decision-tree-hyperparameter-visualizing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c2a63b2",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:36.934271Z",
     "iopub.status.busy": "2022-05-31T08:22:36.933359Z",
     "iopub.status.idle": "2022-05-31T08:22:36.951249Z",
     "shell.execute_reply": "2022-05-31T08:22:36.950472Z"
    },
    "papermill": {
     "duration": 0.033822,
     "end_time": "2022-05-31T08:22:36.953781",
     "exception": false,
     "start_time": "2022-05-31T08:22:36.919959",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/pima-indians-diabetes-database/diabetes.csv\n",
      "/kaggle/input/pimaindiansdiabetescsv/pima-indians-diabetes.csv\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14edc96f",
   "metadata": {
    "papermill": {
     "duration": 0.007215,
     "end_time": "2022-05-31T08:22:36.968592",
     "exception": false,
     "start_time": "2022-05-31T08:22:36.961377",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 1. Importing Required Libraries:\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8af5515a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:36.985464Z",
     "iopub.status.busy": "2022-05-31T08:22:36.984989Z",
     "iopub.status.idle": "2022-05-31T08:22:38.417259Z",
     "shell.execute_reply": "2022-05-31T08:22:38.415839Z"
    },
    "papermill": {
     "duration": 1.443895,
     "end_time": "2022-05-31T08:22:38.419899",
     "exception": false,
     "start_time": "2022-05-31T08:22:36.976004",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Importing Required Libraries: \n",
    "import pandas as pd\n",
    "from sklearn.tree import DecisionTreeClassifier # Import Decision Tree Classifier\n",
    "from sklearn.model_selection import train_test_split # Import train_test_split function\n",
    "from sklearn import metrics #Import scikit-learn metrics module for accuracy calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7985079d",
   "metadata": {
    "papermill": {
     "duration": 0.007615,
     "end_time": "2022-05-31T08:22:38.436177",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.428562",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 2. Loading Data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "31bb49a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.454219Z",
     "iopub.status.busy": "2022-05-31T08:22:38.453458Z",
     "iopub.status.idle": "2022-05-31T08:22:38.504974Z",
     "shell.execute_reply": "2022-05-31T08:22:38.504198Z"
    },
    "papermill": {
     "duration": 0.062754,
     "end_time": "2022-05-31T08:22:38.506746",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.443992",
     "status": "completed"
    },
    "tags": []
   },
   "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>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <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>763</th>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>180</td>\n",
       "      <td>32.9</td>\n",
       "      <td>0.171</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>2</td>\n",
       "      <td>122</td>\n",
       "      <td>70</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>0.340</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>5</td>\n",
       "      <td>121</td>\n",
       "      <td>72</td>\n",
       "      <td>23</td>\n",
       "      <td>112</td>\n",
       "      <td>26.2</td>\n",
       "      <td>0.245</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>1</td>\n",
       "      <td>126</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>0.349</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>1</td>\n",
       "      <td>93</td>\n",
       "      <td>70</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>0.315</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
       "0              6      148             72             35        0  33.6   \n",
       "1              1       85             66             29        0  26.6   \n",
       "2              8      183             64              0        0  23.3   \n",
       "3              1       89             66             23       94  28.1   \n",
       "4              0      137             40             35      168  43.1   \n",
       "..           ...      ...            ...            ...      ...   ...   \n",
       "763           10      101             76             48      180  32.9   \n",
       "764            2      122             70             27        0  36.8   \n",
       "765            5      121             72             23      112  26.2   \n",
       "766            1      126             60              0        0  30.1   \n",
       "767            1       93             70             31        0  30.4   \n",
       "\n",
       "     DiabetesPedigreeFunction  Age  Outcome  \n",
       "0                       0.627   50        1  \n",
       "1                       0.351   31        0  \n",
       "2                       0.672   32        1  \n",
       "3                       0.167   21        0  \n",
       "4                       2.288   33        1  \n",
       "..                        ...  ...      ...  \n",
       "763                     0.171   63        0  \n",
       "764                     0.340   27        0  \n",
       "765                     0.245   30        0  \n",
       "766                     0.349   47        1  \n",
       "767                     0.315   23        0  \n",
       "\n",
       "[768 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.read_csv('../input/pima-indians-diabetes-database/diabetes.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3583afd5",
   "metadata": {
    "papermill": {
     "duration": 0.00757,
     "end_time": "2022-05-31T08:22:38.522273",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.514703",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 3. Understanding the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "47b04433",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.540590Z",
     "iopub.status.busy": "2022-05-31T08:22:38.539785Z",
     "iopub.status.idle": "2022-05-31T08:22:38.587455Z",
     "shell.execute_reply": "2022-05-31T08:22:38.586544Z"
    },
    "papermill": {
     "duration": 0.059164,
     "end_time": "2022-05-31T08:22:38.589423",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.530259",
     "status": "completed"
    },
    "tags": []
   },
   "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>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
       "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
       "mean      3.845052  120.894531      69.105469      20.536458   79.799479   \n",
       "std       3.369578   31.972618      19.355807      15.952218  115.244002   \n",
       "min       0.000000    0.000000       0.000000       0.000000    0.000000   \n",
       "25%       1.000000   99.000000      62.000000       0.000000    0.000000   \n",
       "50%       3.000000  117.000000      72.000000      23.000000   30.500000   \n",
       "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
       "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
       "\n",
       "              BMI  DiabetesPedigreeFunction         Age     Outcome  \n",
       "count  768.000000                768.000000  768.000000  768.000000  \n",
       "mean    31.992578                  0.471876   33.240885    0.348958  \n",
       "std      7.884160                  0.331329   11.760232    0.476951  \n",
       "min      0.000000                  0.078000   21.000000    0.000000  \n",
       "25%     27.300000                  0.243750   24.000000    0.000000  \n",
       "50%     32.000000                  0.372500   29.000000    0.000000  \n",
       "75%     36.600000                  0.626250   41.000000    1.000000  \n",
       "max     67.100000                  2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# describe the data:\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bdd0d154",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.608615Z",
     "iopub.status.busy": "2022-05-31T08:22:38.608098Z",
     "iopub.status.idle": "2022-05-31T08:22:38.626049Z",
     "shell.execute_reply": "2022-05-31T08:22:38.624819Z"
    },
    "papermill": {
     "duration": 0.031355,
     "end_time": "2022-05-31T08:22:38.629181",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.597826",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Pregnancies               768 non-null    int64  \n",
      " 1   Glucose                   768 non-null    int64  \n",
      " 2   BloodPressure             768 non-null    int64  \n",
      " 3   SkinThickness             768 non-null    int64  \n",
      " 4   Insulin                   768 non-null    int64  \n",
      " 5   BMI                       768 non-null    float64\n",
      " 6   DiabetesPedigreeFunction  768 non-null    float64\n",
      " 7   Age                       768 non-null    int64  \n",
      " 8   Outcome                   768 non-null    int64  \n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "# data type:\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "616010b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.649103Z",
     "iopub.status.busy": "2022-05-31T08:22:38.648493Z",
     "iopub.status.idle": "2022-05-31T08:22:38.655838Z",
     "shell.execute_reply": "2022-05-31T08:22:38.654899Z"
    },
    "papermill": {
     "duration": 0.019394,
     "end_time": "2022-05-31T08:22:38.657861",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.638467",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    500\n",
       "1    268\n",
       "Name: Outcome, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the balance of outcome feature: \n",
    "df['Outcome'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4984369e",
   "metadata": {
    "papermill": {
     "duration": 0.008054,
     "end_time": "2022-05-31T08:22:38.674372",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.666318",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 4. Feature Selection:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1adf0d37",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.692537Z",
     "iopub.status.busy": "2022-05-31T08:22:38.692141Z",
     "iopub.status.idle": "2022-05-31T08:22:38.697242Z",
     "shell.execute_reply": "2022-05-31T08:22:38.696269Z"
    },
    "papermill": {
     "duration": 0.016744,
     "end_time": "2022-05-31T08:22:38.699305",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.682561",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#split dataset in features and target variable:\n",
    "X= df.iloc[:,:8] #feature\n",
    "y=df['Outcome'] # target\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9c38d264",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.718312Z",
     "iopub.status.busy": "2022-05-31T08:22:38.717440Z",
     "iopub.status.idle": "2022-05-31T08:22:38.736073Z",
     "shell.execute_reply": "2022-05-31T08:22:38.735122Z"
    },
    "papermill": {
     "duration": 0.030234,
     "end_time": "2022-05-31T08:22:38.738128",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.707894",
     "status": "completed"
    },
    "tags": []
   },
   "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>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>180</td>\n",
       "      <td>32.9</td>\n",
       "      <td>0.171</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>2</td>\n",
       "      <td>122</td>\n",
       "      <td>70</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>0.340</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>5</td>\n",
       "      <td>121</td>\n",
       "      <td>72</td>\n",
       "      <td>23</td>\n",
       "      <td>112</td>\n",
       "      <td>26.2</td>\n",
       "      <td>0.245</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>1</td>\n",
       "      <td>126</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>0.349</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>1</td>\n",
       "      <td>93</td>\n",
       "      <td>70</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>0.315</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
       "0              6      148             72             35        0  33.6   \n",
       "1              1       85             66             29        0  26.6   \n",
       "2              8      183             64              0        0  23.3   \n",
       "3              1       89             66             23       94  28.1   \n",
       "4              0      137             40             35      168  43.1   \n",
       "..           ...      ...            ...            ...      ...   ...   \n",
       "763           10      101             76             48      180  32.9   \n",
       "764            2      122             70             27        0  36.8   \n",
       "765            5      121             72             23      112  26.2   \n",
       "766            1      126             60              0        0  30.1   \n",
       "767            1       93             70             31        0  30.4   \n",
       "\n",
       "     DiabetesPedigreeFunction  Age  \n",
       "0                       0.627   50  \n",
       "1                       0.351   31  \n",
       "2                       0.672   32  \n",
       "3                       0.167   21  \n",
       "4                       2.288   33  \n",
       "..                        ...  ...  \n",
       "763                     0.171   63  \n",
       "764                     0.340   27  \n",
       "765                     0.245   30  \n",
       "766                     0.349   47  \n",
       "767                     0.315   23  \n",
       "\n",
       "[768 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a94c70f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.757232Z",
     "iopub.status.busy": "2022-05-31T08:22:38.756628Z",
     "iopub.status.idle": "2022-05-31T08:22:38.764308Z",
     "shell.execute_reply": "2022-05-31T08:22:38.763590Z"
    },
    "papermill": {
     "duration": 0.019164,
     "end_time": "2022-05-31T08:22:38.766112",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.746948",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      0\n",
       "2      1\n",
       "3      0\n",
       "4      1\n",
       "      ..\n",
       "763    0\n",
       "764    0\n",
       "765    0\n",
       "766    1\n",
       "767    0\n",
       "Name: Outcome, Length: 768, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1aff55e",
   "metadata": {
    "papermill": {
     "duration": 0.008839,
     "end_time": "2022-05-31T08:22:38.783755",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.774916",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 5. Splitting Data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "166afc88",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.803573Z",
     "iopub.status.busy": "2022-05-31T08:22:38.802767Z",
     "iopub.status.idle": "2022-05-31T08:22:38.810027Z",
     "shell.execute_reply": "2022-05-31T08:22:38.809230Z"
    },
    "papermill": {
     "duration": 0.019274,
     "end_time": "2022-05-31T08:22:38.811839",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.792565",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Split dataset into training set and test set\n",
    "X_train, X_test, y_train, y_test= train_test_split(X,y,test_size=0.3, random_state= 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ef3d024f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.831289Z",
     "iopub.status.busy": "2022-05-31T08:22:38.830682Z",
     "iopub.status.idle": "2022-05-31T08:22:38.835907Z",
     "shell.execute_reply": "2022-05-31T08:22:38.834737Z"
    },
    "papermill": {
     "duration": 0.01785,
     "end_time": "2022-05-31T08:22:38.838534",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.820684",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(537, 8) (537,)\n",
      "(231, 8) (231,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape, y_train.shape)\n",
    "print(X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bee4614",
   "metadata": {
    "papermill": {
     "duration": 0.008774,
     "end_time": "2022-05-31T08:22:38.856986",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.848212",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 6. Building Decision Tree Model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "966a83f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.876222Z",
     "iopub.status.busy": "2022-05-31T08:22:38.875856Z",
     "iopub.status.idle": "2022-05-31T08:22:38.888636Z",
     "shell.execute_reply": "2022-05-31T08:22:38.887783Z"
    },
    "papermill": {
     "duration": 0.02516,
     "end_time": "2022-05-31T08:22:38.890951",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.865791",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Create Decision Tree classifer object\n",
    "clf = DecisionTreeClassifier()\n",
    "\n",
    "# Train Decision Tree Classifer\n",
    "clf = clf.fit(X_train,y_train)\n",
    "\n",
    "# Predict the response for test dataset\n",
    "y_pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "462ae851",
   "metadata": {
    "papermill": {
     "duration": 0.008548,
     "end_time": "2022-05-31T08:22:38.908451",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.899903",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 7. Evaluating Model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "69223608",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.928914Z",
     "iopub.status.busy": "2022-05-31T08:22:38.927826Z",
     "iopub.status.idle": "2022-05-31T08:22:38.935332Z",
     "shell.execute_reply": "2022-05-31T08:22:38.933998Z"
    },
    "papermill": {
     "duration": 0.020123,
     "end_time": "2022-05-31T08:22:38.937918",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.917795",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score is 65.80%\n"
     ]
    }
   ],
   "source": [
    "# Model Accuracy, how often is the classifier correct?\n",
    "accuracy_score= metrics.accuracy_score(y_test, y_pred)\n",
    "print('accuracy score is', str('{:04.2f}'.format(accuracy_score*100))+'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff703dc0",
   "metadata": {
    "papermill": {
     "duration": 0.008784,
     "end_time": "2022-05-31T08:22:38.956181",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.947397",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Accuracy score is 66.23% is considered as good accuracy. \n",
    "\n",
    "We can improve this accuracy by tuning the parameters in the Decision Tree Algorithm.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1d2d9a5",
   "metadata": {
    "papermill": {
     "duration": 0.008623,
     "end_time": "2022-05-31T08:22:38.973665",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.965042",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 8. Visualizing the decisison tree: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6db8f760",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:38.993440Z",
     "iopub.status.busy": "2022-05-31T08:22:38.992529Z",
     "iopub.status.idle": "2022-05-31T08:22:40.182631Z",
     "shell.execute_reply": "2022-05-31T08:22:40.181225Z"
    },
    "papermill": {
     "duration": 1.209487,
     "end_time": "2022-05-31T08:22:40.191946",
     "exception": false,
     "start_time": "2022-05-31T08:22:38.982459",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.50.0 (20211209.0339)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"6543pt\" height=\"1623pt\"\n",
       " viewBox=\"0.00 0.00 6542.50 1623.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 1619)\">\n",
       "<title>Tree</title>\n",
       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-1619 6538.5,-1619 6538.5,4 -4,4\"/>\n",
       "<!-- 0 -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>0</title>\n",
       "<polygon fill=\"#f1bb95\" stroke=\"black\" points=\"3916,-1615 3767,-1615 3767,-1532 3916,-1532 3916,-1615\"/>\n",
       "<text text-anchor=\"middle\" x=\"3841.5\" y=\"-1599.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 144.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3841.5\" y=\"-1584.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.433</text>\n",
       "<text text-anchor=\"middle\" x=\"3841.5\" y=\"-1569.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 537</text>\n",
       "<text text-anchor=\"middle\" x=\"3841.5\" y=\"-1554.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [367, 170]</text>\n",
       "<text text-anchor=\"middle\" x=\"3841.5\" y=\"-1539.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1 -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>1</title>\n",
       "<polygon fill=\"#eca36e\" stroke=\"black\" points=\"2454,-1496 2309,-1496 2309,-1413 2454,-1413 2454,-1496\"/>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 111.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.332</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 428</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [338, 90]</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>0&#45;&gt;1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3766.84,-1566.52C3518.96,-1546.65 2724.32,-1482.97 2464.54,-1462.15\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2464.67,-1458.65 2454.42,-1461.34 2464.11,-1465.63 2464.67,-1458.65\"/>\n",
       "<text text-anchor=\"middle\" x=\"2470.63\" y=\"-1476.68\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\n",
       "</g>\n",
       "<!-- 146 -->\n",
       "<g id=\"node147\" class=\"node\">\n",
       "<title>146</title>\n",
       "<polygon fill=\"#81c1ee\" stroke=\"black\" points=\"5453,-1496 5308,-1496 5308,-1413 5453,-1413 5453,-1496\"/>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1480.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 166.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1465.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.391</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1450.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 109</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1435.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 80]</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;146 -->\n",
       "<g id=\"edge146\" class=\"edge\">\n",
       "<title>0&#45;&gt;146</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3916.25,-1566.82C4174.48,-1547.19 5027.9,-1482.31 5297.87,-1461.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5298.28,-1465.26 5307.99,-1461.01 5297.75,-1458.28 5298.28,-1465.26\"/>\n",
       "<text text-anchor=\"middle\" x=\"5291.7\" y=\"-1476.28\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>2</title>\n",
       "<polygon fill=\"#e89051\" stroke=\"black\" points=\"1276.5,-1377 1136.5,-1377 1136.5,-1294 1276.5,-1294 1276.5,-1377\"/>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 25.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.19</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 244</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [218, 26]</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>1&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2308.89,-1446.27C2100.92,-1425.56 1504.08,-1366.13 1286.83,-1344.5\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1287.07,-1341.01 1276.77,-1343.5 1286.37,-1347.97 1287.07,-1341.01\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g id=\"node60\" class=\"node\">\n",
       "<title>59</title>\n",
       "<polygon fill=\"#f3c4a3\" stroke=\"black\" points=\"2451.5,-1377 2311.5,-1377 2311.5,-1294 2451.5,-1294 2451.5,-1377\"/>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 27.55</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.454</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 184</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [120, 64]</text>\n",
       "<text text-anchor=\"middle\" x=\"2381.5\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;59 -->\n",
       "<g id=\"edge59\" class=\"edge\">\n",
       "<title>1&#45;&gt;59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2381.5,-1412.91C2381.5,-1404.65 2381.5,-1395.86 2381.5,-1387.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2385,-1387.02 2381.5,-1377.02 2378,-1387.02 2385,-1387.02\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>3</title>\n",
       "<polygon fill=\"#e5823b\" stroke=\"black\" points=\"964,-1258 833,-1258 833,-1175 964,-1175 964,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 45.4</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.017</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 114</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>2&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1136.22,-1307.8C1087.69,-1289.37 1023.21,-1264.87 973.65,-1246.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"974.85,-1242.76 964.26,-1242.48 972.37,-1249.3 974.85,-1242.76\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>6</title>\n",
       "<polygon fill=\"#eb9f68\" stroke=\"black\" points=\"1341.5,-1258 1071.5,-1258 1071.5,-1175 1341.5,-1175 1341.5,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.708</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.311</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 130</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [105, 25]</text>\n",
       "<text text-anchor=\"middle\" x=\"1206.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;6 -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>2&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1206.5,-1293.91C1206.5,-1285.65 1206.5,-1276.86 1206.5,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1210,-1268.02 1206.5,-1258.02 1203,-1268.02 1210,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>4</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"824,-1131.5 693,-1131.5 693,-1063.5 824,-1063.5 824,-1131.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"758.5\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"758.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 113</text>\n",
       "<text text-anchor=\"middle\" x=\"758.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"758.5\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>3&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M849.93,-1174.91C835.67,-1162.99 820.09,-1149.98 805.91,-1138.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"808.1,-1135.39 798.19,-1131.67 803.62,-1140.77 808.1,-1135.39\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>5</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"955,-1131.5 842,-1131.5 842,-1063.5 955,-1063.5 955,-1131.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"898.5\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;5 -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>3&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M898.5,-1174.91C898.5,-1164.2 898.5,-1152.62 898.5,-1141.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"902,-1141.67 898.5,-1131.67 895,-1141.67 902,-1141.67\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>7</title>\n",
       "<polygon fill=\"#e99457\" stroke=\"black\" points=\"1138,-1139 973,-1139 973,-1056 1138,-1056 1138,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 12.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1055.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.231</text>\n",
       "<text text-anchor=\"middle\" x=\"1055.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 105</text>\n",
       "<text text-anchor=\"middle\" x=\"1055.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [91, 14]</text>\n",
       "<text text-anchor=\"middle\" x=\"1055.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;7 -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>6&#45;&gt;7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1154.11,-1174.91C1141.81,-1165.38 1128.61,-1155.15 1115.99,-1145.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1117.84,-1142.38 1107.8,-1139.02 1113.56,-1147.91 1117.84,-1142.38\"/>\n",
       "</g>\n",
       "<!-- 46 -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>46</title>\n",
       "<polygon fill=\"#f9e4d5\" stroke=\"black\" points=\"1430.5,-1139 1160.5,-1139 1160.5,-1056 1430.5,-1056 1430.5,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.928</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 11]</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;46 -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>6&#45;&gt;46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1237.38,-1174.91C1244.21,-1165.92 1251.52,-1156.32 1258.57,-1147.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1261.41,-1149.1 1264.68,-1139.02 1255.84,-1144.86 1261.41,-1149.1\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>8</title>\n",
       "<polygon fill=\"#e89253\" stroke=\"black\" points=\"857,-1020 726,-1020 726,-937 857,-937 857,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 50.85</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.208</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [90, 12]</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>7&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M972.69,-1059.8C938.69,-1044.73 899.61,-1027.41 866.46,-1012.72\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"867.84,-1009.5 857.28,-1008.65 865,-1015.9 867.84,-1009.5\"/>\n",
       "</g>\n",
       "<!-- 43 -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>43</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"1188.5,-1020 918.5,-1020 918.5,-937 1188.5,-937 1188.5,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.331</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;43 -->\n",
       "<g id=\"edge43\" class=\"edge\">\n",
       "<title>7&#45;&gt;43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1054.81,-1055.91C1054.66,-1047.56 1054.51,-1038.67 1054.36,-1030.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1057.86,-1029.96 1054.19,-1020.02 1050.86,-1030.08 1057.86,-1029.96\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>9</title>\n",
       "<polygon fill=\"#e89051\" stroke=\"black\" points=\"716.5,-901 580.5,-901 580.5,-818 716.5,-818 716.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"648.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 22.0</text>\n",
       "<text text-anchor=\"middle\" x=\"648.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.194</text>\n",
       "<text text-anchor=\"middle\" x=\"648.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\n",
       "<text text-anchor=\"middle\" x=\"648.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [90, 11]</text>\n",
       "<text text-anchor=\"middle\" x=\"648.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>8&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M741.89,-936.91C730.24,-927.38 717.74,-917.15 705.79,-907.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"707.98,-904.64 698.03,-901.02 703.55,-910.06 707.98,-904.64\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>42</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"848,-893.5 735,-893.5 735,-825.5 848,-825.5 848,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"791.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>8&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M791.5,-936.91C791.5,-926.2 791.5,-914.62 791.5,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"795,-903.67 791.5,-893.67 788,-903.67 795,-903.67\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>10</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"623,-774.5 510,-774.5 510,-706.5 623,-706.5 623,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"566.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"566.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"566.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"566.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>9&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M620.05,-817.91C612.16,-806.65 603.59,-794.42 595.66,-783.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"598.35,-780.85 589.75,-774.67 592.62,-784.86 598.35,-780.85\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>11</title>\n",
       "<polygon fill=\"#e88f4f\" stroke=\"black\" points=\"821.5,-782 641.5,-782 641.5,-699 821.5,-699 821.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 23.5</text>\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 100</text>\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [90, 10]</text>\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>9&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M677.3,-817.91C683.61,-809.01 690.35,-799.51 696.86,-790.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"699.82,-792.2 702.75,-782.02 694.11,-788.15 699.82,-792.2\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>12</title>\n",
       "<polygon fill=\"#e68641\" stroke=\"black\" points=\"508,-663 329,-663 329,-580 508,-580 508,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 19.0</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.071</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>11&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M641.35,-702.8C638.03,-701.51 634.74,-700.24 631.5,-699 594.52,-684.88 553.66,-670.02 517.7,-657.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"518.77,-653.87 508.18,-653.81 516.43,-660.46 518.77,-653.87\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>23</title>\n",
       "<polygon fill=\"#ea9c63\" stroke=\"black\" points=\"893.5,-663 713.5,-663 713.5,-580 893.5,-580 893.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 27.5</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.287</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>11&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M756.48,-698.91C761.9,-690.1 767.68,-680.7 773.28,-671.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"776.3,-673.37 778.56,-663.02 770.34,-669.7 776.3,-673.37\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>13</title>\n",
       "<polygon fill=\"#eeab7b\" stroke=\"black\" points=\"265.5,-544 109.5,-544 109.5,-461 265.5,-461 265.5,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 6.5</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 12&#45;&gt;13 -->\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>12&#45;&gt;13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M338.36,-579.91C317.81,-569.5 295.61,-558.26 274.73,-547.68\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"276.06,-544.43 265.55,-543.03 272.89,-550.67 276.06,-544.43\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>16</title>\n",
       "<polygon fill=\"#e6843d\" stroke=\"black\" points=\"491,-544 346,-544 346,-461 491,-461 491,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 106.5</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.039</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [49, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"418.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 12&#45;&gt;16 -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>12&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M418.5,-579.91C418.5,-571.65 418.5,-562.86 418.5,-554.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"422,-554.02 418.5,-544.02 415,-554.02 422,-554.02\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>14</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"113,-417.5 0,-417.5 0,-349.5 113,-349.5 113,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"56.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"56.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"56.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"56.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;14 -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>13&#45;&gt;14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M142.05,-460.91C128.83,-449.1 114.4,-436.22 101.23,-424.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"103.43,-421.72 93.64,-417.67 98.76,-426.94 103.43,-421.72\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>15</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"244,-417.5 131,-417.5 131,-349.5 244,-349.5 244,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"187.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;15 -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>13&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M187.5,-460.91C187.5,-450.2 187.5,-438.62 187.5,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"191,-427.67 187.5,-417.67 184,-427.67 191,-427.67\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>17</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"384.5,-417.5 262.5,-417.5 262.5,-349.5 384.5,-349.5 384.5,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"323.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"323.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 42</text>\n",
       "<text text-anchor=\"middle\" x=\"323.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"323.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;17 -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>16&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M385.54,-460.91C376.22,-449.43 366.08,-436.94 356.74,-425.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"359.45,-423.22 350.43,-417.67 354.02,-427.64 359.45,-423.22\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>18</title>\n",
       "<polygon fill=\"#e99355\" stroke=\"black\" points=\"558.5,-425 402.5,-425 402.5,-342 558.5,-342 558.5,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 6.0</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;18 -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>16&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M440.01,-460.91C444.63,-452.2 449.55,-442.9 454.33,-433.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"457.44,-435.5 459.03,-425.02 451.25,-432.22 457.44,-435.5\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>19</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"327,-298.5 214,-298.5 214,-230.5 327,-230.5 327,-298.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"270.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"270.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"270.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"270.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>18&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M402.3,-342.08C380.82,-330.68 357.64,-318.08 336.5,-306 335.19,-305.25 333.86,-304.49 332.53,-303.71\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"334.04,-300.54 323.64,-298.5 330.5,-306.58 334.04,-300.54\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>20</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"615.5,-306 345.5,-306 345.5,-223 615.5,-223 615.5,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.246</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"480.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>18&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M480.5,-341.91C480.5,-333.65 480.5,-324.86 480.5,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"484,-316.02 480.5,-306.02 477,-316.02 484,-316.02\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>21</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"434,-179.5 321,-179.5 321,-111.5 434,-111.5 434,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>20&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M444.76,-222.91C434.66,-211.43 423.66,-198.94 413.54,-187.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"415.93,-184.86 406.7,-179.67 410.68,-189.49 415.93,-184.86\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>22</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"565,-179.5 452,-179.5 452,-111.5 565,-111.5 565,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"508.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"508.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"508.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"508.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;22 -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>20&#45;&gt;22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M490.21,-222.91C492.8,-212.09 495.61,-200.38 498.22,-189.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"501.64,-190.21 500.56,-179.67 494.83,-188.58 501.64,-190.21\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>24</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"860,-544 747,-544 747,-461 860,-461 860,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 39.0</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"803.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>23&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M803.5,-579.91C803.5,-571.65 803.5,-562.86 803.5,-554.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"807,-554.02 803.5,-544.02 800,-554.02 807,-554.02\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g id=\"node32\" class=\"node\">\n",
       "<title>31</title>\n",
       "<polygon fill=\"#e89050\" stroke=\"black\" points=\"1079.5,-544 957.5,-544 957.5,-461 1079.5,-461 1079.5,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 26.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.188</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;31 -->\n",
       "<g id=\"edge31\" class=\"edge\">\n",
       "<title>23&#45;&gt;31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M878.09,-579.91C900.9,-567.5 925.89,-553.9 948.39,-541.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"950.09,-544.71 957.21,-536.86 946.75,-538.56 950.09,-544.71\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>25</title>\n",
       "<polygon fill=\"#eca06a\" stroke=\"black\" points=\"813,-425 634,-425 634,-342 813,-342 813,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 62.0</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>24&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M775.74,-460.91C769.66,-452.01 763.16,-442.51 756.89,-433.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"759.74,-431.3 751.21,-425.02 753.96,-435.25 759.74,-431.3\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>30</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"944,-417.5 831,-417.5 831,-349.5 944,-349.5 944,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"887.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"887.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"887.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"887.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;30 -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>24&#45;&gt;30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M832.64,-460.91C840.72,-449.65 849.51,-437.42 857.63,-426.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"860.7,-427.83 863.69,-417.67 855.01,-423.75 860.7,-427.83\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>26</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"813.5,-306 633.5,-306 633.5,-223 813.5,-223 813.5,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 25.5</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"723.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>25&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M723.5,-341.91C723.5,-333.65 723.5,-324.86 723.5,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"727,-316.02 723.5,-306.02 720,-316.02 727,-316.02\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>29</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"945,-298.5 832,-298.5 832,-230.5 945,-230.5 945,-298.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"888.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"888.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"888.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"888.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>25&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M780.75,-341.91C797.86,-329.77 816.59,-316.49 833.55,-304.46\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"835.59,-307.31 841.73,-298.67 831.54,-301.6 835.59,-307.31\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>27</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"752,-179.5 639,-179.5 639,-111.5 752,-111.5 752,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"695.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"695.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"695.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"695.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 26&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>26&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M713.79,-222.91C711.2,-212.09 708.39,-200.38 705.78,-189.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"709.17,-188.58 703.44,-179.67 702.36,-190.21 709.17,-188.58\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>28</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"883,-179.5 770,-179.5 770,-111.5 883,-111.5 883,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"826.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"826.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"826.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"826.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 26&#45;&gt;28 -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>26&#45;&gt;28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M759.24,-222.91C769.34,-211.43 780.34,-198.94 790.46,-187.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"793.32,-189.49 797.3,-179.67 788.07,-184.86 793.32,-189.49\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>32</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1075,-417.5 962,-417.5 962,-349.5 1075,-349.5 1075,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1018.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</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=\"M1018.5,-460.91C1018.5,-450.2 1018.5,-438.62 1018.5,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1022,-427.67 1018.5,-417.67 1015,-427.67 1022,-427.67\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g id=\"node34\" class=\"node\">\n",
       "<title>33</title>\n",
       "<polygon fill=\"#e78c4a\" stroke=\"black\" points=\"1363.5,-425 1093.5,-425 1093.5,-342 1363.5,-342 1363.5,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"1228.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.501</text>\n",
       "<text text-anchor=\"middle\" x=\"1228.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.149</text>\n",
       "<text text-anchor=\"middle\" x=\"1228.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"middle\" x=\"1228.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1228.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 31&#45;&gt;33 -->\n",
       "<g id=\"edge33\" class=\"edge\">\n",
       "<title>31&#45;&gt;33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1079.52,-467.5C1100.58,-455.77 1124.53,-442.43 1146.96,-429.93\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1148.77,-432.93 1155.81,-425 1145.37,-426.81 1148.77,-432.93\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g id=\"node35\" class=\"node\">\n",
       "<title>34</title>\n",
       "<polygon fill=\"#e6853f\" stroke=\"black\" points=\"1254,-306 1089,-306 1089,-223 1254,-223 1254,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"1171.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 11.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1171.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.061</text>\n",
       "<text text-anchor=\"middle\" x=\"1171.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"middle\" x=\"1171.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1171.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</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=\"M1208.72,-341.91C1204.52,-333.29 1200.04,-324.09 1195.7,-315.17\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1198.77,-313.48 1191.24,-306.02 1192.47,-316.54 1198.77,-313.48\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>39</title>\n",
       "<polygon fill=\"#f6d5bd\" stroke=\"black\" points=\"1388.5,-306 1272.5,-306 1272.5,-223 1388.5,-223 1388.5,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"1330.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 36.95</text>\n",
       "<text text-anchor=\"middle\" x=\"1330.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"middle\" x=\"1330.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"middle\" x=\"1330.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1330.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;39 -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>33&#45;&gt;39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1263.89,-341.91C1271.8,-332.83 1280.27,-323.12 1288.42,-313.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1291.24,-315.86 1295.17,-306.02 1285.96,-311.26 1291.24,-315.86\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g id=\"node36\" class=\"node\">\n",
       "<title>35</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1094.5,-179.5 972.5,-179.5 972.5,-111.5 1094.5,-111.5 1094.5,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1033.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1033.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"middle\" x=\"1033.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1033.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 34&#45;&gt;35 -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>34&#45;&gt;35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1123.62,-222.91C1109.7,-211.1 1094.5,-198.22 1080.62,-186.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1082.51,-183.46 1072.62,-179.67 1077.98,-188.8 1082.51,-183.46\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g id=\"node37\" class=\"node\">\n",
       "<title>36</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"1240.5,-187 1112.5,-187 1112.5,-104 1240.5,-104 1240.5,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"1176.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 52.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1176.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1176.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1176.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1176.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 34&#45;&gt;36 -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>34&#45;&gt;36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1173.23,-222.91C1173.59,-214.56 1173.97,-205.67 1174.34,-197.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1177.84,-197.16 1174.77,-187.02 1170.84,-196.86 1177.84,-197.16\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>37</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1168,-68 1055,-68 1055,0 1168,0 1168,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1111.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1111.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1111.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1111.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>36&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1152.3,-103.73C1147.1,-94.97 1141.6,-85.7 1136.38,-76.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1139.38,-75.11 1131.27,-68.3 1133.36,-78.69 1139.38,-75.11\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>38</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1299,-68 1186,-68 1186,0 1299,0 1299,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1242.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1242.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1242.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1242.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;38 -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>36&#45;&gt;38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1201.08,-103.73C1206.35,-94.97 1211.94,-85.7 1217.24,-76.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1220.26,-78.67 1222.43,-68.3 1214.27,-75.06 1220.26,-78.67\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>40</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1382,-179.5 1269,-179.5 1269,-111.5 1382,-111.5 1382,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1325.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1325.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"1325.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1325.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;40 -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>39&#45;&gt;40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1328.77,-222.91C1328.31,-212.2 1327.81,-200.62 1327.35,-189.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1330.84,-189.51 1326.92,-179.67 1323.85,-189.81 1330.84,-189.51\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g id=\"node42\" class=\"node\">\n",
       "<title>41</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1513,-179.5 1400,-179.5 1400,-111.5 1513,-111.5 1513,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1456.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1456.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1456.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1456.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;41 -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>39&#45;&gt;41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1374.22,-222.91C1386.81,-211.21 1400.55,-198.46 1413.12,-186.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1415.84,-189.04 1420.78,-179.67 1411.07,-183.91 1415.84,-189.04\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>44</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"979,-893.5 866,-893.5 866,-825.5 979,-825.5 979,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;44 -->\n",
       "<g id=\"edge44\" class=\"edge\">\n",
       "<title>43&#45;&gt;44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1008.05,-936.91C994.83,-925.1 980.4,-912.22 967.23,-900.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"969.43,-897.72 959.64,-893.67 964.76,-902.94 969.43,-897.72\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>45</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1110,-893.5 997,-893.5 997,-825.5 1110,-825.5 1110,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1053.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;45 -->\n",
       "<g id=\"edge45\" class=\"edge\">\n",
       "<title>43&#45;&gt;45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1053.5,-936.91C1053.5,-926.2 1053.5,-914.62 1053.5,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1057,-903.67 1053.5,-893.67 1050,-903.67 1057,-903.67\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>47</title>\n",
       "<polygon fill=\"#a7d3f3\" stroke=\"black\" points=\"1359.5,-1020 1231.5,-1020 1231.5,-937 1359.5,-937 1359.5,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 84.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.459</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 9]</text>\n",
       "<text text-anchor=\"middle\" x=\"1295.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;47 -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>46&#45;&gt;47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1295.5,-1055.91C1295.5,-1047.65 1295.5,-1038.86 1295.5,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1299,-1030.02 1295.5,-1020.02 1292,-1030.02 1299,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>54</title>\n",
       "<polygon fill=\"#eb9d65\" stroke=\"black\" points=\"1649.5,-1020 1379.5,-1020 1379.5,-937 1649.5,-937 1649.5,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 1.181</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;54 -->\n",
       "<g id=\"edge54\" class=\"edge\">\n",
       "<title>46&#45;&gt;54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1371.48,-1055.91C1390.25,-1045.88 1410.48,-1035.07 1429.64,-1024.84\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1431.48,-1027.82 1438.65,-1020.02 1428.18,-1021.65 1431.48,-1027.82\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>48</title>\n",
       "<polygon fill=\"#f5cdb0\" stroke=\"black\" points=\"1308.5,-901 1128.5,-901 1128.5,-818 1308.5,-818 1308.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 28.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;48 -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>47&#45;&gt;48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1268.79,-936.91C1262.99,-928.1 1256.8,-918.7 1250.82,-909.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1253.59,-907.45 1245.17,-901.02 1247.74,-911.3 1253.59,-907.45\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>53</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1440,-893.5 1327,-893.5 1327,-825.5 1440,-825.5 1440,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1383.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1383.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"1383.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"1383.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 47&#45;&gt;53 -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>47&#45;&gt;53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1326.03,-936.91C1334.58,-925.54 1343.88,-913.18 1352.46,-901.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1355.34,-903.76 1358.55,-893.67 1349.75,-899.55 1355.34,-903.76\"/>\n",
       "</g>\n",
       "<!-- 49 -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>49</title>\n",
       "<polygon fill=\"#ea9a61\" stroke=\"black\" points=\"1210,-782 1097,-782 1097,-699 1210,-699 1210,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"1153.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 58.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1153.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"middle\" x=\"1153.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"1153.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1153.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;49 -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>48&#45;&gt;49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1195.95,-817.91C1191.11,-809.2 1185.94,-799.9 1180.94,-790.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1183.93,-789.06 1176.01,-782.02 1177.81,-792.46 1183.93,-789.06\"/>\n",
       "</g>\n",
       "<!-- 52 -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>52</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1341,-774.5 1228,-774.5 1228,-706.5 1341,-706.5 1341,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1284.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1284.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1284.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1284.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;52 -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>48&#45;&gt;52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1241.4,-817.91C1247.69,-806.76 1254.51,-794.66 1260.84,-783.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1263.93,-785.1 1265.79,-774.67 1257.83,-781.66 1263.93,-785.1\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>50</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1145,-655.5 1032,-655.5 1032,-587.5 1145,-587.5 1145,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1088.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1088.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"middle\" x=\"1088.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1088.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;50 -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>49&#45;&gt;50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1130.95,-698.91C1124.76,-687.76 1118.03,-675.66 1111.8,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1114.84,-662.71 1106.93,-655.67 1108.72,-666.11 1114.84,-662.71\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>51</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1276,-655.5 1163,-655.5 1163,-587.5 1276,-587.5 1276,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1219.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1219.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1219.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"1219.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;51 -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>49&#45;&gt;51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1176.4,-698.91C1182.69,-687.76 1189.51,-675.66 1195.84,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1198.93,-666.1 1200.79,-655.67 1192.83,-662.66 1198.93,-666.1\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>55</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1571,-893.5 1458,-893.5 1458,-825.5 1571,-825.5 1571,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 54&#45;&gt;55 -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>54&#45;&gt;55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1514.5,-936.91C1514.5,-926.2 1514.5,-914.62 1514.5,-903.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1518,-903.67 1514.5,-893.67 1511,-903.67 1518,-903.67\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>56</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"1859.5,-901 1589.5,-901 1589.5,-818 1859.5,-818 1859.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"1724.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 1.346</text>\n",
       "<text text-anchor=\"middle\" x=\"1724.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"1724.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"1724.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1724.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 54&#45;&gt;56 -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>54&#45;&gt;56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1587.36,-936.91C1605.28,-926.92 1624.58,-916.17 1642.88,-905.98\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1644.74,-908.95 1651.77,-901.02 1641.33,-902.83 1644.74,-908.95\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>57</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1706,-774.5 1593,-774.5 1593,-706.5 1706,-706.5 1706,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;57 -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>56&#45;&gt;57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1698.48,-817.91C1691.26,-806.65 1683.42,-794.42 1676.17,-783.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1679.1,-781.2 1670.76,-774.67 1673.21,-784.97 1679.1,-781.2\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>58</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1837,-774.5 1724,-774.5 1724,-706.5 1837,-706.5 1837,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1780.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1780.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1780.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1780.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;58 -->\n",
       "<g id=\"edge58\" class=\"edge\">\n",
       "<title>56&#45;&gt;58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1743.93,-817.91C1749.21,-806.87 1754.94,-794.9 1760.27,-783.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1763.46,-785.2 1764.63,-774.67 1757.15,-782.18 1763.46,-785.2\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g id=\"node61\" class=\"node\">\n",
       "<title>60</title>\n",
       "<polygon fill=\"#e99355\" stroke=\"black\" points=\"2264.5,-1258 2142.5,-1258 2142.5,-1175 2264.5,-1175 2264.5,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 9.8</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 48</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</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=\"M2319.74,-1293.91C2304.66,-1283.99 2288.43,-1273.32 2273.01,-1263.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2274.82,-1260.19 2264.55,-1257.63 2270.98,-1266.04 2274.82,-1260.19\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g id=\"node78\" class=\"node\">\n",
       "<title>77</title>\n",
       "<polygon fill=\"#f8dfcc\" stroke=\"black\" points=\"2600,-1258 2469,-1258 2469,-1175 2600,-1175 2600,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 28.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.489</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 136</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [78, 58]</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 59&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>59&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2434.58,-1293.91C2447.04,-1284.38 2460.42,-1274.15 2473.21,-1264.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2475.69,-1266.88 2481.51,-1258.02 2471.44,-1261.32 2475.69,-1266.88\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g id=\"node62\" class=\"node\">\n",
       "<title>61</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"2038.5,-1139 1882.5,-1139 1882.5,-1056 2038.5,-1056 2038.5,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 6.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</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=\"M2142.49,-1186.13C2113.83,-1172.33 2079.14,-1155.62 2047.76,-1140.52\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2049.11,-1137.28 2038.58,-1136.09 2046.07,-1143.58 2049.11,-1137.28\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g id=\"node65\" class=\"node\">\n",
       "<title>64</title>\n",
       "<polygon fill=\"#e88e4d\" stroke=\"black\" points=\"2293,-1139 2114,-1139 2114,-1056 2293,-1056 2293,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 73.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [40, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"2203.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 60&#45;&gt;64 -->\n",
       "<g id=\"edge64\" class=\"edge\">\n",
       "<title>60&#45;&gt;64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2203.5,-1174.91C2203.5,-1166.65 2203.5,-1157.86 2203.5,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2207,-1149.02 2203.5,-1139.02 2200,-1149.02 2207,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g id=\"node63\" class=\"node\">\n",
       "<title>62</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1886,-1012.5 1773,-1012.5 1773,-944.5 1886,-944.5 1886,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1829.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1829.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1829.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1829.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;62 -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>61&#45;&gt;62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1915.05,-1055.91C1901.83,-1044.1 1887.4,-1031.22 1874.23,-1019.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1876.43,-1016.72 1866.64,-1012.67 1871.76,-1021.94 1876.43,-1016.72\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g id=\"node64\" class=\"node\">\n",
       "<title>63</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2017,-1012.5 1904,-1012.5 1904,-944.5 2017,-944.5 2017,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1960.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;63 -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>61&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1960.5,-1055.91C1960.5,-1045.2 1960.5,-1033.62 1960.5,-1022.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1964,-1022.67 1960.5,-1012.67 1957,-1022.67 1964,-1022.67\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g id=\"node66\" class=\"node\">\n",
       "<title>65</title>\n",
       "<polygon fill=\"#ea985d\" stroke=\"black\" points=\"2180,-1020 2035,-1020 2035,-937 2180,-937 2180,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 122.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;65 -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>64&#45;&gt;65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2170.19,-1055.91C2162.75,-1046.83 2154.78,-1037.12 2147.11,-1027.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2149.8,-1025.53 2140.75,-1020.02 2144.39,-1029.97 2149.8,-1025.53\"/>\n",
       "</g>\n",
       "<!-- 76 -->\n",
       "<g id=\"node77\" class=\"node\">\n",
       "<title>76</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2320.5,-1012.5 2198.5,-1012.5 2198.5,-944.5 2320.5,-944.5 2320.5,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2259.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2259.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"middle\" x=\"2259.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2259.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>64&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2222.93,-1055.91C2228.21,-1044.87 2233.94,-1032.9 2239.27,-1021.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2242.46,-1023.2 2243.63,-1012.67 2236.15,-1020.18 2242.46,-1023.2\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>66</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1999.5,-893.5 1877.5,-893.5 1877.5,-825.5 1999.5,-825.5 1999.5,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1938.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1938.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"middle\" x=\"1938.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1938.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>65&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2048.87,-936.91C2031.33,-924.77 2012.16,-911.49 1994.78,-899.46\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1996.62,-896.48 1986.41,-893.67 1992.64,-902.24 1996.62,-896.48\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g id=\"node68\" class=\"node\">\n",
       "<title>67</title>\n",
       "<polygon fill=\"#eeab7b\" stroke=\"black\" points=\"2197,-901 2018,-901 2018,-818 2197,-818 2197,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 71.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>65&#45;&gt;67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2107.5,-936.91C2107.5,-928.65 2107.5,-919.86 2107.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2111,-911.02 2107.5,-901.02 2104,-911.02 2111,-911.02\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g id=\"node69\" class=\"node\">\n",
       "<title>68</title>\n",
       "<polygon fill=\"#eca06a\" stroke=\"black\" points=\"2032.5,-782 1910.5,-782 1910.5,-699 2032.5,-699 2032.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"1971.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 25.55</text>\n",
       "<text text-anchor=\"middle\" x=\"1971.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"middle\" x=\"1971.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"middle\" x=\"1971.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1971.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 67&#45;&gt;68 -->\n",
       "<g id=\"edge68\" class=\"edge\">\n",
       "<title>67&#45;&gt;68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2060.32,-817.91C2049.34,-808.47 2037.57,-798.34 2026.31,-788.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2028.46,-785.89 2018.6,-782.02 2023.9,-791.2 2028.46,-785.89\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g id=\"node76\" class=\"node\">\n",
       "<title>75</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2164,-774.5 2051,-774.5 2051,-706.5 2164,-706.5 2164,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"2107.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 67&#45;&gt;75 -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>67&#45;&gt;75</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2107.5,-817.91C2107.5,-807.2 2107.5,-795.62 2107.5,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2111,-784.67 2107.5,-774.67 2104,-784.67 2111,-784.67\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g id=\"node70\" class=\"node\">\n",
       "<title>69</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1833,-655.5 1720,-655.5 1720,-587.5 1833,-587.5 1833,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1776.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1776.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"1776.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1776.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;69 -->\n",
       "<g id=\"edge69\" class=\"edge\">\n",
       "<title>68&#45;&gt;69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1910.36,-703.5C1888.86,-690.77 1864.57,-676.32 1842.5,-663 1841.24,-662.24 1839.97,-661.47 1838.69,-660.7\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1840.49,-657.7 1830.13,-655.5 1836.86,-663.68 1840.49,-657.7\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g id=\"node71\" class=\"node\">\n",
       "<title>70</title>\n",
       "<polygon fill=\"#f8e0ce\" stroke=\"black\" points=\"2121.5,-663 1851.5,-663 1851.5,-580 2121.5,-580 2121.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"1986.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.437</text>\n",
       "<text text-anchor=\"middle\" x=\"1986.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"middle\" x=\"1986.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"1986.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1986.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;70 -->\n",
       "<g id=\"edge70\" class=\"edge\">\n",
       "<title>68&#45;&gt;70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1976.7,-698.91C1977.77,-690.56 1978.91,-681.67 1980.02,-673.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1983.5,-673.38 1981.31,-663.02 1976.56,-672.49 1983.5,-673.38\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g id=\"node72\" class=\"node\">\n",
       "<title>71</title>\n",
       "<polygon fill=\"#7bbeee\" stroke=\"black\" points=\"1983,-544 1846,-544 1846,-461 1983,-461 1983,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"1914.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 203.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1914.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"1914.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"1914.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1914.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;71 -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>70&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1961.52,-579.91C1956.1,-571.1 1950.32,-561.7 1944.72,-552.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1947.66,-550.7 1939.44,-544.02 1941.7,-554.37 1947.66,-550.7\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g id=\"node75\" class=\"node\">\n",
       "<title>74</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2114,-536.5 2001,-536.5 2001,-468.5 2114,-468.5 2114,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2057.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2057.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2057.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2057.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;74 -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>70&#45;&gt;74</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2011.13,-579.91C2017.9,-568.76 2025.24,-556.66 2032.05,-545.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2035.18,-547.03 2037.37,-536.67 2029.19,-543.4 2035.18,-547.03\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g id=\"node73\" class=\"node\">\n",
       "<title>72</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1905,-417.5 1792,-417.5 1792,-349.5 1905,-349.5 1905,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1848.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1848.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"1848.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"1848.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 71&#45;&gt;72 -->\n",
       "<g id=\"edge72\" class=\"edge\">\n",
       "<title>71&#45;&gt;72</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1891.6,-460.91C1885.31,-449.76 1878.49,-437.66 1872.16,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1875.17,-424.66 1867.21,-417.67 1869.07,-428.1 1875.17,-424.66\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g id=\"node74\" class=\"node\">\n",
       "<title>73</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2036,-417.5 1923,-417.5 1923,-349.5 2036,-349.5 2036,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"1979.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1979.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"1979.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1979.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 71&#45;&gt;73 -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>71&#45;&gt;73</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1937.05,-460.91C1943.24,-449.76 1949.97,-437.66 1956.2,-426.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1959.28,-428.11 1961.07,-417.67 1953.16,-424.71 1959.28,-428.11\"/>\n",
       "</g>\n",
       "<!-- 78 -->\n",
       "<g id=\"node79\" class=\"node\">\n",
       "<title>78</title>\n",
       "<polygon fill=\"#eeab7b\" stroke=\"black\" points=\"2620,-1139 2449,-1139 2449,-1056 2620,-1056 2620,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 5.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 15]</text>\n",
       "<text text-anchor=\"middle\" x=\"2534.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;78 -->\n",
       "<g id=\"edge78\" class=\"edge\">\n",
       "<title>77&#45;&gt;78</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2534.5,-1174.91C2534.5,-1166.65 2534.5,-1157.86 2534.5,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2538,-1149.02 2534.5,-1139.02 2531,-1149.02 2538,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 109 -->\n",
       "<g id=\"node110\" class=\"node\">\n",
       "<title>109</title>\n",
       "<polygon fill=\"#d1e8f9\" stroke=\"black\" points=\"3971,-1139 3710,-1139 3710,-1056 3971,-1056 3971,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.52</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.491</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 76</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 43]</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;109 -->\n",
       "<g id=\"edge109\" class=\"edge\">\n",
       "<title>77&#45;&gt;109</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2600.16,-1209.62C2802.49,-1191.49 3419.64,-1136.2 3699.66,-1111.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3700.24,-1114.58 3709.89,-1110.2 3699.62,-1107.61 3700.24,-1114.58\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g id=\"node80\" class=\"node\">\n",
       "<title>79</title>\n",
       "<polygon fill=\"#aad5f4\" stroke=\"black\" points=\"2459,-1020 2346,-1020 2346,-937 2459,-937 2459,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 23.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;79 -->\n",
       "<g id=\"edge79\" class=\"edge\">\n",
       "<title>78&#45;&gt;79</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2488.7,-1055.91C2478.16,-1046.56 2466.85,-1036.54 2456.01,-1026.93\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2458.02,-1024.03 2448.22,-1020.02 2453.38,-1029.27 2458.02,-1024.03\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g id=\"node87\" class=\"node\">\n",
       "<title>86</title>\n",
       "<polygon fill=\"#ea9a60\" stroke=\"black\" points=\"2689,-1020 2544,-1020 2544,-937 2689,-937 2689,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 127.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.273</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;86 -->\n",
       "<g id=\"edge86\" class=\"edge\">\n",
       "<title>78&#45;&gt;86</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2562.95,-1055.91C2569.18,-1047.01 2575.84,-1037.51 2582.28,-1028.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2585.23,-1030.22 2588.1,-1020.02 2579.5,-1026.2 2585.23,-1030.22\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g id=\"node81\" class=\"node\">\n",
       "<title>80</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2328,-893.5 2215,-893.5 2215,-825.5 2328,-825.5 2328,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2271.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2271.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"2271.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"2271.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;80 -->\n",
       "<g id=\"edge80\" class=\"edge\">\n",
       "<title>79&#45;&gt;80</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2357.05,-936.91C2343.83,-925.1 2329.4,-912.22 2316.23,-900.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2318.43,-897.72 2308.64,-893.67 2313.76,-902.94 2318.43,-897.72\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g id=\"node82\" class=\"node\">\n",
       "<title>81</title>\n",
       "<polygon fill=\"#f8e0ce\" stroke=\"black\" points=\"2459,-901 2346,-901 2346,-818 2459,-818 2459,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 24.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"2402.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;81 -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>79&#45;&gt;81</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2402.5,-936.91C2402.5,-928.65 2402.5,-919.86 2402.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2406,-911.02 2402.5,-901.02 2399,-911.02 2406,-911.02\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g id=\"node83\" class=\"node\">\n",
       "<title>82</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2295,-774.5 2182,-774.5 2182,-706.5 2295,-706.5 2295,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2238.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2238.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2238.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2238.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;82 -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>81&#45;&gt;82</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2345.6,-817.91C2328.74,-805.88 2310.32,-792.73 2293.57,-780.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2295.16,-777.63 2284.99,-774.67 2291.1,-783.32 2295.16,-777.63\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g id=\"node84\" class=\"node\">\n",
       "<title>83</title>\n",
       "<polygon fill=\"#7bbeee\" stroke=\"black\" points=\"2458,-782 2313,-782 2313,-699 2458,-699 2458,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"2385.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 119.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2385.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"2385.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"2385.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"2385.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;83 -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>81&#45;&gt;83</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2396.6,-817.91C2395.39,-809.56 2394.1,-800.67 2392.84,-792.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2396.29,-791.41 2391.39,-782.02 2389.36,-792.42 2396.29,-791.41\"/>\n",
       "</g>\n",
       "<!-- 84 -->\n",
       "<g id=\"node85\" class=\"node\">\n",
       "<title>84</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2284,-655.5 2171,-655.5 2171,-587.5 2284,-587.5 2284,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2227.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2227.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"2227.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2227.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;84 -->\n",
       "<g id=\"edge84\" class=\"edge\">\n",
       "<title>83&#45;&gt;84</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2330.68,-698.91C2314.44,-686.88 2296.69,-673.73 2280.56,-661.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2282.41,-658.81 2272.29,-655.67 2278.24,-664.43 2282.41,-658.81\"/>\n",
       "</g>\n",
       "<!-- 85 -->\n",
       "<g id=\"node86\" class=\"node\">\n",
       "<title>85</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2415,-655.5 2302,-655.5 2302,-587.5 2415,-587.5 2415,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2358.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2358.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2358.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"2358.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;85 -->\n",
       "<g id=\"edge85\" class=\"edge\">\n",
       "<title>83&#45;&gt;85</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2376.13,-698.91C2373.64,-688.09 2370.93,-676.38 2368.41,-665.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2371.81,-664.62 2366.15,-655.67 2364.99,-666.2 2371.81,-664.62\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g id=\"node88\" class=\"node\">\n",
       "<title>87</title>\n",
       "<polygon fill=\"#e78a47\" stroke=\"black\" points=\"2689,-901 2544,-901 2544,-818 2689,-818 2689,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 113.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2616.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</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=\"M2616.5,-936.91C2616.5,-928.65 2616.5,-919.86 2616.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2620,-911.02 2616.5,-901.02 2613,-911.02 2620,-911.02\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g id=\"node95\" class=\"node\">\n",
       "<title>94</title>\n",
       "<polygon fill=\"#f1bb94\" stroke=\"black\" points=\"2896.5,-901 2774.5,-901 2774.5,-818 2896.5,-818 2896.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 41.8</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.432</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;94 -->\n",
       "<g id=\"edge94\" class=\"edge\">\n",
       "<title>86&#45;&gt;94</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2689.12,-938.7C2713.74,-925.55 2741.17,-910.89 2765.57,-897.86\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2767.25,-900.93 2774.42,-893.13 2763.95,-894.76 2767.25,-900.93\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g id=\"node89\" class=\"node\">\n",
       "<title>88</title>\n",
       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"2604.5,-782 2476.5,-782 2476.5,-699 2604.5,-699 2604.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"2540.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 47.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2540.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"2540.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"2540.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2540.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;88 -->\n",
       "<g id=\"edge88\" class=\"edge\">\n",
       "<title>87&#45;&gt;88</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2590.13,-817.91C2584.41,-809.1 2578.31,-799.7 2572.4,-790.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2575.2,-788.5 2566.82,-782.02 2569.33,-792.31 2575.2,-788.5\"/>\n",
       "</g>\n",
       "<!-- 93 -->\n",
       "<g id=\"node94\" class=\"node\">\n",
       "<title>93</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2744.5,-774.5 2622.5,-774.5 2622.5,-706.5 2744.5,-706.5 2744.5,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2683.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2683.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"middle\" x=\"2683.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2683.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;93 -->\n",
       "<g id=\"edge93\" class=\"edge\">\n",
       "<title>87&#45;&gt;93</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2639.75,-817.91C2646.13,-806.76 2653.06,-794.66 2659.48,-783.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2662.57,-785.08 2664.51,-774.67 2656.5,-781.61 2662.57,-785.08\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g id=\"node90\" class=\"node\">\n",
       "<title>89</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"2613.5,-663 2433.5,-663 2433.5,-580 2613.5,-580 2613.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"2523.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 23.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2523.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"2523.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2523.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2523.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 88&#45;&gt;89 -->\n",
       "<g id=\"edge89\" class=\"edge\">\n",
       "<title>88&#45;&gt;89</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2534.6,-698.91C2533.39,-690.56 2532.1,-681.67 2530.84,-673.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2534.29,-672.41 2529.39,-663.02 2527.36,-673.42 2534.29,-672.41\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g id=\"node93\" class=\"node\">\n",
       "<title>92</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2745,-655.5 2632,-655.5 2632,-587.5 2745,-587.5 2745,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2688.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2688.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2688.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2688.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 88&#45;&gt;92 -->\n",
       "<g id=\"edge92\" class=\"edge\">\n",
       "<title>88&#45;&gt;92</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2591.85,-698.91C2606.92,-686.99 2623.39,-673.98 2638.38,-662.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2640.87,-664.61 2646.55,-655.67 2636.53,-659.12 2640.87,-664.61\"/>\n",
       "</g>\n",
       "<!-- 90 -->\n",
       "<g id=\"node91\" class=\"node\">\n",
       "<title>90</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2457,-536.5 2344,-536.5 2344,-468.5 2457,-468.5 2457,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2400.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2400.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"2400.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2400.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;90 -->\n",
       "<g id=\"edge90\" class=\"edge\">\n",
       "<title>89&#45;&gt;90</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2480.83,-579.91C2468.53,-568.21 2455.12,-555.46 2442.85,-543.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2445.03,-541.02 2435.37,-536.67 2440.2,-546.1 2445.03,-541.02\"/>\n",
       "</g>\n",
       "<!-- 91 -->\n",
       "<g id=\"node92\" class=\"node\">\n",
       "<title>91</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2588,-536.5 2475,-536.5 2475,-468.5 2588,-468.5 2588,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2531.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2531.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"2531.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2531.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;91 -->\n",
       "<g id=\"edge91\" class=\"edge\">\n",
       "<title>89&#45;&gt;91</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2526.28,-579.91C2527.01,-569.2 2527.8,-557.62 2528.54,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2532.04,-546.88 2529.23,-536.67 2525.06,-546.4 2532.04,-546.88\"/>\n",
       "</g>\n",
       "<!-- 95 -->\n",
       "<g id=\"node96\" class=\"node\">\n",
       "<title>95</title>\n",
       "<polygon fill=\"#eda876\" stroke=\"black\" points=\"2908,-782 2763,-782 2763,-699 2908,-699 2908,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 128.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"2835.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;95 -->\n",
       "<g id=\"edge95\" class=\"edge\">\n",
       "<title>94&#45;&gt;95</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2835.5,-817.91C2835.5,-809.65 2835.5,-800.86 2835.5,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2839,-792.02 2835.5,-782.02 2832,-792.02 2839,-792.02\"/>\n",
       "</g>\n",
       "<!-- 108 -->\n",
       "<g id=\"node109\" class=\"node\">\n",
       "<title>108</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3039,-774.5 2926,-774.5 2926,-706.5 3039,-706.5 3039,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2982.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2982.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"2982.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2982.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;108 -->\n",
       "<g id=\"edge108\" class=\"edge\">\n",
       "<title>94&#45;&gt;108</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2886.5,-817.91C2901.47,-805.99 2917.83,-792.98 2932.72,-781.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2935.18,-783.63 2940.83,-774.67 2930.82,-778.16 2935.18,-783.63\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g id=\"node97\" class=\"node\">\n",
       "<title>96</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"2876,-663 2763,-663 2763,-580 2876,-580 2876,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"2819.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 24.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2819.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"2819.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2819.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2819.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g id=\"edge96\" class=\"edge\">\n",
       "<title>95&#45;&gt;96</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2829.95,-698.91C2828.81,-690.56 2827.59,-681.67 2826.41,-673.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2829.86,-672.45 2825.04,-663.02 2822.93,-673.4 2829.86,-672.45\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g id=\"node100\" class=\"node\">\n",
       "<title>99</title>\n",
       "<polygon fill=\"#e9965a\" stroke=\"black\" points=\"3050.5,-663 2894.5,-663 2894.5,-580 3050.5,-580 3050.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"2972.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 4.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2972.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"middle\" x=\"2972.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"2972.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2972.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;99 -->\n",
       "<g id=\"edge99\" class=\"edge\">\n",
       "<title>95&#45;&gt;99</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2883.03,-698.91C2894.08,-689.47 2905.94,-679.34 2917.29,-669.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2919.72,-672.18 2925.05,-663.02 2915.18,-666.85 2919.72,-672.18\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g id=\"node98\" class=\"node\">\n",
       "<title>97</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2736,-536.5 2623,-536.5 2623,-468.5 2736,-468.5 2736,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2679.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2679.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"2679.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2679.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;97 -->\n",
       "<g id=\"edge97\" class=\"edge\">\n",
       "<title>96&#45;&gt;97</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2770.93,-579.91C2756.67,-567.99 2741.09,-554.98 2726.91,-543.12\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2729.1,-540.39 2719.19,-536.67 2724.62,-545.77 2729.1,-540.39\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g id=\"node99\" class=\"node\">\n",
       "<title>98</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2867,-536.5 2754,-536.5 2754,-468.5 2867,-468.5 2867,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2810.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2810.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"2810.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2810.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;98 -->\n",
       "<g id=\"edge98\" class=\"edge\">\n",
       "<title>96&#45;&gt;98</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2816.38,-579.91C2815.55,-569.2 2814.66,-557.62 2813.83,-546.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2817.31,-546.37 2813.05,-536.67 2810.33,-546.91 2817.31,-546.37\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g id=\"node101\" class=\"node\">\n",
       "<title>100</title>\n",
       "<polygon fill=\"#e78c4b\" stroke=\"black\" points=\"3007.5,-544 2885.5,-544 2885.5,-461 3007.5,-461 3007.5,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"2946.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 21.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2946.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"middle\" x=\"2946.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"middle\" x=\"2946.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"2946.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;100 -->\n",
       "<g id=\"edge100\" class=\"edge\">\n",
       "<title>99&#45;&gt;100</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2963.48,-579.91C2961.62,-571.56 2959.65,-562.67 2957.73,-554.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2961.09,-553.02 2955.5,-544.02 2954.26,-554.54 2961.09,-553.02\"/>\n",
       "</g>\n",
       "<!-- 105 -->\n",
       "<g id=\"node106\" class=\"node\">\n",
       "<title>105</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"3205,-544 3026,-544 3026,-461 3205,-461 3205,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"3115.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 72.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3115.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3115.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"3115.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3115.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;105 -->\n",
       "<g id=\"edge105\" class=\"edge\">\n",
       "<title>99&#45;&gt;105</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3022.11,-579.91C3033.76,-570.38 3046.26,-560.15 3058.21,-550.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3060.45,-553.06 3065.97,-544.02 3056.02,-547.64 3060.45,-553.06\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g id=\"node102\" class=\"node\">\n",
       "<title>101</title>\n",
       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"2881.5,-425 2725.5,-425 2725.5,-342 2881.5,-342 2881.5,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"2803.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"2803.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"2803.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"2803.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"2803.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 100&#45;&gt;101 -->\n",
       "<g id=\"edge101\" class=\"edge\">\n",
       "<title>100&#45;&gt;101</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2896.89,-460.91C2885.24,-451.38 2872.74,-441.15 2860.79,-431.37\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2862.98,-428.64 2853.03,-425.02 2858.55,-434.06 2862.98,-428.64\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g id=\"node105\" class=\"node\">\n",
       "<title>104</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3013,-417.5 2900,-417.5 2900,-349.5 3013,-349.5 3013,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2956.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2956.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"middle\" x=\"2956.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2956.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 100&#45;&gt;104 -->\n",
       "<g id=\"edge104\" class=\"edge\">\n",
       "<title>100&#45;&gt;104</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2949.97,-460.91C2950.88,-450.2 2951.87,-438.62 2952.8,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2956.3,-427.93 2953.67,-417.67 2949.33,-427.33 2956.3,-427.93\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g id=\"node103\" class=\"node\">\n",
       "<title>102</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2795,-298.5 2682,-298.5 2682,-230.5 2795,-230.5 2795,-298.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2738.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2738.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"2738.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"2738.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 101&#45;&gt;102 -->\n",
       "<g id=\"edge102\" class=\"edge\">\n",
       "<title>101&#45;&gt;102</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2780.95,-341.91C2774.76,-330.76 2768.03,-318.66 2761.8,-307.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2764.84,-305.71 2756.93,-298.67 2758.72,-309.11 2764.84,-305.71\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g id=\"node104\" class=\"node\">\n",
       "<title>103</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2926,-298.5 2813,-298.5 2813,-230.5 2926,-230.5 2926,-298.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"2869.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2869.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"2869.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"2869.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 101&#45;&gt;103 -->\n",
       "<g id=\"edge103\" class=\"edge\">\n",
       "<title>101&#45;&gt;103</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2826.4,-341.91C2832.69,-330.76 2839.51,-318.66 2845.84,-307.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2848.93,-309.1 2850.79,-298.67 2842.83,-305.66 2848.93,-309.1\"/>\n",
       "</g>\n",
       "<!-- 106 -->\n",
       "<g id=\"node107\" class=\"node\">\n",
       "<title>106</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3163,-417.5 3050,-417.5 3050,-349.5 3163,-349.5 3163,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3106.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3106.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3106.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3106.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;106 -->\n",
       "<g id=\"edge106\" class=\"edge\">\n",
       "<title>105&#45;&gt;106</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3112.38,-460.91C3111.55,-450.2 3110.66,-438.62 3109.83,-427.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3113.31,-427.37 3109.05,-417.67 3106.33,-427.91 3113.31,-427.37\"/>\n",
       "</g>\n",
       "<!-- 107 -->\n",
       "<g id=\"node108\" class=\"node\">\n",
       "<title>107</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3294,-417.5 3181,-417.5 3181,-349.5 3294,-349.5 3294,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3237.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3237.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3237.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3237.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;107 -->\n",
       "<g id=\"edge107\" class=\"edge\">\n",
       "<title>105&#45;&gt;107</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3157.83,-460.91C3170.02,-449.21 3183.32,-436.46 3195.5,-424.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3198.12,-427.11 3202.92,-417.67 3193.28,-422.06 3198.12,-427.11\"/>\n",
       "</g>\n",
       "<!-- 110 -->\n",
       "<g id=\"node111\" class=\"node\">\n",
       "<title>110</title>\n",
       "<polygon fill=\"#fae5d6\" stroke=\"black\" points=\"3930,-1020 3751,-1020 3751,-937 3930,-937 3930,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 73.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 23]</text>\n",
       "<text text-anchor=\"middle\" x=\"3840.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 109&#45;&gt;110 -->\n",
       "<g id=\"edge110\" class=\"edge\">\n",
       "<title>109&#45;&gt;110</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3840.5,-1055.91C3840.5,-1047.65 3840.5,-1038.86 3840.5,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3844,-1030.02 3840.5,-1020.02 3837,-1030.02 3844,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 137 -->\n",
       "<g id=\"node138\" class=\"node\">\n",
       "<title>137</title>\n",
       "<polygon fill=\"#61b1ea\" stroke=\"black\" points=\"4536,-1020 4391,-1020 4391,-937 4536,-937 4536,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 141.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 20]</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 109&#45;&gt;137 -->\n",
       "<g id=\"edge137\" class=\"edge\">\n",
       "<title>109&#45;&gt;137</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3971.1,-1071.97C4094.67,-1048.77 4276.37,-1014.64 4381.01,-994.99\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4381.71,-998.42 4390.89,-993.14 4380.42,-991.54 4381.71,-998.42\"/>\n",
       "</g>\n",
       "<!-- 111 -->\n",
       "<g id=\"node112\" class=\"node\">\n",
       "<title>111</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"3798,-901 3661,-901 3661,-818 3798,-818 3798,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 117.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 12]</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;111 -->\n",
       "<g id=\"edge111\" class=\"edge\">\n",
       "<title>110&#45;&gt;111</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3801.99,-936.91C3793.29,-927.74 3783.98,-917.93 3775.03,-908.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3777.36,-905.87 3767.94,-901.02 3772.29,-910.68 3777.36,-905.87\"/>\n",
       "</g>\n",
       "<!-- 122 -->\n",
       "<g id=\"node123\" class=\"node\">\n",
       "<title>122</title>\n",
       "<polygon fill=\"#f1bd98\" stroke=\"black\" points=\"4084,-901 3947,-901 3947,-818 4084,-818 4084,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 131.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.438</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 11]</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;122 -->\n",
       "<g id=\"edge122\" class=\"edge\">\n",
       "<title>110&#45;&gt;122</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3901.22,-936.91C3915.74,-927.2 3931.35,-916.76 3946.23,-906.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3948.52,-909.49 3954.89,-901.02 3944.63,-903.67 3948.52,-909.49\"/>\n",
       "</g>\n",
       "<!-- 112 -->\n",
       "<g id=\"node113\" class=\"node\">\n",
       "<title>112</title>\n",
       "<polygon fill=\"#6fb8ec\" stroke=\"black\" points=\"3581,-782 3402,-782 3402,-699 3581,-699 3581,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 30.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.337</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 11]</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;112 -->\n",
       "<g id=\"edge112\" class=\"edge\">\n",
       "<title>111&#45;&gt;112</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3660.98,-824.82C3636.78,-812.92 3609.16,-799.34 3583.34,-786.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3584.81,-783.47 3574.3,-782.2 3581.73,-789.76 3584.81,-783.47\"/>\n",
       "</g>\n",
       "<!-- 119 -->\n",
       "<g id=\"node120\" class=\"node\">\n",
       "<title>119</title>\n",
       "<polygon fill=\"#eeab7b\" stroke=\"black\" points=\"3802,-782 3657,-782 3657,-699 3802,-699 3802,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 122.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3729.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;119 -->\n",
       "<g id=\"edge119\" class=\"edge\">\n",
       "<title>111&#45;&gt;119</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3729.5,-817.91C3729.5,-809.65 3729.5,-800.86 3729.5,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3733,-792.02 3729.5,-782.02 3726,-792.02 3733,-792.02\"/>\n",
       "</g>\n",
       "<!-- 113 -->\n",
       "<g id=\"node114\" class=\"node\">\n",
       "<title>113</title>\n",
       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"3383.5,-663 3267.5,-663 3267.5,-580 3383.5,-580 3383.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"3325.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 40.45</text>\n",
       "<text text-anchor=\"middle\" x=\"3325.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"3325.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"3325.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3325.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;113 -->\n",
       "<g id=\"edge113\" class=\"edge\">\n",
       "<title>112&#45;&gt;113</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3433.91,-698.91C3420.13,-689.2 3405.32,-678.76 3391.21,-668.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3393.18,-665.92 3382.99,-663.02 3389.15,-671.64 3393.18,-665.92\"/>\n",
       "</g>\n",
       "<!-- 116 -->\n",
       "<g id=\"node117\" class=\"node\">\n",
       "<title>116</title>\n",
       "<polygon fill=\"#4da7e8\" stroke=\"black\" points=\"3581.5,-663 3401.5,-663 3401.5,-580 3581.5,-580 3581.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 41.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 10]</text>\n",
       "<text text-anchor=\"middle\" x=\"3491.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;116 -->\n",
       "<g id=\"edge116\" class=\"edge\">\n",
       "<title>112&#45;&gt;116</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3491.5,-698.91C3491.5,-690.65 3491.5,-681.86 3491.5,-673.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3495,-673.02 3491.5,-663.02 3488,-673.02 3495,-673.02\"/>\n",
       "</g>\n",
       "<!-- 114 -->\n",
       "<g id=\"node115\" class=\"node\">\n",
       "<title>114</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3336,-536.5 3223,-536.5 3223,-468.5 3336,-468.5 3336,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3279.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3279.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"3279.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3279.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 113&#45;&gt;114 -->\n",
       "<g id=\"edge114\" class=\"edge\">\n",
       "<title>113&#45;&gt;114</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3309.54,-579.91C3305.25,-568.98 3300.59,-557.14 3296.25,-546.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3299.46,-544.69 3292.54,-536.67 3292.94,-547.25 3299.46,-544.69\"/>\n",
       "</g>\n",
       "<!-- 115 -->\n",
       "<g id=\"node116\" class=\"node\">\n",
       "<title>115</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3467,-536.5 3354,-536.5 3354,-468.5 3467,-468.5 3467,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3410.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3410.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3410.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3410.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 113&#45;&gt;115 -->\n",
       "<g id=\"edge115\" class=\"edge\">\n",
       "<title>113&#45;&gt;115</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3354.99,-579.91C3363.25,-568.54 3372.23,-556.18 3380.51,-544.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3383.36,-546.81 3386.4,-536.67 3377.7,-542.7 3383.36,-546.81\"/>\n",
       "</g>\n",
       "<!-- 117 -->\n",
       "<g id=\"node118\" class=\"node\">\n",
       "<title>117</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3607.5,-536.5 3485.5,-536.5 3485.5,-468.5 3607.5,-468.5 3607.5,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3546.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3546.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"middle\" x=\"3546.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 10]</text>\n",
       "<text text-anchor=\"middle\" x=\"3546.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;117 -->\n",
       "<g id=\"edge117\" class=\"edge\">\n",
       "<title>116&#45;&gt;117</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3510.58,-579.91C3515.77,-568.87 3521.4,-556.9 3526.63,-545.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3529.82,-547.21 3530.91,-536.67 3523.49,-544.23 3529.82,-547.21\"/>\n",
       "</g>\n",
       "<!-- 118 -->\n",
       "<g id=\"node119\" class=\"node\">\n",
       "<title>118</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3739,-536.5 3626,-536.5 3626,-468.5 3739,-468.5 3739,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3682.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3682.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3682.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3682.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;118 -->\n",
       "<g id=\"edge118\" class=\"edge\">\n",
       "<title>116&#45;&gt;118</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3558,-579.82C3576.91,-568.25 3597.52,-555.63 3616.5,-544 3617.6,-543.33 3618.7,-542.65 3619.82,-541.97\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3621.78,-544.87 3628.48,-536.66 3618.12,-538.9 3621.78,-544.87\"/>\n",
       "</g>\n",
       "<!-- 120 -->\n",
       "<g id=\"node121\" class=\"node\">\n",
       "<title>120</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3713,-655.5 3600,-655.5 3600,-587.5 3713,-587.5 3713,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3656.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3656.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3656.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3656.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;120 -->\n",
       "<g id=\"edge120\" class=\"edge\">\n",
       "<title>119&#45;&gt;120</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3704.17,-698.91C3697.22,-687.76 3689.67,-675.66 3682.67,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3685.46,-662.3 3677.19,-655.67 3679.52,-666 3685.46,-662.3\"/>\n",
       "</g>\n",
       "<!-- 121 -->\n",
       "<g id=\"node122\" class=\"node\">\n",
       "<title>121</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3844,-655.5 3731,-655.5 3731,-587.5 3844,-587.5 3844,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3787.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3787.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"3787.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3787.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;121 -->\n",
       "<g id=\"edge121\" class=\"edge\">\n",
       "<title>119&#45;&gt;121</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3749.62,-698.91C3755.09,-687.87 3761.03,-675.9 3766.54,-664.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3769.75,-666.18 3771.06,-655.67 3763.48,-663.07 3769.75,-666.18\"/>\n",
       "</g>\n",
       "<!-- 123 -->\n",
       "<g id=\"node124\" class=\"node\">\n",
       "<title>123</title>\n",
       "<polygon fill=\"#eb9e66\" stroke=\"black\" points=\"4076.5,-782 3954.5,-782 3954.5,-699 4076.5,-699 4076.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 46.9</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.302</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 5]</text>\n",
       "<text text-anchor=\"middle\" x=\"4015.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 122&#45;&gt;123 -->\n",
       "<g id=\"edge123\" class=\"edge\">\n",
       "<title>122&#45;&gt;123</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4015.5,-817.91C4015.5,-809.65 4015.5,-800.86 4015.5,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4019,-792.02 4015.5,-782.02 4012,-792.02 4019,-792.02\"/>\n",
       "</g>\n",
       "<!-- 134 -->\n",
       "<g id=\"node135\" class=\"node\">\n",
       "<title>134</title>\n",
       "<polygon fill=\"#5aade9\" stroke=\"black\" points=\"4338.5,-782 4158.5,-782 4158.5,-699 4338.5,-699 4338.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 19.5</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 122&#45;&gt;134 -->\n",
       "<g id=\"edge134\" class=\"edge\">\n",
       "<title>122&#45;&gt;134</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4084.15,-824.03C4107.46,-812.32 4133.87,-799.06 4158.59,-786.65\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4160.24,-789.73 4167.61,-782.12 4157.1,-783.48 4160.24,-789.73\"/>\n",
       "</g>\n",
       "<!-- 124 -->\n",
       "<g id=\"node125\" class=\"node\">\n",
       "<title>124</title>\n",
       "<polygon fill=\"#ea985d\" stroke=\"black\" points=\"4042.5,-663 3862.5,-663 3862.5,-580 4042.5,-580 4042.5,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 40.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;124 -->\n",
       "<g id=\"edge124\" class=\"edge\">\n",
       "<title>123&#45;&gt;124</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3993.64,-698.91C3988.95,-690.2 3983.94,-680.9 3979.1,-671.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3982.14,-670.17 3974.32,-663.02 3975.98,-673.48 3982.14,-670.17\"/>\n",
       "</g>\n",
       "<!-- 133 -->\n",
       "<g id=\"node134\" class=\"node\">\n",
       "<title>133</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4174,-655.5 4061,-655.5 4061,-587.5 4174,-587.5 4174,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4117.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4117.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4117.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"4117.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;133 -->\n",
       "<g id=\"edge133\" class=\"edge\">\n",
       "<title>123&#45;&gt;133</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4050.89,-698.91C4060.89,-687.43 4071.78,-674.94 4081.81,-663.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4084.65,-665.5 4088.59,-655.67 4079.38,-660.9 4084.65,-665.5\"/>\n",
       "</g>\n",
       "<!-- 125 -->\n",
       "<g id=\"node126\" class=\"node\">\n",
       "<title>125</title>\n",
       "<polygon fill=\"#e99254\" stroke=\"black\" points=\"3923.5,-544 3801.5,-544 3801.5,-461 3923.5,-461 3923.5,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"3862.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 33.95</text>\n",
       "<text text-anchor=\"middle\" x=\"3862.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.211</text>\n",
       "<text text-anchor=\"middle\" x=\"3862.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"middle\" x=\"3862.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"3862.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 124&#45;&gt;125 -->\n",
       "<g id=\"edge125\" class=\"edge\">\n",
       "<title>124&#45;&gt;125</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3921.27,-579.91C3914.36,-570.92 3906.97,-561.32 3899.85,-552.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3902.54,-549.81 3893.67,-544.02 3896.99,-554.08 3902.54,-549.81\"/>\n",
       "</g>\n",
       "<!-- 132 -->\n",
       "<g id=\"node133\" class=\"node\">\n",
       "<title>132</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4055,-536.5 3942,-536.5 3942,-468.5 4055,-468.5 4055,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3998.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3998.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"3998.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"3998.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 124&#45;&gt;132 -->\n",
       "<g id=\"edge132\" class=\"edge\">\n",
       "<title>124&#45;&gt;132</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3968.46,-579.91C3972.75,-568.98 3977.41,-557.14 3981.75,-546.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3985.06,-547.25 3985.46,-536.67 3978.54,-544.69 3985.06,-547.25\"/>\n",
       "</g>\n",
       "<!-- 126 -->\n",
       "<g id=\"node127\" class=\"node\">\n",
       "<title>126</title>\n",
       "<polygon fill=\"#eeab7b\" stroke=\"black\" points=\"3859,-425 3714,-425 3714,-342 3859,-342 3859,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"3786.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 125.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3786.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"middle\" x=\"3786.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"middle\" x=\"3786.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"3786.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 125&#45;&gt;126 -->\n",
       "<g id=\"edge126\" class=\"edge\">\n",
       "<title>125&#45;&gt;126</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3836.13,-460.91C3830.41,-452.1 3824.31,-442.7 3818.4,-433.61\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3821.2,-431.5 3812.82,-425.02 3815.33,-435.31 3821.2,-431.5\"/>\n",
       "</g>\n",
       "<!-- 131 -->\n",
       "<g id=\"node132\" class=\"node\">\n",
       "<title>131</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3999.5,-417.5 3877.5,-417.5 3877.5,-349.5 3999.5,-349.5 3999.5,-417.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3938.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3938.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"middle\" x=\"3938.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3938.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 125&#45;&gt;131 -->\n",
       "<g id=\"edge131\" class=\"edge\">\n",
       "<title>125&#45;&gt;131</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3888.87,-460.91C3896.18,-449.65 3904.13,-437.42 3911.47,-426.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3914.44,-427.96 3916.96,-417.67 3908.57,-424.15 3914.44,-427.96\"/>\n",
       "</g>\n",
       "<!-- 127 -->\n",
       "<g id=\"node128\" class=\"node\">\n",
       "<title>127</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"3777.5,-306 3661.5,-306 3661.5,-223 3777.5,-223 3777.5,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"3719.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 28.85</text>\n",
       "<text text-anchor=\"middle\" x=\"3719.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"3719.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"3719.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"3719.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 126&#45;&gt;127 -->\n",
       "<g id=\"edge127\" class=\"edge\">\n",
       "<title>126&#45;&gt;127</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3763.25,-341.91C3758.27,-333.2 3752.94,-323.9 3747.79,-314.89\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3750.71,-312.96 3742.7,-306.02 3744.64,-316.44 3750.71,-312.96\"/>\n",
       "</g>\n",
       "<!-- 130 -->\n",
       "<g id=\"node131\" class=\"node\">\n",
       "<title>130</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3909,-298.5 3796,-298.5 3796,-230.5 3909,-230.5 3909,-298.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 126&#45;&gt;130 -->\n",
       "<g id=\"edge130\" class=\"edge\">\n",
       "<title>126&#45;&gt;130</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3809.4,-341.91C3815.69,-330.76 3822.51,-318.66 3828.84,-307.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3831.93,-309.1 3833.79,-298.67 3825.83,-305.66 3831.93,-309.1\"/>\n",
       "</g>\n",
       "<!-- 128 -->\n",
       "<g id=\"node129\" class=\"node\">\n",
       "<title>128</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3710,-179.5 3597,-179.5 3597,-111.5 3710,-111.5 3710,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3653.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3653.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"3653.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"3653.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;128 -->\n",
       "<g id=\"edge128\" class=\"edge\">\n",
       "<title>127&#45;&gt;128</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3696.6,-222.91C3690.31,-211.76 3683.49,-199.66 3677.16,-188.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3680.17,-186.66 3672.21,-179.67 3674.07,-190.1 3680.17,-186.66\"/>\n",
       "</g>\n",
       "<!-- 129 -->\n",
       "<g id=\"node130\" class=\"node\">\n",
       "<title>129</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"3841,-179.5 3728,-179.5 3728,-111.5 3841,-111.5 3841,-179.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"3784.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"3784.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"3784.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"3784.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;129 -->\n",
       "<g id=\"edge129\" class=\"edge\">\n",
       "<title>127&#45;&gt;129</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3742.05,-222.91C3748.24,-211.76 3754.97,-199.66 3761.2,-188.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3764.28,-190.11 3766.07,-179.67 3758.16,-186.71 3764.28,-190.11\"/>\n",
       "</g>\n",
       "<!-- 135 -->\n",
       "<g id=\"node136\" class=\"node\">\n",
       "<title>135</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4305,-655.5 4192,-655.5 4192,-587.5 4305,-587.5 4305,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4248.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;135 -->\n",
       "<g id=\"edge135\" class=\"edge\">\n",
       "<title>134&#45;&gt;135</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4248.5,-698.91C4248.5,-688.2 4248.5,-676.62 4248.5,-665.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4252,-665.67 4248.5,-655.67 4245,-665.67 4252,-665.67\"/>\n",
       "</g>\n",
       "<!-- 136 -->\n",
       "<g id=\"node137\" class=\"node\">\n",
       "<title>136</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4436,-655.5 4323,-655.5 4323,-587.5 4436,-587.5 4436,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4379.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4379.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"4379.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"4379.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;136 -->\n",
       "<g id=\"edge136\" class=\"edge\">\n",
       "<title>134&#45;&gt;136</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4293.95,-698.91C4307.17,-687.1 4321.6,-674.22 4334.77,-662.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4337.24,-664.94 4342.36,-655.67 4332.57,-659.72 4337.24,-664.94\"/>\n",
       "</g>\n",
       "<!-- 138 -->\n",
       "<g id=\"node139\" class=\"node\">\n",
       "<title>138</title>\n",
       "<polygon fill=\"#57ace9\" stroke=\"black\" points=\"4553.5,-901 4373.5,-901 4373.5,-818 4553.5,-818 4553.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 44.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 20]</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;138 -->\n",
       "<g id=\"edge138\" class=\"edge\">\n",
       "<title>137&#45;&gt;138</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4463.5,-936.91C4463.5,-928.65 4463.5,-919.86 4463.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4467,-911.02 4463.5,-901.02 4460,-911.02 4467,-911.02\"/>\n",
       "</g>\n",
       "<!-- 145 -->\n",
       "<g id=\"node146\" class=\"node\">\n",
       "<title>145</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4685,-893.5 4572,-893.5 4572,-825.5 4685,-825.5 4685,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4628.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4628.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4628.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4628.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;145 -->\n",
       "<g id=\"edge145\" class=\"edge\">\n",
       "<title>137&#45;&gt;145</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4520.75,-936.91C4537.86,-924.77 4556.59,-911.49 4573.55,-899.46\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4575.59,-902.31 4581.73,-893.67 4571.54,-896.6 4575.59,-902.31\"/>\n",
       "</g>\n",
       "<!-- 139 -->\n",
       "<g id=\"node140\" class=\"node\">\n",
       "<title>139</title>\n",
       "<polygon fill=\"#4da7e8\" stroke=\"black\" points=\"4524.5,-782 4402.5,-782 4402.5,-699 4524.5,-699 4524.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 31.4</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 20]</text>\n",
       "<text text-anchor=\"middle\" x=\"4463.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;139 -->\n",
       "<g id=\"edge139\" class=\"edge\">\n",
       "<title>138&#45;&gt;139</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4463.5,-817.91C4463.5,-809.65 4463.5,-800.86 4463.5,-792.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4467,-792.02 4463.5,-782.02 4460,-792.02 4467,-792.02\"/>\n",
       "</g>\n",
       "<!-- 144 -->\n",
       "<g id=\"node145\" class=\"node\">\n",
       "<title>144</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4656,-774.5 4543,-774.5 4543,-706.5 4656,-706.5 4656,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4599.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4599.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4599.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4599.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;144 -->\n",
       "<g id=\"edge144\" class=\"edge\">\n",
       "<title>138&#45;&gt;144</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4510.68,-817.91C4524.41,-806.1 4539.39,-793.22 4553.06,-781.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4555.65,-783.84 4560.95,-774.67 4551.08,-778.54 4555.65,-783.84\"/>\n",
       "</g>\n",
       "<!-- 140 -->\n",
       "<g id=\"node141\" class=\"node\">\n",
       "<title>140</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"4567,-663 4454,-663 4454,-580 4567,-580 4567,-663\"/>\n",
       "<text text-anchor=\"middle\" x=\"4510.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 39.5</text>\n",
       "<text text-anchor=\"middle\" x=\"4510.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"4510.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"4510.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"4510.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;140 -->\n",
       "<g id=\"edge140\" class=\"edge\">\n",
       "<title>139&#45;&gt;140</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4479.81,-698.91C4483.23,-690.38 4486.89,-681.28 4490.43,-672.46\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4493.74,-673.6 4494.22,-663.02 4487.25,-671 4493.74,-673.6\"/>\n",
       "</g>\n",
       "<!-- 143 -->\n",
       "<g id=\"node144\" class=\"node\">\n",
       "<title>143</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4707.5,-655.5 4585.5,-655.5 4585.5,-587.5 4707.5,-587.5 4707.5,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4646.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4646.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"middle\" x=\"4646.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 16]</text>\n",
       "<text text-anchor=\"middle\" x=\"4646.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;143 -->\n",
       "<g id=\"edge143\" class=\"edge\">\n",
       "<title>139&#45;&gt;143</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4524.69,-700.38C4544.51,-687.7 4566.47,-673.66 4586.23,-661.03\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4588.3,-663.86 4594.84,-655.53 4584.53,-657.97 4588.3,-663.86\"/>\n",
       "</g>\n",
       "<!-- 141 -->\n",
       "<g id=\"node142\" class=\"node\">\n",
       "<title>141</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4501,-536.5 4388,-536.5 4388,-468.5 4501,-468.5 4501,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4444.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4444.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"4444.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4444.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;141 -->\n",
       "<g id=\"edge141\" class=\"edge\">\n",
       "<title>140&#45;&gt;141</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4487.6,-579.91C4481.31,-568.76 4474.49,-556.66 4468.16,-545.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4471.17,-543.66 4463.21,-536.67 4465.07,-547.1 4471.17,-543.66\"/>\n",
       "</g>\n",
       "<!-- 142 -->\n",
       "<g id=\"node143\" class=\"node\">\n",
       "<title>142</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4632,-536.5 4519,-536.5 4519,-468.5 4632,-468.5 4632,-536.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4575.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4575.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"4575.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "<text text-anchor=\"middle\" x=\"4575.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;142 -->\n",
       "<g id=\"edge142\" class=\"edge\">\n",
       "<title>140&#45;&gt;142</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4533.05,-579.91C4539.24,-568.76 4545.97,-556.66 4552.2,-545.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4555.28,-547.11 4557.07,-536.67 4549.16,-543.71 4555.28,-547.11\"/>\n",
       "</g>\n",
       "<!-- 147 -->\n",
       "<g id=\"node148\" class=\"node\">\n",
       "<title>147</title>\n",
       "<polygon fill=\"#b5dbf5\" stroke=\"black\" points=\"5449,-1377 5312,-1377 5312,-1294 5449,-1294 5449,-1377\"/>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 166.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 35]</text>\n",
       "<text text-anchor=\"middle\" x=\"5380.5\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 146&#45;&gt;147 -->\n",
       "<g id=\"edge147\" class=\"edge\">\n",
       "<title>146&#45;&gt;147</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5380.5,-1412.91C5380.5,-1404.65 5380.5,-1395.86 5380.5,-1387.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5384,-1387.02 5380.5,-1377.02 5377,-1387.02 5384,-1387.02\"/>\n",
       "</g>\n",
       "<!-- 176 -->\n",
       "<g id=\"node177\" class=\"node\">\n",
       "<title>176</title>\n",
       "<polygon fill=\"#58ace9\" stroke=\"black\" points=\"6111.5,-1377 5989.5,-1377 5989.5,-1294 6111.5,-1294 6111.5,-1377\"/>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1361.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 59.5</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1346.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.233</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1331.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1316.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 45]</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1301.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 146&#45;&gt;176 -->\n",
       "<g id=\"edge176\" class=\"edge\">\n",
       "<title>146&#45;&gt;176</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5453.16,-1440.81C5582.45,-1418.23 5850.91,-1371.35 5979.22,-1348.95\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5980.08,-1352.35 5989.33,-1347.18 5978.87,-1345.46 5980.08,-1352.35\"/>\n",
       "</g>\n",
       "<!-- 148 -->\n",
       "<g id=\"node149\" class=\"node\">\n",
       "<title>148</title>\n",
       "<polygon fill=\"#82c1ef\" stroke=\"black\" points=\"5394.5,-1258 5124.5,-1258 5124.5,-1175 5394.5,-1175 5394.5,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"5259.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.319</text>\n",
       "<text text-anchor=\"middle\" x=\"5259.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\n",
       "<text text-anchor=\"middle\" x=\"5259.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"middle\" x=\"5259.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 30]</text>\n",
       "<text text-anchor=\"middle\" x=\"5259.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 147&#45;&gt;148 -->\n",
       "<g id=\"edge148\" class=\"edge\">\n",
       "<title>147&#45;&gt;148</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5338.52,-1293.91C5328.95,-1284.65 5318.69,-1274.73 5308.84,-1265.21\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5311.03,-1262.46 5301.41,-1258.02 5306.16,-1267.49 5311.03,-1262.46\"/>\n",
       "</g>\n",
       "<!-- 167 -->\n",
       "<g id=\"node168\" class=\"node\">\n",
       "<title>167</title>\n",
       "<polygon fill=\"#f1ba93\" stroke=\"black\" points=\"5592,-1258 5413,-1258 5413,-1175 5592,-1175 5592,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"5502.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 60.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5502.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
       "<text text-anchor=\"middle\" x=\"5502.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"middle\" x=\"5502.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 5]</text>\n",
       "<text text-anchor=\"middle\" x=\"5502.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 147&#45;&gt;167 -->\n",
       "<g id=\"edge167\" class=\"edge\">\n",
       "<title>147&#45;&gt;167</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5422.83,-1293.91C5432.48,-1284.65 5442.82,-1274.73 5452.75,-1265.21\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5455.45,-1267.47 5460.25,-1258.02 5450.61,-1262.42 5455.45,-1267.47\"/>\n",
       "</g>\n",
       "<!-- 149 -->\n",
       "<g id=\"node150\" class=\"node\">\n",
       "<title>149</title>\n",
       "<polygon fill=\"#fcf1e9\" stroke=\"black\" points=\"5092,-1139 4979,-1139 4979,-1056 5092,-1056 5092,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 41.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;149 -->\n",
       "<g id=\"edge149\" class=\"edge\">\n",
       "<title>148&#45;&gt;149</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5181.78,-1174.91C5155.56,-1161.21 5126.57,-1146.07 5101.35,-1132.9\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5102.73,-1129.67 5092.25,-1128.14 5099.49,-1135.87 5102.73,-1129.67\"/>\n",
       "</g>\n",
       "<!-- 158 -->\n",
       "<g id=\"node159\" class=\"node\">\n",
       "<title>158</title>\n",
       "<polygon fill=\"#4ba6e7\" stroke=\"black\" points=\"5351,-1139 5172,-1139 5172,-1056 5351,-1056 5351,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 75.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 22]</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;158 -->\n",
       "<g id=\"edge158\" class=\"edge\">\n",
       "<title>148&#45;&gt;158</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5260.19,-1174.91C5260.34,-1166.56 5260.49,-1157.67 5260.64,-1149.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5264.14,-1149.08 5260.81,-1139.02 5257.14,-1148.96 5264.14,-1149.08\"/>\n",
       "</g>\n",
       "<!-- 150 -->\n",
       "<g id=\"node151\" class=\"node\">\n",
       "<title>150</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4961,-1012.5 4848,-1012.5 4848,-944.5 4961,-944.5 4961,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4904.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4904.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"4904.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4904.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 149&#45;&gt;150 -->\n",
       "<g id=\"edge150\" class=\"edge\">\n",
       "<title>149&#45;&gt;150</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4990.05,-1055.91C4976.83,-1044.1 4962.4,-1031.22 4949.23,-1019.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4951.43,-1016.72 4941.64,-1012.67 4946.76,-1021.94 4951.43,-1016.72\"/>\n",
       "</g>\n",
       "<!-- 151 -->\n",
       "<g id=\"node152\" class=\"node\">\n",
       "<title>151</title>\n",
       "<polygon fill=\"#b5daf5\" stroke=\"black\" points=\"5092,-1020 4979,-1020 4979,-937 5092,-937 5092,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 53.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 149&#45;&gt;151 -->\n",
       "<g id=\"edge151\" class=\"edge\">\n",
       "<title>149&#45;&gt;151</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5035.5,-1055.91C5035.5,-1047.65 5035.5,-1038.86 5035.5,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5039,-1030.02 5035.5,-1020.02 5032,-1030.02 5039,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 152 -->\n",
       "<g id=\"node153\" class=\"node\">\n",
       "<title>152</title>\n",
       "<polygon fill=\"#55abe9\" stroke=\"black\" points=\"4944.5,-901 4764.5,-901 4764.5,-818 4944.5,-818 4944.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"4854.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 15.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4854.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"middle\" x=\"4854.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"middle\" x=\"4854.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"4854.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;152 -->\n",
       "<g id=\"edge152\" class=\"edge\">\n",
       "<title>151&#45;&gt;152</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4978.73,-940.8C4961.98,-929.97 4943.43,-917.98 4925.88,-906.64\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4927.66,-903.63 4917.36,-901.14 4923.86,-909.5 4927.66,-903.63\"/>\n",
       "</g>\n",
       "<!-- 155 -->\n",
       "<g id=\"node156\" class=\"node\">\n",
       "<title>155</title>\n",
       "<polygon fill=\"#eca06a\" stroke=\"black\" points=\"5108,-901 4963,-901 4963,-818 5108,-818 5108,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 146.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5035.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;155 -->\n",
       "<g id=\"edge155\" class=\"edge\">\n",
       "<title>151&#45;&gt;155</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5035.5,-936.91C5035.5,-928.65 5035.5,-919.86 5035.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5039,-911.02 5035.5,-901.02 5032,-911.02 5039,-911.02\"/>\n",
       "</g>\n",
       "<!-- 153 -->\n",
       "<g id=\"node154\" class=\"node\">\n",
       "<title>153</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4787,-774.5 4674,-774.5 4674,-706.5 4787,-706.5 4787,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4730.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4730.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"4730.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"4730.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;153 -->\n",
       "<g id=\"edge153\" class=\"edge\">\n",
       "<title>152&#45;&gt;153</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4811.48,-817.91C4799.08,-806.21 4785.57,-793.46 4773.19,-781.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4775.33,-778.98 4765.65,-774.67 4770.52,-784.08 4775.33,-778.98\"/>\n",
       "</g>\n",
       "<!-- 154 -->\n",
       "<g id=\"node155\" class=\"node\">\n",
       "<title>154</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"4918,-774.5 4805,-774.5 4805,-706.5 4918,-706.5 4918,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4861.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4861.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4861.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"4861.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;154 -->\n",
       "<g id=\"edge154\" class=\"edge\">\n",
       "<title>152&#45;&gt;154</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4856.93,-817.91C4857.57,-807.2 4858.26,-795.62 4858.91,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4862.41,-784.86 4859.52,-774.67 4855.42,-784.44 4862.41,-784.86\"/>\n",
       "</g>\n",
       "<!-- 156 -->\n",
       "<g id=\"node157\" class=\"node\">\n",
       "<title>156</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5049,-774.5 4936,-774.5 4936,-706.5 5049,-706.5 5049,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"4992.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"4992.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"4992.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"4992.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 155&#45;&gt;156 -->\n",
       "<g id=\"edge156\" class=\"edge\">\n",
       "<title>155&#45;&gt;156</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5020.58,-817.91C5016.57,-806.98 5012.21,-795.14 5008.16,-784.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5011.42,-782.85 5004.69,-774.67 5004.85,-785.26 5011.42,-782.85\"/>\n",
       "</g>\n",
       "<!-- 157 -->\n",
       "<g id=\"node158\" class=\"node\">\n",
       "<title>157</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"5180,-774.5 5067,-774.5 5067,-706.5 5180,-706.5 5180,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5123.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5123.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"5123.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"5123.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 155&#45;&gt;157 -->\n",
       "<g id=\"edge157\" class=\"edge\">\n",
       "<title>155&#45;&gt;157</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5066.03,-817.91C5074.58,-806.54 5083.88,-794.18 5092.46,-782.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5095.34,-784.76 5098.55,-774.67 5089.75,-780.55 5095.34,-784.76\"/>\n",
       "</g>\n",
       "<!-- 159 -->\n",
       "<g id=\"node160\" class=\"node\">\n",
       "<title>159</title>\n",
       "<polygon fill=\"#6ab6ec\" stroke=\"black\" points=\"5351,-1020 5172,-1020 5172,-937 5351,-937 5351,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 74.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 158&#45;&gt;159 -->\n",
       "<g id=\"edge159\" class=\"edge\">\n",
       "<title>158&#45;&gt;159</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5261.5,-1055.91C5261.5,-1047.65 5261.5,-1038.86 5261.5,-1030.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5265,-1030.02 5261.5,-1020.02 5258,-1030.02 5265,-1030.02\"/>\n",
       "</g>\n",
       "<!-- 166 -->\n",
       "<g id=\"node167\" class=\"node\">\n",
       "<title>166</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5491.5,-1012.5 5369.5,-1012.5 5369.5,-944.5 5491.5,-944.5 5491.5,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5430.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5430.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"5430.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 14]</text>\n",
       "<text text-anchor=\"middle\" x=\"5430.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 158&#45;&gt;166 -->\n",
       "<g id=\"edge166\" class=\"edge\">\n",
       "<title>158&#45;&gt;166</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5320.13,-1055.91C5337.67,-1043.77 5356.84,-1030.49 5374.22,-1018.46\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5376.36,-1021.24 5382.59,-1012.67 5372.38,-1015.48 5376.36,-1021.24\"/>\n",
       "</g>\n",
       "<!-- 160 -->\n",
       "<g id=\"node161\" class=\"node\">\n",
       "<title>160</title>\n",
       "<polygon fill=\"#52a9e8\" stroke=\"black\" points=\"5396.5,-901 5126.5,-901 5126.5,-818 5396.5,-818 5396.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.672</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"5261.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 159&#45;&gt;160 -->\n",
       "<g id=\"edge160\" class=\"edge\">\n",
       "<title>159&#45;&gt;160</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5261.5,-936.91C5261.5,-928.65 5261.5,-919.86 5261.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5265,-911.02 5261.5,-901.02 5258,-911.02 5265,-911.02\"/>\n",
       "</g>\n",
       "<!-- 165 -->\n",
       "<g id=\"node166\" class=\"node\">\n",
       "<title>165</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"5528,-893.5 5415,-893.5 5415,-825.5 5528,-825.5 5528,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5471.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5471.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"5471.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"5471.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 159&#45;&gt;165 -->\n",
       "<g id=\"edge165\" class=\"edge\">\n",
       "<title>159&#45;&gt;165</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5340.08,-936.89C5361.45,-925.54 5384.49,-913.01 5405.5,-901 5406.81,-900.25 5408.14,-899.49 5409.47,-898.71\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5411.5,-901.58 5418.36,-893.5 5407.96,-895.54 5411.5,-901.58\"/>\n",
       "</g>\n",
       "<!-- 161 -->\n",
       "<g id=\"node162\" class=\"node\">\n",
       "<title>161</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5311,-774.5 5198,-774.5 5198,-706.5 5311,-706.5 5311,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5254.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5254.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"middle\" x=\"5254.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"5254.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;161 -->\n",
       "<g id=\"edge161\" class=\"edge\">\n",
       "<title>160&#45;&gt;161</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5259.07,-817.91C5258.43,-807.2 5257.74,-795.62 5257.09,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5260.58,-784.44 5256.48,-774.67 5253.59,-784.86 5260.58,-784.44\"/>\n",
       "</g>\n",
       "<!-- 162 -->\n",
       "<g id=\"node163\" class=\"node\">\n",
       "<title>162</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"5599.5,-782 5329.5,-782 5329.5,-699 5599.5,-699 5599.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"5464.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.957</text>\n",
       "<text text-anchor=\"middle\" x=\"5464.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"5464.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5464.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5464.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;162 -->\n",
       "<g id=\"edge162\" class=\"edge\">\n",
       "<title>160&#45;&gt;162</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5331.93,-817.91C5349.09,-808.02 5367.57,-797.37 5385.11,-787.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5387.28,-790.05 5394.19,-782.02 5383.78,-783.98 5387.28,-790.05\"/>\n",
       "</g>\n",
       "<!-- 163 -->\n",
       "<g id=\"node164\" class=\"node\">\n",
       "<title>163</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"5455,-655.5 5342,-655.5 5342,-587.5 5455,-587.5 5455,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5398.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5398.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"5398.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"5398.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;163 -->\n",
       "<g id=\"edge163\" class=\"edge\">\n",
       "<title>162&#45;&gt;163</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5441.6,-698.91C5435.31,-687.76 5428.49,-675.66 5422.16,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5425.17,-662.66 5417.21,-655.67 5419.07,-666.1 5425.17,-662.66\"/>\n",
       "</g>\n",
       "<!-- 164 -->\n",
       "<g id=\"node165\" class=\"node\">\n",
       "<title>164</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5586,-655.5 5473,-655.5 5473,-587.5 5586,-587.5 5586,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5529.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5529.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"5529.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5529.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;164 -->\n",
       "<g id=\"edge164\" class=\"edge\">\n",
       "<title>162&#45;&gt;164</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5487.05,-698.91C5493.24,-687.76 5499.97,-675.66 5506.2,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5509.28,-666.11 5511.07,-655.67 5503.16,-662.71 5509.28,-666.11\"/>\n",
       "</g>\n",
       "<!-- 168 -->\n",
       "<g id=\"node169\" class=\"node\">\n",
       "<title>168</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5553,-1131.5 5440,-1131.5 5440,-1063.5 5553,-1063.5 5553,-1131.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5496.5\" y=\"-1116.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5496.5\" y=\"-1101.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5496.5\" y=\"-1086.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"5496.5\" y=\"-1071.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;168 -->\n",
       "<g id=\"edge168\" class=\"edge\">\n",
       "<title>167&#45;&gt;168</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5500.42,-1174.91C5499.87,-1164.2 5499.28,-1152.62 5498.72,-1141.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5502.21,-1141.47 5498.2,-1131.67 5495.22,-1141.83 5502.21,-1141.47\"/>\n",
       "</g>\n",
       "<!-- 169 -->\n",
       "<g id=\"node170\" class=\"node\">\n",
       "<title>169</title>\n",
       "<polygon fill=\"#eca36f\" stroke=\"black\" points=\"5841.5,-1139 5571.5,-1139 5571.5,-1056 5841.5,-1056 5841.5,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"5706.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.866</text>\n",
       "<text text-anchor=\"middle\" x=\"5706.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.337</text>\n",
       "<text text-anchor=\"middle\" x=\"5706.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"5706.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 3]</text>\n",
       "<text text-anchor=\"middle\" x=\"5706.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;169 -->\n",
       "<g id=\"edge169\" class=\"edge\">\n",
       "<title>167&#45;&gt;169</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5573.28,-1174.91C5590.52,-1165.02 5609.09,-1154.37 5626.72,-1144.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5628.92,-1147.03 5635.85,-1139.02 5625.43,-1140.96 5628.92,-1147.03\"/>\n",
       "</g>\n",
       "<!-- 170 -->\n",
       "<g id=\"node171\" class=\"node\">\n",
       "<title>170</title>\n",
       "<polygon fill=\"#e78c4b\" stroke=\"black\" points=\"5793,-1020 5614,-1020 5614,-937 5793,-937 5793,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"5703.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 71.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5703.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"middle\" x=\"5703.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"middle\" x=\"5703.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5703.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 169&#45;&gt;170 -->\n",
       "<g id=\"edge170\" class=\"edge\">\n",
       "<title>169&#45;&gt;170</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5705.46,-1055.91C5705.25,-1047.56 5705.02,-1038.67 5704.8,-1030.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5708.29,-1029.93 5704.54,-1020.02 5701.3,-1030.11 5708.29,-1029.93\"/>\n",
       "</g>\n",
       "<!-- 175 -->\n",
       "<g id=\"node176\" class=\"node\">\n",
       "<title>175</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5924,-1012.5 5811,-1012.5 5811,-944.5 5924,-944.5 5924,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 169&#45;&gt;175 -->\n",
       "<g id=\"edge175\" class=\"edge\">\n",
       "<title>169&#45;&gt;175</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5762.36,-1055.91C5778.91,-1043.88 5797,-1030.73 5813.43,-1018.79\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5815.83,-1021.38 5821.86,-1012.67 5811.71,-1015.71 5815.83,-1021.38\"/>\n",
       "</g>\n",
       "<!-- 171 -->\n",
       "<g id=\"node172\" class=\"node\">\n",
       "<title>171</title>\n",
       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"5765,-901 5586,-901 5586,-818 5765,-818 5765,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"5675.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 69.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5675.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"5675.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"5675.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5675.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;171 -->\n",
       "<g id=\"edge171\" class=\"edge\">\n",
       "<title>170&#45;&gt;171</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5693.79,-936.91C5691.79,-928.56 5689.66,-919.67 5687.59,-911.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5690.93,-909.93 5685.2,-901.02 5684.12,-911.56 5690.93,-909.93\"/>\n",
       "</g>\n",
       "<!-- 174 -->\n",
       "<g id=\"node175\" class=\"node\">\n",
       "<title>174</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"5896,-893.5 5783,-893.5 5783,-825.5 5896,-825.5 5896,-893.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5839.5\" y=\"-878.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5839.5\" y=\"-863.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"middle\" x=\"5839.5\" y=\"-848.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"5839.5\" y=\"-833.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;174 -->\n",
       "<g id=\"edge174\" class=\"edge\">\n",
       "<title>170&#45;&gt;174</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5750.68,-936.91C5764.41,-925.1 5779.39,-912.22 5793.06,-900.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5795.65,-902.84 5800.95,-893.67 5791.08,-897.54 5795.65,-902.84\"/>\n",
       "</g>\n",
       "<!-- 172 -->\n",
       "<g id=\"node173\" class=\"node\">\n",
       "<title>172</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"5731,-774.5 5618,-774.5 5618,-706.5 5731,-706.5 5731,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5674.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5674.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5674.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"5674.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;172 -->\n",
       "<g id=\"edge172\" class=\"edge\">\n",
       "<title>171&#45;&gt;172</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5675.15,-817.91C5675.06,-807.2 5674.96,-795.62 5674.87,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5678.37,-784.64 5674.78,-774.67 5671.37,-784.7 5678.37,-784.64\"/>\n",
       "</g>\n",
       "<!-- 173 -->\n",
       "<g id=\"node174\" class=\"node\">\n",
       "<title>173</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5862,-774.5 5749,-774.5 5749,-706.5 5862,-706.5 5862,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5805.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5805.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"5805.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"5805.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;173 -->\n",
       "<g id=\"edge173\" class=\"edge\">\n",
       "<title>171&#45;&gt;173</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5720.6,-817.91C5733.72,-806.1 5748.04,-793.22 5761.11,-781.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5763.56,-783.96 5768.65,-774.67 5758.87,-778.76 5763.56,-783.96\"/>\n",
       "</g>\n",
       "<!-- 177 -->\n",
       "<g id=\"node178\" class=\"node\">\n",
       "<title>177</title>\n",
       "<polygon fill=\"#4fa8e8\" stroke=\"black\" points=\"6185.5,-1258 5915.5,-1258 5915.5,-1175 6185.5,-1175 6185.5,-1258\"/>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1242.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 1.359</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1212.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1197.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 45]</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1182.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 176&#45;&gt;177 -->\n",
       "<g id=\"edge177\" class=\"edge\">\n",
       "<title>176&#45;&gt;177</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6050.5,-1293.91C6050.5,-1285.65 6050.5,-1276.86 6050.5,-1268.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6054,-1268.02 6050.5,-1258.02 6047,-1268.02 6054,-1268.02\"/>\n",
       "</g>\n",
       "<!-- 192 -->\n",
       "<g id=\"node193\" class=\"node\">\n",
       "<title>192</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"6317,-1250.5 6204,-1250.5 6204,-1182.5 6317,-1182.5 6317,-1250.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6260.5\" y=\"-1235.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6260.5\" y=\"-1220.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"6260.5\" y=\"-1205.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"6260.5\" y=\"-1190.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 176&#45;&gt;192 -->\n",
       "<g id=\"edge192\" class=\"edge\">\n",
       "<title>176&#45;&gt;192</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6111.56,-1303.13C6137.35,-1289.6 6167.59,-1273.39 6194.5,-1258 6195.81,-1257.25 6197.14,-1256.49 6198.47,-1255.71\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6200.5,-1258.58 6207.36,-1250.5 6196.96,-1252.54 6200.5,-1258.58\"/>\n",
       "</g>\n",
       "<!-- 178 -->\n",
       "<g id=\"node179\" class=\"node\">\n",
       "<title>178</title>\n",
       "<polygon fill=\"#47a4e7\" stroke=\"black\" points=\"6140,-1139 5961,-1139 5961,-1056 6140,-1056 6140,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 69.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.122</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 43]</text>\n",
       "<text text-anchor=\"middle\" x=\"6050.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 177&#45;&gt;178 -->\n",
       "<g id=\"edge178\" class=\"edge\">\n",
       "<title>177&#45;&gt;178</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6050.5,-1174.91C6050.5,-1166.65 6050.5,-1157.86 6050.5,-1149.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6054,-1149.02 6050.5,-1139.02 6047,-1149.02 6054,-1149.02\"/>\n",
       "</g>\n",
       "<!-- 189 -->\n",
       "<g id=\"node190\" class=\"node\">\n",
       "<title>189</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"6377.5,-1139 6197.5,-1139 6197.5,-1056 6377.5,-1056 6377.5,-1139\"/>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SkinThickness &lt;= 43.5</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 177&#45;&gt;189 -->\n",
       "<g id=\"edge189\" class=\"edge\">\n",
       "<title>177&#45;&gt;189</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6132.73,-1174.91C6153.22,-1164.79 6175.32,-1153.88 6196.23,-1143.56\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6198,-1146.59 6205.42,-1139.02 6194.9,-1140.31 6198,-1146.59\"/>\n",
       "</g>\n",
       "<!-- 179 -->\n",
       "<g id=\"node180\" class=\"node\">\n",
       "<title>179</title>\n",
       "<polygon fill=\"#5eafea\" stroke=\"black\" points=\"6072.5,-1020 5950.5,-1020 5950.5,-937 6072.5,-937 6072.5,-1020\"/>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 27.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.266</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 16]</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;179 -->\n",
       "<g id=\"edge179\" class=\"edge\">\n",
       "<title>178&#45;&gt;179</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6036.97,-1055.91C6034.16,-1047.47 6031.16,-1038.48 6028.25,-1029.74\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6031.49,-1028.4 6025.01,-1020.02 6024.85,-1030.61 6031.49,-1028.4\"/>\n",
       "</g>\n",
       "<!-- 188 -->\n",
       "<g id=\"node189\" class=\"node\">\n",
       "<title>188</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"6212.5,-1012.5 6090.5,-1012.5 6090.5,-944.5 6212.5,-944.5 6212.5,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6151.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6151.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"middle\" x=\"6151.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 27]</text>\n",
       "<text text-anchor=\"middle\" x=\"6151.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;188 -->\n",
       "<g id=\"edge188\" class=\"edge\">\n",
       "<title>178&#45;&gt;188</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6085.54,-1055.91C6095.45,-1044.43 6106.23,-1031.94 6116.16,-1020.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6118.98,-1022.52 6122.87,-1012.67 6113.68,-1017.95 6118.98,-1022.52\"/>\n",
       "</g>\n",
       "<!-- 180 -->\n",
       "<g id=\"node181\" class=\"node\">\n",
       "<title>180</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"6089.5,-901 5933.5,-901 5933.5,-818 6089.5,-818 6089.5,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Pregnancies &lt;= 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"6011.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;180 -->\n",
       "<g id=\"edge180\" class=\"edge\">\n",
       "<title>179&#45;&gt;180</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6011.5,-936.91C6011.5,-928.65 6011.5,-919.86 6011.5,-911.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6015,-911.02 6011.5,-901.02 6008,-911.02 6015,-911.02\"/>\n",
       "</g>\n",
       "<!-- 183 -->\n",
       "<g id=\"node184\" class=\"node\">\n",
       "<title>183</title>\n",
       "<polygon fill=\"#47a4e7\" stroke=\"black\" points=\"6276,-901 6131,-901 6131,-818 6276,-818 6276,-901\"/>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 190.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 14]</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;183 -->\n",
       "<g id=\"edge183\" class=\"edge\">\n",
       "<title>179&#45;&gt;183</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6072.51,-940.32C6090.24,-929.52 6109.81,-917.59 6128.3,-906.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6130.27,-909.22 6136.99,-901.03 6126.63,-903.24 6130.27,-909.22\"/>\n",
       "</g>\n",
       "<!-- 181 -->\n",
       "<g id=\"node182\" class=\"node\">\n",
       "<title>181</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5993,-774.5 5880,-774.5 5880,-706.5 5993,-706.5 5993,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"5936.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"5936.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"5936.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"5936.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;181 -->\n",
       "<g id=\"edge181\" class=\"edge\">\n",
       "<title>180&#45;&gt;181</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5985.48,-817.91C5978.26,-806.65 5970.42,-794.42 5963.17,-783.11\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5966.1,-781.2 5957.76,-774.67 5960.21,-784.97 5966.1,-781.2\"/>\n",
       "</g>\n",
       "<!-- 182 -->\n",
       "<g id=\"node183\" class=\"node\">\n",
       "<title>182</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"6124,-774.5 6011,-774.5 6011,-706.5 6124,-706.5 6124,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6067.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6067.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"6067.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"6067.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;182 -->\n",
       "<g id=\"edge182\" class=\"edge\">\n",
       "<title>180&#45;&gt;182</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6030.93,-817.91C6036.21,-806.87 6041.94,-794.9 6047.27,-783.77\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6050.46,-785.2 6051.63,-774.67 6044.15,-782.18 6050.46,-785.2\"/>\n",
       "</g>\n",
       "<!-- 184 -->\n",
       "<g id=\"node185\" class=\"node\">\n",
       "<title>184</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"6264.5,-774.5 6142.5,-774.5 6142.5,-706.5 6264.5,-706.5 6264.5,-774.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-759.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-744.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-729.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 12]</text>\n",
       "<text text-anchor=\"middle\" x=\"6203.5\" y=\"-714.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;184 -->\n",
       "<g id=\"edge184\" class=\"edge\">\n",
       "<title>183&#45;&gt;184</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6203.5,-817.91C6203.5,-807.2 6203.5,-795.62 6203.5,-784.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6207,-784.67 6203.5,-774.67 6200,-784.67 6207,-784.67\"/>\n",
       "</g>\n",
       "<!-- 185 -->\n",
       "<g id=\"node186\" class=\"node\">\n",
       "<title>185</title>\n",
       "<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"6534.5,-782 6282.5,-782 6282.5,-699 6534.5,-699 6534.5,-782\"/>\n",
       "<text text-anchor=\"middle\" x=\"6408.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.4</text>\n",
       "<text text-anchor=\"middle\" x=\"6408.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"middle\" x=\"6408.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"middle\" x=\"6408.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"6408.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;185 -->\n",
       "<g id=\"edge185\" class=\"edge\">\n",
       "<title>183&#45;&gt;185</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6274.62,-817.91C6291.96,-808.02 6310.61,-797.37 6328.33,-787.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6330.55,-790.02 6337.5,-782.02 6327.08,-783.94 6330.55,-790.02\"/>\n",
       "</g>\n",
       "<!-- 186 -->\n",
       "<g id=\"node187\" class=\"node\">\n",
       "<title>186</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"6399,-655.5 6286,-655.5 6286,-587.5 6399,-587.5 6399,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6342.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6342.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"6342.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"6342.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 185&#45;&gt;186 -->\n",
       "<g id=\"edge186\" class=\"edge\">\n",
       "<title>185&#45;&gt;186</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6385.6,-698.91C6379.31,-687.76 6372.49,-675.66 6366.16,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6369.17,-662.66 6361.21,-655.67 6363.07,-666.1 6369.17,-662.66\"/>\n",
       "</g>\n",
       "<!-- 187 -->\n",
       "<g id=\"node188\" class=\"node\">\n",
       "<title>187</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"6530,-655.5 6417,-655.5 6417,-587.5 6530,-587.5 6530,-655.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6473.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6473.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"6473.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"6473.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 185&#45;&gt;187 -->\n",
       "<g id=\"edge187\" class=\"edge\">\n",
       "<title>185&#45;&gt;187</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6431.05,-698.91C6437.24,-687.76 6443.97,-675.66 6450.2,-664.44\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6453.28,-666.11 6455.07,-655.67 6447.16,-662.71 6453.28,-666.11\"/>\n",
       "</g>\n",
       "<!-- 190 -->\n",
       "<g id=\"node191\" class=\"node\">\n",
       "<title>190</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"6344,-1012.5 6231,-1012.5 6231,-944.5 6344,-944.5 6344,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"6287.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;190 -->\n",
       "<g id=\"edge190\" class=\"edge\">\n",
       "<title>189&#45;&gt;190</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6287.5,-1055.91C6287.5,-1045.2 6287.5,-1033.62 6287.5,-1022.78\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6291,-1022.67 6287.5,-1012.67 6284,-1022.67 6291,-1022.67\"/>\n",
       "</g>\n",
       "<!-- 191 -->\n",
       "<g id=\"node192\" class=\"node\">\n",
       "<title>191</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"6475,-1012.5 6362,-1012.5 6362,-944.5 6475,-944.5 6475,-1012.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"6418.5\" y=\"-997.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"6418.5\" y=\"-982.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"6418.5\" y=\"-967.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"6418.5\" y=\"-952.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;191 -->\n",
       "<g id=\"edge191\" class=\"edge\">\n",
       "<title>189&#45;&gt;191</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6332.95,-1055.91C6346.17,-1044.1 6360.6,-1031.22 6373.77,-1019.45\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6376.24,-1021.94 6381.36,-1012.67 6371.57,-1016.72 6376.24,-1021.94\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x7f7a2d6f5550>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import graphviz\n",
    "from sklearn import tree\n",
    "# DOT data\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                                feature_names=['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin','BMI', 'DiabetesPedigreeFunction', 'Age'],  \n",
    "                                class_names='Outcome',\n",
    "                                filled=True)\n",
    "\n",
    "# Draw graph\n",
    "graph = graphviz.Source(dot_data, format=\"png\") \n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c073475d",
   "metadata": {
    "papermill": {
     "duration": 0.01474,
     "end_time": "2022-05-31T08:22:40.221861",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.207121",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 9. Optimizing Decision Tree Performance:\n",
    "\n",
    "- criterion{“gini”, “entropy”, “log_loss”}, default=”gini”.The function to measure the quality of a split. Supported criteria are “gini” for the Gini impurity and “log_loss” and “entropy” both for the Shannon information gain\n",
    "\n",
    "- splitter{“best”, “random”}, default=”best”.The strategy used to choose the split at each node. Supported strategies are “best” to choose the best split and “random” to choose the best random split.\n",
    "\n",
    "- max_depth : int or None, optional (default=None) or Maximum Depth of a Tree: The maximum depth of the tree. If None, then nodes are expanded until all the leaves contain less than min_samples_split samples. The higher value of maximum depth causes overfitting, and a lower value causes underfitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b8ae29ed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:40.254790Z",
     "iopub.status.busy": "2022-05-31T08:22:40.253894Z",
     "iopub.status.idle": "2022-05-31T08:22:40.269769Z",
     "shell.execute_reply": "2022-05-31T08:22:40.268705Z"
    },
    "papermill": {
     "duration": 0.035435,
     "end_time": "2022-05-31T08:22:40.272329",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.236894",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy score is 71.00%\n"
     ]
    }
   ],
   "source": [
    "# Create Decision Tree classifer object\n",
    "clf = DecisionTreeClassifier(criterion=\"entropy\", max_depth=4)\n",
    "\n",
    "# Train Decision Tree Classifer\n",
    "clf = clf.fit(X_train,y_train)\n",
    "\n",
    "#Predict the response for test dataset\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "# Model Accuracy, how often is the classifier correct?\n",
    "accuracy_score= metrics.accuracy_score(y_test, y_pred)\n",
    "print('accuracy score is', str('{:04.2f}'.format(accuracy_score*100))+'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed60daa2",
   "metadata": {
    "papermill": {
     "duration": 0.014359,
     "end_time": "2022-05-31T08:22:40.301485",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.287126",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 10. Visualizing New Decision Trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "85ceb4fb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-31T08:22:40.333341Z",
     "iopub.status.busy": "2022-05-31T08:22:40.332079Z",
     "iopub.status.idle": "2022-05-31T08:22:40.382303Z",
     "shell.execute_reply": "2022-05-31T08:22:40.381223Z"
    },
    "papermill": {
     "duration": 0.068548,
     "end_time": "2022-05-31T08:22:40.384515",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.315967",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.50.0 (20211209.0339)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"2242pt\" height=\"552pt\"\n",
       " viewBox=\"0.00 0.00 2242.00 552.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 548)\">\n",
       "<title>Tree</title>\n",
       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-548 2238,-548 2238,4 -4,4\"/>\n",
       "<!-- 0 -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>0</title>\n",
       "<polygon fill=\"#f1bb95\" stroke=\"black\" points=\"1160,-544 1011,-544 1011,-461 1160,-461 1160,-544\"/>\n",
       "<text text-anchor=\"middle\" x=\"1085.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 130.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1085.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.901</text>\n",
       "<text text-anchor=\"middle\" x=\"1085.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 537</text>\n",
       "<text text-anchor=\"middle\" x=\"1085.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [367, 170]</text>\n",
       "<text text-anchor=\"middle\" x=\"1085.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1 -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>1</title>\n",
       "<polygon fill=\"#eb9c64\" stroke=\"black\" points=\"904.5,-425 764.5,-425 764.5,-342 904.5,-342 904.5,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Age &lt;= 25.5</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.674</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 372</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [306, 66]</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>0&#45;&gt;1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1010.87,-466.71C980.23,-452.43 944.71,-435.87 913.61,-421.38\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"915.09,-418.2 904.54,-417.15 912.13,-424.55 915.09,-418.2\"/>\n",
       "<text text-anchor=\"middle\" x=\"913.1\" y=\"-436.94\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>16</title>\n",
       "<polygon fill=\"#add6f4\" stroke=\"black\" points=\"1454.5,-425 1314.5,-425 1314.5,-342 1454.5,-342 1454.5,-425\"/>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 29.95</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.95</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 165</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [61, 104]</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;16 -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>0&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1160.18,-472.28C1204.26,-455.03 1260.05,-433.2 1304.95,-415.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1306.33,-418.85 1314.36,-411.94 1303.78,-412.33 1306.33,-418.85\"/>\n",
       "<text text-anchor=\"middle\" x=\"1304.34\" y=\"-431.15\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>2</title>\n",
       "<polygon fill=\"#e68742\" stroke=\"black\" points=\"493,-306 348,-306 348,-223 493,-223 493,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 111.5</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.265</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 155</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [148, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>1&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M764.27,-362.65C692.07,-342.25 579.7,-310.49 503.24,-288.88\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"503.74,-285.39 493.16,-286.04 501.84,-292.12 503.74,-285.39\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>9</title>\n",
       "<polygon fill=\"#efb083\" stroke=\"black\" points=\"904.5,-306 764.5,-306 764.5,-223 904.5,-223 904.5,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 26.3</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.844</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 217</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [158, 59]</text>\n",
       "<text text-anchor=\"middle\" x=\"834.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>1&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M834.5,-341.91C834.5,-333.65 834.5,-324.86 834.5,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"838,-316.02 834.5,-306.02 831,-316.02 838,-316.02\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>3</title>\n",
       "<polygon fill=\"#e5823b\" stroke=\"black\" points=\"271,-187 140,-187 140,-104 271,-104 271,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 45.4</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.073</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 114</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>2&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M347.71,-223.89C325.98,-212.06 302.12,-199.08 280.26,-187.18\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"281.81,-184.04 271.35,-182.33 278.46,-190.19 281.81,-184.04\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>6</title>\n",
       "<polygon fill=\"#e9975b\" stroke=\"black\" points=\"486,-187 355,-187 355,-104 486,-104 486,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 28.05</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.601</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"420.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;6 -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>2&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M420.5,-222.91C420.5,-214.65 420.5,-205.86 420.5,-197.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"424,-197.02 420.5,-187.02 417,-197.02 424,-197.02\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>4</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"131,-68 0,-68 0,0 131,0 131,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"65.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"65.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 113</text>\n",
       "<text text-anchor=\"middle\" x=\"65.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"65.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>3&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M153.37,-103.73C141.24,-94.24 128.35,-84.16 116.28,-74.72\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"118.11,-71.7 108.07,-68.3 113.8,-77.22 118.11,-71.7\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>5</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"262,-68 149,-68 149,0 262,0 262,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;5 -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>3&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M205.5,-103.73C205.5,-95.52 205.5,-86.86 205.5,-78.56\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"209,-78.3 205.5,-68.3 202,-78.3 209,-78.3\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>7</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"402.5,-68 280.5,-68 280.5,0 402.5,0 402.5,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"341.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"341.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"middle\" x=\"341.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"341.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;7 -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>6&#45;&gt;7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M391.08,-103.73C384.7,-94.88 377.94,-85.51 371.53,-76.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"374.21,-74.36 365.52,-68.3 368.54,-78.46 374.21,-74.36\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>8</title>\n",
       "<polygon fill=\"#eca572\" stroke=\"black\" points=\"552,-68 421,-68 421,0 552,0 552,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"486.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.764</text>\n",
       "<text text-anchor=\"middle\" x=\"486.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"middle\" x=\"486.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"486.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>6&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M445.08,-103.73C450.35,-94.97 455.94,-85.7 461.24,-76.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"464.26,-78.67 466.43,-68.3 458.27,-75.06 464.26,-78.67\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>10</title>\n",
       "<polygon fill=\"#e68742\" stroke=\"black\" points=\"791,-187 660,-187 660,-104 791,-104 791,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"725.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BMI &lt;= 9.1</text>\n",
       "<text text-anchor=\"middle\" x=\"725.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.254</text>\n",
       "<text text-anchor=\"middle\" x=\"725.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\n",
       "<text text-anchor=\"middle\" x=\"725.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"725.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>9&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M796.68,-222.91C788.14,-213.74 779,-203.93 770.21,-194.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"772.63,-191.95 763.25,-187.02 767.51,-196.72 772.63,-191.95\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>13</title>\n",
       "<polygon fill=\"#f2c19d\" stroke=\"black\" points=\"1079.5,-187 809.5,-187 809.5,-104 1079.5,-104 1079.5,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"944.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.528</text>\n",
       "<text text-anchor=\"middle\" x=\"944.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.92</text>\n",
       "<text text-anchor=\"middle\" x=\"944.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 170</text>\n",
       "<text text-anchor=\"middle\" x=\"944.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 57]</text>\n",
       "<text text-anchor=\"middle\" x=\"944.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;13 -->\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>9&#45;&gt;13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M872.66,-222.91C881.28,-213.74 890.51,-203.93 899.38,-194.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"902.1,-196.7 906.4,-187.02 897,-191.91 902.1,-196.7\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>11</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"683,-68 570,-68 570,0 683,0 683,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"626.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"626.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"middle\" x=\"626.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"626.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>10&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M688.64,-103.73C680.39,-94.61 671.64,-84.93 663.39,-75.81\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"665.91,-73.37 656.61,-68.3 660.72,-78.06 665.91,-73.37\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>12</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"823.5,-68 701.5,-68 701.5,0 823.5,0 823.5,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"762.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"762.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\n",
       "<text text-anchor=\"middle\" x=\"762.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"762.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>10&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M739.28,-103.73C742.11,-95.34 745.11,-86.47 747.97,-78.01\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"751.36,-78.89 751.25,-68.3 744.73,-76.65 751.36,-78.89\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>14</title>\n",
       "<polygon fill=\"#eda977\" stroke=\"black\" points=\"973,-68 842,-68 842,0 973,0 973,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"907.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.794</text>\n",
       "<text text-anchor=\"middle\" x=\"907.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 117</text>\n",
       "<text text-anchor=\"middle\" x=\"907.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 28]</text>\n",
       "<text text-anchor=\"middle\" x=\"907.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;14 -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>13&#45;&gt;14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M930.72,-103.73C927.89,-95.34 924.89,-86.47 922.03,-78.01\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"925.27,-76.65 918.75,-68.3 918.64,-78.89 925.27,-76.65\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>15</title>\n",
       "<polygon fill=\"#ddeefb\" stroke=\"black\" points=\"1122,-68 991,-68 991,0 1122,0 1122,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1056.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.994</text>\n",
       "<text text-anchor=\"middle\" x=\"1056.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 53</text>\n",
       "<text text-anchor=\"middle\" x=\"1056.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 29]</text>\n",
       "<text text-anchor=\"middle\" x=\"1056.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;15 -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>13&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M986.2,-103.73C995.63,-94.51 1005.63,-84.74 1015.04,-75.53\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1017.74,-77.79 1022.44,-68.3 1012.84,-72.79 1017.74,-77.79\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>17</title>\n",
       "<polygon fill=\"#f2be99\" stroke=\"black\" points=\"1457,-306 1312,-306 1312,-223 1457,-223 1457,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 166.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.911</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 15]</text>\n",
       "<text text-anchor=\"middle\" x=\"1384.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;17 -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>16&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1384.5,-341.91C1384.5,-333.65 1384.5,-324.86 1384.5,-316.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1388,-316.02 1384.5,-306.02 1381,-316.02 1388,-316.02\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>24</title>\n",
       "<polygon fill=\"#7cbeee\" stroke=\"black\" points=\"1844,-306 1699,-306 1699,-223 1844,-223 1844,-306\"/>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Glucose &lt;= 157.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.815</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 119</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 89]</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>16&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1454.58,-361.31C1520.63,-341.34 1619.61,-311.42 1689.34,-290.34\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1690.42,-293.67 1698.98,-287.42 1688.4,-286.97 1690.42,-293.67\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>18</title>\n",
       "<polygon fill=\"#eca470\" stroke=\"black\" points=\"1342,-187 1205,-187 1205,-104 1342,-104 1342,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"1273.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Insulin &lt;= 127.5</text>\n",
       "<text text-anchor=\"middle\" x=\"1273.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.753</text>\n",
       "<text text-anchor=\"middle\" x=\"1273.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"middle\" x=\"1273.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"1273.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;18 -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>17&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1345.99,-222.91C1337.29,-213.74 1327.98,-203.93 1319.03,-194.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1321.36,-191.87 1311.94,-187.02 1316.29,-196.68 1321.36,-191.87\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>21</title>\n",
       "<polygon fill=\"#72b9ec\" stroke=\"black\" points=\"1630.5,-187 1360.5,-187 1360.5,-104 1630.5,-104 1630.5,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"1495.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 0.499</text>\n",
       "<text text-anchor=\"middle\" x=\"1495.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.764</text>\n",
       "<text text-anchor=\"middle\" x=\"1495.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"middle\" x=\"1495.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\n",
       "<text text-anchor=\"middle\" x=\"1495.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>17&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1423.01,-222.91C1431.71,-213.74 1441.02,-203.93 1449.97,-194.49\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1452.71,-196.68 1457.06,-187.02 1447.64,-191.87 1452.71,-196.68\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>19</title>\n",
       "<polygon fill=\"#f0b68c\" stroke=\"black\" points=\"1271,-68 1140,-68 1140,0 1271,0 1271,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.877</text>\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 8]</text>\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>18&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1248.18,-103.73C1242.74,-94.97 1236.99,-85.7 1231.52,-76.91\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1234.43,-74.95 1226.18,-68.3 1228.48,-78.64 1234.43,-74.95\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>20</title>\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1411.5,-68 1289.5,-68 1289.5,0 1411.5,0 1411.5,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1350.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1350.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"middle\" x=\"1350.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "<text text-anchor=\"middle\" x=\"1350.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>18&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1302.17,-103.73C1308.39,-94.88 1314.98,-85.51 1321.23,-76.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1324.19,-78.49 1327.08,-68.3 1318.47,-74.47 1324.19,-78.49\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>22</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1543,-68 1430,-68 1430,0 1543,0 1543,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1486.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1486.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"middle\" x=\"1486.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n",
       "<text text-anchor=\"middle\" x=\"1486.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 21&#45;&gt;22 -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>21&#45;&gt;22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1492.15,-103.73C1491.47,-95.43 1490.75,-86.67 1490.06,-78.28\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1493.54,-77.98 1489.24,-68.3 1486.57,-78.55 1493.54,-77.98\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>23</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"1674,-68 1561,-68 1561,0 1674,0 1674,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1617.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 1.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1617.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"1617.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"1617.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 21&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>21&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1540.93,-103.73C1551.4,-94.33 1562.52,-84.35 1572.95,-74.99\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1575.29,-77.58 1580.4,-68.3 1570.62,-72.37 1575.29,-77.58\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>25</title>\n",
       "<polygon fill=\"#b1d8f5\" stroke=\"black\" points=\"1861,-187 1682,-187 1682,-104 1861,-104 1861,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BloodPressure &lt;= 61.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.956</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 38]</text>\n",
       "<text text-anchor=\"middle\" x=\"1771.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>24&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1771.5,-222.91C1771.5,-214.65 1771.5,-205.86 1771.5,-197.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1775,-197.02 1771.5,-187.02 1768,-197.02 1775,-197.02\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>28</title>\n",
       "<polygon fill=\"#54aae9\" stroke=\"black\" points=\"2172.5,-187 1902.5,-187 1902.5,-104 2172.5,-104 2172.5,-187\"/>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DiabetesPedigreeFunction &lt;= 1.359</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.531</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 58</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 51]</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;28 -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>24&#45;&gt;28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1844.19,-231.53C1872.48,-219.08 1905.41,-204.6 1935.97,-191.16\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1937.63,-194.25 1945.38,-187.02 1934.81,-187.84 1937.63,-194.25\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>26</title>\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1805,-68 1692,-68 1692,0 1805,0 1805,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1748.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.0</text>\n",
       "<text text-anchor=\"middle\" x=\"1748.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"middle\" x=\"1748.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "<text text-anchor=\"middle\" x=\"1748.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>25&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1762.94,-103.73C1761.19,-95.43 1759.35,-86.67 1757.59,-78.28\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1760.98,-77.37 1755.49,-68.3 1754.12,-78.81 1760.98,-77.37\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>27</title>\n",
       "<polygon fill=\"#c7e3f8\" stroke=\"black\" points=\"1954,-68 1823,-68 1823,0 1954,0 1954,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"1888.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.981</text>\n",
       "<text text-anchor=\"middle\" x=\"1888.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\n",
       "<text text-anchor=\"middle\" x=\"1888.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 32]</text>\n",
       "<text text-anchor=\"middle\" x=\"1888.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>25&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1815.07,-103.73C1825.01,-94.42 1835.56,-84.54 1845.48,-75.26\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1848.01,-77.69 1852.92,-68.3 1843.23,-72.58 1848.01,-77.69\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>29</title>\n",
       "<polygon fill=\"#4da7e8\" stroke=\"black\" points=\"2103,-68 1972,-68 1972,0 2103,0 2103,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 0.445</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 49]</text>\n",
       "<text text-anchor=\"middle\" x=\"2037.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = u</text>\n",
       "</g>\n",
       "<!-- 28&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>28&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2037.5,-103.73C2037.5,-95.52 2037.5,-86.86 2037.5,-78.56\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2041,-78.3 2037.5,-68.3 2034,-78.3 2041,-78.3\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>30</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"2234,-68 2121,-68 2121,0 2234,0 2234,-68\"/>\n",
       "<text text-anchor=\"middle\" x=\"2177.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">entropy = 1.0</text>\n",
       "<text text-anchor=\"middle\" x=\"2177.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"middle\" x=\"2177.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\n",
       "<text text-anchor=\"middle\" x=\"2177.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = O</text>\n",
       "</g>\n",
       "<!-- 28&#45;&gt;30 -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>28&#45;&gt;30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2089.63,-103.73C2101.76,-94.24 2114.65,-84.16 2126.72,-74.72\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2129.2,-77.22 2134.93,-68.3 2124.89,-71.7 2129.2,-77.22\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x7f7a2d68e1d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DOT data\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                                feature_names=['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin','BMI', 'DiabetesPedigreeFunction', 'Age'],  \n",
    "                                class_names='Outcome',\n",
    "                                filled=True)\n",
    "\n",
    "# Draw graph\n",
    "graph = graphviz.Source(dot_data, format=\"png\") \n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f5b2ea9",
   "metadata": {
    "papermill": {
     "duration": 0.015188,
     "end_time": "2022-05-31T08:22:40.415669",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.400481",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# THE END"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26da3e27",
   "metadata": {
    "papermill": {
     "duration": 0.01547,
     "end_time": "2022-05-31T08:22:40.446662",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.431192",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Reference:\n",
    "\n",
    "https://mljar.com/blog/visualize-decision-tree/\n",
    "\n",
    "https://towardsdatascience.com/an-exhaustive-guide-to-classification-using-decision-trees-8d472e77223f\n",
    "\n",
    "https://www.datacamp.com/tutorial/decision-tree-classification-python\n",
    "\n",
    "https://scikitlearn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a75138e",
   "metadata": {
    "papermill": {
     "duration": 0.01536,
     "end_time": "2022-05-31T08:22:40.477631",
     "exception": false,
     "start_time": "2022-05-31T08:22:40.462271",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 15.230818,
   "end_time": "2022-05-31T08:22:41.316071",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-05-31T08:22:26.085253",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}