3432.5,-607.5 3426.5,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" 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=\"3383.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 32]</text>\n",
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              "<!-- 88&#45;&gt;89 -->\n",
              "<g id=\"edge89\" class=\"edge\">\n",
              "<title>88&#45;&gt;89</title>\n",
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              "<title>96</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3606.5,-607.5C3606.5,-607.5 3520,-607.5 3520,-607.5 3514,-607.5 3508,-601.5 3508,-595.5 3508,-595.5 3508,-545.5 3508,-545.5 3508,-539.5 3514,-533.5 3520,-533.5 3520,-533.5 3606.5,-533.5 3606.5,-533.5 3612.5,-533.5 3618.5,-539.5 3618.5,-545.5 3618.5,-545.5 3618.5,-595.5 3618.5,-595.5 3618.5,-601.5 3612.5,-607.5 3606.5,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" 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=\"3563.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"3563.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\n",
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              "<!-- 88&#45;&gt;96 -->\n",
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              "<title>88&#45;&gt;96</title>\n",
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              "<title>90</title>\n",
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              "<text text-anchor=\"middle\" x=\"3257.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3257.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
              "<text text-anchor=\"middle\" x=\"3257.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"3257.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\n",
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              "<title>89&#45;&gt;90</title>\n",
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              "<!-- 93 -->\n",
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              "<title>93</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3423.5,-497.5C3423.5,-497.5 3343,-497.5 3343,-497.5 3337,-497.5 3331,-491.5 3331,-485.5 3331,-485.5 3331,-435.5 3331,-435.5 3331,-429.5 3337,-423.5 3343,-423.5 3343,-423.5 3423.5,-423.5 3423.5,-423.5 3429.5,-423.5 3435.5,-429.5 3435.5,-435.5 3435.5,-435.5 3435.5,-485.5 3435.5,-485.5 3435.5,-491.5 3429.5,-497.5 3423.5,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">sex &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.077</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 24]</text>\n",
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              "<!-- 89&#45;&gt;93 -->\n",
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              "<title>89&#45;&gt;93</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3386.75,-508.85 3383.25,-498.85 3379.75,-508.85 3386.75,-508.85\"/>\n",
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              "<!-- 91 -->\n",
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              "<title>91</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3191.38,-379.25C3191.38,-379.25 3119.12,-379.25 3119.12,-379.25 3113.12,-379.25 3107.12,-373.25 3107.12,-367.25 3107.12,-367.25 3107.12,-333.75 3107.12,-333.75 3107.12,-327.75 3113.12,-321.75 3119.12,-321.75 3119.12,-321.75 3191.38,-321.75 3191.38,-321.75 3197.38,-321.75 3203.38,-327.75 3203.38,-333.75 3203.38,-333.75 3203.38,-367.25 3203.38,-367.25 3203.38,-373.25 3197.38,-379.25 3191.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3155.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3155.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"3155.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
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              "<!-- 90&#45;&gt;91 -->\n",
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              "<title>90&#45;&gt;91</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3192.24,-385.51 3182.83,-380.64 3187.15,-390.32 3192.24,-385.51\"/>\n",
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              "<!-- 92 -->\n",
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              "<title>92</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3305.38,-379.25C3305.38,-379.25 3233.12,-379.25 3233.12,-379.25 3227.12,-379.25 3221.12,-373.25 3221.12,-367.25 3221.12,-367.25 3221.12,-333.75 3221.12,-333.75 3221.12,-327.75 3227.12,-321.75 3233.12,-321.75 3233.12,-321.75 3305.38,-321.75 3305.38,-321.75 3311.38,-321.75 3317.38,-327.75 3317.38,-333.75 3317.38,-333.75 3317.38,-367.25 3317.38,-367.25 3317.38,-373.25 3311.38,-379.25 3305.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3269.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
              "<text text-anchor=\"middle\" x=\"3269.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
              "<text text-anchor=\"middle\" x=\"3269.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\n",
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              "<!-- 90&#45;&gt;92 -->\n",
              "<g id=\"edge92\" class=\"edge\">\n",
              "<title>90&#45;&gt;92</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3261.28,-423.24C3262.45,-412.69 3263.74,-401.12 3264.93,-390.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3268.5,-390.97 3266.12,-380.64 3261.54,-390.19 3268.5,-390.97\"/>\n",
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              "<!-- 94 -->\n",
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              "<title>94</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3419.38,-379.25C3419.38,-379.25 3347.12,-379.25 3347.12,-379.25 3341.12,-379.25 3335.12,-373.25 3335.12,-367.25 3335.12,-367.25 3335.12,-333.75 3335.12,-333.75 3335.12,-327.75 3341.12,-321.75 3347.12,-321.75 3347.12,-321.75 3419.38,-321.75 3419.38,-321.75 3425.38,-321.75 3431.38,-327.75 3431.38,-333.75 3431.38,-333.75 3431.38,-367.25 3431.38,-367.25 3431.38,-373.25 3425.38,-379.25 3419.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
              "<text text-anchor=\"middle\" x=\"3383.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
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              "<!-- 93&#45;&gt;94 -->\n",
              "<g id=\"edge94\" class=\"edge\">\n",
              "<title>93&#45;&gt;94</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3383.25,-423.24C3383.25,-412.69 3383.25,-401.12 3383.25,-390.41\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3386.75,-390.64 3383.25,-380.64 3379.75,-390.64 3386.75,-390.64\"/>\n",
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              "<!-- 95 -->\n",
              "<g id=\"node96\" class=\"node\">\n",
              "<title>95</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3541.5,-379.25C3541.5,-379.25 3461,-379.25 3461,-379.25 3455,-379.25 3449,-373.25 3449,-367.25 3449,-367.25 3449,-333.75 3449,-333.75 3449,-327.75 3455,-321.75 3461,-321.75 3461,-321.75 3541.5,-321.75 3541.5,-321.75 3547.5,-321.75 3553.5,-327.75 3553.5,-333.75 3553.5,-333.75 3553.5,-367.25 3553.5,-367.25 3553.5,-373.25 3547.5,-379.25 3541.5,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.091</text>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 20]</text>\n",
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              "<!-- 93&#45;&gt;95 -->\n",
              "<g id=\"edge95\" class=\"edge\">\n",
              "<title>93&#45;&gt;95</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"3464.49,-389.98 3469.5,-380.64 3459.76,-384.81 3464.49,-389.98\"/>\n",
              "</g>\n",
              "<!-- 97 -->\n",
              "<g id=\"node98\" class=\"node\">\n",
              "<title>97</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3537.38,-489.25C3537.38,-489.25 3465.12,-489.25 3465.12,-489.25 3459.12,-489.25 3453.12,-483.25 3453.12,-477.25 3453.12,-477.25 3453.12,-443.75 3453.12,-443.75 3453.12,-437.75 3459.12,-431.75 3465.12,-431.75 3465.12,-431.75 3537.38,-431.75 3537.38,-431.75 3543.38,-431.75 3549.38,-437.75 3549.38,-443.75 3549.38,-443.75 3549.38,-477.25 3549.38,-477.25 3549.38,-483.25 3543.38,-489.25 3537.38,-489.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
              "<text text-anchor=\"middle\" x=\"3501.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
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              "<!-- 96&#45;&gt;97 -->\n",
              "<g id=\"edge97\" class=\"edge\">\n",
              "<title>96&#45;&gt;97</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3542.43,-533.24C3536.12,-522.24 3529.17,-510.14 3522.81,-499.06\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3525.42,-497.57 3517.41,-490.64 3519.35,-501.06 3525.42,-497.57\"/>\n",
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              "<!-- 98 -->\n",
              "<g id=\"node99\" class=\"node\">\n",
              "<title>98</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3651.38,-489.25C3651.38,-489.25 3579.12,-489.25 3579.12,-489.25 3573.12,-489.25 3567.12,-483.25 3567.12,-477.25 3567.12,-477.25 3567.12,-443.75 3567.12,-443.75 3567.12,-437.75 3573.12,-431.75 3579.12,-431.75 3579.12,-431.75 3651.38,-431.75 3651.38,-431.75 3657.38,-431.75 3663.38,-437.75 3663.38,-443.75 3663.38,-443.75 3663.38,-477.25 3663.38,-477.25 3663.38,-483.25 3657.38,-489.25 3651.38,-489.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3615.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
              "<text text-anchor=\"middle\" x=\"3615.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
              "<text text-anchor=\"middle\" x=\"3615.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 6]</text>\n",
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              "<!-- 96&#45;&gt;98 -->\n",
              "<g id=\"edge98\" class=\"edge\">\n",
              "<title>96&#45;&gt;98</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3580.71,-533.24C3585.95,-522.35 3591.71,-510.39 3597,-499.4\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3600.52,-501.17 3601.7,-490.64 3594.21,-498.13 3600.52,-501.17\"/>\n",
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              "<!-- 100 -->\n",
              "<g id=\"node101\" class=\"node\">\n",
              "<title>100</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3843.25,-607.5C3843.25,-607.5 3755.25,-607.5 3755.25,-607.5 3749.25,-607.5 3743.25,-601.5 3743.25,-595.5 3743.25,-595.5 3743.25,-545.5 3743.25,-545.5 3743.25,-539.5 3749.25,-533.5 3755.25,-533.5 3755.25,-533.5 3843.25,-533.5 3843.25,-533.5 3849.25,-533.5 3855.25,-539.5 3855.25,-545.5 3855.25,-545.5 3855.25,-595.5 3855.25,-595.5 3855.25,-601.5 3849.25,-607.5 3843.25,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_2 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
              "<text text-anchor=\"middle\" x=\"3799.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 6]</text>\n",
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              "<!-- 99&#45;&gt;100 -->\n",
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              "<title>99&#45;&gt;100</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3799.25,-643.24C3799.25,-635.4 3799.25,-627 3799.25,-618.82\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"3802.75,-618.85 3799.25,-608.85 3795.75,-618.85 3802.75,-618.85\"/>\n",
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              "<g id=\"node106\" class=\"node\">\n",
              "<title>105</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4034.62,-607.5C4034.62,-607.5 3945.88,-607.5 3945.88,-607.5 3939.88,-607.5 3933.88,-601.5 3933.88,-595.5 3933.88,-595.5 3933.88,-545.5 3933.88,-545.5 3933.88,-539.5 3939.88,-533.5 3945.88,-533.5 3945.88,-533.5 4034.62,-533.5 4034.62,-533.5 4040.62,-533.5 4046.62,-539.5 4046.62,-545.5 4046.62,-545.5 4046.62,-595.5 4046.62,-595.5 4046.62,-601.5 4040.62,-607.5 4034.62,-607.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3990.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3990.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
              "<text text-anchor=\"middle\" x=\"3990.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 94</text>\n",
              "<text text-anchor=\"middle\" x=\"3990.25\" y=\"-540.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 58]</text>\n",
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              "<!-- 99&#45;&gt;105 -->\n",
              "<g id=\"edge105\" class=\"edge\">\n",
              "<title>99&#45;&gt;105</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3856.04,-647.39C3877.5,-635.26 3902.09,-621.35 3924.32,-608.78\"/>\n",
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              "<!-- 101 -->\n",
              "<g id=\"node102\" class=\"node\">\n",
              "<title>101</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3781.25,-497.5C3781.25,-497.5 3693.25,-497.5 3693.25,-497.5 3687.25,-497.5 3681.25,-491.5 3681.25,-485.5 3681.25,-485.5 3681.25,-435.5 3681.25,-435.5 3681.25,-429.5 3687.25,-423.5 3693.25,-423.5 3693.25,-423.5 3781.25,-423.5 3781.25,-423.5 3787.25,-423.5 3793.25,-429.5 3793.25,-435.5 3793.25,-435.5 3793.25,-485.5 3793.25,-485.5 3793.25,-491.5 3787.25,-497.5 3781.25,-497.5\"/>\n",
              "<text text-anchor=\"middle\" x=\"3737.25\" y=\"-480.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"3737.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
              "<text text-anchor=\"middle\" x=\"3737.25\" y=\"-447.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
              "<text text-anchor=\"middle\" x=\"3737.25\" y=\"-430.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 4]</text>\n",
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              "<!-- 100&#45;&gt;101 -->\n",
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              "<title>100&#45;&gt;101</title>\n",
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              "<title>104</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M3903.5,-489.25C3903.5,-489.25 3823,-489.25 3823,-489.25 3817,-489.25 3811,-483.25 3811,-477.25 3811,-477.25 3811,-443.75 3811,-443.75 3811,-437.75 3817,-431.75 3823,-431.75 3823,-431.75 3903.5,-431.75 3903.5,-431.75 3909.5,-431.75 3915.5,-437.75 3915.5,-443.75 3915.5,-443.75 3915.5,-477.25 3915.5,-477.25 3915.5,-483.25 3909.5,-489.25 3903.5,-489.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"3863.25\" y=\"-471.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
              "<text text-anchor=\"middle\" x=\"3863.25\" y=\"-455.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
              "<text text-anchor=\"middle\" x=\"3863.25\" y=\"-438.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 2]</text>\n",
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              "<!-- 100&#45;&gt;104 -->\n",
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              "<title>100&#45;&gt;104</title>\n",
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              "<title>102</title>\n",
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              "<text text-anchor=\"middle\" x=\"3630.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"3630.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
              "<text text-anchor=\"middle\" x=\"3630.25\" y=\"-328.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
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              "<g id=\"edge102\" class=\"edge\">\n",
              "<title>101&#45;&gt;102</title>\n",
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              "<g id=\"node104\" class=\"node\">\n",
              "<title>103</title>\n",
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              "<text text-anchor=\"middle\" x=\"3744.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
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              "<text text-anchor=\"middle\" x=\"3874.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
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              "<title>108</title>\n",
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              "<text text-anchor=\"middle\" x=\"3997.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\n",
              "<text text-anchor=\"middle\" x=\"3997.25\" y=\"-345.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
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              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4243.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.384</text>\n",
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              "<text text-anchor=\"middle\" x=\"4557.25\" y=\"-700.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">thal_3.0 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4557.25\" y=\"-683.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.169</text>\n",
              "<text text-anchor=\"middle\" x=\"4557.25\" y=\"-667.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 183</text>\n",
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              "<text text-anchor=\"middle\" x=\"4182.25\" y=\"-581.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
              "<text text-anchor=\"middle\" x=\"4182.25\" y=\"-565.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
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              "<text text-anchor=\"middle\" x=\"4304.25\" y=\"-590.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4304.25\" y=\"-573.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
              "<text text-anchor=\"middle\" x=\"4304.25\" y=\"-557.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
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              "<text text-anchor=\"middle\" x=\"4615.25\" y=\"-463.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.081</text>\n",
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              "<text text-anchor=\"middle\" x=\"4486.25\" y=\"-370.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">slope_1 &lt;= 0.5</text>\n",
              "<text text-anchor=\"middle\" x=\"4486.25\" y=\"-353.7\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
              "<text text-anchor=\"middle\" x=\"4486.25\" y=\"-337.2\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
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              "<title>123</title>\n",
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              "<text text-anchor=\"middle\" x=\"4427.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
              "<text text-anchor=\"middle\" x=\"4427.25\" y=\"-235.45\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
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              "<!-- 122&#45;&gt;123 -->\n",
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              "<title>122&#45;&gt;123</title>\n",
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              "<title>124</title>\n",
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              "<text text-anchor=\"middle\" x=\"4545.25\" y=\"-251.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
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              "<!-- 122&#45;&gt;124 -->\n",
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              "<title>122&#45;&gt;124</title>\n",
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              "<title>126</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4644.38,-379.25C4644.38,-379.25 4572.12,-379.25 4572.12,-379.25 4566.12,-379.25 4560.12,-373.25 4560.12,-367.25 4560.12,-367.25 4560.12,-333.75 4560.12,-333.75 4560.12,-327.75 4566.12,-321.75 4572.12,-321.75 4572.12,-321.75 4644.38,-321.75 4644.38,-321.75 4650.38,-321.75 4656.38,-327.75 4656.38,-333.75 4656.38,-333.75 4656.38,-367.25 4656.38,-367.25 4656.38,-373.25 4650.38,-379.25 4644.38,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"4608.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
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              "<!-- 125&#45;&gt;126 -->\n",
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              "<title>125&#45;&gt;126</title>\n",
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              "<title>127</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M4766.5,-379.25C4766.5,-379.25 4686,-379.25 4686,-379.25 4680,-379.25 4674,-373.25 4674,-367.25 4674,-367.25 4674,-333.75 4674,-333.75 4674,-327.75 4680,-321.75 4686,-321.75 4686,-321.75 4766.5,-321.75 4766.5,-321.75 4772.5,-321.75 4778.5,-327.75 4778.5,-333.75 4778.5,-333.75 4778.5,-367.25 4778.5,-367.25 4778.5,-373.25 4772.5,-379.25 4766.5,-379.25\"/>\n",
              "<text text-anchor=\"middle\" x=\"4726.25\" y=\"-361.95\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
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            "text/plain": [
              "<graphviz.sources.Source at 0x1f24d7f6090>"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import graphviz\n",
        "from sklearn import tree\n",
        "\n",
        "tree.export_graphviz(clf, feature_names=clf.feature_names_in_, rounded=True, out_file='decision.dot')\n",
        "\n",
        "graphviz.Source(open('./decision.dot').read())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
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      "file_extension": ".py",
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