naiveHobo/TelcoChurnAnalysis.ipynb

## TelcoChurnAnalysis.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import subprocess\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import graphviz\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "data = pd.read_csv('telco.csv')\n",
    "\n",
    "# Don't need customerID to find out trends in the data\n",
    "data = data.drop(columns=['customerID'])\n",
    "# Convert TotalCharges from string to numeric datatype and fill NaN values witht the median\n",
    "data['TotalCharges'] = pd.to_numeric(data['TotalCharges'], errors='coerce')\n",
    "data['TotalCharges'] = data['TotalCharges'].fillna(data['TotalCharges'].median())\n",
    "# Convert SeniorCitizen from integer to string\n",
    "data['SeniorCitizen'] = data['SeniorCitizen'].apply(lambda x: 'Yes' if x==1 else 'No')\n",
    "\n",
    "columns = list(data.columns)\n",
    "non_numeric_cols = list(set(columns) - set(['tenure', 'TotalCharges', 'MonthlyCharges']))\n",
    "numeric_cols = ['tenure', 'TotalCharges', 'MonthlyCharges']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Desriptive Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------\n",
      "No                     2785\n",
      "Yes                    2732\n",
      "No internet service    1526\n",
      "Name: StreamingMovies, dtype: int64\n",
      "------------------------\n",
      "No                  3390\n",
      "Yes                 2971\n",
      "No phone service     682\n",
      "Name: MultipleLines, dtype: int64\n",
      "------------------------\n",
      "No                     3473\n",
      "Yes                    2044\n",
      "No internet service    1526\n",
      "Name: TechSupport, dtype: int64\n",
      "------------------------\n",
      "No                     2810\n",
      "Yes                    2707\n",
      "No internet service    1526\n",
      "Name: StreamingTV, dtype: int64\n",
      "------------------------\n",
      "No     3641\n",
      "Yes    3402\n",
      "Name: Partner, dtype: int64\n",
      "------------------------\n",
      "No     5174\n",
      "Yes    1869\n",
      "Name: Churn, dtype: int64\n",
      "------------------------\n",
      "No     4933\n",
      "Yes    2110\n",
      "Name: Dependents, dtype: int64\n",
      "------------------------\n",
      "No                     3088\n",
      "Yes                    2429\n",
      "No internet service    1526\n",
      "Name: OnlineBackup, dtype: int64\n",
      "------------------------\n",
      "Month-to-month    3875\n",
      "Two year          1695\n",
      "One year          1473\n",
      "Name: Contract, dtype: int64\n",
      "------------------------\n",
      "No                     3095\n",
      "Yes                    2422\n",
      "No internet service    1526\n",
      "Name: DeviceProtection, dtype: int64\n",
      "------------------------\n",
      "Fiber optic    3096\n",
      "DSL            2421\n",
      "No             1526\n",
      "Name: InternetService, dtype: int64\n",
      "------------------------\n",
      "Yes    4171\n",
      "No     2872\n",
      "Name: PaperlessBilling, dtype: int64\n",
      "------------------------\n",
      "Electronic check             2365\n",
      "Mailed check                 1612\n",
      "Bank transfer (automatic)    1544\n",
      "Credit card (automatic)      1522\n",
      "Name: PaymentMethod, dtype: int64\n",
      "------------------------\n",
      "No     5901\n",
      "Yes    1142\n",
      "Name: SeniorCitizen, dtype: int64\n",
      "------------------------\n",
      "Male      3555\n",
      "Female    3488\n",
      "Name: gender, dtype: int64\n",
      "------------------------\n",
      "Yes    6361\n",
      "No      682\n",
      "Name: PhoneService, dtype: int64\n",
      "------------------------\n",
      "No                     3498\n",
      "Yes                    2019\n",
      "No internet service    1526\n",
      "Name: OnlineSecurity, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for column in non_numeric_cols:\n",
    "    print('------------------------')\n",
    "    print(data[column].value_counts())  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tenure</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>32.371149</td>\n",
       "      <td>2281.916928</td>\n",
       "      <td>64.761692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>24.559481</td>\n",
       "      <td>2265.270398</td>\n",
       "      <td>30.090047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.800000</td>\n",
       "      <td>18.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>402.225000</td>\n",
       "      <td>35.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>1397.475000</td>\n",
       "      <td>70.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>3786.600000</td>\n",
       "      <td>89.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>72.000000</td>\n",
       "      <td>8684.800000</td>\n",
       "      <td>118.750000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            tenure  TotalCharges  MonthlyCharges\n",
       "count  7043.000000   7043.000000     7043.000000\n",
       "mean     32.371149   2281.916928       64.761692\n",
       "std      24.559481   2265.270398       30.090047\n",
       "min       0.000000     18.800000       18.250000\n",
       "25%       9.000000    402.225000       35.500000\n",
       "50%      29.000000   1397.475000       70.350000\n",
       "75%      55.000000   3786.600000       89.850000\n",
       "max      72.000000   8684.800000      118.750000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['tenure', 'TotalCharges', 'MonthlyCharges']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove Churn from feature columns since it is the target value\n",
    "non_numeric_cols.remove('Churn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exploratory analysis on non-continuous features\n",
    "for idx in range(0, len(non_numeric_cols), 2):\n",
    "    plt.subplots(figsize=(12,4))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    ax = sns.countplot(x=non_numeric_cols[idx], data=data, alpha=0.6)\n",
    "    ax = sns.countplot(x=non_numeric_cols[idx], data=data[data['Churn'] == 'Yes'])\n",
    "    ax.set(ylabel='churned / total')\n",
    "    plt.subplot(1, 2, 2)\n",
    "    ax = sns.countplot(x=non_numeric_cols[idx+1], data=data, alpha=0.6)\n",
    "    ax = sns.countplot(x=non_numeric_cols[idx+1], data=data[data['Churn'] == 'Yes'])\n",
    "    ax.set(ylabel='churned / total')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conclusions Drawn:\n",
    "- Customers **without online security** have a significantly high churn rate\n",
    "- Customers who pay using **electronic check** have a significantly high churn rate\n",
    "- Customers having a **month-to-month contract** have a significantly higher rate of leaving\n",
    "- Customers who **don't have multiple lines** almost certainly have left in the last month\n",
    "- Customers having **fiber optic internet service** have higher churn rates\n",
    "- Customers without services like tech support, online backup, device protection have a high churn rate\n",
    "- Customers who have phone services tend to have higher churn rates\n",
    "- Number of customers who left in the last month is almost equal for males and females\n",
    "- Senior citizens tend to have higher churn rates\n",
    "- Customers who don't have dependents tend to leave more often tha the ones that do\n",
    "- Customers who don't have partners have a higher churn rate\n",
    "- Customers with and without StreamingTV facility have similar churn rates\n",
    "- Customers who have paperless billing have a higher rate of leaving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jERERERGRFhLOIhc45+YD8+uV/aLOfjkwspFr7wbuDqfNUPnzwPPhxCUiIiIiItKatMZFLkRERERERNokJVgiIiIiIiIRogRLREREREQkQpRgiYiIiIiIRIgSLBERERERkQhRgiUiIiIiIhIhSrBEREREREQiRAmWiIiIiIhIhIT1omEREREREZGGVFVVUVxcTHl5eaxDiYjExERycnKIi4s7ouuVYImIiIiIyBErLi6mQ4cO5OfnY2axDueoOOcoKSmhuLiYnj17HlEbmiIoIiIiIiJHrLy8nMzMzDafXAGYGZmZmUc1GqcES0REREREjsqxkFzVONq+KMESERERERGJECVYIiIiIiISVZs3b2bUqFH06tWLgQMHcuGFFzJ79mwuvvjiWId21JRgiYiIiIhI1Djn+O53v8vZZ5/N6tWref/99/nVr37Fli1bjqpdv98foQiPjhIsERERERGJmjfeeIO4uDh+8pOf1JaddtppDB06lNLSUi677DJOOukkrrrqKpxzAOTn57N9+3YAli5dytlnnw3AtGnTGDNmDGeeeSZjxozh0Ucf5Xvf+x7Dhw+nd+/e3HzzzVHvn5ZpFxERERGRqFm+fDkDBw5s8NyHH37IihUr6N69O2eeeSZvv/02Q4YMabK9Tz/9lIULF5KUlMSjjz7KRx99xIcffkhCQgInnngiEydOJDc3tyW60iCNYImIiIiISKswaNAgcnJy8Hg89O/fn7Vr1zZ7zaWXXkpSUlLt8XnnnUd6ejqJiYn07duXdevWtWDEh1KCJSIiIiIiUXPyySfz/vvvN3guISGhdt/r9dY+V+Xz+QgEAgCHvKMqJSUlrDaiRQmWiIiIiIhEzbnnnktFRQWzZ8+uLVu2bBlvvfVWo9fk5+fXJmXPPvtsi8d4NJRgiYjIMcXMss1ssJl9s2aLdUwiInKAmfH888/z6quv0qtXL04++WRuueUWunbt2ug1U6dO5frrr6ewsBCv1xvFaA+f1azM0ZYVFha6pUuXxjqMFvGXxevDrjv6jLwWjEREpOWZ2fvOucKjuH46cAXwKVAdKnbOuUsjEd+ROJZ/RomIAHz22Wf06dMn1mFEVEN9CvdnlFYRFBGRY8l3gBOdcxWxDkRERNonTREUEZFjyZdAXKyDEBGR9ksjWCIicizZD3xkZq8BtaNYzrlJsQtJRETaEyVYIiJyLJkX2kRERGJCCZaIiBwTzMwLfNs5d1WsYxERkfZLz2CJiMgxwTlXDfQws/hYxyIiIu2XRrBERORY8iXwtpnNA/bVFDrnZsQuJBGR9uW6G/+Hrdt3RKy94zpncP+Me5qsY2bceOON/Pa3vwXgN7/5DaWlpUybNi1icYQrrATLzIYD9wFe4E/OuV/XO58APA4MBEqAK5xza0PnbgHGE3wfySTn3MtNtWlmBtwFjAxd86BzbubRdVNERNqJ1aHNA3SIcSwiIu3S1u07WN3lrMg1uOXNZqskJCTw3HPPccstt9C5c+fI3fsINJtghea0PwB8CygGlpjZPOfcp3WqjQd2OucKzGwUMB24wsz6AqOAk4HuwKtmdkLomsba/CGQC5zknAuY2XGR6KiIiBz7nHO3xzoGERGJPp/Px4QJE7j33nu5++67Dzq3du1arrnmGrZv305WVhaPPPIIeXl5LRZLOM9gDQKKnHNfOucqgbnAiHp1RgCPhfafAc4LjUSNAOY65yqcc2uAolB7TbX5n8AdzrkAgHNu65F3T0RE2hMze8PMXq+/xTouERFpeddeey1PPPEEu3fvPqh84sSJjBs3jmXLlnHVVVcxaVLLvrkjnCmC2cCGOsfFwBmN1XHO+c1sN5AZKn+33rXZof3G2uxFcPTru8A2gtMKv6gflJlNACYALZqBiohIm/LfdfYTge8D/hjFIiIiUZSWlsbYsWOZOXMmSUlJteWLFi3iueeeA2DMmDHcfPPNLRpHa1xFMAEod84VAn8EHm6oknNutnOu0DlXmJWVFdUARUSkdXLOvV9ne9s5dyNwdqzjEhGR6LjhhhuYM2cO+/bta75yCwknwdpI8JmoGjmhsgbrmJkPSCe42EVj1zbVZjHwXGj/eeDUMGIUERHBzDLqbJ3N7HyCP5NERKQdyMjI4PLLL2fOnDm1ZYMHD2bu3LkAPPHEEwwdOrRFYwhniuASoLeZ9SSYBI0CRterMw8YBywCLgNed8650DK5fzGzGQQXuegNvAdYE23+DTgHWAOcBXx+5N0TEZF25n3AEfw54yf4s2R8TCMSEWlnjuucEdbKf4fV3mG46aabuP/++2uPZ82axdVXX80999xTu8hFS2o2wQo9U3Ud8DLBJdUfds6tMLM7gKXOuXnAHODPZlYE7CCYMBGq9xTwKcEfdNeGXgRJQ22Gbvlr4AkzmwyUAj+KXHdFRORY5pzrGesYRETau+beWdUSSktLa/e7dOnC/v37a4979OjB669Hb72jsN6D5ZybD8yvV/aLOvvlBN9b1dC1dwN3N1B+SJuh8l3AReHEJSIiUp+ZDQbyqfMzzjn3eMwCEhGRdiWsBEtERKQtMLM/E1yN9iOCL6uH4JRBJVgiIhIVSrBERORYUgj0dc65WAciIiLtU2tcpl1ERORILQe6xjoIERFpvzSCJSIibZ6ZvUBwKmAH4FMzew+oqDnvnLs0VrGJiEj7ogRLRESOBfOALsBb9cqHAl9FPxwREWmvlGCJiMixYARwi3Puk7qFZrYD+CXB14mIiEgU3HrTdezeviVi7aV37sIvf3t/o+edcwwdOpTbbruNCy64AICnn36aOXPmsGDBgojFES4lWCIicizoUj+5AnDOfWJm+dEPR0Sk/dq9fQs/7bUyYu1NX930eTPjoYceYuTIkZxzzjn4/X5uvfXWmCRXoEUuRETk2NCxiXNJUYtCRERi4pRTTuGSSy5h+vTp3HHHHYwdO5ZevXrx2GOPMWjQIPr3789//dd/EQgE8Pv9jBkzhn79+nHKKacwc+bMiMaiESwRETkWLDWzHzvn/li30Mx+BLwfo5hERCSKpk6dyoABA4iPj2fp0qUsX76c559/nnfeeQefz8eECROYO3cuvXr1Yvv27XzySXDiw65duyIahxIsERE5FtwAPG9mV3EgoSoE4oHvxiwqERGJmpSUFK644gpSU1NJSEjg1VdfZcmSJRQWFgJQVlZGbm4u559/PqtWrWLSpElcdNFFfPvb345oHEqwRESkzXPObQEGm9k5wCmh4hedc6/HMCwREYkyj8eDxxN8Cso5xzXXXMOdd955SL1ly5bx0ksv8cADD/Dss88ye/bsiMWgBEtERI4Zzrk3gDdiHYeIiMTesGHDuOyyy7j++uvp3LkzJSUl7Nu3j6SkJBITExk5ciS9e/fmRz/6UUTvqwRLREREREQiJr1zl2ZX/jvc9o5Ev379mDp1KsOGDSMQCBAXF8dDDz2E1+tl/PjxOOcwM6ZPnx65YFGCJSIiIiIiEdTUO6ta2rRp0w46Hj16NKNHjz6k3ocffthiMWiZdhERERERkQjRCFYr12v90+FX9mYEPwuvbplgRERERESkSRrBEhERERGRo+Kci3UIEXO0fVGCJSIiIiIiRywxMZGSkpJjIslyzlFSUkJiYuIRt6EpgiIiIiIicsRycnIoLi5m27ZtsQ4lIhITE8nJyTni65VgtUFVAWPVviSOTy4n2RuIdTgiIiIi0o7FxcXRs2fPWIfRaijBamP2VHn5zepsVu1LJsETYHCnPZzbeRe9U8pjHZqIiIiISLunBKsNKS6LZ3pRDjurfIzL2cKG8gTe3pHGGyUdOa/zLr5+fGWsQxQRERERadeUYLURy/cm89vV2cSZY+qJ62tHrMbmbGXuxs4s2JbBPzbs5uLcihhHKiIiIiLSfmkVwTbAH4Dfr+lGR5+fu09ae9B0wCRvgDG5WylIKePWDzqwab/+SkVEREREYkW/jbcBb+1Ip6QqjrG5W8lK8B9y3mcwsecmqh1Mfi+N6kDbXyJTRERERKQtUoLVygUc/H1zBvlJ5fRP29dova4JVUzrX8ri7fHM/veXUYxQRERERERqKMFq5Rbv6sBXFQl8t1sJZk3XvaxHORdmlzPjlVUU79wfnQBFRERERKSWEqxWzDnH377KpHtCBYM67m22vhlMOa0UgD+8qVEsEREREZFoU4LViv1r1TbWliUyousOPM2MXtXonhzgsoE5PLl0A1v26N1YIiIiIiLRpASrlXLOcf8bRXSOr2JI5u7DuvY/zyqgOuD4o57FEhERERGJqrASLDMbbmarzKzIzH7WwPkEM3sydH6xmeXXOXdLqHyVmZ1/GG3ONLPSI+tW2/fpV3t4f91OLu6yA1+Yo1c18jKTGXFad55YvJ6SUr0XS0REREQkWppNsMzMCzwAXAD0Ba40s771qo0HdjrnCoB7gemha/sCo4CTgeHA783M21ybZlYIdDrKvrVpLy/fjMfgzIw9R3T9f53Ti3J/NQ+/vSbCkYmIiIiISGPCGcEaBBQ55750zlUCc4ER9eqMAB4L7T8DnGdmFiqf65yrcM6tAYpC7TXaZij5uge4+ei61rYtWLGZM3pmkuarPqLrC47rwIWndOPxd9axu6wqwtGJiIiIiEhDwkmwsoENdY6LQ2UN1nHO+YHdQGYT1zbV5nXAPOfcV00FZWYTzGypmS3dtm1bGN1oO1ZvK+XzLaUMP6XrUbVz7TkF7K3w83/vrotQZCIiIiIi0pRWtciFmXUHRgKzmqvrnJvtnCt0zhVmZWW1fHBRtGD5ZgC+fXKXo2qnb/c0zizI5Il31+GvDkQiNBERERERaUI4CdZGILfOcU6orME6ZuYD0oGSJq5trPx0oAAoMrO1QLKZFYXZl2PGyys20z+3I93Sk466rXHfyGfT7nJe+XRLBCITEREREZGmhJNgLQF6m1lPM4snuGjFvHp15gHjQvuXAa8751yofFRolcGeQG/gvcbadM696Jzr6pzLd87lA/tDC2e0Gxt3lbGsePdRTw+scV6fLuR0SuLRd9ZGpD0REREREWlcswlW6Jmq64CXgc+Ap5xzK8zsDjO7NFRtDpAZGm26EfhZ6NoVwFPAp8AC4FrnXHVjbUa2a23Ty6HpgeefHJkEy+sxxny9B4vX7OCzr45sRUIREREREQmPL5xKzrn5wPx6Zb+os19O8Nmphq69G7g7nDYbqJMaTnzHkgUrNnNS1w707JwSsTav+FouM175nMcXreNX3+sXsXZFRERERORgrWqRi/Zu294KlqzdEbHRqxodk+P5Tv9s/vbhRnbv15LtIiIiIiItRQlWK/LqZ1twjog9f1XXuMH5lFVV89TSDc1XFhERERGRI6IEqxV5feVWcjolcVLXDhFvu2/3NAblZ/D4u2upDriIty8iIiIiIkqwWg1/dYB3V5cwtHdnzKxF7vHDM/PZsKOM11dubZH2RURERETaOyVYrcTHxbvZW+FnSEHLvTT523270C09kce0ZLuIiIiISItQgtVKLPxiO2YwuFdmi93D5/Xwg6/3YGHRdr7YsrfF7iMiIiIi0l4pwWol3i7azind0+mUEt+i97lyUB7xPo9ePCwiIiIi0gKUYLUCpRV+Pli/kyG9O7f4vTJS4hlxWnee+2Aju8u0ZLuIiIiISCQpwWoFFn9Zgj/gGFrQ8gkWHFiy/Wkt2S4iIiIiElFKsFqBhUXbSfB5GNCjU1Tud0p2OoPyM3hskZZsFxERERGJJCVYrcDCL7YzqGcGiXHeqN2zZsn2Vz7dErV7ioi0Nha00MwuqFM20swWxDIuERFpu5Rgxdjm3eV8sbWUoVF4/qqub/ftQl5GMg++uRrnNIolIu2TC34D/Akww8wSzSwV+CVwbWwjExGRtsoX6wDau7eLtgNwZpSev6rh83qY8M3jmfK35Sz6soTBvaJ7fxGR1sI5t9zMXgB+CqQAjzvnVpvZOIKJVjzwDnAdwf+YfAToDxgw2zk3M5rxzpo1i6KiohZpe+PGjQBkZ2e3SPutXUFBARMnTox1GCLSxinBirGFRdvJTImnT9e0o25r8ZodAKyuXt9kvdFn5AFw2cAcfvfqFzz4r9VKsESkvbsd+ACoBArN7BTgu8Bg55zfzGYDo4CKxQTnAAAgAElEQVTVQGfnXD8AM+vYUGNmNgGYAJCXlxfRQIuKivhixYfkpVZHtF2AfXuDU9Ur/F9FvO3Wbn1p9Kbpi8ixTQlWDDnnWFi0nTMLOuPxWCQaJLn8K3I2v8b+xC7sT+pKeXwGWMMzQRPjvIwf0pPpC1bySfFu+uWkH30MIiJtkHNun5k9CZQ65yrMbBjwNWCpmQEkARuAl4ETzWwm8CLwz0bamw3MBigsLIz4POy81GpuHbAn0s3yyw+C/9nXEm23djV9FxE5WkqwYqhoaynb9lZwZkHmUbWTun8DmbuX02nPKhL8B/9Q9HsS2dD1W3yedwUlHU8FOziRu+rrefz+jSIeenM1D1w14KjiEBFp4wKhDYLT/x52zv28fiUzOxW4gOD0we8TGqkSEREBJVgxVfP81RFPz3OOnK1vkL19IQHzsSu1F8Vp5/B5jytJLt9KcvlmOu79nPxNL9Fz0wvsSOvDZz1/CO4/ahOttMQ4xnyjBw++uZovt5VyfFZqhHonItKmvQo8Y2b3Oee2m1kmweezyoBy59zTZvYF8KeYRikiIq2OEqwYemd1CbkZSeRmJB/2tZ7qSnptfJ6MvavY2vF01nU7n4AnHoCd6SezM/3k2rofnvTf5G96kRPW/ZUzP/4p7HgeLvxf6HYaAFef2ZM5C9fw4L9Wc8/I0yLTORGRNsw594mZ3Q68amYeoIrgaoPVwBwLzht0BBfGEBERqaUEK0aqA453vyzhwn7dDvva+Ko9nLDuryRXbGVt1/PZkjHooKl/vdY/fcg1DmNV3pVk7fqI47e8AX84C/K+DiddQtbga7nqjB48+s4aJnzzeHp36XBUfRMRaYucc9PqHf8F+EsDVU+PSkAiItIm6T1YMbJi0272lPv5Rq/De/7KAtX03vAUiVU7WdVjNFsyzzjkuarGLza2dTodzrkVen4TNiyGN38Nn/2D684tICXex/QFK4+gNyIiIiIiAkqwYubtohLg8J+/yt36Gqllm1idPYLdqb2O7OZxyXDyd2HIZEhIhSevImP+BCYP7sSrn23lvdBy7yIiIiIicniUYMXIO6u3c0KXVLI6JIR9Tce9n9Ot5F22dCpkZ1qfow8iPReG3ATnTIGVL3L1R6P4QcpSfvnipzgX8VWFRURERESOeUqwYqDSH2DJ2h2HNXoVX7WH4zf+nX2JXVjX9duRC8bjhbP+B/7j31hGPndVz+A/t0zl9SXLIncPEREREZF2QglWDHy4fiflVQEGh/v8lXMcv/FveJyfopzv4zwtsDbJcX3gmn9Sfd7tnOP9mEHzL8C/9M+gkSwRERERkbApwYqBd1aX4DE44/jwEqyMPZ+Rvm8t67t8i/KEI3xnVji8PrxDb+CDi/7BZ4EcfP+4Dv78HdixpuXuKSIiTZo1axazZs2KdRgixzx9rUmkaJn2GHhn9Xb6ZaeTnhTXbF0L+Mnd8hr7E45ja6cBEbn/4nqLWKyuXl+vRnfmdv4Np219nts3PIXnwcFwzm1wxk/Aq38yIiLRVFRUFOsQRNoFfa1JpGgEK8r2V/r5cP0uvhHm81dddiwhsWon67sOA4veX9fF/XN4xs7nJ+m/x+UPhX/eBn86D77Ss1kiIiIiIo3RcESUvbdmB/6AC+/5q/07yN72FrtSe7E7taDFYmroxcQAV2en8fu13flz5ncZO6ArLH8WZp8FgyfB2T+DuKQWi0lEREREpC3SCFaUvfXFduJ9Hr6Wn9F85Tf/F2+ggvVdhrV8YA34ZsYehnapYPqKVDZ2HAhn3wI5X4O3fwcPDYF178QkLhERERGR1iqsBMvMhpvZKjMrMrOfNXA+wcyeDJ1fbGb5dc7dEipfZWbnN9emmT0RKl9uZg+bWfMPKrUhb36+jTN6ZpAU7226YslqWPJHtnXsT1lil+gEV48Z/HLAXpyDG99Lw+9LgdOuhDF/g+pKeOQCePEmqCiNSXwiIiIiIq1Ns1MEzcwLPAB8CygGlpjZPOfcp3WqjQd2OucKzGwUMB24wsz6AqOAk4HuwKtmdkLomsbafAL4QajOX4AfAQ8eZT9bheKd+ynaWsqor+U2X/mtGeDxUXzc2S0eV1NyUwLcNaCUG5ekMWNFCjf32wc718LXr4VV82HJHFjxPJw2GjJ7Nd5Q4dVRi1lEREREJFbCGcEaBBQ55750zlUCc4ER9eqMAB4L7T8DnGdmFiqf65yrcM6tAYpC7TXapnNuvgsB3gNyjq6Lrce/P98OwNknZjVdcdd6WDYXBoyjKq5DFCJr2vd6lHNlzzJ+vyqF1zbFBwt9CXDyd2HwRMBg0f3BRKu6MqaxioiIiIjEUjiLXGQDG+ocFwNnNFbHOec3s91AZqj83XrXZof2m2wzNDVwDHB9Q0GZ2QRgAkBeXl4Y3Yi9Nz/fSnbHJHplpTZd8e37AIMzJ8E/n4xKbM2Z2n8vy3b6uHFJGv8YtoPclEDwRMbx8M3/gc9egDVvwraVMGAspGU33aCIiIhIK7Jnzx7WrFnDvHnz+MMf/sCECRP43e9+h3OO+Ph48vPz+dWvfsXOnTu57rrrqKioIDc3l5SUFEaOHMmdd95Ze3z55Zdz++23A3DjjTfywgsvsH79epxzeDwecnNz+elPf8qMGTMoLS1l/fr1xMXFUVVVxdSpUzn11FP5+c9/zp49e9i4cSPx8fE88MADFBQUUFJSwu23387UqVMBmDJlCmbG+eefz7333ouZ0b17d0pKSsjMzGTTpk1kZ2eTlpbGjTfeyMyZMxk7diw///nPyc3N5eabb2bGjBlUVVUBYGYEAgE8Hg9er5ebbrqJGTNm4Pf7CQQCBAIBNm3aRF5eHjfffDMzZ85k6tSprFmzhptvvpkbbriBBx98sLbtmTNnMmnSpNp6mZmZB/UhM/PAwm9FRUVcf/313HfffRQURG6Bt8bu11IsOFDURAWzy4DhzrkfhY7HAGc4566rU2d5qE5x6Hg1wYRpGvCuc+7/QuVzgJdClzXX5h+Bfc65G5rrRGFhoVu6dGl4PY6RquoAp9/xCpec1p1ffa9f4xX3bobfnQqnjYJLZ7L46d9GL8gGnNHzwGIc60q9XPxaJ/JTq3nyrJ0k10/Pt62Cj56Aqn1w0iXQ85sHlpbXFEERCYOZve+cK4x1HJF0tD+jrr8++P+M9913X+1xxbql3DpgT0Tiq+uXH6QBtEjbrd0vP0gjoUdh7Z+ztD/nnnsugUAAM8M5V/tZ14gRI/j4449Zu3btQeU+nw+/39/gcUPtAOTn5x/STs21F154IfPmzTuk/qOPPsqMGTN44YUXuPTSS3HO1dZr7D7121i3bh0pKSmUlpY2GUdzcdZt79JLL+W1116jtLT0oDhqzvfo0aO23uTJkw/qw+TJk2vb++EPf8jatWtr+xopjd3vcIX7MyqcKYIbgboPDeWEyhqsY2Y+IB0oaeLaJts0s6lAFnBjGPG1CR+s20lphb/56YHvzIKAH4Yc+V9+S+mRWs3vvraHFTt9XPtuOlWBehWyToSzboasPvDp3+C92VCxNyaxioiIiIRr6dKlBALBX2xqkoOGkpUXX3yxwWSjbnJV/7ixpKexpMXv9/OPf/yjwfrvv/8+CxYswDnHSy+9xPz585u9T/02nHO1yVVTcYRzvqa9F198sbbNunHUnK/5XLBgAUVFRbV9WLBgASUlJUBw9KrmXmvXro3Yi59LSkoavF9LCmeK4BKgt5n1JJgEjQJG16szDxgHLAIuA153zjkzmwf8xcxmEFzkojfB56qssTbN7EfA+cB5zrn6v8K3WW9+vg2fx5p+/9W+Elj6MPS7DDJ6Ri+4Jixes+Og41RgfF4Zf1zfjR+9mcB/9vgKszojXfGpUDge1r8DK/4G/74HTv/BoQ2LiEhYNm7cSFlZWe1IVlFREfFVestKpG3Z76EyND1J2p9PPvkkrHr1E6mWUpPs1Td16tTac1VVVWElVdEQ7p9LdXU1d911V20fqqurefzxx5k8eTJ33XXXQXXvuuuuiIxiPfbYYw3eryU1+x3aOecHrgNeBj4DnnLOrTCzO8zs0lC1OUCmmRURHHX6WejaFcBTwKfAAuBa51x1Y22G2noI6AIsMrOPzOwXEeprTL35+TYG9uhEh8QmVp1f/CBUlcGQ1j1wNyxrN5d128abJen8dVMDI3Jm0OPM4ChcXCK8+yC88Uuojs43JREREZHD0VhC09qUlpbWJjOtJbk6HH6/n7Vr19b2we/388orrwCHjpQ1N7IWrldffbXB+7WkcEawcM7NB+bXK/tFnf1yYGQj194N3B1Om6HysGJqS7buLWfFpj3cPPzExiuV7wlOqetzCRx3UvSCO0KXdSthV5WPv2/OJNETYFC+w6xepbTuMOQmWP4svDk9+GLi7/8JOnSNScwiIm1RdnZw0aD6z2BJZHVJDpDQo0DPYLVTF1988UHT5lqr1NRUysvL8fv9YT1z1dr4fD5ycnIoLi7G7/fj8/n41re+BRz6rFd+fn5E7jls2DDmz59/yP1akuYYRMFboeXZzzqhieev3n8Uyne3ymevGmIG4/O2MDRjN09uyuLXn6TQ4Ne4LwH6j4bvPAQb34eHhsDq16Mer4iIiEhjpk2bFlY9ny864wAeT8O/ot9+++215+Li4qIWT3PCjcPr9TJlypTaPni9XsaOHQsEV0Osq/7xkRo3blyD92tJSrCi4M3Pt5HVIYG+3dIaruCvgHd/H1x1L3tAdIM7Ch6D/8r/im9l7eQPn6cw5cNUAo39R0r/K+HHb0ByZ/jz9+D1uzRlUERERFqFwsLC2l/CLTQlxw6ZmgMXXXRRgyMr9ROMuscNtQONj9D4fD4uvvjiBusPHDiQ4cOHY2ZccMEFXHjhhc3ep34bZkZqaupBZc1d01x7F110UW2bdeOoOV/zOXz4cAoKCmr7MHz48Npl0wsKCmrvlZ+fH7Fl2jMzMxu8X0tSgtXCKvzVvLFyK+ecmNX4P/xlT8Ler9rM6FVdHoPxuVv4yYn7eOLLZCYtTqOssbzpuJPgx6/D6VcFF7947GLYtaGRyiIiIiLR06NHDwAmT55MSkoKN9xwQ+3vbvHx8ZxwwgmMHTuWKVOmkJiYiJmRl5dHnz59uPXWWw86vu2222rbnTx5Mr179yYhIYH4+HgSExPp3bs3U6ZMoW/fvrXvc42LCz6nf9tttzFu3Dj69u1LTk4OZkZCQkLtiM64cePo168fY8eOZdy4cfTp04e+fftyww3BNxuZGdnZ2SQmJpKdnY2ZkZOTQ9++fZkyZQr9+vVj2rRpJCUlccIJJ9TG0bt3b3r37s0JJ5xAQUEBJ5xwAn369Kk9X1N+/PHHk5iYWHttTSzTpk3D4/EwefLkg9ru16/fQfXq96GuKVOmkJKSErHRqxqN3a+lNPserLagNb8H65VPt/Djx5fy2DWDGp4iGKiGB86AuCT4j39T/0GmWL8HK1xn9MzgD6uS+fUnKZyU7ucP39hNXmoTD4wWL4VPngaPN/jOr66nHnxe780SaZf0HqxD6T1Y0aH3YEn9rzWR+iL5Hiw5Ci8u20Sn5LjGl2df+SKUfAFDbjgkuWpr/uPE/Tx85m427vdyyWsZ/HtzfOOVcwrhm/8NyZnBpek/ngv+8ugFKyIiIiLSApRgtaDyqmpe+XQLw0/pSpy3gT9q5+Dt30GnntBnRPQDbAHndKvkhfN20i05wLiF6dzxUSr7G5symJIFZ14Pvc6DDYuD0wZLVkc1XhERERGRSFKC1YL+tWor+yqruahf94YrfPmv4Mp6gyeCt3WsAhMJPVKree6cHfygVxkPFyVz/iuZvL2lkfd/eXzBpekHTwweL7ofVjwPFa1/qVQRERERkfqUYLWgfyz7isyUeL5+fMahJ50LvhuqQ3c4/QfRD66FJfvgztNLefKsnfjMcdVbnZi0OI01e70NX5BxPHzzfyDvG7DmzeBzaStfjG7QIiIiIiJH6dgZNmll9lf6ee2zrXx/YDa+hqYHrvk3rF8EF/4m+K6oNm7xmh2Nnruj91ae+yqTF4sz+MeGBL6fX86kPvvITam3CIYvEU69HHK+BkWvwNzRcOKF8K07oXNkluoUEREREWlJSrBayOsrt1JW1cj0wNrRq25w+pjoBxdl8R7HqOztDD9uJ3/fnMnf13fi2bWJnNW1kit6lnNutwri6+agGT2DKyouegDe/F94YBAMGANn/QzSusWsHyIisRCpd8GISNP0tSaRogSrhby47CuyOiQwqGcD0wPXvgXr3oYL/hfiEqMfXIx0jKtmXO5WfvG1AP+3Ooln1iXyk0XpZCYEGNatgm92rWTIcZWkxzvwxgVXVuw/Orj4xdJH4OMng8u3n/Ef0Ck/1t0REYmKiRMnxjoEkXZBX2sSKUqwWsC+Cj+vr9zKqK/l4vU0sPT6v6ZDalcYMC76wbUCXZMC/Pcp+5h88j7+vTmeZ9YlMn9jAk+uTcKD45ROfvpt+IT9ldV075hEVvq1dBr6HU794kF6LJ4N7z5EcZfzWJU/mm2dBjD66/mx7pKIiIiICKAEq0U8/+FGKvwBLu3fwPTAtQth3UIYPr1djV41xGvBZd3P6VaJPwAf7/Dx5pYElmyPY97Hm9hbfmB9947JcWSl/piC40bxncoXGbr9BfK2vEJpYncoHQX9RsJxfdr8u8REREREpG1TghVhgYDj4YVrODUnnQF5neqfhFemBkevBrbP0avG+DwwsLOfgZ2DSVVgwHe4/40iNu0qY1tpBdv3VrCttILXd3h5yX8xSQzjfM9SvlP9NkMW/g7fwhnsiu/Kji6DsV7n0KXfeSRnZse4VyIiIiLS3ijBirA3Vm3ly+37uG9Uf6z+aMonT8HGpfCdhyAuKTYBthEej9E5NYHOqQevsOicY19lNTv2VVJSWsDj+77HnD1b6Lfn3/Qv/4Cvr19A2obn4F+wjU6sjS9ge8qJBDodj7dzT4YP+QakdgGP3lAgIiIiIpGnBCvC/vTWGrqlJ3Jhv3qr3VWUBkevsgfCqVfEJri2ZOkj9Frf+NLvtVJCW7cufJE7h8dL9+PbvIz0HR/Ree9K8iu/YEDFUrw7HXwJvAcBvPgTM/CldcGTkgmJaZCQBgkdgomvLzG4dL43PvgiZI83+GmeAxuh5NksuG+e4L7V7HuDn1/+K/jp8QbLPL7gAh4eb6j9uOCxNy7ULsGFPERERESkTVKCFUErNu1m0Zcl3HLBScTVf/fVwnuhdDNc8ed2P3rS1DuzjkbvDc8EdxKAbp2h2xB2MITVFbBlTzl7S0sJlO3GW1VKZulusvbvoatvMx296+hgZSQG9uGtrsDrqlokvmZ544PbwnshPhXiU+psoeOE1Hrn6u+n1qmT2u7/rYmIiIhEmxKsCJqzcA3J8V5GDco7+MTOtfDOLOh3OeQOikls7VmnBOiUlQhZiUBn9ld7WFmaxMK9ySzfk8LavcHFRlK91fRL20f/Dnu5uq9xXEJl8J1lLgCBasAdOK7lwIU+a8/X7AcOXOuqg58B/4Gtuiq0VdbZKiA9Fyr3hbZS2LsZqvYFR0ErS4P1wuVLCI3IhbaaEbpupwZH7RLTgyN3dROzuGSITw5++hLAm3BgRM8bHxpt02IiIiIiIg1RghUhW/aU88LHm7jqjB6kJ8UdfPKfU4JTwoZNi0VoUk+yN8CA9H0MSN8HbGN3lZdP9qawbE8Ky/Yks2hnGg+uh5PSqzirSyVnda1kYGYVCd5YRx4SqA4mYv5K8JcHEy5/Rais7lYe2irAXwZV5VC1H/bvCCZtFXuCx0eiZhqkJ7SZD7y+0JRHXzARy+gVTNoSOkBiR0jqFNxSOkPKccHPDl2Do28iIiIixwglWBHy8MI1+AOOa87sefCJZU/BZy/AuT+HdK1q1xqlx1UzJGMPQzL24BysL0tghy+LNzfH8/AXyfzh8xSSvQEGZVUx5LhKBh9XxUnpfhp6xVlUeLzgCY0wHama57yqq6Bib3BkrGaErGo/VJUFR9BqErQ1bwVH3WpG4up/HjIyVwnbVgaTvprELuBvOBZfYvA5uKw+kJ4DadnBr5X0HEjPC37GH0VfRURERKJICVYErNy8hzkL1/C903PIy6zzi+COL+EfkyH363DmDbELUMJmBj2SK+hBMafnQXm2sWJvMh/vSeWTXcn8a3MHADp4/ZzUoYyTUvdz2Qlx9OnoJ74tPe609JHw65oHjj/r6O9ZXQmV+0PJ3N7QtgfK90D57mAStvoN2PsVoXmXByR3ho550DE39Nkj9JkXnFKZkHr08Ym0IetLvfzyg7SIt7tub3CoviXabu3Wl3rpHesgROSYoATrKFUHHD979hPSkuK47aI+B074K+GZ8cHRhu//MThtStqcRK9jYMd9DOy4D4CSSh/L9yazYm8yK0uTWbKrA38uhniPo0+6n36dqji5o5/eadX0TvOTHu+auUM74o2HpHhI6th0vUA1lO+Csl1QthPKdhz4XPcOrHzx0NGw5MyDk65OPULHPYJJmV6LIMeQgoKCFms7ZeNGABKy29+Mi9607J+tiLQf+q3/KD2+aC0fbdjFfaP6k5ESf+DE63fCpg/g8seDv/DJMSEz3s9ZmXs4K3MPADsqfVQnZ/HJTh8f74zjb+sT+b8vDwxldU6oJjclQHZyNTkp1RyXGCAzIUDnhACdEhwd4gJ0iHOk+hy+tjQC1pI83mDClJzZ8HkXCE5nLNsRfJ6sbAfsLwklYG/DyhdCi5LUkZAWfP4r52sHkrCakbD0HIhLbPl+iUTIxIkTYx2CiIg0QQnWUdi4q4x7Xl7FWSdkcelp3Q+c+HQevDMTBl4NfUfELkBpcRnxfs7IreDi3AoAAg427vfwxR4fX+zxsXqvl437vXyy08fLGxOoco0/uBXvcSR4HUleR4IXEjyOeK8jwXPgXLwnOKp2YINkX/CaZF9wS/U5UnyOlLgAqT5HaiiBS41zeI+Fxf/ME3xmKzENOuUfet4FgtMO6ydg+3cEX/T96d8OHQFL7RKcatgxN/QZmnqYnhMsS0yPStdERESk7VOCdYQCAcdtz38CwN3fPQWrWbZ65YvwzNWQXQjn/zKGEUq0NPRerxSgfzz0zwRCAzEBB/uqPeyu8rHH72Wv30tZtZeygIf91R4qAh4qA0Zl6LPKGVUBo6rKwx4XPK4MBMsqA14qXbBuRSD8oa9kb+CghCsllIwF9wO1yVlybZLmSAklb6lxBydwyT4Xu4U+mmKe4DTEpI6Qcfyh510g+MzXQaNfO4PbmregfGfDI2DpOYcmYR17BJO85AwtXS8iIiKAEqwjEgg4bvvbcv61ahvTLulLTqfQwhYr58NT46BbfxjznFY+k4N4DDr4AnTwHcZ7rMLgHFQ6ozyUpJVVeygLeCgPfZZVB7fMtBRKqzzs9RulVca+0OfG/R72+T21xxWB8BOFVN/BCVuHuABpcS60Bac/psU50uND5fEB0uMcafGO9LhAbJa+N8+BJePpdej52imIO6H7abC7GHZtCH7uXg8bFgefEasrPjWYaGX0DC5Pn3E8dD4Bsk4MJl8iIiLSbijBOkw1ydVf31vPtef0Ytzg/OCJz16Ap68OvsB1zHOaUiRRYwYJ5kjwVAPVTdTcCWGs9VDtOJCohZK28noJW3mdJG5/aCvze/iqwsvqag9l1V72+b1UuqZH1+ItQIqvmhRvgFRfNSneanqk+0IJWDAhq5+s1ex3iGuh59bqTkEs2xVMno7rE9xqVJUfmIK4vwTKSuD/27v34Div+ozj30e7utmWLcvGjnypcYpr4jKFXEjCpR1IIKSEYjrDDKZcwiXDQFoKpW2aDNBShpkmTCbchzQDZEi4ONQwxFBCyI22wMRxnJjEiR1s7Di2ie/xRbZja7W//vEeWWtFsmTptVfafT4z7+h9z549+57zyvr5vOfseQ/tyTpfT/3sxBGwpokw6Sxo64TJnTB5FrTNyh7eDH1L5puZmVlNcAfrFJTLwafu7Otc/dNlC9GxQ3DPp+Hhb8Hs8+Hd7lzZ+FZQNpVwQqE86rK6y+JQTwOHewp0lRo41FPgcE8DXaUCh3oKHOpp4FDF/p5jjTyzPct7pDz08FZrIRs1m9QYtBUjdbz6jicN0Dmb3NQ3qtY20u+lNbZA46yss9RflLPRr64d2XZwB3Rth20rYfPRlEkw8UXZ876OHoRZr4DOl/tvh5mZWQ1wB2uYNuw8yGeWP8mvNuzu61xt/g3ceTU8txle/VF4/ae8GplZhcaGoL2hh/bGk42sDawccKSn4Xjn63DqnB0qZT87KqY8Huzu3RrY8XyRrnTcVRp6iGtyY5n2pmBqU5mpzWU6mspMaw6mVaz4OKO1zIvS8ZAdMjX0rYI4Y1FfekQ26nXgWTiwNZtyuHdTdoOmV8cfw6xz+7bOP4PmtlNuOzMzM6sed7CGcPD5br5833pu/fXTTGgq8LnF5/CuqevQ7dfCxgey7128/y6Y96pqn6pZTWkQTCyWmVgcbCRt6CmPvZ20wxUdtMM9BboqRs66Sg0c7CnQVSrwzIECa0pF9ncX6B5geqMI2htLdDSWOLu9gc7WHma2lulsLXNWaw+drWU6J/TQMtDgm9TX8TrrZX3pR7tg/5Zs27cFNtwLa5Yd/0QmTs8W2Jg8J00v7ITXftyLapiZmY1Rw+pgSboc+BJQAL4REdf3e70ZuA04H9gDvCMink6vXQd8kOzLIX8fEXefrExJ84GlZGuvrQLeExH5rgowhMPHSvzyqV38fM127l+3kzjWxXULn+OdM7cwYcU/w77N2XcoLvkUXPQRaJ50Jk/PzIbpxE5aacj8vSLgaFnsKxXZ311kX3eBfd1FnqvY1u0Vv+lu5lDPC3tTbYUSU5uyjthLpxWY2VJmRmv2HLQZLWWmp9GwlgLZ34/+3/E6ejDrbB1IC2zs3QR/eLTv9d98CaYvhOkvyRbT6NiY9zQAAAxBSURBVDg7rWg4z9MMzczMqmzIDpakAvA14I3AVmClpOUR8WRFtg8Cz0XESyQtAW4A3iFpEbAE+FNgFnCvpD9J7xmszBuAL0TEUkk3p7K/nkdlB7Pit2vY+MwWdu3awf69uzi6fwedsYMrGndzTetuZjdsRE+XYHMB5r0a3vhZeOkVUGg8nadlZlUiZc8bO6vQzVnN3SfN+3yP2NtdZM+xRvZ2F9l7rJE9x4rZfncj9/6hkT1HGwheOOI0qZg9cLq9qUx7xaIek4qTmNQ4k4nF82npCCbMgLboYtqxbUx5fittLUUmHNhIy7qfUzzynRPKLDdPpjzxLGLSTGibCROmZysmTuhALVNQcxtqmoha2lBja7bYRrEFCk3QUMz+rjUUQYXsoc8eKTMzMzslwxnBuhDYEBEbASQtBRYDlR2sxcBn0v4y4KvKHgy1GFgaEUeBTZI2pPIYqExJa4FLgL9Jeb6dyj2tHawFyxdzUc/uvoQClFVE7XPR1BfD7L+Cea+BuRd5tMrMTtBSCGYVupnVMnhHrBSwP4187UvPQdvfXeBAqcjBNFVxx6EGth1poqs7Wy7/cE//KYqTye5TvbJfahfztJM52sVc7WR2aTczDu9jxu7tzGAd7eqiTUdGVceeEGUaCCCbKCkC0s++Dth65nLOp1fSdFqWdzQzMxsfhtPBmg1sqTjeClw0WJ6IKEnaTzbFbzbwYL/3zk77A5U5DdgXEaUB8p9A0oeAD6XDLklPDaMup2gv8FvgzvyLHp7pwO4hc9UW17n21Vt94TTX+fHTVfAp2wWfLcDo6jsvv/MZG1atWrVb0uZRFFGP/2by4HYbGbfbyLjdRma8tduwYtS4XeQiIm4Bbqn2eZxOkh6OiAuqfR5nkutc++qtvlB/da63+g4lIl40mve7PUfG7TYybreRcbuNTK2223DmcWwD5lYcz0lpA+aRVASmkC12Mdh7B0vfA7SnMgb7LDMzMzMzszFpOB2slcACSfMlNZEtWrG8X57lwJVp/+3A/RERKX2JpOa0OuAC4KHBykzveSCVQSqzavPzzMzMzMzMTsWQUwTTd6r+DribbEn1b0XEE5I+CzwcEcuBbwK3p0Us9pJ1mEj5fkC2IEYJ+NuI6AEYqMz0kf8CLJX0OeDRVHa9qukpkINwnWtfvdUX6q/O9Vbf083tOTJut5Fxu42M221karLdlA0amZmZmZmZ2Wh5LV0zMzMzM7OcuINlZmZmZmaWE3ewxihJl0t6StIGSddW+3xGStJcSQ9IelLSE5I+ltI7JN0jaX36OTWlS9KXU70fk3ReRVlXpvzrJV052GeOBZIKkh6V9NN0PF/SilSvO9LiLqQFYO5I6SskvbiijOtS+lOS3lSdmgyPpHZJyyStk7RW0qvq4Br/Q/qdXiPp+5Jaauk6S/qWpJ2S1lSk5XZNJZ0v6fH0ni9LEvYCtRIL8lCv8SQv9RaX8lKP8S0PtR4jhxQR3sbYRrbwx++Bs4EmsqcdL6r2eY2wLp3AeWm/DfgdsAj4PHBtSr8WuCHtvxm4CxBwMbAipXcAG9PPqWl/arXrd5J6fwL4HvDTdPwDYEnavxn4SNq/Grg57S8B7kj7i9J1bwbmp9+HQrXrdZL6fhu4Ku03Ae21fI3JHoC+CWituL7vq6XrDPwFcB6wpiItt2tKtqLsxek9dwF/We06j7WNGooFObVHXcaTHNuvruJSju1WV/Etpzar+Rg51OYRrLHpQmBDRGyMiGPAUmBxlc9pRCLi2Yh4JO0fBNaS/cNbTPZHi/TzbWl/MXBbZB4key5aJ/Am4J6I2BsRzwH3AJefwaoMm6Q5wBXAN9KxgEuAZSlL//r2tsMy4NKUfzGwNCKORsQmYAPZ78WYI2kK2X/GvwkQEcciYh81fI2TItCq7Ll9E4BnqaHrHBH/S7YqbKVcrml6bXJEPBhZFL2toizrUzOxIA/1GE/yUm9xKS91HN/yUNMxcijuYI1Ns4EtFcdbU9q4loZ8zwVWADMj4tn00nZgZtofrO7jqU2+CFwDlNPxNGBfRJTSceW5H69Xen1/yj+e6jsf2AXcmqaffEPSRGr4GkfENuBG4BmyoLEfWEVtX2fI75rOTvv90+1E4+3344ypo3iSl3qLS3mpu/iWhzqOkce5g2VnhKRJwA+Bj0fEgcrX0h3smnhegKS3ADsjYlW1z+UMKpJNJft6RJwLHCKbMnFcLV1jgDTffjFZ8J0FTKT270aeoNauqY0f9RJP8lKncSkvdRff8uAY6Q7WWLUNmFtxPCeljUuSGsmC4Xcj4kcpeUcaNif93JnSB6v7eGmT1wBvlfQ02XSeS4AvkU0T6H2wd+W5H69Xen0KsIfxU1/I7ihtjYgV6XgZWUCq1WsM8AZgU0Tsiohu4Edk176WrzPkd023pf3+6Xai8fb7cdrVWTzJSz3GpbzUY3zLQ73GyOPcwRqbVgIL0morTWRf+Fte5XMakTSH9pvA2oi4qeKl5UDvKjpXAndWpL83rcRzMbA/DcPfDVwmaWq6M3JZShtTIuK6iJgTES8mu273R8S7gAeAt6ds/evb2w5vT/kjpS9JK+vMBxaQLQow5kTEdmCLpIUp6VLgSWr0GifPABdLmpB+x3vrXLPXOcnlmqbXDki6OLXfeyvKsj41EwvyUG/xJC/1GJfyUqfxLQ/1GiP7xBhYacPbCzeylWh+R7ZiyierfT6jqMdryYbOHwNWp+3NZHNr7wPWA/cCHSm/gK+lej8OXFBR1gfIvuC4AXh/tes2jLq/jr7Vms4m+6OwAfgvoDmlt6TjDen1syve/8nUDk8xxldYA14BPJyu84/JVkmq6WsM/DuwDlgD3E62ylHNXGfg+2Rz57vJ7uJ+MM9rClyQ2u73wFcBVbvOY3GrlViQU1vUbTzJsQ3rJi7l2GZ1F99yareajpFDbUonb2ZmZmZmZqPkKYJmZmZmZmY5cQfLzMzMzMwsJ+5gmZmZmZmZ5cQdLDMzMzMzs5y4g2VmZmZmZpYTd7DMhkHSNEmr07Zd0raK46YB8ndI+vAwyi1K2ldx/FJJd0laL+kRSUslzZB0laQv5l0vMzMb/xyjzMaW4tBZzCwi9pA9CwNJnwG6IuLGk7ylA/gwcPNwP0PSBOC/gY9GxM9S2qVkz9sYFUnFiCiNthwzMxt7HKPMxhaPYJmNkqRrJK1J20dT8vXAwnT38HpJkyXdn+74PSbpLQMU9W7gf3oDF0BE3BcRa9PhHEl3pzuH/1Hx+bdIeljSE5L+tSJ9a/rsR4G/lnRx+uzVkm6UtDrlK0q6SdJD6fWrUvpsSb9K+ddIenW+LWdmZqebY5TZmecRLLNRkHQR8C7glWT/nh6S9EvgWuAlEdF7R7EReFtEHJA0A/g18NN+xb0MWHWSj3s5cD7QDfxO0lci4g/AtRGxV1IReEDSsoh4Mr1nZ0Scm85hLXBlRDwkqfLO5odSvgslNQMPSvoF8E7gJxFxg6QC0DqSNjIzs+pwjDKrDo9gmY3Oa4EfRsSRiDgI/Bj48wHyCbhe0mPAL4C5kqaf4mfdGxEHIuIIsA74o5T+TkmPAI8A5wCLKt5zB0D6rKaIeCilf68iz2XA+9PdwhVAO7AAWAlcJenfgJdFRNcpnq+ZmVWXY5RZFXgEy+zMeC8wBTgvIkqStgIt/fI8AVx0kjKOVuz3AEVJC4CPARdGxD5J3+lX7qFhnJuAqyPivhe8IL0OuAK4TdLnI+K7wyjPzMzGF8cosxx5BMtsdP6PbO54q6RJwOKUdhBoq8g3hWyKQ0nSG4HZA5R1O/A6SZf3Jkh6vaRzTvL5k9NnHZDUCbxpoEwRsRvolnRBSlpS8fLdwNVp+gaSFqb6zAO2R8QtwK3AuSc5DzMzG3sco8yqwCNYZqOQ5op/n2yqAsDXI+JxAEmrJD1OturSTcBP0vFDwPoByjqcvlj8BUlfIZvHvprs7t9gHgGeJJuOsZls3vxgPgDcKqlEFmD3p/T/JJvKsVoSwE6yIHwp8AlJ3WQB8j0nawszMxtbHKPMqkMRUe1zMLMzQNKk3jnqkj4JdETEP1b5tMzMzByjrKZ4BMusfrxV0jVk/+6fBt5X1bMxMzPr4xhlNcMjWGZmZmZmZjnxIhdmZmZmZmY5cQfLzMzMzMwsJ+5gmZmZmZmZ5cQdLDMzMzMzs5y4g2VmZmZmZpaT/werAnQG03exaAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exploratory analysis on continuous features\n",
    "for column in numeric_cols:\n",
    "    plt.subplots(figsize=(12,4))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    sns.distplot(data[data['Churn'] == 'Yes'][column], label='Yes')\n",
    "    sns.distplot(data[data['Churn'] == 'No'][column], label='No')\n",
    "    plt.legend()\n",
    "    plt.subplot(1, 2, 2)\n",
    "    sns.boxplot(x=column, y='Churn', hue='Churn', data=data)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conclusions drawn:\n",
    "- Customers who have not been with the company for long (0-20 months) tend to have a higher rate of leaving than customers who have been with the company for a long time\n",
    "- The median tenure for customers who have left in the last month is close to 10 while the median tenure for customers who have stayed is close to 40\n",
    "- Customers having higher monthly charges (>65) have a higher tendency to leave than customers having lower monthly charges\n",
    "- The median monthly charge of the customers who left in the last month is close to 80\n",
    "- Total Charges has a lot of outliers and is not very intutive, dropping this feature is probably the best option"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0464ba15f8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation matrix to find the dependencies amongst the continuous features\n",
    "correlation_matrix = data[numeric_cols].corr()\n",
    "sns.heatmap(correlation_matrix,\n",
    "            xticklabels=correlation_matrix.columns.values,\n",
    "            yticklabels=correlation_matrix.columns.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conclusions drawn:\n",
    "- Tenure and Monthly Charges have a weak correlation\n",
    "- Total Charges is significantly dependent on both Tenure and Monthly Charges, which reinforces our decision to drop the TotalCharges as a feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping TotalCharges column from dataframe\n",
    "data = data.drop(columns=['TotalCharges'])\n",
    "numeric_cols.remove('TotalCharges')\n",
    "columns = list(data.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictive Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import tree, svm\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.preprocessing import scale\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn import model_selection\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.feature_selection import SelectFromModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>gender</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>StreamingMovies_No</th>\n",
       "      <th>StreamingMovies_No internet service</th>\n",
       "      <th>StreamingMovies_Yes</th>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <th>...</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <th>InternetService_No</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <th>OnlineSecurity_No</th>\n",
       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Partner  Dependents  PaperlessBilling  SeniorCitizen  gender  PhoneService  \\\n",
       "0        1           0                 1              0       1             0   \n",
       "1        0           0                 0              0       0             1   \n",
       "2        0           0                 1              0       0             1   \n",
       "3        0           0                 0              0       0             0   \n",
       "4        0           0                 1              0       1             1   \n",
       "\n",
       "   StreamingMovies_No  StreamingMovies_No internet service  \\\n",
       "0                   1                                    0   \n",
       "1                   1                                    0   \n",
       "2                   1                                    0   \n",
       "3                   1                                    0   \n",
       "4                   1                                    0   \n",
       "\n",
       "   StreamingMovies_Yes  MultipleLines_No         ...          \\\n",
       "0                    0                 0         ...           \n",
       "1                    0                 1         ...           \n",
       "2                    0                 1         ...           \n",
       "3                    0                 0         ...           \n",
       "4                    0                 1         ...           \n",
       "\n",
       "   InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "0                    1                            0                   0   \n",
       "1                    1                            0                   0   \n",
       "2                    1                            0                   0   \n",
       "3                    1                            0                   0   \n",
       "4                    0                            1                   0   \n",
       "\n",
       "   PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        1   \n",
       "4                                        0   \n",
       "\n",
       "   PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                      0                               1   \n",
       "1                                      0                               0   \n",
       "2                                      0                               0   \n",
       "3                                      0                               0   \n",
       "4                                      0                               1   \n",
       "\n",
       "   PaymentMethod_Mailed check  OnlineSecurity_No  \\\n",
       "0                           0                  1   \n",
       "1                           1                  0   \n",
       "2                           1                  0   \n",
       "3                           0                  0   \n",
       "4                           0                  1   \n",
       "\n",
       "   OnlineSecurity_No internet service  OnlineSecurity_Yes  \n",
       "0                                   0                   0  \n",
       "1                                   0                   1  \n",
       "2                                   0                   1  \n",
       "3                                   0                   1  \n",
       "4                                   0                   0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of columns containg boolean data\n",
    "bool_cols = ['Partner', 'Dependents', 'SeniorCitizen', 'PaperlessBilling', 'PhoneService']\n",
    "\n",
    "# Convert string data with two classes to boolean values\n",
    "for column in bool_cols:\n",
    "    data[column] = data[column].apply(lambda x: 1 if x in 'Yes' else 0)\n",
    "data['gender'] = data['gender'].apply(lambda x: 1 if x in 'Female' else 0)\n",
    "\n",
    "# Create dummy variables for features with more than two classes\n",
    "non_numeric_data = pd.get_dummies(data[non_numeric_cols])\n",
    "non_numeric_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "     tenure  MonthlyCharges\n",
       "0 -1.277445       -1.160323\n",
       "1  0.066327       -0.259629\n",
       "2 -1.236724       -0.362660\n",
       "3  0.514251       -0.746535\n",
       "4 -1.236724        0.197365"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardization of continuous features\n",
    "numeric_data = pd.DataFrame(scale(data[numeric_cols]), index=data.index, columns=numeric_cols)\n",
    "numeric_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <th>StreamingMovies_No</th>\n",
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       "      <th>...</th>\n",
       "      <th>InternetService_DSL</th>\n",
       "      <th>InternetService_Fiber optic</th>\n",
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       "      <th>OnlineSecurity_No internet service</th>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
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       "     tenure  MonthlyCharges  Partner  Dependents  PaperlessBilling  \\\n",
       "0 -1.277445       -1.160323        1           0                 1   \n",
       "1  0.066327       -0.259629        0           0                 0   \n",
       "2 -1.236724       -0.362660        0           0                 1   \n",
       "3  0.514251       -0.746535        0           0                 0   \n",
       "4 -1.236724        0.197365        0           0                 1   \n",
       "\n",
       "   SeniorCitizen  gender  PhoneService  StreamingMovies_No  \\\n",
       "0              0       1             0                   1   \n",
       "1              0       0             1                   1   \n",
       "2              0       0             1                   1   \n",
       "3              0       0             0                   1   \n",
       "4              0       1             1                   1   \n",
       "\n",
       "   StreamingMovies_No internet service         ...          \\\n",
       "0                                    0         ...           \n",
       "1                                    0         ...           \n",
       "2                                    0         ...           \n",
       "3                                    0         ...           \n",
       "4                                    0         ...           \n",
       "\n",
       "   InternetService_DSL  InternetService_Fiber optic  InternetService_No  \\\n",
       "0                    1                            0                   0   \n",
       "1                    1                            0                   0   \n",
       "2                    1                            0                   0   \n",
       "3                    1                            0                   0   \n",
       "4                    0                            1                   0   \n",
       "\n",
       "   PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        1   \n",
       "4                                        0   \n",
       "\n",
       "   PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                      0                               1   \n",
       "1                                      0                               0   \n",
       "2                                      0                               0   \n",
       "3                                      0                               0   \n",
       "4                                      0                               1   \n",
       "\n",
       "   PaymentMethod_Mailed check  OnlineSecurity_No  \\\n",
       "0                           0                  1   \n",
       "1                           1                  0   \n",
       "2                           1                  0   \n",
       "3                           0                  0   \n",
       "4                           0                  1   \n",
       "\n",
       "   OnlineSecurity_No internet service  OnlineSecurity_Yes  \n",
       "0                                   0                   0  \n",
       "1                                   0                   1  \n",
       "2                                   0                   1  \n",
       "3                                   0                   1  \n",
       "4                                   0                   0  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the final feature dataframe to perform predictive analysis\n",
    "features = pd.concat([numeric_data, non_numeric_data], axis=1)\n",
    "features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0\n",
       "1    0\n",
       "2    1\n",
       "3    0\n",
       "4    1\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create target dataframe for predictive analysis\n",
    "labels = data['Churn'].apply(lambda x: 1 if x in 'Yes' else 0)\n",
    "labels.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train:  (5634, 39)\n",
      "y_train:  (5634,)\n",
      "X_val:  (1409, 39)\n",
      "y_val:  (1409,)\n"
     ]
    }
   ],
   "source": [
    "# Split data into training and validation sets\n",
    "X_train, X_val, y_train, y_val = train_test_split(features, labels, test_size=0.2)\n",
    "print('X_train: ', X_train.shape)\n",
    "print('y_train: ', y_train.shape)\n",
    "print('X_val: ', X_val.shape)\n",
    "print('y_val: ', y_val.shape)\n",
    "\n",
    "kfold = model_selection.KFold(n_splits=10, random_state=101)\n",
    "scoring = 'accuracy'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10-fold Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10-fold cross-validation average accuracy for decision_tree: 0.772\n",
      "10-fold cross-validation average accuracy for logistic_regression: 0.803\n",
      "10-fold cross-validation average accuracy for random_forest: 0.796\n",
      "10-fold cross-validation average accuracy for svm_model: 0.801\n",
      "10-fold cross-validation average accuracy for mlp: 0.798\n"
     ]
    }
   ],
   "source": [
    "models = {'decision_tree': tree.DecisionTreeClassifier(min_samples_split=20, max_depth=11),\n",
    "         'random_forest': RandomForestClassifier(criterion='entropy', random_state=101, n_estimators=200, max_depth=11),\n",
    "         'logistic_regression': LogisticRegressionCV(),\n",
    "         'svm_model': svm.SVC(kernel='linear', C=1),\n",
    "         'mlp': MLPClassifier(hidden_layer_sizes=(16, 16), max_iter=1000)\n",
    "        }\n",
    "\n",
    "for key, model in models.items():\n",
    "    results = model_selection.cross_val_score(model, X_train, y_train, cv=kfold, scoring=scoring)\n",
    "    print(\"10-fold cross-validation average accuracy for {}: %.3f\".format(key) % (results.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conclusions drawn:\n",
    "- The Logistic Regression model outperforms the other models in the 10-fold cross validation tests\n",
    "- The SVM with linear SVC kernel comes close, but is heavier compared to the logistic regression model which makes it the worse option out of the two"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree\n",
    "Even though the decision tree model performed the worst in our cross-validation test, we could still draw several useful insights after visualizing the trained decision tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "decision_tree = models['decision_tree'].fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.772888573456352\n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.83      0.87      0.85      1032\n",
      "          1       0.59      0.50      0.54       377\n",
      "\n",
      "avg / total       0.76      0.77      0.77      1409\n",
      "\n"
     ]
    }
   ],
   "source": [
    "y_pred = decision_tree.predict(X_val)\n",
    "acc = accuracy_score(y_val, y_pred)\n",
    "print(\"Accuracy: {}\".format(acc))\n",
    "print()\n",
    "print(classification_report(y_val,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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       "<path fill=\"#e58139\" fill-opacity=\"0.266667\" stroke=\"black\" d=\"M7910,-1093C7910,-1093 7722,-1093 7722,-1093 7716,-1093 7710,-1087 7710,-1081 7710,-1081 7710,-1037 7710,-1037 7710,-1031 7716,-1025 7722,-1025 7722,-1025 7910,-1025 7910,-1025 7916,-1025 7922,-1031 7922,-1037 7922,-1037 7922,-1081 7922,-1081 7922,-1087 7916,-1093 7910,-1093\"/>\n",
       "<text text-anchor=\"start\" x=\"7718\" y=\"-1077.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">InternetService_Fiber optic ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7780.5\" y=\"-1062.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.488</text>\n",
       "<text text-anchor=\"start\" x=\"7767.5\" y=\"-1047.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3127</text>\n",
       "<text text-anchor=\"start\" x=\"7754\" y=\"-1032.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1804, 1323]</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;190 -->\n",
       "<g id=\"edge190\" class=\"edge\"><title>0&#45;&gt;190</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6371.07,-1155.21C6648.12,-1136.95 7407.64,-1086.91 7699.57,-1067.67\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7700.01,-1071.15 7709.76,-1067 7699.55,-1064.17 7700.01,-1071.15\"/>\n",
       "<text text-anchor=\"middle\" x=\"7693.28\" y=\"-1082.1\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\"><title>2</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.956863\" stroke=\"black\" d=\"M3239.5,-989C3239.5,-989 3098.5,-989 3098.5,-989 3092.5,-989 3086.5,-983 3086.5,-977 3086.5,-977 3086.5,-933 3086.5,-933 3086.5,-927 3092.5,-921 3098.5,-921 3098.5,-921 3239.5,-921 3239.5,-921 3245.5,-921 3251.5,-927 3251.5,-933 3251.5,-933 3251.5,-977 3251.5,-977 3251.5,-983 3245.5,-989 3239.5,-989\"/>\n",
       "<text text-anchor=\"start\" x=\"3094.5\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Contract_Two year ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3133.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.079</text>\n",
       "<text text-anchor=\"start\" x=\"3120.5\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1891</text>\n",
       "<text text-anchor=\"start\" x=\"3114.5\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1813, 78]</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4671.29,-1052.68C4401.22,-1035.3 3546.28,-980.279 3261.96,-961.982\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3261.89,-958.471 3251.68,-961.321 3261.44,-965.456 3261.89,-958.471\"/>\n",
       "</g>\n",
       "<!-- 115 -->\n",
       "<g id=\"node116\" class=\"node\"><title>115</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.827451\" stroke=\"black\" d=\"M4800.5,-989C4800.5,-989 4707.5,-989 4707.5,-989 4701.5,-989 4695.5,-983 4695.5,-977 4695.5,-977 4695.5,-933 4695.5,-933 4695.5,-927 4701.5,-921 4707.5,-921 4707.5,-921 4800.5,-921 4800.5,-921 4806.5,-921 4812.5,-927 4812.5,-933 4812.5,-933 4812.5,-977 4812.5,-977 4812.5,-983 4806.5,-989 4800.5,-989\"/>\n",
       "<text text-anchor=\"start\" x=\"4710\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.553</text>\n",
       "<text text-anchor=\"start\" x=\"4718.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.252</text>\n",
       "<text text-anchor=\"start\" x=\"4709\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 616</text>\n",
       "<text text-anchor=\"start\" x=\"4703.5\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [525, 91]</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;115 -->\n",
       "<g id=\"edge115\" class=\"edge\"><title>1&#45;&gt;115</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4754,-1024.88C4754,-1016.78 4754,-1007.98 4754,-999.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4757.5,-999.299 4754,-989.299 4750.5,-999.299 4757.5,-999.299\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node4\" class=\"node\"><title>3</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\" d=\"M1973,-885C1973,-885 1809,-885 1809,-885 1803,-885 1797,-879 1797,-873 1797,-873 1797,-829 1797,-829 1797,-823 1803,-817 1809,-817 1809,-817 1973,-817 1973,-817 1979,-817 1985,-823 1985,-829 1985,-829 1985,-873 1985,-873 1985,-879 1979,-885 1973,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"1805\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingMovies_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1855.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.143</text>\n",
       "<text text-anchor=\"start\" x=\"1846\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 838</text>\n",
       "<text text-anchor=\"start\" x=\"1840.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [773, 65]</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g id=\"edge3\" class=\"edge\"><title>2&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3086.13,-947.386C2861.77,-929.479 2242.79,-880.077 1995.27,-860.322\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1995.44,-856.825 1985.19,-859.518 1994.88,-863.802 1995.44,-856.825\"/>\n",
       "</g>\n",
       "<!-- 78 -->\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" d=\"M3285.5,-885C3285.5,-885 3052.5,-885 3052.5,-885 3046.5,-885 3040.5,-879 3040.5,-873 3040.5,-873 3040.5,-829 3040.5,-829 3040.5,-823 3046.5,-817 3052.5,-817 3052.5,-817 3285.5,-817 3285.5,-817 3291.5,-817 3297.5,-823 3297.5,-829 3297.5,-829 3297.5,-873 3297.5,-873 3297.5,-879 3291.5,-885 3285.5,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"3048.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3133.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.024</text>\n",
       "<text text-anchor=\"start\" x=\"3120.5\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1053</text>\n",
       "<text text-anchor=\"start\" x=\"3114.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1040, 13]</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;78 -->\n",
       "<g id=\"edge78\" class=\"edge\"><title>2&#45;&gt;78</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3169,-920.884C3169,-912.778 3169,-903.982 3169,-895.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3172.5,-895.299 3169,-885.299 3165.5,-895.299 3172.5,-895.299\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" d=\"M1424.5,-781C1424.5,-781 1191.5,-781 1191.5,-781 1185.5,-781 1179.5,-775 1179.5,-769 1179.5,-769 1179.5,-725 1179.5,-725 1179.5,-719 1185.5,-713 1191.5,-713 1191.5,-713 1424.5,-713 1424.5,-713 1430.5,-713 1436.5,-719 1436.5,-725 1436.5,-725 1436.5,-769 1436.5,-769 1436.5,-775 1430.5,-781 1424.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"1187.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1272.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.093</text>\n",
       "<text text-anchor=\"start\" x=\"1263\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 594</text>\n",
       "<text text-anchor=\"start\" x=\"1257.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [565, 29]</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\"><title>3&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1796.68,-833.499C1701.91,-816.918 1554.8,-791.179 1446.73,-772.272\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1447.18,-768.797 1436.73,-770.522 1445.97,-775.693 1447.18,-768.797\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g id=\"node46\" class=\"node\"><title>45</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.827451\" stroke=\"black\" d=\"M1937.5,-781C1937.5,-781 1844.5,-781 1844.5,-781 1838.5,-781 1832.5,-775 1832.5,-769 1832.5,-769 1832.5,-725 1832.5,-725 1832.5,-719 1838.5,-713 1844.5,-713 1844.5,-713 1937.5,-713 1937.5,-713 1943.5,-713 1949.5,-719 1949.5,-725 1949.5,-725 1949.5,-769 1949.5,-769 1949.5,-775 1943.5,-781 1937.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"1852.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1855.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.252</text>\n",
       "<text text-anchor=\"start\" x=\"1846\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 244</text>\n",
       "<text text-anchor=\"start\" x=\"1840.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [208, 36]</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;45 -->\n",
       "<g id=\"edge45\" class=\"edge\"><title>3&#45;&gt;45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1891,-816.884C1891,-808.778 1891,-799.982 1891,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1894.5,-791.299 1891,-781.299 1887.5,-791.299 1894.5,-791.299\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" d=\"M950.5,-677C950.5,-677 857.5,-677 857.5,-677 851.5,-677 845.5,-671 845.5,-665 845.5,-665 845.5,-621 845.5,-621 845.5,-615 851.5,-609 857.5,-609 857.5,-609 950.5,-609 950.5,-609 956.5,-609 962.5,-615 962.5,-621 962.5,-621 962.5,-665 962.5,-665 962.5,-671 956.5,-677 950.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"857.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.216</text>\n",
       "<text text-anchor=\"start\" x=\"868.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.066</text>\n",
       "<text text-anchor=\"start\" x=\"859\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 496</text>\n",
       "<text text-anchor=\"start\" x=\"853.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [479, 17]</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;5 -->\n",
       "<g id=\"edge5\" class=\"edge\"><title>4&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1179.34,-713.516C1110.7,-696.186 1028.99,-675.556 972.498,-661.294\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"973.156,-657.851 962.604,-658.796 971.443,-664.638 973.156,-657.851\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g id=\"node33\" class=\"node\"><title>32</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.858824\" stroke=\"black\" d=\"M1378.5,-677C1378.5,-677 1237.5,-677 1237.5,-677 1231.5,-677 1225.5,-671 1225.5,-665 1225.5,-665 1225.5,-621 1225.5,-621 1225.5,-615 1231.5,-609 1237.5,-609 1237.5,-609 1378.5,-609 1378.5,-609 1384.5,-609 1390.5,-615 1390.5,-621 1390.5,-621 1390.5,-665 1390.5,-665 1390.5,-671 1384.5,-677 1378.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"1233.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.588</text>\n",
       "<text text-anchor=\"start\" x=\"1272.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.215</text>\n",
       "<text text-anchor=\"start\" x=\"1267\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 98</text>\n",
       "<text text-anchor=\"start\" x=\"1261\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 12]</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;32 -->\n",
       "<g id=\"edge32\" class=\"edge\"><title>4&#45;&gt;32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1308,-712.884C1308,-704.778 1308,-695.982 1308,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1311.5,-687.299 1308,-677.299 1304.5,-687.299 1311.5,-687.299\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M789,-565.5C789,-565.5 715,-565.5 715,-565.5 709,-565.5 703,-559.5 703,-553.5 703,-553.5 703,-524.5 703,-524.5 703,-518.5 709,-512.5 715,-512.5 715,-512.5 789,-512.5 789,-512.5 795,-512.5 801,-518.5 801,-524.5 801,-524.5 801,-553.5 801,-553.5 801,-559.5 795,-565.5 789,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"720\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"711\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"712.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;6 -->\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M854.65,-608.884C836.622,-596.786 816.303,-583.151 798.53,-571.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"800.284,-568.186 790.03,-565.52 796.383,-573.998 800.284,-568.186\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.968627\" stroke=\"black\" d=\"M977,-573C977,-573 831,-573 831,-573 825,-573 819,-567 819,-561 819,-561 819,-517 819,-517 819,-511 825,-505 831,-505 831,-505 977,-505 977,-505 983,-505 989,-511 989,-517 989,-517 989,-561 989,-561 989,-567 983,-573 977,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"827\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.148</text>\n",
       "<text text-anchor=\"start\" x=\"872\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.06</text>\n",
       "<text text-anchor=\"start\" x=\"859\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 486</text>\n",
       "<text text-anchor=\"start\" x=\"853.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [471, 15]</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;7 -->\n",
       "<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M904,-608.884C904,-600.778 904,-591.982 904,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"907.5,-583.299 904,-573.299 900.5,-583.299 907.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.976471\" stroke=\"black\" d=\"M660,-469C660,-469 520,-469 520,-469 514,-469 508,-463 508,-457 508,-457 508,-413 508,-413 508,-407 514,-401 520,-401 520,-401 660,-401 660,-401 666,-401 672,-407 672,-413 672,-413 672,-457 672,-457 672,-463 666,-469 660,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"516\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"554.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\n",
       "<text text-anchor=\"start\" x=\"545\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 374</text>\n",
       "<text text-anchor=\"start\" x=\"543\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [366, 8]</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;8 -->\n",
       "<g id=\"edge8\" class=\"edge\"><title>7&#45;&gt;8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M818.99,-508.012C815.958,-506.988 812.954,-505.982 810,-505 768.063,-491.067 721.383,-476.319 681.85,-464.05\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"682.811,-460.684 672.223,-461.068 680.739,-467.37 682.811,-460.684\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.933333\" stroke=\"black\" d=\"M977,-469C977,-469 831,-469 831,-469 825,-469 819,-463 819,-457 819,-457 819,-413 819,-413 819,-407 825,-401 831,-401 831,-401 977,-401 977,-401 983,-401 989,-407 989,-413 989,-413 989,-457 989,-457 989,-463 983,-469 977,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"827\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.144</text>\n",
       "<text text-anchor=\"start\" x=\"868.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
       "<text text-anchor=\"start\" x=\"859\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 112</text>\n",
       "<text text-anchor=\"start\" x=\"857\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [105, 7]</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;23 -->\n",
       "<g id=\"edge23\" class=\"edge\"><title>7&#45;&gt;23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M904,-504.884C904,-496.778 904,-487.982 904,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"907.5,-479.299 904,-469.299 900.5,-479.299 907.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" d=\"M498.5,-365C498.5,-365 211.5,-365 211.5,-365 205.5,-365 199.5,-359 199.5,-353 199.5,-353 199.5,-309 199.5,-309 199.5,-303 205.5,-297 211.5,-297 211.5,-297 498.5,-297 498.5,-297 504.5,-297 510.5,-303 510.5,-309 510.5,-309 510.5,-353 510.5,-353 510.5,-359 504.5,-365 498.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"207.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Bank transfer (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"319.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.031</text>\n",
       "<text text-anchor=\"start\" x=\"310\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 320</text>\n",
       "<text text-anchor=\"start\" x=\"308\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [315, 5]</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;9 -->\n",
       "<g id=\"edge9\" class=\"edge\"><title>8&#45;&gt;9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M513.702,-400.884C490.394,-390.767 464.609,-379.575 440.72,-369.206\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"441.884,-365.896 431.317,-365.125 439.096,-372.317 441.884,-365.896\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M629,-365C629,-365 551,-365 551,-365 545,-365 539,-359 539,-353 539,-353 539,-309 539,-309 539,-303 545,-297 551,-297 551,-297 629,-297 629,-297 635,-297 641,-303 641,-309 641,-309 641,-353 641,-353 641,-359 635,-365 629,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"550.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"554.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.105</text>\n",
       "<text text-anchor=\"start\" x=\"549\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"start\" x=\"547\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 3]</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;18 -->\n",
       "<g id=\"edge18\" class=\"edge\"><title>8&#45;&gt;18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M590,-400.884C590,-392.778 590,-383.982 590,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"593.5,-375.299 590,-365.299 586.5,-375.299 593.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.996078\" stroke=\"black\" d=\"M218,-261C218,-261 132,-261 132,-261 126,-261 120,-255 120,-249 120,-249 120,-205 120,-205 120,-199 126,-193 132,-193 132,-193 218,-193 218,-193 224,-193 230,-199 230,-205 230,-205 230,-249 230,-249 230,-255 224,-261 218,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"128.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.972</text>\n",
       "<text text-anchor=\"start\" x=\"139.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.009</text>\n",
       "<text text-anchor=\"start\" x=\"130\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 234</text>\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [233, 1]</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;10 -->\n",
       "<g id=\"edge10\" class=\"edge\"><title>9&#45;&gt;10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M296.559,-296.884C278.126,-286.438 257.671,-274.847 238.88,-264.198\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"240.517,-261.103 230.091,-259.218 237.066,-267.194 240.517,-261.103\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" d=\"M397.5,-261C397.5,-261 312.5,-261 312.5,-261 306.5,-261 300.5,-255 300.5,-249 300.5,-249 300.5,-205 300.5,-205 300.5,-199 306.5,-193 312.5,-193 312.5,-193 397.5,-193 397.5,-193 403.5,-193 409.5,-199 409.5,-205 409.5,-205 409.5,-249 409.5,-249 409.5,-255 403.5,-261 397.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"308.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.565</text>\n",
       "<text text-anchor=\"start\" x=\"319.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.089</text>\n",
       "<text text-anchor=\"start\" x=\"314\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\n",
       "<text text-anchor=\"start\" x=\"312\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [82, 4]</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;13 -->\n",
       "<g id=\"edge13\" class=\"edge\"><title>9&#45;&gt;13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M355,-296.884C355,-288.778 355,-279.982 355,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"358.5,-271.299 355,-261.299 351.5,-271.299 358.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.945098\" stroke=\"black\" d=\"M90,-149.5C90,-149.5 12,-149.5 12,-149.5 6,-149.5 7.10543e-15,-143.5 7.10543e-15,-137.5 7.10543e-15,-137.5 7.10543e-15,-108.5 7.10543e-15,-108.5 7.10543e-15,-102.5 6,-96.5 12,-96.5 12,-96.5 90,-96.5 90,-96.5 96,-96.5 102,-102.5 102,-108.5 102,-108.5 102,-137.5 102,-137.5 102,-143.5 96,-149.5 90,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"23\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
       "<text text-anchor=\"start\" x=\"10\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 1]</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;11 -->\n",
       "<g id=\"edge11\" class=\"edge\"><title>10&#45;&gt;11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M134.741,-192.884C120.301,-181.006 104.06,-167.646 89.7512,-155.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"91.9706,-153.17 82.0242,-149.52 87.5237,-158.576 91.9706,-153.17\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M218,-149.5C218,-149.5 132,-149.5 132,-149.5 126,-149.5 120,-143.5 120,-137.5 120,-137.5 120,-108.5 120,-108.5 120,-102.5 126,-96.5 132,-96.5 132,-96.5 218,-96.5 218,-96.5 224,-96.5 230,-102.5 230,-108.5 230,-108.5 230,-137.5 230,-137.5 230,-143.5 224,-149.5 218,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"147\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"130\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 215</text>\n",
       "<text text-anchor=\"start\" x=\"128\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [215, 0]</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;12 -->\n",
       "<g id=\"edge12\" class=\"edge\"><title>10&#45;&gt;12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M175,-192.884C175,-182.326 175,-170.597 175,-159.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"178.5,-159.52 175,-149.52 171.5,-159.52 178.5,-159.52\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M338,-149.5C338,-149.5 260,-149.5 260,-149.5 254,-149.5 248,-143.5 248,-137.5 248,-137.5 248,-108.5 248,-108.5 248,-102.5 254,-96.5 260,-96.5 260,-96.5 338,-96.5 338,-96.5 344,-96.5 350,-102.5 350,-108.5 350,-108.5 350,-137.5 350,-137.5 350,-143.5 344,-149.5 338,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"263.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"258\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"256\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 2]</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;14 -->\n",
       "<g id=\"edge14\" class=\"edge\"><title>13&#45;&gt;14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M336.818,-192.884C330.78,-181.886 324.045,-169.617 317.95,-158.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"320.892,-156.601 313.011,-149.52 314.756,-159.97 320.892,-156.601\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.972549\" stroke=\"black\" d=\"M526,-157C526,-157 380,-157 380,-157 374,-157 368,-151 368,-145 368,-145 368,-101 368,-101 368,-95 374,-89 380,-89 380,-89 526,-89 526,-89 532,-89 538,-95 538,-101 538,-101 538,-145 538,-145 538,-151 532,-157 526,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"376\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.462</text>\n",
       "<text text-anchor=\"start\" x=\"417.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.054</text>\n",
       "<text text-anchor=\"start\" x=\"412\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\n",
       "<text text-anchor=\"start\" x=\"410\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 2]</text>\n",
       "</g>\n",
       "<!-- 13&#45;&gt;15 -->\n",
       "<g id=\"edge15\" class=\"edge\"><title>13&#45;&gt;15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M386.818,-192.884C395.461,-183.887 404.922,-174.041 413.917,-164.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"416.602,-166.935 421.006,-157.299 411.554,-162.086 416.602,-166.935\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M432,-53C432,-53 354,-53 354,-53 348,-53 342,-47 342,-41 342,-41 342,-12 342,-12 342,-6 348,-0 354,-0 354,-0 432,-0 432,-0 438,-0 444,-6 444,-12 444,-12 444,-41 444,-41 444,-47 438,-53 432,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"365\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"352\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
       "<text text-anchor=\"start\" x=\"350\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 0]</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;16 -->\n",
       "<g id=\"edge16\" class=\"edge\"><title>15&#45;&gt;16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M432.015,-88.9485C426.439,-80.1664 420.405,-70.6629 414.787,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"417.656,-59.8028 409.341,-53.2367 411.746,-63.5549 417.656,-59.8028\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M552,-53C552,-53 474,-53 474,-53 468,-53 462,-47 462,-41 462,-41 462,-12 462,-12 462,-6 468,-0 474,-0 474,-0 552,-0 552,-0 558,-0 564,-6 564,-12 564,-12 564,-41 564,-41 564,-47 558,-53 552,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"477.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.102</text>\n",
       "<text text-anchor=\"start\" x=\"472\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"470\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 2]</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;17 -->\n",
       "<g id=\"edge17\" class=\"edge\"><title>15&#45;&gt;17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M473.985,-88.9485C479.561,-80.1664 485.595,-70.6629 491.213,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"494.254,-63.5549 496.659,-53.2367 488.344,-59.8028 494.254,-63.5549\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M570,-253.5C570,-253.5 492,-253.5 492,-253.5 486,-253.5 480,-247.5 480,-241.5 480,-241.5 480,-212.5 480,-212.5 480,-206.5 486,-200.5 492,-200.5 492,-200.5 570,-200.5 570,-200.5 576,-200.5 582,-206.5 582,-212.5 582,-212.5 582,-241.5 582,-241.5 582,-247.5 576,-253.5 570,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"503\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"490\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"488\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 0]</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g id=\"edge19\" class=\"edge\"><title>18&#45;&gt;19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M570.844,-296.884C564.419,-285.776 557.245,-273.372 550.773,-262.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"553.798,-260.424 545.762,-253.52 547.739,-263.929 553.798,-260.424\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g id=\"node21\" class=\"node\"><title>20</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.878431\" stroke=\"black\" d=\"M692,-261C692,-261 612,-261 612,-261 606,-261 600,-255 600,-249 600,-249 600,-205 600,-205 600,-199 606,-193 612,-193 612,-193 692,-193 692,-193 698,-193 704,-199 704,-205 704,-205 704,-249 704,-249 704,-255 698,-261 692,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"608\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.677</text>\n",
       "<text text-anchor=\"start\" x=\"616.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.191</text>\n",
       "<text text-anchor=\"start\" x=\"611\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"609\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 3]</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;20 -->\n",
       "<g id=\"edge20\" class=\"edge\"><title>18&#45;&gt;20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M610.13,-296.884C615.327,-288.332 620.992,-279.013 626.427,-270.072\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"629.556,-271.663 631.759,-261.299 623.574,-268.027 629.556,-271.663\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g id=\"node22\" class=\"node\"><title>21</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.784314\" stroke=\"black\" d=\"M646,-149.5C646,-149.5 568,-149.5 568,-149.5 562,-149.5 556,-143.5 556,-137.5 556,-137.5 556,-108.5 556,-108.5 556,-102.5 562,-96.5 568,-96.5 568,-96.5 646,-96.5 646,-96.5 652,-96.5 658,-102.5 658,-108.5 658,-108.5 658,-137.5 658,-137.5 658,-143.5 652,-149.5 646,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"571.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.291</text>\n",
       "<text text-anchor=\"start\" x=\"566\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"564\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 3]</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g id=\"edge21\" class=\"edge\"><title>20&#45;&gt;21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M637.39,-192.884C632.586,-181.996 627.234,-169.863 622.375,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625.497,-157.256 618.259,-149.52 619.093,-160.082 625.497,-157.256\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g id=\"node23\" class=\"node\"><title>22</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M766,-149.5C766,-149.5 688,-149.5 688,-149.5 682,-149.5 676,-143.5 676,-137.5 676,-137.5 676,-108.5 676,-108.5 676,-102.5 682,-96.5 688,-96.5 688,-96.5 766,-96.5 766,-96.5 772,-96.5 778,-102.5 778,-108.5 778,-108.5 778,-137.5 778,-137.5 778,-143.5 772,-149.5 766,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"699\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"686\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"684\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;22 -->\n",
       "<g id=\"edge22\" class=\"edge\"><title>20&#45;&gt;22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M676.35,-192.884C684.599,-181.666 693.819,-169.126 702.109,-157.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"705.131,-159.65 708.235,-149.52 699.492,-155.503 705.131,-159.65\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M864.5,-357.5C864.5,-357.5 793.5,-357.5 793.5,-357.5 787.5,-357.5 781.5,-351.5 781.5,-345.5 781.5,-345.5 781.5,-316.5 781.5,-316.5 781.5,-310.5 787.5,-304.5 793.5,-304.5 793.5,-304.5 864.5,-304.5 864.5,-304.5 870.5,-304.5 876.5,-310.5 876.5,-316.5 876.5,-316.5 876.5,-345.5 876.5,-345.5 876.5,-351.5 870.5,-357.5 864.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"801\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"791.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"789.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;24 -->\n",
       "<g id=\"edge24\" class=\"edge\"><title>23&#45;&gt;24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M879.65,-400.884C871.401,-389.666 862.181,-377.126 853.891,-365.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"856.508,-363.503 847.765,-357.52 850.869,-367.65 856.508,-363.503\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g id=\"node26\" class=\"node\"><title>25</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M993,-365C993,-365 907,-365 907,-365 901,-365 895,-359 895,-353 895,-353 895,-309 895,-309 895,-303 901,-297 907,-297 907,-297 993,-297 993,-297 999,-297 1005,-303 1005,-309 1005,-309 1005,-353 1005,-353 1005,-359 999,-365 993,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"909.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.25</text>\n",
       "<text text-anchor=\"start\" x=\"914.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.102</text>\n",
       "<text text-anchor=\"start\" x=\"905\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 111</text>\n",
       "<text text-anchor=\"start\" x=\"903\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [105, 6]</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;25 -->\n",
       "<g id=\"edge25\" class=\"edge\"><title>23&#45;&gt;25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M918.935,-400.884C922.711,-392.511 926.819,-383.401 930.774,-374.631\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"934.062,-375.854 934.983,-365.299 927.681,-372.976 934.062,-375.854\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g id=\"node27\" class=\"node\"><title>26</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.807843\" stroke=\"black\" d=\"M984,-261C984,-261 904,-261 904,-261 898,-261 892,-255 892,-249 892,-249 892,-205 892,-205 892,-199 898,-193 904,-193 904,-193 984,-193 984,-193 990,-193 996,-199 996,-205 996,-205 996,-249 996,-249 996,-255 990,-261 984,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"900\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.209</text>\n",
       "<text text-anchor=\"start\" x=\"908.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.272</text>\n",
       "<text text-anchor=\"start\" x=\"903\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"901\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 6]</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;26 -->\n",
       "<g id=\"edge26\" class=\"edge\"><title>25&#45;&gt;26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M948.052,-296.884C947.575,-288.778 947.058,-279.982 946.557,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"950.04,-271.077 945.959,-261.299 943.052,-271.488 950.04,-271.077\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1104,-253.5C1104,-253.5 1026,-253.5 1026,-253.5 1020,-253.5 1014,-247.5 1014,-241.5 1014,-241.5 1014,-212.5 1014,-212.5 1014,-206.5 1020,-200.5 1026,-200.5 1026,-200.5 1104,-200.5 1104,-200.5 1110,-200.5 1116,-206.5 1116,-212.5 1116,-212.5 1116,-241.5 1116,-241.5 1116,-247.5 1110,-253.5 1104,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1037\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1024\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 74</text>\n",
       "<text text-anchor=\"start\" x=\"1022\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 0]</text>\n",
       "</g>\n",
       "<!-- 25&#45;&gt;31 -->\n",
       "<g id=\"edge31\" class=\"edge\"><title>25&#45;&gt;31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M987.337,-296.884C1000.6,-285.116 1015.51,-271.894 1028.69,-260.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1031.07,-262.774 1036.23,-253.52 1026.42,-257.537 1031.07,-262.774\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g id=\"node28\" class=\"node\"><title>27</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.866667\" stroke=\"black\" d=\"M1022,-157C1022,-157 808,-157 808,-157 802,-157 796,-151 796,-145 796,-145 796,-101 796,-101 796,-95 802,-89 808,-89 808,-89 1022,-89 1022,-89 1028,-89 1034,-95 1034,-101 1034,-101 1034,-145 1034,-145 1034,-151 1028,-157 1022,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"804\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"879.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.208</text>\n",
       "<text text-anchor=\"start\" x=\"874\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
       "<text text-anchor=\"start\" x=\"872\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 4]</text>\n",
       "</g>\n",
       "<!-- 26&#45;&gt;27 -->\n",
       "<g id=\"edge27\" class=\"edge\"><title>26&#45;&gt;27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M934.585,-192.884C932.255,-184.689 929.724,-175.789 927.28,-167.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"930.569,-165.961 924.467,-157.299 923.836,-167.875 930.569,-165.961\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M1135.5,-149.5C1135.5,-149.5 1064.5,-149.5 1064.5,-149.5 1058.5,-149.5 1052.5,-143.5 1052.5,-137.5 1052.5,-137.5 1052.5,-108.5 1052.5,-108.5 1052.5,-102.5 1058.5,-96.5 1064.5,-96.5 1064.5,-96.5 1135.5,-96.5 1135.5,-96.5 1141.5,-96.5 1147.5,-102.5 1147.5,-108.5 1147.5,-108.5 1147.5,-137.5 1147.5,-137.5 1147.5,-143.5 1141.5,-149.5 1135.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1064.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"1062.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1060.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "</g>\n",
       "<!-- 26&#45;&gt;30 -->\n",
       "<g id=\"edge30\" class=\"edge\"><title>26&#45;&gt;30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M994.649,-192.884C1013.15,-180.786 1034,-167.151 1052.25,-155.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1054.52,-157.922 1060.97,-149.52 1050.68,-152.063 1054.52,-157.922\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g id=\"node29\" class=\"node\"><title>28</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" d=\"M895,-53C895,-53 817,-53 817,-53 811,-53 805,-47 805,-41 805,-41 805,-12 805,-12 805,-6 811,-0 817,-0 817,-0 895,-0 895,-0 901,-0 907,-6 907,-12 907,-12 907,-41 907,-41 907,-47 901,-53 895,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"820.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.083</text>\n",
       "<text text-anchor=\"start\" x=\"815\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"813\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 1]</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;28 -->\n",
       "<g id=\"edge28\" class=\"edge\"><title>27&#45;&gt;28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M894.365,-88.9485C888.882,-80.1664 882.948,-70.6629 877.424,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"880.333,-59.8656 872.068,-53.2367 874.396,-63.5728 880.333,-59.8656\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g id=\"node30\" class=\"node\"><title>29</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M1011,-53C1011,-53 937,-53 937,-53 931,-53 925,-47 925,-41 925,-41 925,-12 925,-12 925,-6 931,-0 937,-0 937,-0 1011,-0 1011,-0 1017,-0 1023,-6 1023,-12 1023,-12 1023,-41 1023,-41 1023,-47 1017,-53 1011,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"938.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"933\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"934.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 3]</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;29 -->\n",
       "<g id=\"edge29\" class=\"edge\"><title>27&#45;&gt;29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M935.635,-88.9485C941.118,-80.1664 947.052,-70.6629 952.576,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"955.604,-63.5728 957.932,-53.2367 949.667,-59.8656 955.604,-63.5728\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g id=\"node34\" class=\"node\"><title>33</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.913725\" stroke=\"black\" d=\"M1273.5,-573C1273.5,-573 1188.5,-573 1188.5,-573 1182.5,-573 1176.5,-567 1176.5,-561 1176.5,-561 1176.5,-517 1176.5,-517 1176.5,-511 1182.5,-505 1188.5,-505 1188.5,-505 1273.5,-505 1273.5,-505 1279.5,-505 1285.5,-511 1285.5,-517 1285.5,-517 1285.5,-561 1285.5,-561 1285.5,-567 1279.5,-573 1273.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"1184.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.809</text>\n",
       "<text text-anchor=\"start\" x=\"1195.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.147</text>\n",
       "<text text-anchor=\"start\" x=\"1190\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 75</text>\n",
       "<text text-anchor=\"start\" x=\"1188\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 6]</text>\n",
       "</g>\n",
       "<!-- 32&#45;&gt;33 -->\n",
       "<g id=\"edge33\" class=\"edge\"><title>32&#45;&gt;33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1283,-608.884C1276.41,-600.154 1269.22,-590.625 1262.34,-581.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1264.96,-579.172 1256.14,-573.299 1259.37,-583.389 1264.96,-579.172\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g id=\"node43\" class=\"node\"><title>42</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.647059\" stroke=\"black\" d=\"M1435,-573C1435,-573 1335,-573 1335,-573 1329,-573 1323,-567 1323,-561 1323,-561 1323,-517 1323,-517 1323,-511 1329,-505 1335,-505 1335,-505 1435,-505 1435,-505 1441,-505 1447,-511 1447,-517 1447,-517 1447,-561 1447,-561 1447,-567 1441,-573 1435,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"1331\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1349.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.386</text>\n",
       "<text text-anchor=\"start\" x=\"1344\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"1342\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 6]</text>\n",
       "</g>\n",
       "<!-- 32&#45;&gt;42 -->\n",
       "<g id=\"edge42\" class=\"edge\"><title>32&#45;&gt;42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1333,-608.884C1339.59,-600.154 1346.78,-590.625 1353.66,-581.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1356.63,-583.389 1359.86,-573.299 1351.04,-579.172 1356.63,-583.389\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g id=\"node35\" class=\"node\"><title>34</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M1116,-461.5C1116,-461.5 1042,-461.5 1042,-461.5 1036,-461.5 1030,-455.5 1030,-449.5 1030,-449.5 1030,-420.5 1030,-420.5 1030,-414.5 1036,-408.5 1042,-408.5 1042,-408.5 1116,-408.5 1116,-408.5 1122,-408.5 1128,-414.5 1128,-420.5 1128,-420.5 1128,-449.5 1128,-449.5 1128,-455.5 1122,-461.5 1116,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1043.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"1038\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"1039.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 3]</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;34 -->\n",
       "<g id=\"edge34\" class=\"edge\"><title>33&#45;&gt;34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1181.65,-504.884C1163.62,-492.786 1143.3,-479.151 1125.53,-467.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1127.28,-464.186 1117.03,-461.52 1123.38,-469.998 1127.28,-464.186\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g id=\"node36\" class=\"node\"><title>35</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" d=\"M1304,-469C1304,-469 1158,-469 1158,-469 1152,-469 1146,-463 1146,-457 1146,-457 1146,-413 1146,-413 1146,-407 1152,-401 1158,-401 1158,-401 1304,-401 1304,-401 1310,-401 1316,-407 1316,-413 1316,-413 1316,-457 1316,-457 1316,-463 1310,-469 1304,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"1154\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.721</text>\n",
       "<text text-anchor=\"start\" x=\"1195.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.089</text>\n",
       "<text text-anchor=\"start\" x=\"1190\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 64</text>\n",
       "<text text-anchor=\"start\" x=\"1188\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [61, 3]</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;35 -->\n",
       "<g id=\"edge35\" class=\"edge\"><title>33&#45;&gt;35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1231,-504.884C1231,-496.778 1231,-487.982 1231,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1234.5,-479.299 1231,-469.299 1227.5,-479.299 1234.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g id=\"node37\" class=\"node\"><title>36</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M1288,-365C1288,-365 1142,-365 1142,-365 1136,-365 1130,-359 1130,-353 1130,-353 1130,-309 1130,-309 1130,-303 1136,-297 1142,-297 1142,-297 1288,-297 1288,-297 1294,-297 1300,-303 1300,-309 1300,-309 1300,-353 1300,-353 1300,-359 1294,-365 1288,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"1138\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.779</text>\n",
       "<text text-anchor=\"start\" x=\"1179.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"1174\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"start\" x=\"1172\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 3]</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;36 -->\n",
       "<g id=\"edge36\" class=\"edge\"><title>35&#45;&gt;36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1225.81,-400.884C1224.52,-392.689 1223.12,-383.789 1221.78,-375.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1225.23,-374.636 1220.22,-365.299 1218.32,-375.721 1225.23,-374.636\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g id=\"node42\" class=\"node\"><title>41</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1408,-357.5C1408,-357.5 1330,-357.5 1330,-357.5 1324,-357.5 1318,-351.5 1318,-345.5 1318,-345.5 1318,-316.5 1318,-316.5 1318,-310.5 1324,-304.5 1330,-304.5 1330,-304.5 1408,-304.5 1408,-304.5 1414,-304.5 1420,-310.5 1420,-316.5 1420,-316.5 1420,-345.5 1420,-345.5 1420,-351.5 1414,-357.5 1408,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1341\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1328\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"1326\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 0]</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;41 -->\n",
       "<g id=\"edge41\" class=\"edge\"><title>35&#45;&gt;41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1275.8,-400.884C1292.02,-388.896 1310.28,-375.399 1326.32,-363.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1328.51,-366.279 1334.47,-357.52 1324.35,-360.649 1328.51,-366.279\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g id=\"node38\" class=\"node\"><title>37</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\" d=\"M1254,-261C1254,-261 1176,-261 1176,-261 1170,-261 1164,-255 1164,-249 1164,-249 1164,-205 1164,-205 1164,-199 1170,-193 1176,-193 1176,-193 1254,-193 1254,-193 1260,-193 1266,-199 1266,-205 1266,-205 1266,-249 1266,-249 1266,-255 1260,-261 1254,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"1175.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1179.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
       "<text text-anchor=\"start\" x=\"1174\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"1172\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 2]</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g id=\"edge37\" class=\"edge\"><title>36&#45;&gt;37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1215,-296.884C1215,-288.778 1215,-279.982 1215,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1218.5,-271.299 1215,-261.299 1211.5,-271.299 1218.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g id=\"node41\" class=\"node\"><title>40</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1367.5,-253.5C1367.5,-253.5 1296.5,-253.5 1296.5,-253.5 1290.5,-253.5 1284.5,-247.5 1284.5,-241.5 1284.5,-241.5 1284.5,-212.5 1284.5,-212.5 1284.5,-206.5 1290.5,-200.5 1296.5,-200.5 1296.5,-200.5 1367.5,-200.5 1367.5,-200.5 1373.5,-200.5 1379.5,-206.5 1379.5,-212.5 1379.5,-212.5 1379.5,-241.5 1379.5,-241.5 1379.5,-247.5 1373.5,-253.5 1367.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1304\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1294.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1292.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;40 -->\n",
       "<g id=\"edge40\" class=\"edge\"><title>36&#45;&gt;40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1252.99,-296.884C1266.48,-285.116 1281.65,-271.894 1295.06,-260.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1297.49,-262.73 1302.73,-253.52 1292.89,-257.453 1297.49,-262.73\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g id=\"node39\" class=\"node\"><title>38</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M1252,-149.5C1252,-149.5 1178,-149.5 1178,-149.5 1172,-149.5 1166,-143.5 1166,-137.5 1166,-137.5 1166,-108.5 1166,-108.5 1166,-102.5 1172,-96.5 1178,-96.5 1178,-96.5 1252,-96.5 1252,-96.5 1258,-96.5 1264,-102.5 1264,-108.5 1264,-108.5 1264,-137.5 1264,-137.5 1264,-143.5 1258,-149.5 1252,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1183\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"1174\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"1175.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;38 -->\n",
       "<g id=\"edge38\" class=\"edge\"><title>37&#45;&gt;38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1215,-192.884C1215,-182.326 1215,-170.597 1215,-159.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1218.5,-159.52 1215,-149.52 1211.5,-159.52 1218.5,-159.52\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1372,-149.5C1372,-149.5 1294,-149.5 1294,-149.5 1288,-149.5 1282,-143.5 1282,-137.5 1282,-137.5 1282,-108.5 1282,-108.5 1282,-102.5 1288,-96.5 1294,-96.5 1294,-96.5 1372,-96.5 1372,-96.5 1378,-96.5 1384,-102.5 1384,-108.5 1384,-108.5 1384,-137.5 1384,-137.5 1384,-143.5 1378,-149.5 1372,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1305\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1292\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"1290\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 0]</text>\n",
       "</g>\n",
       "<!-- 37&#45;&gt;39 -->\n",
       "<g id=\"edge39\" class=\"edge\"><title>37&#45;&gt;39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1253.31,-192.884C1266.92,-181.116 1282.22,-167.894 1295.75,-156.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1298.2,-158.707 1303.48,-149.52 1293.62,-153.412 1298.2,-158.707\"/>\n",
       "</g>\n",
       "<!-- 43 -->\n",
       "<g id=\"node44\" class=\"node\"><title>43</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.929412\" stroke=\"black\" d=\"M1424,-461.5C1424,-461.5 1346,-461.5 1346,-461.5 1340,-461.5 1334,-455.5 1334,-449.5 1334,-449.5 1334,-420.5 1334,-420.5 1334,-414.5 1340,-408.5 1346,-408.5 1346,-408.5 1424,-408.5 1424,-408.5 1430,-408.5 1436,-414.5 1436,-420.5 1436,-420.5 1436,-449.5 1436,-449.5 1436,-455.5 1430,-461.5 1424,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1349.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"start\" x=\"1344\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"1342\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 1]</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;43 -->\n",
       "<g id=\"edge43\" class=\"edge\"><title>42&#45;&gt;43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1385,-504.884C1385,-494.326 1385,-482.597 1385,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1388.5,-471.52 1385,-461.52 1381.5,-471.52 1388.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.400000\" stroke=\"black\" d=\"M1537.5,-461.5C1537.5,-461.5 1466.5,-461.5 1466.5,-461.5 1460.5,-461.5 1454.5,-455.5 1454.5,-449.5 1454.5,-449.5 1454.5,-420.5 1454.5,-420.5 1454.5,-414.5 1460.5,-408.5 1466.5,-408.5 1466.5,-408.5 1537.5,-408.5 1537.5,-408.5 1543.5,-408.5 1549.5,-414.5 1549.5,-420.5 1549.5,-420.5 1549.5,-449.5 1549.5,-449.5 1549.5,-455.5 1543.5,-461.5 1537.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1466.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"1464.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"1462.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 5]</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;44 -->\n",
       "<g id=\"edge44\" class=\"edge\"><title>42&#45;&gt;44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1422.99,-504.884C1436.48,-493.116 1451.65,-479.894 1465.06,-468.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1467.49,-470.73 1472.73,-461.52 1462.89,-465.453 1467.49,-470.73\"/>\n",
       "</g>\n",
       "<!-- 46 -->\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" d=\"M1854.5,-677C1854.5,-677 1761.5,-677 1761.5,-677 1755.5,-677 1749.5,-671 1749.5,-665 1749.5,-665 1749.5,-621 1749.5,-621 1749.5,-615 1755.5,-609 1761.5,-609 1761.5,-609 1854.5,-609 1854.5,-609 1860.5,-609 1866.5,-615 1866.5,-621 1866.5,-621 1866.5,-665 1866.5,-665 1866.5,-671 1860.5,-677 1854.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"1761.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.809</text>\n",
       "<text text-anchor=\"start\" x=\"1772.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.308</text>\n",
       "<text text-anchor=\"start\" x=\"1763\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 126</text>\n",
       "<text text-anchor=\"start\" x=\"1757.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [102, 24]</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;46 -->\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1864.05,-712.884C1856.88,-704.065 1849.04,-694.43 1841.55,-685.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1844.12,-682.847 1835.1,-677.299 1838.69,-687.265 1844.12,-682.847\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.886275\" stroke=\"black\" d=\"M2088,-677C2088,-677 1934,-677 1934,-677 1928,-677 1922,-671 1922,-665 1922,-665 1922,-621 1922,-621 1922,-615 1928,-609 1934,-609 1934,-609 2088,-609 2088,-609 2094,-609 2100,-615 2100,-621 2100,-621 2100,-665 2100,-665 2100,-671 2094,-677 2088,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"1930\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1975.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.183</text>\n",
       "<text text-anchor=\"start\" x=\"1966\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 118</text>\n",
       "<text text-anchor=\"start\" x=\"1960.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 12]</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;61 -->\n",
       "<g id=\"edge61\" class=\"edge\"><title>45&#45;&gt;61</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1929.96,-712.884C1940.86,-703.62 1952.82,-693.455 1964.12,-683.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1966.47,-686.443 1971.82,-677.299 1961.94,-681.109 1966.47,-686.443\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g id=\"node48\" class=\"node\"><title>47</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M1719.5,-565.5C1719.5,-565.5 1648.5,-565.5 1648.5,-565.5 1642.5,-565.5 1636.5,-559.5 1636.5,-553.5 1636.5,-553.5 1636.5,-524.5 1636.5,-524.5 1636.5,-518.5 1642.5,-512.5 1648.5,-512.5 1648.5,-512.5 1719.5,-512.5 1719.5,-512.5 1725.5,-512.5 1731.5,-518.5 1731.5,-524.5 1731.5,-524.5 1731.5,-553.5 1731.5,-553.5 1731.5,-559.5 1725.5,-565.5 1719.5,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1648.5\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"1646.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"1644.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;47 -->\n",
       "<g id=\"edge47\" class=\"edge\"><title>46&#45;&gt;47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1767.74,-608.884C1753.3,-597.006 1737.06,-583.646 1722.75,-571.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1724.97,-569.17 1715.02,-565.52 1720.52,-574.576 1724.97,-569.17\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g id=\"node49\" class=\"node\"><title>48</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.780392\" stroke=\"black\" d=\"M1854.5,-573C1854.5,-573 1761.5,-573 1761.5,-573 1755.5,-573 1749.5,-567 1749.5,-561 1749.5,-561 1749.5,-517 1749.5,-517 1749.5,-511 1755.5,-505 1761.5,-505 1761.5,-505 1854.5,-505 1854.5,-505 1860.5,-505 1866.5,-511 1866.5,-517 1866.5,-517 1866.5,-561 1866.5,-561 1866.5,-567 1860.5,-573 1854.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"1764\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.308</text>\n",
       "<text text-anchor=\"start\" x=\"1772.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.294</text>\n",
       "<text text-anchor=\"start\" x=\"1763\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 123</text>\n",
       "<text text-anchor=\"start\" x=\"1757.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [101, 22]</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;48 -->\n",
       "<g id=\"edge48\" class=\"edge\"><title>46&#45;&gt;48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1808,-608.884C1808,-600.778 1808,-591.982 1808,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1811.5,-583.299 1808,-573.299 1804.5,-583.299 1811.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 49 -->\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.819608\" stroke=\"black\" d=\"M1729,-469C1729,-469 1591,-469 1591,-469 1585,-469 1579,-463 1579,-457 1579,-457 1579,-413 1579,-413 1579,-407 1585,-401 1591,-401 1591,-401 1729,-401 1729,-401 1735,-401 1741,-407 1741,-413 1741,-413 1741,-457 1741,-457 1741,-463 1735,-469 1729,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"1587\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.69</text>\n",
       "<text text-anchor=\"start\" x=\"1624.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.259</text>\n",
       "<text text-anchor=\"start\" x=\"1615\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 111</text>\n",
       "<text text-anchor=\"start\" x=\"1613\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [94, 17]</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;49 -->\n",
       "<g id=\"edge49\" class=\"edge\"><title>48&#45;&gt;49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1759.95,-504.884C1746.05,-495.304 1730.75,-484.761 1716.39,-474.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1718.28,-471.918 1708.06,-469.125 1714.31,-477.681 1718.28,-471.918\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.286275\" stroke=\"black\" d=\"M1845,-461.5C1845,-461.5 1771,-461.5 1771,-461.5 1765,-461.5 1759,-455.5 1759,-449.5 1759,-449.5 1759,-420.5 1759,-420.5 1759,-414.5 1765,-408.5 1771,-408.5 1771,-408.5 1845,-408.5 1845,-408.5 1851,-408.5 1857,-414.5 1857,-420.5 1857,-420.5 1857,-449.5 1857,-449.5 1857,-455.5 1851,-461.5 1845,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1772.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.486</text>\n",
       "<text text-anchor=\"start\" x=\"1767\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"1768.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 5]</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;60 -->\n",
       "<g id=\"edge60\" class=\"edge\"><title>48&#45;&gt;60</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1808,-504.884C1808,-494.326 1808,-482.597 1808,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1811.5,-471.52 1808,-461.52 1804.5,-471.52 1811.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g id=\"node51\" class=\"node\"><title>50</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1521.5,-357.5C1521.5,-357.5 1450.5,-357.5 1450.5,-357.5 1444.5,-357.5 1438.5,-351.5 1438.5,-345.5 1438.5,-345.5 1438.5,-316.5 1438.5,-316.5 1438.5,-310.5 1444.5,-304.5 1450.5,-304.5 1450.5,-304.5 1521.5,-304.5 1521.5,-304.5 1527.5,-304.5 1533.5,-310.5 1533.5,-316.5 1533.5,-316.5 1533.5,-345.5 1533.5,-345.5 1533.5,-351.5 1527.5,-357.5 1521.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1458\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1448.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"1446.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;50 -->\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1603.51,-400.884C1582.59,-388.621 1558.98,-374.779 1538.43,-362.737\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1539.93,-359.558 1529.53,-357.52 1536.39,-365.597 1539.93,-359.558\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M1778,-365C1778,-365 1564,-365 1564,-365 1558,-365 1552,-359 1552,-353 1552,-353 1552,-309 1552,-309 1552,-303 1558,-297 1564,-297 1564,-297 1778,-297 1778,-297 1784,-297 1790,-303 1790,-309 1790,-309 1790,-353 1790,-353 1790,-359 1784,-365 1778,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"1560\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1635.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.249</text>\n",
       "<text text-anchor=\"start\" x=\"1626\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 110</text>\n",
       "<text text-anchor=\"start\" x=\"1624\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [94, 16]</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;51 -->\n",
       "<g id=\"edge51\" class=\"edge\"><title>49&#45;&gt;51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1663.57,-400.884C1664.45,-392.778 1665.39,-383.982 1666.31,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1669.82,-375.617 1667.41,-365.299 1662.86,-374.866 1669.82,-375.617\"/>\n",
       "</g>\n",
       "<!-- 52 -->\n",
       "<g id=\"node53\" class=\"node\"><title>52</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.862745\" stroke=\"black\" d=\"M1668.5,-261C1668.5,-261 1435.5,-261 1435.5,-261 1429.5,-261 1423.5,-255 1423.5,-249 1423.5,-249 1423.5,-205 1423.5,-205 1423.5,-199 1429.5,-193 1435.5,-193 1435.5,-193 1668.5,-193 1668.5,-193 1674.5,-193 1680.5,-199 1680.5,-205 1680.5,-205 1680.5,-249 1680.5,-249 1680.5,-255 1674.5,-261 1668.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"1431.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1516.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.211</text>\n",
       "<text text-anchor=\"start\" x=\"1511\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 92</text>\n",
       "<text text-anchor=\"start\" x=\"1505\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 11]</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;52 -->\n",
       "<g id=\"edge52\" class=\"edge\"><title>51&#45;&gt;52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1632.36,-296.884C1621.56,-287.62 1609.7,-277.455 1598.49,-267.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1600.72,-265.15 1590.85,-261.299 1596.16,-270.465 1600.72,-265.15\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.615686\" stroke=\"black\" d=\"M1789,-253.5C1789,-253.5 1711,-253.5 1711,-253.5 1705,-253.5 1699,-247.5 1699,-241.5 1699,-241.5 1699,-212.5 1699,-212.5 1699,-206.5 1705,-200.5 1711,-200.5 1711,-200.5 1789,-200.5 1789,-200.5 1795,-200.5 1801,-206.5 1801,-212.5 1801,-212.5 1801,-241.5 1801,-241.5 1801,-247.5 1795,-253.5 1789,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1714.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.401</text>\n",
       "<text text-anchor=\"start\" x=\"1709\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"1707\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 5]</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;59 -->\n",
       "<g id=\"edge59\" class=\"edge\"><title>51&#45;&gt;59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1696.65,-296.884C1705.42,-285.556 1715.24,-272.88 1724.04,-261.521\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1726.88,-263.569 1730.23,-253.52 1721.34,-259.283 1726.88,-263.569\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g id=\"node54\" class=\"node\"><title>53</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.933333\" stroke=\"black\" d=\"M1563.5,-157C1563.5,-157 1456.5,-157 1456.5,-157 1450.5,-157 1444.5,-151 1444.5,-145 1444.5,-145 1444.5,-101 1444.5,-101 1444.5,-95 1450.5,-89 1456.5,-89 1456.5,-89 1563.5,-89 1563.5,-89 1569.5,-89 1575.5,-95 1575.5,-101 1575.5,-101 1575.5,-145 1575.5,-145 1575.5,-151 1569.5,-157 1563.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"1452.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1474.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.119</text>\n",
       "<text text-anchor=\"start\" x=\"1469\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\n",
       "<text text-anchor=\"start\" x=\"1467\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 4]</text>\n",
       "</g>\n",
       "<!-- 52&#45;&gt;53 -->\n",
       "<g id=\"edge53\" class=\"edge\"><title>52&#45;&gt;53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1538.36,-192.884C1534.92,-184.511 1531.17,-175.401 1527.55,-166.631\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1530.76,-165.214 1523.71,-157.299 1524.28,-167.879 1530.76,-165.214\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g id=\"node57\" class=\"node\"><title>56</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.682353\" stroke=\"black\" d=\"M1684,-157C1684,-157 1606,-157 1606,-157 1600,-157 1594,-151 1594,-145 1594,-145 1594,-101 1594,-101 1594,-95 1600,-89 1606,-89 1606,-89 1684,-89 1684,-89 1690,-89 1696,-95 1696,-101 1696,-101 1696,-145 1696,-145 1696,-151 1690,-157 1684,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"1605.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"1609.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.366</text>\n",
       "<text text-anchor=\"start\" x=\"1604\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\n",
       "<text text-anchor=\"start\" x=\"1602\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 7]</text>\n",
       "</g>\n",
       "<!-- 52&#45;&gt;56 -->\n",
       "<g id=\"edge56\" class=\"edge\"><title>52&#45;&gt;56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1582.19,-192.884C1590.32,-183.976 1599.2,-174.235 1607.66,-164.957\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1610.49,-167.047 1614.64,-157.299 1605.31,-162.331 1610.49,-167.047\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" d=\"M1436,-53C1436,-53 1358,-53 1358,-53 1352,-53 1346,-47 1346,-41 1346,-41 1346,-12 1346,-12 1346,-6 1352,-0 1358,-0 1358,-0 1436,-0 1436,-0 1442,-0 1448,-6 1448,-12 1448,-12 1448,-41 1448,-41 1448,-47 1442,-53 1436,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"1361.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.069</text>\n",
       "<text text-anchor=\"start\" x=\"1356\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\n",
       "<text text-anchor=\"start\" x=\"1354\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 2]</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;54 -->\n",
       "<g id=\"edge54\" class=\"edge\"><title>53&#45;&gt;54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1470.48,-88.9485C1459.21,-79.526 1446.95,-69.2731 1435.73,-59.8906\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1437.69,-56.967 1427.78,-53.2367 1433.2,-62.3368 1437.69,-56.967\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\" d=\"M1549.5,-53C1549.5,-53 1478.5,-53 1478.5,-53 1472.5,-53 1466.5,-47 1466.5,-41 1466.5,-41 1466.5,-12 1466.5,-12 1466.5,-6 1472.5,-0 1478.5,-0 1478.5,-0 1549.5,-0 1549.5,-0 1555.5,-0 1561.5,-6 1561.5,-12 1561.5,-12 1561.5,-41 1561.5,-41 1561.5,-47 1555.5,-53 1549.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"1478.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"1476.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"1474.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;55 -->\n",
       "<g id=\"edge55\" class=\"edge\"><title>53&#45;&gt;55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1511.4,-88.9485C1511.75,-80.7153 1512.12,-71.848 1512.48,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1515.98,-63.3758 1512.91,-53.2367 1508.99,-63.0797 1515.98,-63.3758\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g id=\"node58\" class=\"node\"><title>57</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1679,-53C1679,-53 1601,-53 1601,-53 1595,-53 1589,-47 1589,-41 1589,-41 1589,-12 1589,-12 1589,-6 1595,-0 1601,-0 1601,-0 1679,-0 1679,-0 1685,-0 1691,-6 1691,-12 1691,-12 1691,-41 1691,-41 1691,-47 1685,-53 1679,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"1612\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1599\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"1597\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;57 -->\n",
       "<g id=\"edge57\" class=\"edge\"><title>56&#45;&gt;57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1643.25,-88.9485C1642.82,-80.7153 1642.35,-71.848 1641.9,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1645.39,-63.0378 1641.36,-53.2367 1638.4,-63.4077 1645.39,-63.0378\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g id=\"node59\" class=\"node\"><title>58</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.364706\" stroke=\"black\" d=\"M1799,-53C1799,-53 1721,-53 1721,-53 1715,-53 1709,-47 1709,-41 1709,-41 1709,-12 1709,-12 1709,-6 1715,-0 1721,-0 1721,-0 1799,-0 1799,-0 1805,-0 1811,-6 1811,-12 1811,-12 1811,-41 1811,-41 1811,-47 1805,-53 1799,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"1724.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
       "<text text-anchor=\"start\" x=\"1719\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"1717\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 7]</text>\n",
       "</g>\n",
       "<!-- 56&#45;&gt;58 -->\n",
       "<g id=\"edge58\" class=\"edge\"><title>56&#45;&gt;58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1685.22,-88.9485C1696.8,-79.4346 1709.41,-69.074 1720.92,-59.6175\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1723.18,-62.2897 1728.68,-53.2367 1718.73,-56.8814 1723.18,-62.2897\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.956863\" stroke=\"black\" d=\"M2051,-573C2051,-573 1971,-573 1971,-573 1965,-573 1959,-567 1959,-561 1959,-561 1959,-517 1959,-517 1959,-511 1965,-505 1971,-505 1971,-505 2051,-505 2051,-505 2057,-505 2063,-511 2063,-517 2063,-517 2063,-561 2063,-561 2063,-567 2057,-573 2051,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"1967\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.412</text>\n",
       "<text text-anchor=\"start\" x=\"1975.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.081</text>\n",
       "<text text-anchor=\"start\" x=\"1970\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\n",
       "<text text-anchor=\"start\" x=\"1968\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [68, 3]</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;62 -->\n",
       "<g id=\"edge62\" class=\"edge\"><title>61&#45;&gt;62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2011,-608.884C2011,-600.778 2011,-591.982 2011,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2014.5,-583.299 2011,-573.299 2007.5,-583.299 2014.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g id=\"node72\" class=\"node\"><title>71</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" d=\"M2304.5,-573C2304.5,-573 2167.5,-573 2167.5,-573 2161.5,-573 2155.5,-567 2155.5,-561 2155.5,-561 2155.5,-517 2155.5,-517 2155.5,-511 2161.5,-505 2167.5,-505 2167.5,-505 2304.5,-505 2304.5,-505 2310.5,-505 2316.5,-511 2316.5,-517 2316.5,-517 2316.5,-561 2316.5,-561 2316.5,-567 2310.5,-573 2304.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"2163.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingTV_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2204\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\n",
       "<text text-anchor=\"start\" x=\"2195\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\n",
       "<text text-anchor=\"start\" x=\"2193\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 9]</text>\n",
       "</g>\n",
       "<!-- 61&#45;&gt;71 -->\n",
       "<g id=\"edge71\" class=\"edge\"><title>61&#45;&gt;71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2084.05,-608.884C2106.27,-598.812 2130.84,-587.674 2153.62,-577.344\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2155.27,-580.441 2162.93,-573.125 2152.38,-574.066 2155.27,-580.441\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.901961\" stroke=\"black\" d=\"M1967,-469C1967,-469 1887,-469 1887,-469 1881,-469 1875,-463 1875,-457 1875,-457 1875,-413 1875,-413 1875,-407 1881,-401 1887,-401 1887,-401 1967,-401 1967,-401 1973,-401 1979,-407 1979,-413 1979,-413 1979,-457 1979,-457 1979,-463 1973,-469 1967,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"1883\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.372</text>\n",
       "<text text-anchor=\"start\" x=\"1891.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.161</text>\n",
       "<text text-anchor=\"start\" x=\"1886\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\n",
       "<text text-anchor=\"start\" x=\"1884\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 3]</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;63 -->\n",
       "<g id=\"edge63\" class=\"edge\"><title>62&#45;&gt;63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1983.73,-504.884C1976.47,-496.065 1968.53,-486.43 1960.96,-477.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1963.48,-474.794 1954.42,-469.299 1958.08,-479.244 1963.48,-474.794\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2087,-461.5C2087,-461.5 2009,-461.5 2009,-461.5 2003,-461.5 1997,-455.5 1997,-449.5 1997,-449.5 1997,-420.5 1997,-420.5 1997,-414.5 2003,-408.5 2009,-408.5 2009,-408.5 2087,-408.5 2087,-408.5 2093,-408.5 2099,-414.5 2099,-420.5 2099,-420.5 2099,-449.5 2099,-449.5 2099,-455.5 2093,-461.5 2087,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2020\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2007\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"2005\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 0]</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;70 -->\n",
       "<g id=\"edge70\" class=\"edge\"><title>62&#45;&gt;70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2023.01,-504.884C2026.92,-494.106 2031.27,-482.108 2035.24,-471.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2038.62,-472.114 2038.74,-461.52 2032.04,-469.727 2038.62,-472.114\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.933333\" stroke=\"black\" d=\"M1966,-365C1966,-365 1820,-365 1820,-365 1814,-365 1808,-359 1808,-353 1808,-353 1808,-309 1808,-309 1808,-303 1814,-297 1820,-297 1820,-297 1966,-297 1966,-297 1972,-297 1978,-303 1978,-309 1978,-309 1978,-353 1978,-353 1978,-359 1972,-365 1966,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"1816\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.265</text>\n",
       "<text text-anchor=\"start\" x=\"1857.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
       "<text text-anchor=\"start\" x=\"1852\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"1850\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 2]</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;64 -->\n",
       "<g id=\"edge64\" class=\"edge\"><title>63&#45;&gt;64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1915.96,-400.884C1913.2,-392.6 1910.2,-383.595 1907.3,-374.911\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1910.58,-373.679 1904.1,-365.299 1903.94,-375.893 1910.58,-373.679\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2079.5,-357.5C2079.5,-357.5 2008.5,-357.5 2008.5,-357.5 2002.5,-357.5 1996.5,-351.5 1996.5,-345.5 1996.5,-345.5 1996.5,-316.5 1996.5,-316.5 1996.5,-310.5 2002.5,-304.5 2008.5,-304.5 2008.5,-304.5 2079.5,-304.5 2079.5,-304.5 2085.5,-304.5 2091.5,-310.5 2091.5,-316.5 2091.5,-316.5 2091.5,-345.5 2091.5,-345.5 2091.5,-351.5 2085.5,-357.5 2079.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2016\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2006.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"2004.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;69 -->\n",
       "<g id=\"edge69\" class=\"edge\"><title>63&#45;&gt;69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1964.99,-400.884C1978.48,-389.116 1993.65,-375.894 2007.06,-364.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2009.49,-366.73 2014.73,-357.52 2004.89,-361.453 2009.49,-366.73\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M1915.5,-253.5C1915.5,-253.5 1844.5,-253.5 1844.5,-253.5 1838.5,-253.5 1832.5,-247.5 1832.5,-241.5 1832.5,-241.5 1832.5,-212.5 1832.5,-212.5 1832.5,-206.5 1838.5,-200.5 1844.5,-200.5 1844.5,-200.5 1915.5,-200.5 1915.5,-200.5 1921.5,-200.5 1927.5,-206.5 1927.5,-212.5 1927.5,-212.5 1927.5,-241.5 1927.5,-241.5 1927.5,-247.5 1921.5,-253.5 1915.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1844.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"1842.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"1840.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;65 -->\n",
       "<g id=\"edge65\" class=\"edge\"><title>64&#45;&gt;65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1888.78,-296.884C1887.42,-286.216 1885.91,-274.352 1884.53,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1887.99,-262.997 1883.25,-253.52 1881.04,-263.882 1887.99,-262.997\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" d=\"M2098.5,-261C2098.5,-261 1957.5,-261 1957.5,-261 1951.5,-261 1945.5,-255 1945.5,-249 1945.5,-249 1945.5,-205 1945.5,-205 1945.5,-199 1951.5,-193 1957.5,-193 1957.5,-193 2098.5,-193 2098.5,-193 2104.5,-193 2110.5,-199 2110.5,-205 2110.5,-205 2110.5,-249 2110.5,-249 2110.5,-255 2104.5,-261 2098.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"1953.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.614</text>\n",
       "<text text-anchor=\"start\" x=\"1992.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.069</text>\n",
       "<text text-anchor=\"start\" x=\"1987\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"1985\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 1]</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;66 -->\n",
       "<g id=\"edge66\" class=\"edge\"><title>64&#45;&gt;66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1936.83,-296.884C1949.21,-287.531 1962.8,-277.259 1975.63,-267.568\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1978.06,-270.12 1983.93,-261.299 1973.84,-264.535 1978.06,-270.12\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2008,-149.5C2008,-149.5 1930,-149.5 1930,-149.5 1924,-149.5 1918,-143.5 1918,-137.5 1918,-137.5 1918,-108.5 1918,-108.5 1918,-102.5 1924,-96.5 1930,-96.5 1930,-96.5 2008,-96.5 2008,-96.5 2014,-96.5 2020,-102.5 2020,-108.5 2020,-108.5 2020,-137.5 2020,-137.5 2020,-143.5 2014,-149.5 2008,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"1941\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"1928\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"1926\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 0]</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;67 -->\n",
       "<g id=\"edge67\" class=\"edge\"><title>66&#45;&gt;67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2008.84,-192.884C2002.42,-181.776 1995.24,-169.372 1988.77,-158.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1991.8,-156.424 1983.76,-149.52 1985.74,-159.929 1991.8,-156.424\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M2121.5,-149.5C2121.5,-149.5 2050.5,-149.5 2050.5,-149.5 2044.5,-149.5 2038.5,-143.5 2038.5,-137.5 2038.5,-137.5 2038.5,-108.5 2038.5,-108.5 2038.5,-102.5 2044.5,-96.5 2050.5,-96.5 2050.5,-96.5 2121.5,-96.5 2121.5,-96.5 2127.5,-96.5 2133.5,-102.5 2133.5,-108.5 2133.5,-108.5 2133.5,-137.5 2133.5,-137.5 2133.5,-143.5 2127.5,-149.5 2121.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2050.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"2048.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"2046.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;68 -->\n",
       "<g id=\"edge68\" class=\"edge\"><title>66&#45;&gt;68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2046.83,-192.884C2053.08,-181.886 2060.06,-169.617 2066.37,-158.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2069.59,-159.943 2071.49,-149.52 2063.5,-156.483 2069.59,-159.943\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" d=\"M2343,-469C2343,-469 2129,-469 2129,-469 2123,-469 2117,-463 2117,-457 2117,-457 2117,-413 2117,-413 2117,-407 2123,-401 2129,-401 2129,-401 2343,-401 2343,-401 2349,-401 2355,-407 2355,-413 2355,-413 2355,-457 2355,-457 2355,-463 2349,-469 2343,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"2125\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2200.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
       "<text text-anchor=\"start\" x=\"2195\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"2193\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 1]</text>\n",
       "</g>\n",
       "<!-- 71&#45;&gt;72 -->\n",
       "<g id=\"edge72\" class=\"edge\"><title>71&#45;&gt;72</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2236,-504.884C2236,-496.778 2236,-487.982 2236,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2239.5,-479.299 2236,-469.299 2232.5,-479.299 2239.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.529412\" stroke=\"black\" d=\"M2526.5,-469C2526.5,-469 2385.5,-469 2385.5,-469 2379.5,-469 2373.5,-463 2373.5,-457 2373.5,-457 2373.5,-413 2373.5,-413 2373.5,-407 2379.5,-401 2385.5,-401 2385.5,-401 2526.5,-401 2526.5,-401 2532.5,-401 2538.5,-407 2538.5,-413 2538.5,-413 2538.5,-457 2538.5,-457 2538.5,-463 2532.5,-469 2526.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"2381.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.193</text>\n",
       "<text text-anchor=\"start\" x=\"2420.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.435</text>\n",
       "<text text-anchor=\"start\" x=\"2415\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"2413\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 8]</text>\n",
       "</g>\n",
       "<!-- 71&#45;&gt;75 -->\n",
       "<g id=\"edge75\" class=\"edge\"><title>71&#45;&gt;75</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2307.43,-504.884C2329.15,-494.812 2353.17,-483.674 2375.45,-473.344\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2376.95,-476.506 2384.55,-469.125 2374.01,-470.156 2376.95,-476.506\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2200,-357.5C2200,-357.5 2122,-357.5 2122,-357.5 2116,-357.5 2110,-351.5 2110,-345.5 2110,-345.5 2110,-316.5 2110,-316.5 2110,-310.5 2116,-304.5 2122,-304.5 2122,-304.5 2200,-304.5 2200,-304.5 2206,-304.5 2212,-310.5 2212,-316.5 2212,-316.5 2212,-345.5 2212,-345.5 2212,-351.5 2206,-357.5 2200,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2133\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2120\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"2118\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\n",
       "</g>\n",
       "<!-- 72&#45;&gt;73 -->\n",
       "<g id=\"edge73\" class=\"edge\"><title>72&#45;&gt;73</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2211.65,-400.884C2203.4,-389.666 2194.18,-377.126 2185.89,-365.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2188.51,-363.503 2179.76,-357.52 2182.87,-367.65 2188.51,-363.503\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M2313.5,-357.5C2313.5,-357.5 2242.5,-357.5 2242.5,-357.5 2236.5,-357.5 2230.5,-351.5 2230.5,-345.5 2230.5,-345.5 2230.5,-316.5 2230.5,-316.5 2230.5,-310.5 2236.5,-304.5 2242.5,-304.5 2242.5,-304.5 2313.5,-304.5 2313.5,-304.5 2319.5,-304.5 2325.5,-310.5 2325.5,-316.5 2325.5,-316.5 2325.5,-345.5 2325.5,-345.5 2325.5,-351.5 2319.5,-357.5 2313.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2246\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"2240.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"2238.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "</g>\n",
       "<!-- 72&#45;&gt;74 -->\n",
       "<g id=\"edge74\" class=\"edge\"><title>72&#45;&gt;74</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2249.64,-400.884C2254.12,-389.996 2259.12,-377.863 2263.65,-366.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2266.92,-368.099 2267.49,-357.52 2260.45,-365.434 2266.92,-368.099\"/>\n",
       "</g>\n",
       "<!-- 76 -->\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M2426.5,-357.5C2426.5,-357.5 2355.5,-357.5 2355.5,-357.5 2349.5,-357.5 2343.5,-351.5 2343.5,-345.5 2343.5,-345.5 2343.5,-316.5 2343.5,-316.5 2343.5,-310.5 2349.5,-304.5 2355.5,-304.5 2355.5,-304.5 2426.5,-304.5 2426.5,-304.5 2432.5,-304.5 2438.5,-310.5 2438.5,-316.5 2438.5,-316.5 2438.5,-345.5 2438.5,-345.5 2438.5,-351.5 2432.5,-357.5 2426.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2355.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"2353.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"2351.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\n",
       "</g>\n",
       "<!-- 75&#45;&gt;76 -->\n",
       "<g id=\"edge76\" class=\"edge\"><title>75&#45;&gt;76</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2434.9,-400.884C2427.82,-389.776 2419.91,-377.372 2412.78,-366.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2415.59,-364.072 2407.26,-357.52 2409.69,-367.834 2415.59,-364.072\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.733333\" stroke=\"black\" d=\"M2547,-357.5C2547,-357.5 2469,-357.5 2469,-357.5 2463,-357.5 2457,-351.5 2457,-345.5 2457,-345.5 2457,-316.5 2457,-316.5 2457,-310.5 2463,-304.5 2469,-304.5 2469,-304.5 2547,-304.5 2547,-304.5 2553,-304.5 2559,-310.5 2559,-316.5 2559,-316.5 2559,-345.5 2559,-345.5 2559,-351.5 2553,-357.5 2547,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2472.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.332</text>\n",
       "<text text-anchor=\"start\" x=\"2467\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"2465\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 4]</text>\n",
       "</g>\n",
       "<!-- 75&#45;&gt;77 -->\n",
       "<g id=\"edge77\" class=\"edge\"><title>75&#45;&gt;77</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2472.88,-400.884C2478.49,-389.886 2484.74,-377.617 2490.4,-366.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2493.57,-368.019 2494.99,-357.52 2487.33,-364.839 2493.57,-368.019\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" d=\"M3140.5,-781C3140.5,-781 3047.5,-781 3047.5,-781 3041.5,-781 3035.5,-775 3035.5,-769 3035.5,-769 3035.5,-725 3035.5,-725 3035.5,-719 3041.5,-713 3047.5,-713 3047.5,-713 3140.5,-713 3140.5,-713 3146.5,-713 3152.5,-719 3152.5,-725 3152.5,-725 3152.5,-769 3152.5,-769 3152.5,-775 3146.5,-781 3140.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"3053.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.39</text>\n",
       "<text text-anchor=\"start\" x=\"3062\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.02</text>\n",
       "<text text-anchor=\"start\" x=\"3049\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 983</text>\n",
       "<text text-anchor=\"start\" x=\"3043.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [973, 10]</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;79 -->\n",
       "<g id=\"edge79\" class=\"edge\"><title>78&#45;&gt;79</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3144.65,-816.884C3138.23,-808.154 3131.22,-798.625 3124.52,-789.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3127.23,-787.283 3118.48,-781.299 3121.59,-791.429 3127.23,-787.283\"/>\n",
       "</g>\n",
       "<!-- 110 -->\n",
       "<g id=\"node111\" class=\"node\"><title>110</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.956863\" stroke=\"black\" d=\"M3299.5,-781C3299.5,-781 3188.5,-781 3188.5,-781 3182.5,-781 3176.5,-775 3176.5,-769 3176.5,-769 3176.5,-725 3176.5,-725 3176.5,-719 3182.5,-713 3188.5,-713 3188.5,-713 3299.5,-713 3299.5,-713 3305.5,-713 3311.5,-719 3311.5,-725 3311.5,-725 3311.5,-769 3311.5,-769 3311.5,-775 3305.5,-781 3299.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"3184.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PhoneService ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3208.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.082</text>\n",
       "<text text-anchor=\"start\" x=\"3203\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
       "<text text-anchor=\"start\" x=\"3201\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 3]</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;110 -->\n",
       "<g id=\"edge110\" class=\"edge\"><title>78&#45;&gt;110</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3193.35,-816.884C3199.77,-808.154 3206.78,-798.625 3213.48,-789.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3216.41,-791.429 3219.52,-781.299 3210.77,-787.283 3216.41,-791.429\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" d=\"M2983,-677C2983,-677 2897,-677 2897,-677 2891,-677 2885,-671 2885,-665 2885,-665 2885,-621 2885,-621 2885,-615 2891,-609 2897,-609 2897,-609 2983,-609 2983,-609 2989,-609 2995,-615 2995,-621 2995,-621 2995,-665 2995,-665 2995,-671 2989,-677 2983,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"2899.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.82</text>\n",
       "<text text-anchor=\"start\" x=\"2908\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.03</text>\n",
       "<text text-anchor=\"start\" x=\"2895\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 596</text>\n",
       "<text text-anchor=\"start\" x=\"2893\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [587, 9]</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;80 -->\n",
       "<g id=\"edge80\" class=\"edge\"><title>79&#45;&gt;80</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3044,-712.884C3029.54,-703.304 3013.62,-692.761 2998.68,-682.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3000.28,-679.729 2990.01,-677.125 2996.42,-685.565 3000.28,-679.729\"/>\n",
       "</g>\n",
       "<!-- 105 -->\n",
       "<g id=\"node106\" class=\"node\"><title>105</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.996078\" stroke=\"black\" d=\"M3162.5,-677C3162.5,-677 3025.5,-677 3025.5,-677 3019.5,-677 3013.5,-671 3013.5,-665 3013.5,-665 3013.5,-621 3013.5,-621 3013.5,-615 3019.5,-609 3025.5,-609 3025.5,-609 3162.5,-609 3162.5,-609 3168.5,-609 3174.5,-615 3174.5,-621 3174.5,-621 3174.5,-665 3174.5,-665 3174.5,-671 3168.5,-677 3162.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"3021.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineBackup_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3058.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.005</text>\n",
       "<text text-anchor=\"start\" x=\"3049\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 387</text>\n",
       "<text text-anchor=\"start\" x=\"3047\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [386, 1]</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;105 -->\n",
       "<g id=\"edge105\" class=\"edge\"><title>79&#45;&gt;105</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3094,-712.884C3094,-704.778 3094,-695.982 3094,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3097.5,-687.299 3094,-677.299 3090.5,-687.299 3097.5,-687.299\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.992157\" stroke=\"black\" d=\"M2849,-573C2849,-573 2703,-573 2703,-573 2697,-573 2691,-567 2691,-561 2691,-561 2691,-517 2691,-517 2691,-511 2697,-505 2703,-505 2703,-505 2849,-505 2849,-505 2855,-505 2861,-511 2861,-517 2861,-517 2861,-561 2861,-561 2861,-567 2855,-573 2849,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"2699\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.341</text>\n",
       "<text text-anchor=\"start\" x=\"2740.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.017</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 352</text>\n",
       "<text text-anchor=\"start\" x=\"2729\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [349, 3]</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;81 -->\n",
       "<g id=\"edge81\" class=\"edge\"><title>80&#45;&gt;81</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2886.75,-608.884C2871.21,-599.214 2854.08,-588.563 2838.04,-578.587\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2839.6,-575.434 2829.26,-573.125 2835.9,-581.378 2839.6,-575.434\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.976471\" stroke=\"black\" d=\"M2992,-573C2992,-573 2906,-573 2906,-573 2900,-573 2894,-567 2894,-561 2894,-561 2894,-517 2894,-517 2894,-511 2900,-505 2906,-505 2906,-505 2992,-505 2992,-505 2998,-505 3004,-511 3004,-517 3004,-517 3004,-561 3004,-561 3004,-567 2998,-573 2992,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"2910.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2913.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.048</text>\n",
       "<text text-anchor=\"start\" x=\"2904\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 244</text>\n",
       "<text text-anchor=\"start\" x=\"2902\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [238, 6]</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;92 -->\n",
       "<g id=\"edge92\" class=\"edge\"><title>80&#45;&gt;92</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2942.92,-608.884C2943.64,-600.778 2944.41,-591.982 2945.16,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2948.67,-583.568 2946.06,-573.299 2941.7,-582.953 2948.67,-583.568\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g id=\"node83\" class=\"node\"><title>82</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2661,-461.5C2661,-461.5 2575,-461.5 2575,-461.5 2569,-461.5 2563,-455.5 2563,-449.5 2563,-449.5 2563,-420.5 2563,-420.5 2563,-414.5 2569,-408.5 2575,-408.5 2575,-408.5 2661,-408.5 2661,-408.5 2667,-408.5 2673,-414.5 2673,-420.5 2673,-420.5 2673,-449.5 2673,-449.5 2673,-455.5 2667,-461.5 2661,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2590\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2573\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 182</text>\n",
       "<text text-anchor=\"start\" x=\"2571\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [182, 0]</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;82 -->\n",
       "<g id=\"edge82\" class=\"edge\"><title>81&#45;&gt;82</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2724.7,-504.884C2705.88,-492.731 2684.65,-479.027 2666.11,-467.061\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2667.83,-464.003 2657.53,-461.52 2664.03,-469.884 2667.83,-464.003\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" d=\"M2849,-469C2849,-469 2703,-469 2703,-469 2697,-469 2691,-463 2691,-457 2691,-457 2691,-413 2691,-413 2691,-407 2697,-401 2703,-401 2703,-401 2849,-401 2849,-401 2855,-401 2861,-407 2861,-413 2861,-413 2861,-457 2861,-457 2861,-463 2855,-469 2849,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"2699\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.337</text>\n",
       "<text text-anchor=\"start\" x=\"2740.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.035</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 170</text>\n",
       "<text text-anchor=\"start\" x=\"2729\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 3]</text>\n",
       "</g>\n",
       "<!-- 81&#45;&gt;83 -->\n",
       "<g id=\"edge83\" class=\"edge\"><title>81&#45;&gt;83</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2776,-504.884C2776,-496.778 2776,-487.982 2776,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2779.5,-479.299 2776,-469.299 2772.5,-479.299 2779.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 84 -->\n",
       "<g id=\"node85\" class=\"node\"><title>84</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2660.5,-357.5C2660.5,-357.5 2589.5,-357.5 2589.5,-357.5 2583.5,-357.5 2577.5,-351.5 2577.5,-345.5 2577.5,-345.5 2577.5,-316.5 2577.5,-316.5 2577.5,-310.5 2583.5,-304.5 2589.5,-304.5 2589.5,-304.5 2660.5,-304.5 2660.5,-304.5 2666.5,-304.5 2672.5,-310.5 2672.5,-316.5 2672.5,-316.5 2672.5,-345.5 2672.5,-345.5 2672.5,-351.5 2666.5,-357.5 2660.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2597\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2587.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"2585.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;84 -->\n",
       "<g id=\"edge84\" class=\"edge\"><title>83&#45;&gt;84</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2726.97,-400.884C2709.07,-388.786 2688.88,-375.151 2671.22,-363.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2673.03,-360.217 2662.78,-357.52 2669.11,-366.018 2673.03,-360.217\"/>\n",
       "</g>\n",
       "<!-- 85 -->\n",
       "<g id=\"node86\" class=\"node\"><title>85</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" d=\"M2849,-365C2849,-365 2703,-365 2703,-365 2697,-365 2691,-359 2691,-353 2691,-353 2691,-309 2691,-309 2691,-303 2697,-297 2703,-297 2703,-297 2849,-297 2849,-297 2855,-297 2861,-303 2861,-309 2861,-309 2861,-353 2861,-353 2861,-359 2855,-365 2849,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"2699\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.329</text>\n",
       "<text text-anchor=\"start\" x=\"2740.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.023</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 169</text>\n",
       "<text text-anchor=\"start\" x=\"2729\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 2]</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;85 -->\n",
       "<g id=\"edge85\" class=\"edge\"><title>83&#45;&gt;85</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2776,-400.884C2776,-392.778 2776,-383.982 2776,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2779.5,-375.299 2776,-365.299 2772.5,-375.299 2779.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.858824\" stroke=\"black\" d=\"M2663.5,-253.5C2663.5,-253.5 2592.5,-253.5 2592.5,-253.5 2586.5,-253.5 2580.5,-247.5 2580.5,-241.5 2580.5,-241.5 2580.5,-212.5 2580.5,-212.5 2580.5,-206.5 2586.5,-200.5 2592.5,-200.5 2592.5,-200.5 2663.5,-200.5 2663.5,-200.5 2669.5,-200.5 2675.5,-206.5 2675.5,-212.5 2675.5,-212.5 2675.5,-241.5 2675.5,-241.5 2675.5,-247.5 2669.5,-253.5 2663.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2592.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"2590.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"2588.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 1]</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;86 -->\n",
       "<g id=\"edge86\" class=\"edge\"><title>85&#45;&gt;86</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2727.95,-296.884C2710.4,-284.786 2690.61,-271.151 2673.31,-259.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2675.25,-256.313 2665.03,-253.52 2671.28,-262.077 2675.25,-256.313\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g id=\"node88\" class=\"node\"><title>87</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.992157\" stroke=\"black\" d=\"M2846,-261C2846,-261 2706,-261 2706,-261 2700,-261 2694,-255 2694,-249 2694,-249 2694,-205 2694,-205 2694,-199 2700,-193 2706,-193 2706,-193 2846,-193 2846,-193 2852,-193 2858,-199 2858,-205 2858,-205 2858,-249 2858,-249 2858,-255 2852,-261 2846,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"2702\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"2740.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.012</text>\n",
       "<text text-anchor=\"start\" x=\"2731\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 161</text>\n",
       "<text text-anchor=\"start\" x=\"2729\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [160, 1]</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;87 -->\n",
       "<g id=\"edge87\" class=\"edge\"><title>85&#45;&gt;87</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2776,-296.884C2776,-288.778 2776,-279.982 2776,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2779.5,-271.299 2776,-261.299 2772.5,-271.299 2779.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g id=\"node89\" class=\"node\"><title>88</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2771,-149.5C2771,-149.5 2685,-149.5 2685,-149.5 2679,-149.5 2673,-143.5 2673,-137.5 2673,-137.5 2673,-108.5 2673,-108.5 2673,-102.5 2679,-96.5 2685,-96.5 2685,-96.5 2771,-96.5 2771,-96.5 2777,-96.5 2783,-102.5 2783,-108.5 2783,-108.5 2783,-137.5 2783,-137.5 2783,-143.5 2777,-149.5 2771,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2700\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2683\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 130</text>\n",
       "<text text-anchor=\"start\" x=\"2681\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [130, 0]</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;88 -->\n",
       "<g id=\"edge88\" class=\"edge\"><title>87&#45;&gt;88</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2760.42,-192.884C2755.29,-181.996 2749.58,-169.863 2744.4,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2747.43,-157.078 2740.01,-149.52 2741.1,-160.058 2747.43,-157.078\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g id=\"node90\" class=\"node\"><title>89</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" d=\"M2959,-157C2959,-157 2813,-157 2813,-157 2807,-157 2801,-151 2801,-145 2801,-145 2801,-101 2801,-101 2801,-95 2807,-89 2813,-89 2813,-89 2959,-89 2959,-89 2965,-89 2971,-95 2971,-101 2971,-101 2971,-145 2971,-145 2971,-151 2965,-157 2959,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"2809\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.306</text>\n",
       "<text text-anchor=\"start\" x=\"2850.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.062</text>\n",
       "<text text-anchor=\"start\" x=\"2845\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
       "<text text-anchor=\"start\" x=\"2843\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 1]</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;89 -->\n",
       "<g id=\"edge89\" class=\"edge\"><title>87&#45;&gt;89</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2811.71,-192.884C2821.61,-183.709 2832.46,-173.65 2842.73,-164.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2845.14,-166.665 2850.09,-157.299 2840.38,-161.532 2845.14,-166.665\"/>\n",
       "</g>\n",
       "<!-- 90 -->\n",
       "<g id=\"node91\" class=\"node\"><title>90</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M2862.5,-53C2862.5,-53 2791.5,-53 2791.5,-53 2785.5,-53 2779.5,-47 2779.5,-41 2779.5,-41 2779.5,-12 2779.5,-12 2779.5,-6 2785.5,-0 2791.5,-0 2791.5,-0 2862.5,-0 2862.5,-0 2868.5,-0 2874.5,-6 2874.5,-12 2874.5,-12 2874.5,-41 2874.5,-41 2874.5,-47 2868.5,-53 2862.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"2791.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"2789.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"2787.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;90 -->\n",
       "<g id=\"edge90\" class=\"edge\"><title>89&#45;&gt;90</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2865.36,-88.9485C2859.88,-80.1664 2853.95,-70.6629 2848.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2851.33,-59.8656 2843.07,-53.2367 2845.4,-63.5728 2851.33,-59.8656\"/>\n",
       "</g>\n",
       "<!-- 91 -->\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2983,-53C2983,-53 2905,-53 2905,-53 2899,-53 2893,-47 2893,-41 2893,-41 2893,-12 2893,-12 2893,-6 2899,-0 2905,-0 2905,-0 2983,-0 2983,-0 2989,-0 2995,-6 2995,-12 2995,-12 2995,-41 2995,-41 2995,-47 2989,-53 2983,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"2916\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"2903\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"2901\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 0]</text>\n",
       "</g>\n",
       "<!-- 89&#45;&gt;91 -->\n",
       "<g id=\"edge91\" class=\"edge\"><title>89&#45;&gt;91</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2906.29,-88.9485C2911.68,-80.1664 2917.51,-70.6629 2922.94,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2925.96,-63.5903 2928.2,-53.2367 2919.99,-59.9287 2925.96,-63.5903\"/>\n",
       "</g>\n",
       "<!-- 93 -->\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" d=\"M2993,-469C2993,-469 2907,-469 2907,-469 2901,-469 2895,-463 2895,-457 2895,-457 2895,-413 2895,-413 2895,-407 2901,-401 2907,-401 2907,-401 2993,-401 2993,-401 2999,-401 3005,-407 3005,-413 3005,-413 3005,-457 3005,-457 3005,-463 2999,-469 2993,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"2906\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.983</text>\n",
       "<text text-anchor=\"start\" x=\"2914.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.086</text>\n",
       "<text text-anchor=\"start\" x=\"2905\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 133</text>\n",
       "<text text-anchor=\"start\" x=\"2903\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [127, 6]</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;93 -->\n",
       "<g id=\"edge93\" class=\"edge\"><title>92&#45;&gt;93</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2949.32,-504.884C2949.4,-496.778 2949.49,-487.982 2949.57,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2953.08,-479.333 2949.67,-469.299 2946.08,-479.265 2953.08,-479.333\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3121,-461.5C3121,-461.5 3035,-461.5 3035,-461.5 3029,-461.5 3023,-455.5 3023,-449.5 3023,-449.5 3023,-420.5 3023,-420.5 3023,-414.5 3029,-408.5 3035,-408.5 3035,-408.5 3121,-408.5 3121,-408.5 3127,-408.5 3133,-414.5 3133,-420.5 3133,-420.5 3133,-449.5 3133,-449.5 3133,-455.5 3127,-461.5 3121,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3050\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3033\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 111</text>\n",
       "<text text-anchor=\"start\" x=\"3031\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [111, 0]</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;104 -->\n",
       "<g id=\"edge104\" class=\"edge\"><title>92&#45;&gt;104</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2990.88,-504.884C3005.9,-493.006 3022.8,-479.646 3037.69,-467.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3040.05,-470.468 3045.72,-461.52 3035.71,-464.977 3040.05,-470.468\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.898039\" stroke=\"black\" d=\"M3037,-365C3037,-365 2891,-365 2891,-365 2885,-365 2879,-359 2879,-353 2879,-353 2879,-309 2879,-309 2879,-303 2885,-297 2891,-297 2891,-297 3037,-297 3037,-297 3043,-297 3049,-303 3049,-309 3049,-309 3049,-353 3049,-353 3049,-359 3043,-365 3037,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"2887\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.207</text>\n",
       "<text text-anchor=\"start\" x=\"2932\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\n",
       "<text text-anchor=\"start\" x=\"2923\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"2921\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 3]</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;94 -->\n",
       "<g id=\"edge94\" class=\"edge\"><title>93&#45;&gt;94</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2954.55,-400.884C2955.66,-392.778 2956.87,-383.982 2958.03,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2961.54,-375.682 2959.43,-365.299 2954.6,-374.731 2961.54,-375.682\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.968627\" stroke=\"black\" d=\"M3254.5,-365C3254.5,-365 3147.5,-365 3147.5,-365 3141.5,-365 3135.5,-359 3135.5,-353 3135.5,-353 3135.5,-309 3135.5,-309 3135.5,-303 3141.5,-297 3147.5,-297 3147.5,-297 3254.5,-297 3254.5,-297 3260.5,-297 3266.5,-303 3266.5,-309 3266.5,-309 3266.5,-353 3266.5,-353 3266.5,-359 3260.5,-365 3254.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"3143.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3165.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.058</text>\n",
       "<text text-anchor=\"start\" x=\"3156\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\n",
       "<text text-anchor=\"start\" x=\"3158\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [98, 3]</text>\n",
       "</g>\n",
       "<!-- 93&#45;&gt;97 -->\n",
       "<g id=\"edge97\" class=\"edge\"><title>93&#45;&gt;97</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3005.3,-404.959C3008.23,-403.588 3011.14,-402.259 3014,-401 3050.19,-385.066 3091.32,-369.611 3125.78,-357.381\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3127.05,-360.646 3135.31,-354.019 3124.72,-354.044 3127.05,-360.646\"/>\n",
       "</g>\n",
       "<!-- 95 -->\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.800000\" stroke=\"black\" d=\"M2966,-253.5C2966,-253.5 2888,-253.5 2888,-253.5 2882,-253.5 2876,-247.5 2876,-241.5 2876,-241.5 2876,-212.5 2876,-212.5 2876,-206.5 2882,-200.5 2888,-200.5 2888,-200.5 2966,-200.5 2966,-200.5 2972,-200.5 2978,-206.5 2978,-212.5 2978,-212.5 2978,-241.5 2978,-241.5 2978,-247.5 2972,-253.5 2966,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"2891.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"2886\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"2884\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 3]</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;95 -->\n",
       "<g id=\"edge95\" class=\"edge\"><title>94&#45;&gt;95</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2951.99,-296.884C2948.08,-286.106 2943.73,-274.108 2939.76,-263.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2942.96,-261.727 2936.26,-253.52 2936.38,-264.114 2942.96,-261.727\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3086,-253.5C3086,-253.5 3008,-253.5 3008,-253.5 3002,-253.5 2996,-247.5 2996,-241.5 2996,-241.5 2996,-212.5 2996,-212.5 2996,-206.5 3002,-200.5 3008,-200.5 3008,-200.5 3086,-200.5 3086,-200.5 3092,-200.5 3098,-206.5 3098,-212.5 3098,-212.5 3098,-241.5 3098,-241.5 3098,-247.5 3092,-253.5 3086,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3019\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3006\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"3004\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 0]</text>\n",
       "</g>\n",
       "<!-- 94&#45;&gt;96 -->\n",
       "<g id=\"edge96\" class=\"edge\"><title>94&#45;&gt;96</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2990.95,-296.884C3000.17,-285.556 3010.48,-272.88 3019.72,-261.521\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3022.64,-263.486 3026.23,-253.52 3017.21,-259.067 3022.64,-263.486\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g id=\"node99\" class=\"node\"><title>98</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" d=\"M3274,-261C3274,-261 3128,-261 3128,-261 3122,-261 3116,-255 3116,-249 3116,-249 3116,-205 3116,-205 3116,-199 3122,-193 3128,-193 3128,-193 3274,-193 3274,-193 3280,-193 3286,-199 3286,-205 3286,-205 3286,-249 3286,-249 3286,-255 3280,-261 3274,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"3124\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.507</text>\n",
       "<text text-anchor=\"start\" x=\"3165.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.041</text>\n",
       "<text text-anchor=\"start\" x=\"3160\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 95</text>\n",
       "<text text-anchor=\"start\" x=\"3158\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [93, 2]</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;98 -->\n",
       "<g id=\"edge98\" class=\"edge\"><title>97&#45;&gt;98</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3201,-296.884C3201,-288.778 3201,-279.982 3201,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3204.5,-271.299 3201,-261.299 3197.5,-271.299 3204.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g id=\"node104\" class=\"node\"><title>103</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.800000\" stroke=\"black\" d=\"M3387.5,-253.5C3387.5,-253.5 3316.5,-253.5 3316.5,-253.5 3310.5,-253.5 3304.5,-247.5 3304.5,-241.5 3304.5,-241.5 3304.5,-212.5 3304.5,-212.5 3304.5,-206.5 3310.5,-200.5 3316.5,-200.5 3316.5,-200.5 3387.5,-200.5 3387.5,-200.5 3393.5,-200.5 3399.5,-206.5 3399.5,-212.5 3399.5,-212.5 3399.5,-241.5 3399.5,-241.5 3399.5,-247.5 3393.5,-253.5 3387.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3316.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.278</text>\n",
       "<text text-anchor=\"start\" x=\"3314.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"3312.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;103 -->\n",
       "<g id=\"edge103\" class=\"edge\"><title>97&#45;&gt;103</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3250.03,-296.884C3267.93,-284.786 3288.12,-271.151 3305.78,-259.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3307.89,-262.018 3314.22,-253.52 3303.97,-256.217 3307.89,-262.018\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M3130.5,-149.5C3130.5,-149.5 3059.5,-149.5 3059.5,-149.5 3053.5,-149.5 3047.5,-143.5 3047.5,-137.5 3047.5,-137.5 3047.5,-108.5 3047.5,-108.5 3047.5,-102.5 3053.5,-96.5 3059.5,-96.5 3059.5,-96.5 3130.5,-96.5 3130.5,-96.5 3136.5,-96.5 3142.5,-102.5 3142.5,-108.5 3142.5,-108.5 3142.5,-137.5 3142.5,-137.5 3142.5,-143.5 3136.5,-149.5 3130.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3059.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"3057.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3055.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 1]</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;99 -->\n",
       "<g id=\"edge99\" class=\"edge\"><title>98&#45;&gt;99</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3166.58,-192.884C3154.47,-181.226 3140.87,-168.141 3128.81,-156.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3131.15,-153.932 3121.52,-149.52 3126.3,-158.976 3131.15,-153.932\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" d=\"M3327,-157C3327,-157 3173,-157 3173,-157 3167,-157 3161,-151 3161,-145 3161,-145 3161,-101 3161,-101 3161,-95 3167,-89 3173,-89 3173,-89 3327,-89 3327,-89 3333,-89 3339,-95 3339,-101 3339,-101 3339,-145 3339,-145 3339,-151 3333,-157 3327,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"3169\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3214.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.022</text>\n",
       "<text text-anchor=\"start\" x=\"3209\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\n",
       "<text text-anchor=\"start\" x=\"3207\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [87, 1]</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;100 -->\n",
       "<g id=\"edge100\" class=\"edge\"><title>98&#45;&gt;100</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3216.91,-192.884C3220.97,-184.422 3225.4,-175.207 3229.65,-166.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3232.83,-167.829 3234,-157.299 3226.52,-164.798 3232.83,-167.829\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3230,-53C3230,-53 3152,-53 3152,-53 3146,-53 3140,-47 3140,-41 3140,-41 3140,-12 3140,-12 3140,-6 3146,-0 3152,-0 3152,-0 3230,-0 3230,-0 3236,-0 3242,-6 3242,-12 3242,-12 3242,-41 3242,-41 3242,-47 3236,-53 3230,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"3163\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3150\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 79</text>\n",
       "<text text-anchor=\"start\" x=\"3148\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [79, 0]</text>\n",
       "</g>\n",
       "<!-- 100&#45;&gt;101 -->\n",
       "<g id=\"edge101\" class=\"edge\"><title>100&#45;&gt;101</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3229.36,-88.9485C3223.88,-80.1664 3217.95,-70.6629 3212.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3215.33,-59.8656 3207.07,-53.2367 3209.4,-63.5728 3215.33,-59.8656\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g id=\"node103\" class=\"node\"><title>102</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M3343.5,-53C3343.5,-53 3272.5,-53 3272.5,-53 3266.5,-53 3260.5,-47 3260.5,-41 3260.5,-41 3260.5,-12 3260.5,-12 3260.5,-6 3266.5,-0 3272.5,-0 3272.5,-0 3343.5,-0 3343.5,-0 3349.5,-0 3355.5,-6 3355.5,-12 3355.5,-12 3355.5,-41 3355.5,-41 3355.5,-47 3349.5,-53 3343.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"3272.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"3270.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"3268.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 1]</text>\n",
       "</g>\n",
       "<!-- 100&#45;&gt;102 -->\n",
       "<g id=\"edge102\" class=\"edge\"><title>100&#45;&gt;102</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3270.29,-88.9485C3275.68,-80.1664 3281.51,-70.6629 3286.94,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3289.96,-63.5903 3292.2,-53.2367 3283.99,-59.9287 3289.96,-63.5903\"/>\n",
       "</g>\n",
       "<!-- 106 -->\n",
       "<g id=\"node107\" class=\"node\"><title>106</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3120,-565.5C3120,-565.5 3034,-565.5 3034,-565.5 3028,-565.5 3022,-559.5 3022,-553.5 3022,-553.5 3022,-524.5 3022,-524.5 3022,-518.5 3028,-512.5 3034,-512.5 3034,-512.5 3120,-512.5 3120,-512.5 3126,-512.5 3132,-518.5 3132,-524.5 3132,-524.5 3132,-553.5 3132,-553.5 3132,-559.5 3126,-565.5 3120,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3049\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3032\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 329</text>\n",
       "<text text-anchor=\"start\" x=\"3030\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [329, 0]</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;106 -->\n",
       "<g id=\"edge106\" class=\"edge\"><title>105&#45;&gt;106</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3088.48,-608.884C3086.7,-598.216 3084.73,-586.352 3082.92,-575.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3086.35,-574.808 3081.25,-565.52 3079.45,-575.959 3086.35,-574.808\"/>\n",
       "</g>\n",
       "<!-- 107 -->\n",
       "<g id=\"node108\" class=\"node\"><title>107</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" d=\"M3303.5,-573C3303.5,-573 3162.5,-573 3162.5,-573 3156.5,-573 3150.5,-567 3150.5,-561 3150.5,-561 3150.5,-517 3150.5,-517 3150.5,-511 3156.5,-505 3162.5,-505 3162.5,-505 3303.5,-505 3303.5,-505 3309.5,-505 3315.5,-511 3315.5,-517 3315.5,-517 3315.5,-561 3315.5,-561 3315.5,-567 3309.5,-573 3303.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"3158.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.022</text>\n",
       "<text text-anchor=\"start\" x=\"3197.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.034</text>\n",
       "<text text-anchor=\"start\" x=\"3192\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 58</text>\n",
       "<text text-anchor=\"start\" x=\"3190\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [57, 1]</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;107 -->\n",
       "<g id=\"edge107\" class=\"edge\"><title>105&#45;&gt;107</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3139.13,-608.884C3152,-599.442 3166.14,-589.064 3179.46,-579.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3181.63,-582.037 3187.62,-573.299 3177.49,-576.394 3181.63,-582.037\"/>\n",
       "</g>\n",
       "<!-- 108 -->\n",
       "<g id=\"node109\" class=\"node\"><title>108</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.937255\" stroke=\"black\" d=\"M3243,-461.5C3243,-461.5 3165,-461.5 3165,-461.5 3159,-461.5 3153,-455.5 3153,-449.5 3153,-449.5 3153,-420.5 3153,-420.5 3153,-414.5 3159,-408.5 3165,-408.5 3165,-408.5 3243,-408.5 3243,-408.5 3249,-408.5 3255,-414.5 3255,-420.5 3255,-420.5 3255,-449.5 3255,-449.5 3255,-455.5 3249,-461.5 3243,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3168.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\n",
       "<text text-anchor=\"start\" x=\"3163\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"3161\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 1]</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;108 -->\n",
       "<g id=\"edge108\" class=\"edge\"><title>107&#45;&gt;108</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3223.58,-504.884C3220.52,-494.106 3217.11,-482.108 3214,-471.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3217.36,-470.182 3211.26,-461.52 3210.62,-472.096 3217.36,-470.182\"/>\n",
       "</g>\n",
       "<!-- 109 -->\n",
       "<g id=\"node110\" class=\"node\"><title>109</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3363,-461.5C3363,-461.5 3285,-461.5 3285,-461.5 3279,-461.5 3273,-455.5 3273,-449.5 3273,-449.5 3273,-420.5 3273,-420.5 3273,-414.5 3279,-408.5 3285,-408.5 3285,-408.5 3363,-408.5 3363,-408.5 3369,-408.5 3375,-414.5 3375,-420.5 3375,-420.5 3375,-449.5 3375,-449.5 3375,-455.5 3369,-461.5 3363,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3296\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3283\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"3281\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 0]</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;109 -->\n",
       "<g id=\"edge109\" class=\"edge\"><title>107&#45;&gt;109</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3262.55,-504.884C3272.75,-493.446 3284.18,-480.634 3294.39,-469.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3297.19,-471.312 3301.23,-461.52 3291.96,-466.652 3297.19,-471.312\"/>\n",
       "</g>\n",
       "<!-- 111 -->\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.819608\" stroke=\"black\" d=\"M3283,-669.5C3283,-669.5 3205,-669.5 3205,-669.5 3199,-669.5 3193,-663.5 3193,-657.5 3193,-657.5 3193,-628.5 3193,-628.5 3193,-622.5 3199,-616.5 3205,-616.5 3205,-616.5 3283,-616.5 3283,-616.5 3289,-616.5 3295,-622.5 3295,-628.5 3295,-628.5 3295,-657.5 3295,-657.5 3295,-663.5 3289,-669.5 3283,-669.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3212\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"start\" x=\"3203\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"3201\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 2]</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;111 -->\n",
       "<g id=\"edge111\" class=\"edge\"><title>110&#45;&gt;111</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3244,-712.884C3244,-702.326 3244,-690.597 3244,-679.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3247.5,-679.52 3244,-669.52 3240.5,-679.52 3247.5,-679.52\"/>\n",
       "</g>\n",
       "<!-- 112 -->\n",
       "<g id=\"node113\" class=\"node\"><title>112</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" d=\"M3462.5,-677C3462.5,-677 3325.5,-677 3325.5,-677 3319.5,-677 3313.5,-671 3313.5,-665 3313.5,-665 3313.5,-621 3313.5,-621 3313.5,-615 3319.5,-609 3325.5,-609 3325.5,-609 3462.5,-609 3462.5,-609 3468.5,-609 3474.5,-615 3474.5,-621 3474.5,-621 3474.5,-665 3474.5,-665 3474.5,-671 3468.5,-677 3462.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"3321.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineBackup_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3358.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.034</text>\n",
       "<text text-anchor=\"start\" x=\"3353\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\n",
       "<text text-anchor=\"start\" x=\"3351\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [56, 1]</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;112 -->\n",
       "<g id=\"edge112\" class=\"edge\"><title>110&#45;&gt;112</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3292.7,-712.884C3306.79,-703.304 3322.29,-692.761 3336.85,-682.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3338.99,-685.642 3345.29,-677.125 3335.05,-679.854 3338.99,-685.642\"/>\n",
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       "<!-- 113 -->\n",
       "<g id=\"node114\" class=\"node\"><title>113</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3424,-565.5C3424,-565.5 3346,-565.5 3346,-565.5 3340,-565.5 3334,-559.5 3334,-553.5 3334,-553.5 3334,-524.5 3334,-524.5 3334,-518.5 3340,-512.5 3346,-512.5 3346,-512.5 3424,-512.5 3424,-512.5 3430,-512.5 3436,-518.5 3436,-524.5 3436,-524.5 3436,-553.5 3436,-553.5 3436,-559.5 3430,-565.5 3424,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3357\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3344\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 45</text>\n",
       "<text text-anchor=\"start\" x=\"3342\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 0]</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;113 -->\n",
       "<g id=\"edge113\" class=\"edge\"><title>112&#45;&gt;113</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3391.08,-608.884C3390.14,-598.216 3389.09,-586.352 3388.13,-575.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3391.62,-575.174 3387.25,-565.52 3384.64,-575.789 3391.62,-575.174\"/>\n",
       "</g>\n",
       "<!-- 114 -->\n",
       "<g id=\"node115\" class=\"node\"><title>114</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.909804\" stroke=\"black\" d=\"M3544,-565.5C3544,-565.5 3466,-565.5 3466,-565.5 3460,-565.5 3454,-559.5 3454,-553.5 3454,-553.5 3454,-524.5 3454,-524.5 3454,-518.5 3460,-512.5 3466,-512.5 3466,-512.5 3544,-512.5 3544,-512.5 3550,-512.5 3556,-518.5 3556,-524.5 3556,-524.5 3556,-553.5 3556,-553.5 3556,-559.5 3550,-565.5 3544,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3469.5\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.153</text>\n",
       "<text text-anchor=\"start\" x=\"3464\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"3462\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 1]</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;114 -->\n",
       "<g id=\"edge114\" class=\"edge\"><title>112&#45;&gt;114</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3430.04,-608.884C3442.72,-597.226 3456.96,-584.141 3469.6,-572.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3472.23,-574.863 3477.23,-565.52 3467.5,-569.709 3472.23,-574.863\"/>\n",
       "</g>\n",
       "<!-- 116 -->\n",
       "<g id=\"node117\" class=\"node\"><title>116</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.776471\" stroke=\"black\" d=\"M4557,-885C4557,-885 4415,-885 4415,-885 4409,-885 4403,-879 4403,-873 4403,-873 4403,-829 4403,-829 4403,-823 4409,-817 4415,-817 4415,-817 4557,-817 4557,-817 4563,-817 4569,-823 4569,-829 4569,-829 4569,-873 4569,-873 4569,-879 4563,-885 4557,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"4411\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Contract_One year ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4458\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\n",
       "<text text-anchor=\"start\" x=\"4441\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 462</text>\n",
       "<text text-anchor=\"start\" x=\"4435.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [377, 85]</text>\n",
       "</g>\n",
       "<!-- 115&#45;&gt;116 -->\n",
       "<g id=\"edge116\" class=\"edge\"><title>115&#45;&gt;116</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4695.19,-931.616C4661.1,-918.641 4617.41,-902.013 4578.78,-887.311\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4579.67,-883.904 4569.08,-883.618 4577.18,-890.447 4579.67,-883.904\"/>\n",
       "</g>\n",
       "<!-- 177 -->\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.960784\" stroke=\"black\" d=\"M5123,-885C5123,-885 5037,-885 5037,-885 5031,-885 5025,-879 5025,-873 5025,-873 5025,-829 5025,-829 5025,-823 5031,-817 5037,-817 5037,-817 5123,-817 5123,-817 5129,-817 5135,-823 5135,-829 5135,-829 5135,-873 5135,-873 5135,-879 5129,-885 5123,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"5041.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5044.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.075</text>\n",
       "<text text-anchor=\"start\" x=\"5035\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 154</text>\n",
       "<text text-anchor=\"start\" x=\"5033\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [148, 6]</text>\n",
       "</g>\n",
       "<!-- 115&#45;&gt;177 -->\n",
       "<g id=\"edge177\" class=\"edge\"><title>115&#45;&gt;177</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4812.66,-935.647C4869.7,-917.799 4956.16,-890.748 5015.2,-872.274\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5016.3,-875.597 5024.8,-869.271 5014.21,-868.917 5016.3,-875.597\"/>\n",
       "</g>\n",
       "<!-- 117 -->\n",
       "<g id=\"node118\" class=\"node\"><title>117</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.862745\" stroke=\"black\" d=\"M3903.5,-781C3903.5,-781 3762.5,-781 3762.5,-781 3756.5,-781 3750.5,-775 3750.5,-769 3750.5,-769 3750.5,-725 3750.5,-725 3750.5,-719 3756.5,-713 3762.5,-713 3762.5,-713 3903.5,-713 3903.5,-713 3909.5,-713 3915.5,-719 3915.5,-725 3915.5,-725 3915.5,-769 3915.5,-769 3915.5,-775 3909.5,-781 3903.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"3758.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.978</text>\n",
       "<text text-anchor=\"start\" x=\"3797.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.212</text>\n",
       "<text text-anchor=\"start\" x=\"3788\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 158</text>\n",
       "<text text-anchor=\"start\" x=\"3782.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [139, 19]</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;117 -->\n",
       "<g id=\"edge117\" class=\"edge\"><title>116&#45;&gt;117</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4402.97,-837.03C4280.81,-817.948 4053.38,-782.423 3925.84,-762.503\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3926.13,-759.004 3915.71,-760.919 3925.05,-765.921 3926.13,-759.004\"/>\n",
       "</g>\n",
       "<!-- 138 -->\n",
       "<g id=\"node139\" class=\"node\"><title>138</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.721569\" stroke=\"black\" d=\"M4556.5,-781C4556.5,-781 4415.5,-781 4415.5,-781 4409.5,-781 4403.5,-775 4403.5,-769 4403.5,-769 4403.5,-725 4403.5,-725 4403.5,-719 4409.5,-713 4415.5,-713 4415.5,-713 4556.5,-713 4556.5,-713 4562.5,-713 4568.5,-719 4568.5,-725 4568.5,-725 4568.5,-769 4568.5,-769 4568.5,-775 4562.5,-781 4556.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"4411.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.278</text>\n",
       "<text text-anchor=\"start\" x=\"4454\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\n",
       "<text text-anchor=\"start\" x=\"4441\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 304</text>\n",
       "<text text-anchor=\"start\" x=\"4435.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [238, 66]</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;138 -->\n",
       "<g id=\"edge138\" class=\"edge\"><title>116&#45;&gt;138</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4486,-816.884C4486,-808.778 4486,-799.982 4486,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4489.5,-791.299 4486,-781.299 4482.5,-791.299 4489.5,-791.299\"/>\n",
       "</g>\n",
       "<!-- 118 -->\n",
       "<g id=\"node119\" class=\"node\"><title>118</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3720.5,-669.5C3720.5,-669.5 3649.5,-669.5 3649.5,-669.5 3643.5,-669.5 3637.5,-663.5 3637.5,-657.5 3637.5,-657.5 3637.5,-628.5 3637.5,-628.5 3637.5,-622.5 3643.5,-616.5 3649.5,-616.5 3649.5,-616.5 3720.5,-616.5 3720.5,-616.5 3726.5,-616.5 3732.5,-622.5 3732.5,-628.5 3732.5,-628.5 3732.5,-657.5 3732.5,-657.5 3732.5,-663.5 3726.5,-669.5 3720.5,-669.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3657\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3647.5\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"3645.5\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;118 -->\n",
       "<g id=\"edge118\" class=\"edge\"><title>117&#45;&gt;118</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3784.95,-712.884C3767.4,-700.786 3747.61,-687.151 3730.31,-675.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3732.25,-672.313 3722.03,-669.52 3728.28,-678.077 3732.25,-672.313\"/>\n",
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       "<!-- 119 -->\n",
       "<g id=\"node120\" class=\"node\"><title>119</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.878431\" stroke=\"black\" d=\"M3903.5,-677C3903.5,-677 3762.5,-677 3762.5,-677 3756.5,-677 3750.5,-671 3750.5,-665 3750.5,-665 3750.5,-621 3750.5,-621 3750.5,-615 3756.5,-609 3762.5,-609 3762.5,-609 3903.5,-609 3903.5,-609 3909.5,-609 3915.5,-615 3915.5,-621 3915.5,-621 3915.5,-665 3915.5,-665 3915.5,-671 3909.5,-677 3903.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"3758.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.369</text>\n",
       "<text text-anchor=\"start\" x=\"3797.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.194</text>\n",
       "<text text-anchor=\"start\" x=\"3788\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 156</text>\n",
       "<text text-anchor=\"start\" x=\"3782.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [139, 17]</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;119 -->\n",
       "<g id=\"edge119\" class=\"edge\"><title>117&#45;&gt;119</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3833,-712.884C3833,-704.778 3833,-695.982 3833,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3836.5,-687.299 3833,-677.299 3829.5,-687.299 3836.5,-687.299\"/>\n",
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       "<!-- 120 -->\n",
       "<g id=\"node121\" class=\"node\"><title>120</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.933333\" stroke=\"black\" d=\"M3666,-573C3666,-573 3586,-573 3586,-573 3580,-573 3574,-567 3574,-561 3574,-561 3574,-517 3574,-517 3574,-511 3580,-505 3586,-505 3586,-505 3666,-505 3666,-505 3672,-505 3678,-511 3678,-517 3678,-517 3678,-561 3678,-561 3678,-567 3672,-573 3666,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"3582\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.512</text>\n",
       "<text text-anchor=\"start\" x=\"3594\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.12</text>\n",
       "<text text-anchor=\"start\" x=\"3585\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\n",
       "<text text-anchor=\"start\" x=\"3583\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [73, 5]</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;120 -->\n",
       "<g id=\"edge120\" class=\"edge\"><title>119&#45;&gt;120</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3765.79,-608.884C3740.57,-596.453 3712.04,-582.398 3687.37,-570.242\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3688.64,-566.963 3678.12,-565.683 3685.54,-573.242 3688.64,-566.963\"/>\n",
       "</g>\n",
       "<!-- 127 -->\n",
       "<g id=\"node128\" class=\"node\"><title>127</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.819608\" stroke=\"black\" d=\"M3903.5,-573C3903.5,-573 3762.5,-573 3762.5,-573 3756.5,-573 3750.5,-567 3750.5,-561 3750.5,-561 3750.5,-517 3750.5,-517 3750.5,-511 3756.5,-505 3762.5,-505 3762.5,-505 3903.5,-505 3903.5,-505 3909.5,-505 3915.5,-511 3915.5,-517 3915.5,-517 3915.5,-561 3915.5,-561 3915.5,-567 3909.5,-573 3903.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"3758.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.464</text>\n",
       "<text text-anchor=\"start\" x=\"3801\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"start\" x=\"3792\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\n",
       "<text text-anchor=\"start\" x=\"3786\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 12]</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;127 -->\n",
       "<g id=\"edge127\" class=\"edge\"><title>119&#45;&gt;127</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3833,-608.884C3833,-600.778 3833,-591.982 3833,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3836.5,-583.299 3833,-573.299 3829.5,-583.299 3836.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 121 -->\n",
       "<g id=\"node122\" class=\"node\"><title>121</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.956863\" stroke=\"black\" d=\"M3547.5,-469C3547.5,-469 3406.5,-469 3406.5,-469 3400.5,-469 3394.5,-463 3394.5,-457 3394.5,-457 3394.5,-413 3394.5,-413 3394.5,-407 3400.5,-401 3406.5,-401 3406.5,-401 3547.5,-401 3547.5,-401 3553.5,-401 3559.5,-407 3559.5,-413 3559.5,-413 3559.5,-457 3559.5,-457 3559.5,-463 3553.5,-469 3547.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"3402.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.027</text>\n",
       "<text text-anchor=\"start\" x=\"3441.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.081</text>\n",
       "<text text-anchor=\"start\" x=\"3436\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\n",
       "<text text-anchor=\"start\" x=\"3434\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [68, 3]</text>\n",
       "</g>\n",
       "<!-- 120&#45;&gt;121 -->\n",
       "<g id=\"edge121\" class=\"edge\"><title>120&#45;&gt;121</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3577.62,-504.884C3563.63,-495.304 3548.23,-484.761 3533.77,-474.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3535.62,-471.885 3525.39,-469.125 3531.66,-477.662 3535.62,-471.885\"/>\n",
       "</g>\n",
       "<!-- 126 -->\n",
       "<g id=\"node127\" class=\"node\"><title>126</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\" d=\"M3660.5,-461.5C3660.5,-461.5 3589.5,-461.5 3589.5,-461.5 3583.5,-461.5 3577.5,-455.5 3577.5,-449.5 3577.5,-449.5 3577.5,-420.5 3577.5,-420.5 3577.5,-414.5 3583.5,-408.5 3589.5,-408.5 3589.5,-408.5 3660.5,-408.5 3660.5,-408.5 3666.5,-408.5 3672.5,-414.5 3672.5,-420.5 3672.5,-420.5 3672.5,-449.5 3672.5,-449.5 3672.5,-455.5 3666.5,-461.5 3660.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3589.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"3587.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3585.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\n",
       "</g>\n",
       "<!-- 120&#45;&gt;126 -->\n",
       "<g id=\"edge126\" class=\"edge\"><title>120&#45;&gt;126</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3625.68,-504.884C3625.57,-494.326 3625.46,-482.597 3625.35,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3628.85,-471.485 3625.25,-461.52 3621.85,-471.554 3628.85,-471.485\"/>\n",
       "</g>\n",
       "<!-- 122 -->\n",
       "<g id=\"node123\" class=\"node\"><title>122</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M3446,-357.5C3446,-357.5 3372,-357.5 3372,-357.5 3366,-357.5 3360,-351.5 3360,-345.5 3360,-345.5 3360,-316.5 3360,-316.5 3360,-310.5 3366,-304.5 3372,-304.5 3372,-304.5 3446,-304.5 3446,-304.5 3452,-304.5 3458,-310.5 3458,-316.5 3458,-316.5 3458,-345.5 3458,-345.5 3458,-351.5 3452,-357.5 3446,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3377\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"3368\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"3369.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "</g>\n",
       "<!-- 121&#45;&gt;122 -->\n",
       "<g id=\"edge122\" class=\"edge\"><title>121&#45;&gt;122</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3454.92,-400.884C3447.44,-389.666 3439.08,-377.126 3431.57,-365.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3434.47,-363.899 3426.01,-357.52 3428.65,-367.782 3434.47,-363.899\"/>\n",
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       "<!-- 123 -->\n",
       "<g id=\"node124\" class=\"node\"><title>123</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" d=\"M3568,-365C3568,-365 3488,-365 3488,-365 3482,-365 3476,-359 3476,-353 3476,-353 3476,-309 3476,-309 3476,-303 3482,-297 3488,-297 3488,-297 3568,-297 3568,-297 3574,-297 3580,-303 3580,-309 3580,-309 3580,-353 3580,-353 3580,-359 3574,-365 3568,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"3484\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.474</text>\n",
       "<text text-anchor=\"start\" x=\"3492.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.032</text>\n",
       "<text text-anchor=\"start\" x=\"3487\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\n",
       "<text text-anchor=\"start\" x=\"3485\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [60, 1]</text>\n",
       "</g>\n",
       "<!-- 121&#45;&gt;123 -->\n",
       "<g id=\"edge123\" class=\"edge\"><title>121&#45;&gt;123</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3493.56,-400.884C3497.79,-392.422 3502.4,-383.207 3506.82,-374.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3510.01,-375.809 3511.35,-365.299 3503.75,-372.678 3510.01,-375.809\"/>\n",
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       "<!-- 124 -->\n",
       "<g id=\"node125\" class=\"node\"><title>124</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M3515.5,-253.5C3515.5,-253.5 3444.5,-253.5 3444.5,-253.5 3438.5,-253.5 3432.5,-247.5 3432.5,-241.5 3432.5,-241.5 3432.5,-212.5 3432.5,-212.5 3432.5,-206.5 3438.5,-200.5 3444.5,-200.5 3444.5,-200.5 3515.5,-200.5 3515.5,-200.5 3521.5,-200.5 3527.5,-206.5 3527.5,-212.5 3527.5,-212.5 3527.5,-241.5 3527.5,-241.5 3527.5,-247.5 3521.5,-253.5 3515.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3444.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"3442.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"3440.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 1]</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;124 -->\n",
       "<g id=\"edge124\" class=\"edge\"><title>123&#45;&gt;124</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3512.42,-296.884C3507.29,-285.996 3501.58,-273.863 3496.4,-262.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3499.43,-261.078 3492.01,-253.52 3493.1,-264.058 3499.43,-261.078\"/>\n",
       "</g>\n",
       "<!-- 125 -->\n",
       "<g id=\"node126\" class=\"node\"><title>125</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3636,-253.5C3636,-253.5 3558,-253.5 3558,-253.5 3552,-253.5 3546,-247.5 3546,-241.5 3546,-241.5 3546,-212.5 3546,-212.5 3546,-206.5 3552,-200.5 3558,-200.5 3558,-200.5 3636,-200.5 3636,-200.5 3642,-200.5 3648,-206.5 3648,-212.5 3648,-212.5 3648,-241.5 3648,-241.5 3648,-247.5 3642,-253.5 3636,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3569\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3556\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"start\" x=\"3554\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 0]</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;125 -->\n",
       "<g id=\"edge125\" class=\"edge\"><title>123&#45;&gt;125</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3550.4,-296.884C3557.99,-285.666 3566.47,-273.126 3574.1,-261.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3577.03,-263.764 3579.74,-253.52 3571.23,-259.842 3577.03,-263.764\"/>\n",
       "</g>\n",
       "<!-- 128 -->\n",
       "<g id=\"node129\" class=\"node\"><title>128</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M3777,-461.5C3777,-461.5 3703,-461.5 3703,-461.5 3697,-461.5 3691,-455.5 3691,-449.5 3691,-449.5 3691,-420.5 3691,-420.5 3691,-414.5 3697,-408.5 3703,-408.5 3703,-408.5 3777,-408.5 3777,-408.5 3783,-408.5 3789,-414.5 3789,-420.5 3789,-420.5 3789,-449.5 3789,-449.5 3789,-455.5 3783,-461.5 3777,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3708\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"3699\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"3700.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 6]</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;128 -->\n",
       "<g id=\"edge128\" class=\"edge\"><title>127&#45;&gt;128</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3802.81,-504.884C3792.38,-493.446 3780.7,-480.634 3770.26,-469.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3772.59,-466.551 3763.27,-461.52 3767.42,-471.268 3772.59,-466.551\"/>\n",
       "</g>\n",
       "<!-- 129 -->\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.894118\" stroke=\"black\" d=\"M3953.5,-469C3953.5,-469 3818.5,-469 3818.5,-469 3812.5,-469 3806.5,-463 3806.5,-457 3806.5,-457 3806.5,-413 3806.5,-413 3806.5,-407 3812.5,-401 3818.5,-401 3818.5,-401 3953.5,-401 3953.5,-401 3959.5,-401 3965.5,-407 3965.5,-413 3965.5,-413 3965.5,-457 3965.5,-457 3965.5,-463 3959.5,-469 3953.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"3814.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3850.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.172</text>\n",
       "<text text-anchor=\"start\" x=\"3845\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\n",
       "<text text-anchor=\"start\" x=\"3843\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [57, 6]</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;129 -->\n",
       "<g id=\"edge129\" class=\"edge\"><title>127&#45;&gt;129</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3850.21,-504.884C3854.6,-496.422 3859.39,-487.207 3863.99,-478.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3867.19,-479.787 3868.7,-469.299 3860.98,-476.559 3867.19,-479.787\"/>\n",
       "</g>\n",
       "<!-- 130 -->\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M3873.5,-357.5C3873.5,-357.5 3802.5,-357.5 3802.5,-357.5 3796.5,-357.5 3790.5,-351.5 3790.5,-345.5 3790.5,-345.5 3790.5,-316.5 3790.5,-316.5 3790.5,-310.5 3796.5,-304.5 3802.5,-304.5 3802.5,-304.5 3873.5,-304.5 3873.5,-304.5 3879.5,-304.5 3885.5,-310.5 3885.5,-316.5 3885.5,-316.5 3885.5,-345.5 3885.5,-345.5 3885.5,-351.5 3879.5,-357.5 3873.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3806\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"3800.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"3798.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "</g>\n",
       "<!-- 129&#45;&gt;130 -->\n",
       "<g id=\"edge130\" class=\"edge\"><title>129&#45;&gt;130</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3870.42,-400.884C3865.29,-389.996 3859.58,-377.863 3854.4,-366.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3857.43,-365.078 3850.01,-357.52 3851.1,-368.058 3857.43,-365.078\"/>\n",
       "</g>\n",
       "<!-- 131 -->\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.925490\" stroke=\"black\" d=\"M3994,-365C3994,-365 3916,-365 3916,-365 3910,-365 3904,-359 3904,-353 3904,-353 3904,-309 3904,-309 3904,-303 3910,-297 3916,-297 3916,-297 3994,-297 3994,-297 4000,-297 4006,-303 4006,-309 4006,-309 4006,-353 4006,-353 4006,-359 4000,-365 3994,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"3916.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"3919.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.128</text>\n",
       "<text text-anchor=\"start\" x=\"3914\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 58</text>\n",
       "<text text-anchor=\"start\" x=\"3912\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 4]</text>\n",
       "</g>\n",
       "<!-- 129&#45;&gt;131 -->\n",
       "<g id=\"edge131\" class=\"edge\"><title>129&#45;&gt;131</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3908.4,-400.884C3914.25,-392.243 3920.62,-382.819 3926.73,-373.793\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3929.77,-375.543 3932.47,-365.299 3923.97,-371.621 3929.77,-375.543\"/>\n",
       "</g>\n",
       "<!-- 132 -->\n",
       "<g id=\"node133\" class=\"node\"><title>132</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.847059\" stroke=\"black\" d=\"M3873.5,-261C3873.5,-261 3732.5,-261 3732.5,-261 3726.5,-261 3720.5,-255 3720.5,-249 3720.5,-249 3720.5,-205 3720.5,-205 3720.5,-199 3726.5,-193 3732.5,-193 3732.5,-193 3873.5,-193 3873.5,-193 3879.5,-193 3885.5,-199 3885.5,-205 3885.5,-205 3885.5,-249 3885.5,-249 3885.5,-255 3879.5,-261 3873.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"3728.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.616</text>\n",
       "<text text-anchor=\"start\" x=\"3767.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.231</text>\n",
       "<text text-anchor=\"start\" x=\"3762\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"3760\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 4]</text>\n",
       "</g>\n",
       "<!-- 131&#45;&gt;132 -->\n",
       "<g id=\"edge132\" class=\"edge\"><title>131&#45;&gt;132</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3905.65,-296.884C3891.37,-287.304 3875.66,-276.761 3860.92,-266.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3862.62,-263.791 3852.36,-261.125 3858.72,-269.603 3862.62,-263.791\"/>\n",
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       "<!-- 137 -->\n",
       "<g id=\"node138\" class=\"node\"><title>137</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3994,-253.5C3994,-253.5 3916,-253.5 3916,-253.5 3910,-253.5 3904,-247.5 3904,-241.5 3904,-241.5 3904,-212.5 3904,-212.5 3904,-206.5 3910,-200.5 3916,-200.5 3916,-200.5 3994,-200.5 3994,-200.5 4000,-200.5 4006,-206.5 4006,-212.5 4006,-212.5 4006,-241.5 4006,-241.5 4006,-247.5 4000,-253.5 3994,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3927\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3914\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"3912\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 0]</text>\n",
       "</g>\n",
       "<!-- 131&#45;&gt;137 -->\n",
       "<g id=\"edge137\" class=\"edge\"><title>131&#45;&gt;137</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3955,-296.884C3955,-286.326 3955,-274.597 3955,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3958.5,-263.52 3955,-253.52 3951.5,-263.52 3958.5,-263.52\"/>\n",
       "</g>\n",
       "<!-- 133 -->\n",
       "<g id=\"node134\" class=\"node\"><title>133</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M3776.5,-157C3776.5,-157 3635.5,-157 3635.5,-157 3629.5,-157 3623.5,-151 3623.5,-145 3623.5,-145 3623.5,-101 3623.5,-101 3623.5,-95 3629.5,-89 3635.5,-89 3635.5,-89 3776.5,-89 3776.5,-89 3782.5,-89 3788.5,-95 3788.5,-101 3788.5,-101 3788.5,-145 3788.5,-145 3788.5,-151 3782.5,-157 3776.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"3631.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.598</text>\n",
       "<text text-anchor=\"start\" x=\"3674\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"3665\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"3663\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 4]</text>\n",
       "</g>\n",
       "<!-- 132&#45;&gt;133 -->\n",
       "<g id=\"edge133\" class=\"edge\"><title>132&#45;&gt;133</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3771.51,-192.884C3762.95,-183.887 3753.59,-174.041 3744.68,-164.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3747.09,-162.134 3737.67,-157.299 3742.02,-166.958 3747.09,-162.134\"/>\n",
       "</g>\n",
       "<!-- 136 -->\n",
       "<g id=\"node137\" class=\"node\"><title>136</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3897,-149.5C3897,-149.5 3819,-149.5 3819,-149.5 3813,-149.5 3807,-143.5 3807,-137.5 3807,-137.5 3807,-108.5 3807,-108.5 3807,-102.5 3813,-96.5 3819,-96.5 3819,-96.5 3897,-96.5 3897,-96.5 3903,-96.5 3909,-102.5 3909,-108.5 3909,-108.5 3909,-137.5 3909,-137.5 3909,-143.5 3903,-149.5 3897,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"3830\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3817\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"3815\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\n",
       "</g>\n",
       "<!-- 132&#45;&gt;136 -->\n",
       "<g id=\"edge136\" class=\"edge\"><title>132&#45;&gt;136</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3820.86,-192.884C3826.79,-181.886 3833.4,-169.617 3839.39,-158.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3842.57,-159.983 3844.24,-149.52 3836.41,-156.661 3842.57,-159.983\"/>\n",
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       "<!-- 134 -->\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.811765\" stroke=\"black\" d=\"M3709,-53C3709,-53 3631,-53 3631,-53 3625,-53 3619,-47 3619,-41 3619,-41 3619,-12 3619,-12 3619,-6 3625,-0 3631,-0 3631,-0 3709,-0 3709,-0 3715,-0 3721,-6 3721,-12 3721,-12 3721,-41 3721,-41 3721,-47 3715,-53 3709,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"3634.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.266</text>\n",
       "<text text-anchor=\"start\" x=\"3629\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"3627\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 3]</text>\n",
       "</g>\n",
       "<!-- 133&#45;&gt;134 -->\n",
       "<g id=\"edge134\" class=\"edge\"><title>133&#45;&gt;134</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3693.41,-88.9485C3690.17,-80.4408 3686.67,-71.2562 3683.39,-62.6464\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3686.64,-61.3356 3679.8,-53.2367 3680.09,-63.8276 3686.64,-61.3356\"/>\n",
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       "<!-- 135 -->\n",
       "<g id=\"node136\" class=\"node\"><title>135</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3822.5,-53C3822.5,-53 3751.5,-53 3751.5,-53 3745.5,-53 3739.5,-47 3739.5,-41 3739.5,-41 3739.5,-12 3739.5,-12 3739.5,-6 3745.5,-0 3751.5,-0 3751.5,-0 3822.5,-0 3822.5,-0 3828.5,-0 3834.5,-6 3834.5,-12 3834.5,-12 3834.5,-41 3834.5,-41 3834.5,-47 3828.5,-53 3822.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"3759\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3749.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"3747.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 133&#45;&gt;135 -->\n",
       "<g id=\"edge135\" class=\"edge\"><title>133&#45;&gt;135</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3734.33,-88.9485C3742.09,-79.892 3750.51,-70.0682 3758.3,-60.9875\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3761.09,-63.1071 3764.94,-53.2367 3755.77,-58.5515 3761.09,-63.1071\"/>\n",
       "</g>\n",
       "<!-- 139 -->\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.803922\" stroke=\"black\" d=\"M4478,-677C4478,-677 4332,-677 4332,-677 4326,-677 4320,-671 4320,-665 4320,-665 4320,-621 4320,-621 4320,-615 4326,-609 4332,-609 4332,-609 4478,-609 4478,-609 4484,-609 4490,-615 4490,-621 4490,-621 4490,-665 4490,-665 4490,-671 4484,-677 4478,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"4328\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4369.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.275</text>\n",
       "<text text-anchor=\"start\" x=\"4360\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 158</text>\n",
       "<text text-anchor=\"start\" x=\"4354.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [132, 26]</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;139 -->\n",
       "<g id=\"edge139\" class=\"edge\"><title>138&#45;&gt;139</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4459.7,-712.884C4452.7,-704.065 4445.05,-694.43 4437.75,-685.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4440.4,-682.954 4431.44,-677.299 4434.92,-687.307 4440.4,-682.954\"/>\n",
       "</g>\n",
       "<!-- 156 -->\n",
       "<g id=\"node157\" class=\"node\"><title>156</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M4613.5,-677C4613.5,-677 4520.5,-677 4520.5,-677 4514.5,-677 4508.5,-671 4508.5,-665 4508.5,-665 4508.5,-621 4508.5,-621 4508.5,-615 4514.5,-609 4520.5,-609 4520.5,-609 4613.5,-609 4613.5,-609 4619.5,-609 4625.5,-615 4625.5,-621 4625.5,-621 4625.5,-665 4625.5,-665 4625.5,-671 4619.5,-677 4613.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"4520.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.972</text>\n",
       "<text text-anchor=\"start\" x=\"4531.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.398</text>\n",
       "<text text-anchor=\"start\" x=\"4522\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 146</text>\n",
       "<text text-anchor=\"start\" x=\"4516.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 40]</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;156 -->\n",
       "<g id=\"edge156\" class=\"edge\"><title>138&#45;&gt;156</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4512.3,-712.884C4519.3,-704.065 4526.95,-694.43 4534.25,-685.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4537.08,-687.307 4540.56,-677.299 4531.6,-682.954 4537.08,-687.307\"/>\n",
       "</g>\n",
       "<!-- 140 -->\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.725490\" stroke=\"black\" d=\"M4263,-573C4263,-573 4099,-573 4099,-573 4093,-573 4087,-567 4087,-561 4087,-561 4087,-517 4087,-517 4087,-511 4093,-505 4099,-505 4099,-505 4263,-505 4263,-505 4269,-505 4275,-511 4275,-517 4275,-517 4275,-561 4275,-561 4275,-567 4269,-573 4263,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"4095\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingMovies_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4145.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.338</text>\n",
       "<text text-anchor=\"start\" x=\"4136\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\n",
       "<text text-anchor=\"start\" x=\"4134\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [80, 22]</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;140 -->\n",
       "<g id=\"edge140\" class=\"edge\"><title>139&#45;&gt;140</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4332.27,-608.884C4310.15,-598.812 4285.7,-587.674 4263.01,-577.344\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4264.3,-574.084 4253.74,-573.125 4261.39,-580.454 4264.3,-574.084\"/>\n",
       "</g>\n",
       "<!-- 151 -->\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.921569\" stroke=\"black\" d=\"M4444,-573C4444,-573 4366,-573 4366,-573 4360,-573 4354,-567 4354,-561 4354,-561 4354,-517 4354,-517 4354,-511 4360,-505 4366,-505 4366,-505 4444,-505 4444,-505 4450,-505 4456,-511 4456,-517 4456,-517 4456,-561 4456,-561 4456,-567 4450,-573 4444,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"4364.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.43</text>\n",
       "<text text-anchor=\"start\" x=\"4369.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"4364\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\n",
       "<text text-anchor=\"start\" x=\"4362\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 4]</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;151 -->\n",
       "<g id=\"edge151\" class=\"edge\"><title>139&#45;&gt;151</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4405,-608.884C4405,-600.778 4405,-591.982 4405,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4408.5,-583.299 4405,-573.299 4401.5,-583.299 4408.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 141 -->\n",
       "<g id=\"node142\" class=\"node\"><title>141</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4073,-461.5C4073,-461.5 3995,-461.5 3995,-461.5 3989,-461.5 3983,-455.5 3983,-449.5 3983,-449.5 3983,-420.5 3983,-420.5 3983,-414.5 3989,-408.5 3995,-408.5 3995,-408.5 4073,-408.5 4073,-408.5 4079,-408.5 4085,-414.5 4085,-420.5 4085,-420.5 4085,-449.5 4085,-449.5 4085,-455.5 4079,-461.5 4073,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4006\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"3993\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"3991\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;141 -->\n",
       "<g id=\"edge141\" class=\"edge\"><title>140&#45;&gt;141</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4133.27,-504.884C4115.84,-492.786 4096.19,-479.151 4079,-467.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4080.99,-464.345 4070.78,-461.52 4077,-470.096 4080.99,-464.345\"/>\n",
       "</g>\n",
       "<!-- 142 -->\n",
       "<g id=\"node143\" class=\"node\"><title>142</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.682353\" stroke=\"black\" d=\"M4246.5,-469C4246.5,-469 4115.5,-469 4115.5,-469 4109.5,-469 4103.5,-463 4103.5,-457 4103.5,-457 4103.5,-413 4103.5,-413 4103.5,-407 4109.5,-401 4115.5,-401 4115.5,-401 4246.5,-401 4246.5,-401 4252.5,-401 4258.5,-407 4258.5,-413 4258.5,-413 4258.5,-457 4258.5,-457 4258.5,-463 4252.5,-469 4246.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"4111.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingTV_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4145.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.367</text>\n",
       "<text text-anchor=\"start\" x=\"4140\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 91</text>\n",
       "<text text-anchor=\"start\" x=\"4134\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 22]</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;142 -->\n",
       "<g id=\"edge142\" class=\"edge\"><title>140&#45;&gt;142</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4181,-504.884C4181,-496.778 4181,-487.982 4181,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4184.5,-479.299 4181,-469.299 4177.5,-479.299 4184.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 143 -->\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.631373\" stroke=\"black\" d=\"M4130,-365C4130,-365 4044,-365 4044,-365 4038,-365 4032,-359 4032,-353 4032,-353 4032,-309 4032,-309 4032,-303 4038,-297 4044,-297 4044,-297 4130,-297 4130,-297 4136,-297 4142,-303 4142,-309 4142,-309 4142,-353 4142,-353 4142,-359 4136,-365 4130,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"4043\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.308</text>\n",
       "<text text-anchor=\"start\" x=\"4051.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\n",
       "<text text-anchor=\"start\" x=\"4046\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\n",
       "<text text-anchor=\"start\" x=\"4040\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [60, 22]</text>\n",
       "</g>\n",
       "<!-- 142&#45;&gt;143 -->\n",
       "<g id=\"edge143\" class=\"edge\"><title>142&#45;&gt;143</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4150.48,-400.884C4142.19,-391.887 4133.12,-382.041 4124.49,-372.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4127.04,-370.281 4117.69,-365.299 4121.89,-375.025 4127.04,-370.281\"/>\n",
       "</g>\n",
       "<!-- 150 -->\n",
       "<g id=\"node151\" class=\"node\"><title>150</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4243.5,-357.5C4243.5,-357.5 4172.5,-357.5 4172.5,-357.5 4166.5,-357.5 4160.5,-351.5 4160.5,-345.5 4160.5,-345.5 4160.5,-316.5 4160.5,-316.5 4160.5,-310.5 4166.5,-304.5 4172.5,-304.5 4172.5,-304.5 4243.5,-304.5 4243.5,-304.5 4249.5,-304.5 4255.5,-310.5 4255.5,-316.5 4255.5,-316.5 4255.5,-345.5 4255.5,-345.5 4255.5,-351.5 4249.5,-357.5 4243.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4180\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4170.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"4168.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\n",
       "</g>\n",
       "<!-- 142&#45;&gt;150 -->\n",
       "<g id=\"edge150\" class=\"edge\"><title>142&#45;&gt;150</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4189.77,-400.884C4192.59,-390.216 4195.73,-378.352 4198.6,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4202.07,-368.083 4201.24,-357.52 4195.3,-366.291 4202.07,-368.083\"/>\n",
       "</g>\n",
       "<!-- 144 -->\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\" d=\"M4122,-261C4122,-261 4036,-261 4036,-261 4030,-261 4024,-255 4024,-249 4024,-249 4024,-205 4024,-205 4024,-199 4030,-193 4036,-193 4036,-193 4122,-193 4122,-193 4128,-193 4134,-199 4134,-205 4134,-205 4134,-249 4134,-249 4134,-255 4128,-261 4122,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"4035\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.186</text>\n",
       "<text text-anchor=\"start\" x=\"4043.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"4038\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\n",
       "<text text-anchor=\"start\" x=\"4032\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [55, 22]</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;144 -->\n",
       "<g id=\"edge144\" class=\"edge\"><title>143&#45;&gt;144</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4084.4,-296.884C4083.77,-288.778 4083.08,-279.982 4082.41,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4085.88,-270.995 4081.61,-261.299 4078.9,-271.542 4085.88,-270.995\"/>\n",
       "</g>\n",
       "<!-- 149 -->\n",
       "<g id=\"node150\" class=\"node\"><title>149</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4235.5,-253.5C4235.5,-253.5 4164.5,-253.5 4164.5,-253.5 4158.5,-253.5 4152.5,-247.5 4152.5,-241.5 4152.5,-241.5 4152.5,-212.5 4152.5,-212.5 4152.5,-206.5 4158.5,-200.5 4164.5,-200.5 4164.5,-200.5 4235.5,-200.5 4235.5,-200.5 4241.5,-200.5 4247.5,-206.5 4247.5,-212.5 4247.5,-212.5 4247.5,-241.5 4247.5,-241.5 4247.5,-247.5 4241.5,-253.5 4235.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4172\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4162.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4160.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;149 -->\n",
       "<g id=\"edge149\" class=\"edge\"><title>143&#45;&gt;149</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4123.69,-296.884C4136.6,-285.226 4151.1,-272.141 4163.96,-260.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4166.65,-262.819 4171.73,-253.52 4161.96,-257.622 4166.65,-262.819\"/>\n",
       "</g>\n",
       "<!-- 145 -->\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.647059\" stroke=\"black\" d=\"M4105.5,-157C4105.5,-157 3964.5,-157 3964.5,-157 3958.5,-157 3952.5,-151 3952.5,-145 3952.5,-145 3952.5,-101 3952.5,-101 3952.5,-95 3958.5,-89 3964.5,-89 3964.5,-89 4105.5,-89 4105.5,-89 4111.5,-89 4117.5,-95 4117.5,-101 4117.5,-101 4117.5,-145 4117.5,-145 4117.5,-151 4111.5,-157 4105.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"3960.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.032</text>\n",
       "<text text-anchor=\"start\" x=\"3999.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.386</text>\n",
       "<text text-anchor=\"start\" x=\"3994\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\n",
       "<text text-anchor=\"start\" x=\"3988\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 18]</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;145 -->\n",
       "<g id=\"edge145\" class=\"edge\"><title>144&#45;&gt;145</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4064.71,-192.884C4061.1,-184.511 4057.17,-175.401 4053.39,-166.631\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4056.54,-165.095 4049.36,-157.299 4050.11,-167.868 4056.54,-165.095\"/>\n",
       "</g>\n",
       "<!-- 148 -->\n",
       "<g id=\"node149\" class=\"node\"><title>148</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4218.5,-149.5C4218.5,-149.5 4147.5,-149.5 4147.5,-149.5 4141.5,-149.5 4135.5,-143.5 4135.5,-137.5 4135.5,-137.5 4135.5,-108.5 4135.5,-108.5 4135.5,-102.5 4141.5,-96.5 4147.5,-96.5 4147.5,-96.5 4218.5,-96.5 4218.5,-96.5 4224.5,-96.5 4230.5,-102.5 4230.5,-108.5 4230.5,-108.5 4230.5,-137.5 4230.5,-137.5 4230.5,-143.5 4224.5,-149.5 4218.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4155\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4145.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"4143.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 4]</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;148 -->\n",
       "<g id=\"edge148\" class=\"edge\"><title>144&#45;&gt;148</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4112.77,-192.884C4124.65,-181.226 4137.99,-168.141 4149.83,-156.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4152.29,-159.021 4156.98,-149.52 4147.39,-154.023 4152.29,-159.021\"/>\n",
       "</g>\n",
       "<!-- 146 -->\n",
       "<g id=\"node147\" class=\"node\"><title>146</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.141176\" stroke=\"black\" d=\"M3985,-53C3985,-53 3911,-53 3911,-53 3905,-53 3899,-47 3899,-41 3899,-41 3899,-12 3899,-12 3899,-6 3905,-0 3911,-0 3911,-0 3985,-0 3985,-0 3991,-0 3997,-6 3997,-12 3997,-12 3997,-41 3997,-41 3997,-47 3991,-53 3985,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"3912.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\n",
       "<text text-anchor=\"start\" x=\"3907\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"3908.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 6]</text>\n",
       "</g>\n",
       "<!-- 145&#45;&gt;146 -->\n",
       "<g id=\"edge146\" class=\"edge\"><title>145&#45;&gt;146</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4004.57,-88.9485C3996.15,-79.8005 3987.01,-69.8697 3978.58,-60.7126\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3981.04,-58.2231 3971.69,-53.2367 3975.89,-62.9643 3981.04,-58.2231\"/>\n",
       "</g>\n",
       "<!-- 147 -->\n",
       "<g id=\"node148\" class=\"node\"><title>147</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.725490\" stroke=\"black\" d=\"M4113,-53C4113,-53 4027,-53 4027,-53 4021,-53 4015,-47 4015,-41 4015,-41 4015,-12 4015,-12 4015,-6 4021,-0 4027,-0 4027,-0 4113,-0 4113,-0 4119,-0 4125,-6 4125,-12 4125,-12 4125,-41 4125,-41 4125,-47 4119,-53 4113,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4034.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.337</text>\n",
       "<text text-anchor=\"start\" x=\"4029\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\n",
       "<text text-anchor=\"start\" x=\"4023\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [44, 12]</text>\n",
       "</g>\n",
       "<!-- 145&#45;&gt;147 -->\n",
       "<g id=\"edge147\" class=\"edge\"><title>145&#45;&gt;147</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4047.24,-88.9485C4050.39,-80.4408 4053.79,-71.2562 4056.98,-62.6464\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4060.28,-63.8298 4060.47,-53.2367 4053.71,-61.3986 4060.28,-63.8298\"/>\n",
       "</g>\n",
       "<!-- 152 -->\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M4521.5,-469C4521.5,-469 4288.5,-469 4288.5,-469 4282.5,-469 4276.5,-463 4276.5,-457 4276.5,-457 4276.5,-413 4276.5,-413 4276.5,-407 4282.5,-401 4288.5,-401 4288.5,-401 4521.5,-401 4521.5,-401 4527.5,-401 4533.5,-407 4533.5,-413 4533.5,-413 4533.5,-457 4533.5,-457 4533.5,-463 4527.5,-469 4521.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"4284.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4369.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.105</text>\n",
       "<text text-anchor=\"start\" x=\"4364\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"start\" x=\"4362\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 3]</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;152 -->\n",
       "<g id=\"edge152\" class=\"edge\"><title>151&#45;&gt;152</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4405,-504.884C4405,-496.778 4405,-487.982 4405,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4408.5,-479.299 4405,-469.299 4401.5,-479.299 4408.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 155 -->\n",
       "<g id=\"node156\" class=\"node\"><title>155</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4634.5,-461.5C4634.5,-461.5 4563.5,-461.5 4563.5,-461.5 4557.5,-461.5 4551.5,-455.5 4551.5,-449.5 4551.5,-449.5 4551.5,-420.5 4551.5,-420.5 4551.5,-414.5 4557.5,-408.5 4563.5,-408.5 4563.5,-408.5 4634.5,-408.5 4634.5,-408.5 4640.5,-408.5 4646.5,-414.5 4646.5,-420.5 4646.5,-420.5 4646.5,-449.5 4646.5,-449.5 4646.5,-455.5 4640.5,-461.5 4634.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4571\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4561.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"4559.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;155 -->\n",
       "<g id=\"edge155\" class=\"edge\"><title>151&#45;&gt;155</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4456.11,-513.139C4482.03,-500.311 4513.89,-484.2 4542,-469 4543.49,-468.196 4544.99,-467.375 4546.51,-466.541\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4548.23,-469.587 4555.27,-461.663 4544.83,-463.471 4548.23,-469.587\"/>\n",
       "</g>\n",
       "<!-- 153 -->\n",
       "<g id=\"node154\" class=\"node\"><title>153</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4417,-357.5C4417,-357.5 4339,-357.5 4339,-357.5 4333,-357.5 4327,-351.5 4327,-345.5 4327,-345.5 4327,-316.5 4327,-316.5 4327,-310.5 4333,-304.5 4339,-304.5 4339,-304.5 4417,-304.5 4417,-304.5 4423,-304.5 4429,-310.5 4429,-316.5 4429,-316.5 4429,-345.5 4429,-345.5 4429,-351.5 4423,-357.5 4417,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4350\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4337\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"4335\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 0]</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;153 -->\n",
       "<g id=\"edge153\" class=\"edge\"><title>152&#45;&gt;153</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4396.23,-400.884C4393.41,-390.216 4390.27,-378.352 4387.4,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4390.7,-366.291 4384.76,-357.52 4383.93,-368.083 4390.7,-366.291\"/>\n",
       "</g>\n",
       "<!-- 154 -->\n",
       "<g id=\"node155\" class=\"node\"><title>154</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.784314\" stroke=\"black\" d=\"M4537,-357.5C4537,-357.5 4459,-357.5 4459,-357.5 4453,-357.5 4447,-351.5 4447,-345.5 4447,-345.5 4447,-316.5 4447,-316.5 4447,-310.5 4453,-304.5 4459,-304.5 4459,-304.5 4537,-304.5 4537,-304.5 4543,-304.5 4549,-310.5 4549,-316.5 4549,-316.5 4549,-345.5 4549,-345.5 4549,-351.5 4543,-357.5 4537,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4462.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.291</text>\n",
       "<text text-anchor=\"start\" x=\"4457\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"4455\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 3]</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;154 -->\n",
       "<g id=\"edge154\" class=\"edge\"><title>152&#45;&gt;154</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4435.19,-400.884C4445.62,-389.446 4457.3,-376.634 4467.74,-365.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4470.58,-367.268 4474.73,-357.52 4465.41,-362.551 4470.58,-367.268\"/>\n",
       "</g>\n",
       "<!-- 157 -->\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4602.5,-565.5C4602.5,-565.5 4531.5,-565.5 4531.5,-565.5 4525.5,-565.5 4519.5,-559.5 4519.5,-553.5 4519.5,-553.5 4519.5,-524.5 4519.5,-524.5 4519.5,-518.5 4525.5,-512.5 4531.5,-512.5 4531.5,-512.5 4602.5,-512.5 4602.5,-512.5 4608.5,-512.5 4614.5,-518.5 4614.5,-524.5 4614.5,-524.5 4614.5,-553.5 4614.5,-553.5 4614.5,-559.5 4608.5,-565.5 4602.5,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4539\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4529.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4527.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 156&#45;&gt;157 -->\n",
       "<g id=\"edge157\" class=\"edge\"><title>156&#45;&gt;157</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4567,-608.884C4567,-598.326 4567,-586.597 4567,-575.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4570.5,-575.52 4567,-565.52 4563.5,-575.52 4570.5,-575.52\"/>\n",
       "</g>\n",
       "<!-- 158 -->\n",
       "<g id=\"node159\" class=\"node\"><title>158</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.631373\" stroke=\"black\" d=\"M4779,-573C4779,-573 4645,-573 4645,-573 4639,-573 4633,-567 4633,-561 4633,-561 4633,-517 4633,-517 4633,-511 4639,-505 4645,-505 4645,-505 4779,-505 4779,-505 4785,-505 4791,-511 4791,-517 4791,-517 4791,-561 4791,-561 4791,-567 4785,-573 4779,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"4641\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.28</text>\n",
       "<text text-anchor=\"start\" x=\"4676.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.393</text>\n",
       "<text text-anchor=\"start\" x=\"4667\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 145</text>\n",
       "<text text-anchor=\"start\" x=\"4661.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 39]</text>\n",
       "</g>\n",
       "<!-- 156&#45;&gt;158 -->\n",
       "<g id=\"edge158\" class=\"edge\"><title>156&#45;&gt;158</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4614.08,-608.884C4627.5,-599.442 4642.25,-589.064 4656.14,-579.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4658.5,-581.916 4664.66,-573.299 4654.47,-576.19 4658.5,-581.916\"/>\n",
       "</g>\n",
       "<!-- 159 -->\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4747.5,-461.5C4747.5,-461.5 4676.5,-461.5 4676.5,-461.5 4670.5,-461.5 4664.5,-455.5 4664.5,-449.5 4664.5,-449.5 4664.5,-420.5 4664.5,-420.5 4664.5,-414.5 4670.5,-408.5 4676.5,-408.5 4676.5,-408.5 4747.5,-408.5 4747.5,-408.5 4753.5,-408.5 4759.5,-414.5 4759.5,-420.5 4759.5,-420.5 4759.5,-449.5 4759.5,-449.5 4759.5,-455.5 4753.5,-461.5 4747.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4684\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4674.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"4672.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 158&#45;&gt;159 -->\n",
       "<g id=\"edge159\" class=\"edge\"><title>158&#45;&gt;159</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4712,-504.884C4712,-494.326 4712,-482.597 4712,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4715.5,-471.52 4712,-461.52 4708.5,-471.52 4715.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 160 -->\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.643137\" stroke=\"black\" d=\"M4944,-469C4944,-469 4790,-469 4790,-469 4784,-469 4778,-463 4778,-457 4778,-457 4778,-413 4778,-413 4778,-407 4784,-401 4790,-401 4790,-401 4944,-401 4944,-401 4950,-401 4956,-407 4956,-413 4956,-413 4956,-457 4956,-457 4956,-463 4950,-469 4944,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"4786\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4831.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.389</text>\n",
       "<text text-anchor=\"start\" x=\"4822\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 144</text>\n",
       "<text text-anchor=\"start\" x=\"4816.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 38]</text>\n",
       "</g>\n",
       "<!-- 158&#45;&gt;160 -->\n",
       "<g id=\"edge160\" class=\"edge\"><title>158&#45;&gt;160</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4762.32,-504.884C4776.88,-495.304 4792.9,-484.761 4807.94,-474.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4810.23,-477.546 4816.66,-469.125 4806.39,-471.698 4810.23,-477.546\"/>\n",
       "</g>\n",
       "<!-- 161 -->\n",
       "<g id=\"node162\" class=\"node\"><title>161</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.686275\" stroke=\"black\" d=\"M4785,-365C4785,-365 4699,-365 4699,-365 4693,-365 4687,-359 4687,-353 4687,-353 4687,-309 4687,-309 4687,-303 4693,-297 4699,-297 4699,-297 4785,-297 4785,-297 4791,-297 4797,-303 4797,-309 4797,-309 4797,-353 4797,-353 4797,-359 4791,-365 4785,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"4698\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.512</text>\n",
       "<text text-anchor=\"start\" x=\"4706.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.364</text>\n",
       "<text text-anchor=\"start\" x=\"4697\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 117</text>\n",
       "<text text-anchor=\"start\" x=\"4695\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 28]</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;161 -->\n",
       "<g id=\"edge161\" class=\"edge\"><title>160&#45;&gt;161</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4826.42,-400.884C4815.06,-391.62 4802.61,-381.455 4790.83,-371.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4792.77,-368.91 4782.81,-365.299 4788.34,-374.333 4792.77,-368.91\"/>\n",
       "</g>\n",
       "<!-- 170 -->\n",
       "<g id=\"node171\" class=\"node\"><title>170</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.411765\" stroke=\"black\" d=\"M4950.5,-365C4950.5,-365 4827.5,-365 4827.5,-365 4821.5,-365 4815.5,-359 4815.5,-353 4815.5,-353 4815.5,-309 4815.5,-309 4815.5,-303 4821.5,-297 4827.5,-297 4827.5,-297 4950.5,-297 4950.5,-297 4956.5,-297 4962.5,-303 4962.5,-309 4962.5,-309 4962.5,-353 4962.5,-353 4962.5,-359 4956.5,-365 4950.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"4823.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4853.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.466</text>\n",
       "<text text-anchor=\"start\" x=\"4848\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"start\" x=\"4842\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 10]</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;170 -->\n",
       "<g id=\"edge170\" class=\"edge\"><title>160&#45;&gt;170</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4874.14,-400.884C4875.91,-392.689 4877.83,-383.789 4879.68,-375.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4883.13,-375.813 4881.82,-365.299 4876.29,-374.337 4883.13,-375.813\"/>\n",
       "</g>\n",
       "<!-- 162 -->\n",
       "<g id=\"node163\" class=\"node\"><title>162</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.709804\" stroke=\"black\" d=\"M4681.5,-261C4681.5,-261 4448.5,-261 4448.5,-261 4442.5,-261 4436.5,-255 4436.5,-249 4436.5,-249 4436.5,-205 4436.5,-205 4436.5,-199 4442.5,-193 4448.5,-193 4448.5,-193 4681.5,-193 4681.5,-193 4687.5,-193 4693.5,-199 4693.5,-205 4693.5,-205 4693.5,-249 4693.5,-249 4693.5,-255 4687.5,-261 4681.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"4444.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4529.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.349</text>\n",
       "<text text-anchor=\"start\" x=\"4520\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 111</text>\n",
       "<text text-anchor=\"start\" x=\"4518\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 25]</text>\n",
       "</g>\n",
       "<!-- 161&#45;&gt;162 -->\n",
       "<g id=\"edge162\" class=\"edge\"><title>161&#45;&gt;162</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4686.97,-298.286C4669.35,-288.134 4649.66,-276.786 4631.32,-266.221\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4632.86,-263.066 4622.45,-261.105 4629.36,-269.131 4632.86,-263.066\"/>\n",
       "</g>\n",
       "<!-- 169 -->\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4794.5,-253.5C4794.5,-253.5 4723.5,-253.5 4723.5,-253.5 4717.5,-253.5 4711.5,-247.5 4711.5,-241.5 4711.5,-241.5 4711.5,-212.5 4711.5,-212.5 4711.5,-206.5 4717.5,-200.5 4723.5,-200.5 4723.5,-200.5 4794.5,-200.5 4794.5,-200.5 4800.5,-200.5 4806.5,-206.5 4806.5,-212.5 4806.5,-212.5 4806.5,-241.5 4806.5,-241.5 4806.5,-247.5 4800.5,-253.5 4794.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4731\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4721.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"4719.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "</g>\n",
       "<!-- 161&#45;&gt;169 -->\n",
       "<g id=\"edge169\" class=\"edge\"><title>161&#45;&gt;169</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4747.52,-296.884C4749.3,-286.216 4751.27,-274.352 4753.08,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4756.55,-263.959 4754.75,-253.52 4749.65,-262.808 4756.55,-263.959\"/>\n",
       "</g>\n",
       "<!-- 163 -->\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.792157\" stroke=\"black\" d=\"M4455.5,-157C4455.5,-157 4314.5,-157 4314.5,-157 4308.5,-157 4302.5,-151 4302.5,-145 4302.5,-145 4302.5,-101 4302.5,-101 4302.5,-95 4308.5,-89 4314.5,-89 4314.5,-89 4455.5,-89 4455.5,-89 4461.5,-89 4467.5,-95 4467.5,-101 4467.5,-101 4467.5,-145 4467.5,-145 4467.5,-151 4461.5,-157 4455.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"4310.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.403</text>\n",
       "<text text-anchor=\"start\" x=\"4349.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.284</text>\n",
       "<text text-anchor=\"start\" x=\"4344\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
       "<text text-anchor=\"start\" x=\"4338\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [58, 12]</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;163 -->\n",
       "<g id=\"edge163\" class=\"edge\"><title>162&#45;&gt;163</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4506.56,-192.884C4489.34,-183.125 4470.35,-172.366 4452.61,-162.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4453.88,-159.01 4443.46,-157.125 4450.43,-165.1 4453.88,-159.01\"/>\n",
       "</g>\n",
       "<!-- 166 -->\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.537255\" stroke=\"black\" d=\"M4644,-157C4644,-157 4498,-157 4498,-157 4492,-157 4486,-151 4486,-145 4486,-145 4486,-101 4486,-101 4486,-95 4492,-89 4498,-89 4498,-89 4644,-89 4644,-89 4650,-89 4656,-95 4656,-101 4656,-101 4656,-145 4656,-145 4656,-151 4650,-157 4644,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"4494\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"4535.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.433</text>\n",
       "<text text-anchor=\"start\" x=\"4530\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"4524\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 13]</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;166 -->\n",
       "<g id=\"edge166\" class=\"edge\"><title>162&#45;&gt;166</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"4571.95,-167.488 4569.04,-157.299 4564.96,-167.077 4571.95,-167.488\"/>\n",
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       "<!-- 164 -->\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.545098\" stroke=\"black\" d=\"M4333,-53C4333,-53 4247,-53 4247,-53 4241,-53 4235,-47 4235,-41 4235,-41 4235,-12 4235,-12 4235,-6 4241,-0 4247,-0 4247,-0 4333,-0 4333,-0 4339,-0 4345,-6 4345,-12 4345,-12 4345,-41 4345,-41 4345,-47 4339,-53 4333,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4258\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
       "<text text-anchor=\"start\" x=\"4249\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"4243\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 10]</text>\n",
       "</g>\n",
       "<!-- 163&#45;&gt;164 -->\n",
       "<g id=\"edge164\" class=\"edge\"><title>163&#45;&gt;164</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4351.77,-88.9485C4342.49,-79.709 4332.39,-69.671 4323.11,-60.4381\"/>\n",
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       "<!-- 165 -->\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.945098\" stroke=\"black\" d=\"M4453,-53C4453,-53 4375,-53 4375,-53 4369,-53 4363,-47 4363,-41 4363,-41 4363,-12 4363,-12 4363,-6 4369,-0 4375,-0 4375,-0 4453,-0 4453,-0 4459,-0 4465,-6 4465,-12 4465,-12 4465,-41 4465,-41 4465,-47 4459,-53 4453,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4386\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
       "<text text-anchor=\"start\" x=\"4373\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\n",
       "<text text-anchor=\"start\" x=\"4371\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 2]</text>\n",
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       "<!-- 163&#45;&gt;165 -->\n",
       "<g id=\"edge165\" class=\"edge\"><title>163&#45;&gt;165</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4395.14,-88.9485C4397.73,-80.5323 4400.51,-71.4536 4403.13,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4406.51,-63.8235 4406.1,-53.2367 4399.82,-61.7698 4406.51,-63.8235\"/>\n",
       "</g>\n",
       "<!-- 167 -->\n",
       "<g id=\"node168\" class=\"node\"><title>167</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\" d=\"M4585,-53C4585,-53 4499,-53 4499,-53 4493,-53 4487,-47 4487,-41 4487,-41 4487,-12 4487,-12 4487,-6 4493,-0 4499,-0 4499,-0 4585,-0 4585,-0 4591,-0 4597,-6 4597,-12 4597,-12 4597,-41 4597,-41 4597,-47 4591,-53 4585,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4506.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"4501\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"4495\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 10]</text>\n",
       "</g>\n",
       "<!-- 166&#45;&gt;167 -->\n",
       "<g id=\"edge167\" class=\"edge\"><title>166&#45;&gt;167</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4560.86,-88.9485C4558.27,-80.5323 4555.49,-71.4536 4552.87,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4556.18,-61.7698 4549.9,-53.2367 4549.49,-63.8235 4556.18,-61.7698\"/>\n",
       "</g>\n",
       "<!-- 168 -->\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.811765\" stroke=\"black\" d=\"M4705,-53C4705,-53 4627,-53 4627,-53 4621,-53 4615,-47 4615,-41 4615,-41 4615,-12 4615,-12 4615,-6 4621,-0 4627,-0 4627,-0 4705,-0 4705,-0 4711,-0 4717,-6 4717,-12 4717,-12 4717,-41 4717,-41 4717,-47 4711,-53 4705,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4630.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.266</text>\n",
       "<text text-anchor=\"start\" x=\"4625\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"4623\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 3]</text>\n",
       "</g>\n",
       "<!-- 166&#45;&gt;168 -->\n",
       "<g id=\"edge168\" class=\"edge\"><title>166&#45;&gt;168</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4604.23,-88.9485C4613.51,-79.709 4623.61,-69.671 4632.89,-60.4381\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4635.51,-62.7705 4640.13,-53.2367 4630.57,-57.8077 4635.51,-62.7705\"/>\n",
       "</g>\n",
       "<!-- 171 -->\n",
       "<g id=\"node172\" class=\"node\"><title>171</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M4915.5,-253.5C4915.5,-253.5 4844.5,-253.5 4844.5,-253.5 4838.5,-253.5 4832.5,-247.5 4832.5,-241.5 4832.5,-241.5 4832.5,-212.5 4832.5,-212.5 4832.5,-206.5 4838.5,-200.5 4844.5,-200.5 4844.5,-200.5 4915.5,-200.5 4915.5,-200.5 4921.5,-200.5 4927.5,-206.5 4927.5,-212.5 4927.5,-212.5 4927.5,-241.5 4927.5,-241.5 4927.5,-247.5 4921.5,-253.5 4915.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4844.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"4842.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"4840.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;171 -->\n",
       "<g id=\"edge171\" class=\"edge\"><title>170&#45;&gt;171</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4886.08,-296.884C4885.14,-286.216 4884.09,-274.352 4883.13,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4886.62,-263.174 4882.25,-253.52 4879.64,-263.789 4886.62,-263.174\"/>\n",
       "</g>\n",
       "<!-- 172 -->\n",
       "<g id=\"node173\" class=\"node\"><title>172</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.560784\" stroke=\"black\" d=\"M5098.5,-261C5098.5,-261 4957.5,-261 4957.5,-261 4951.5,-261 4945.5,-255 4945.5,-249 4945.5,-249 4945.5,-205 4945.5,-205 4945.5,-199 4951.5,-193 4957.5,-193 4957.5,-193 5098.5,-193 5098.5,-193 5104.5,-193 5110.5,-199 5110.5,-205 5110.5,-205 5110.5,-249 5110.5,-249 5110.5,-255 5104.5,-261 5098.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"4953.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.471</text>\n",
       "<text text-anchor=\"start\" x=\"4992.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.423</text>\n",
       "<text text-anchor=\"start\" x=\"4987\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"4985\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 7]</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;172 -->\n",
       "<g id=\"edge172\" class=\"edge\"><title>170&#45;&gt;172</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4934.13,-296.884C4947,-287.442 4961.14,-277.064 4974.46,-267.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4976.63,-270.037 4982.62,-261.299 4972.49,-264.394 4976.63,-270.037\"/>\n",
       "</g>\n",
       "<!-- 173 -->\n",
       "<g id=\"node174\" class=\"node\"><title>173</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M5024.5,-157C5024.5,-157 4883.5,-157 4883.5,-157 4877.5,-157 4871.5,-151 4871.5,-145 4871.5,-145 4871.5,-101 4871.5,-101 4871.5,-95 4877.5,-89 4883.5,-89 4883.5,-89 5024.5,-89 5024.5,-89 5030.5,-89 5036.5,-95 5036.5,-101 5036.5,-101 5036.5,-145 5036.5,-145 5036.5,-151 5030.5,-157 5024.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"4879.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.371</text>\n",
       "<text text-anchor=\"start\" x=\"4918.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"4913\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"4911\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 6]</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;173 -->\n",
       "<g id=\"edge173\" class=\"edge\"><title>172&#45;&gt;173</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5003.97,-192.884C4997.64,-184.154 4990.73,-174.625 4984.12,-165.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4986.86,-163.338 4978.16,-157.299 4981.2,-167.449 4986.86,-163.338\"/>\n",
       "</g>\n",
       "<!-- 176 -->\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5137.5,-149.5C5137.5,-149.5 5066.5,-149.5 5066.5,-149.5 5060.5,-149.5 5054.5,-143.5 5054.5,-137.5 5054.5,-137.5 5054.5,-108.5 5054.5,-108.5 5054.5,-102.5 5060.5,-96.5 5066.5,-96.5 5066.5,-96.5 5137.5,-96.5 5137.5,-96.5 5143.5,-96.5 5149.5,-102.5 5149.5,-108.5 5149.5,-108.5 5149.5,-137.5 5149.5,-137.5 5149.5,-143.5 5143.5,-149.5 5137.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5074\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5064.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5062.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;176 -->\n",
       "<g id=\"edge176\" class=\"edge\"><title>172&#45;&gt;176</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5052.03,-192.884C5060.16,-181.666 5069.26,-169.126 5077.44,-157.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5080.45,-159.669 5083.49,-149.52 5074.78,-155.559 5080.45,-159.669\"/>\n",
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       "<!-- 174 -->\n",
       "<g id=\"node175\" class=\"node\"><title>174</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.454902\" stroke=\"black\" d=\"M4934,-53C4934,-53 4856,-53 4856,-53 4850,-53 4844,-47 4844,-41 4844,-41 4844,-12 4844,-12 4844,-6 4850,-0 4856,-0 4856,-0 4934,-0 4934,-0 4940,-0 4946,-6 4946,-12 4946,-12 4946,-41 4946,-41 4946,-47 4940,-53 4934,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4859.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.457</text>\n",
       "<text text-anchor=\"start\" x=\"4854\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"4852\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 6]</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;174 -->\n",
       "<g id=\"edge174\" class=\"edge\"><title>173&#45;&gt;174</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4933.36,-88.9485C4927.88,-80.1664 4921.95,-70.6629 4916.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4919.33,-59.8656 4911.07,-53.2367 4913.4,-63.5728 4919.33,-59.8656\"/>\n",
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       "<!-- 175 -->\n",
       "<g id=\"node176\" class=\"node\"><title>175</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5047.5,-53C5047.5,-53 4976.5,-53 4976.5,-53 4970.5,-53 4964.5,-47 4964.5,-41 4964.5,-41 4964.5,-12 4964.5,-12 4964.5,-6 4970.5,-0 4976.5,-0 4976.5,-0 5047.5,-0 5047.5,-0 5053.5,-0 5059.5,-6 5059.5,-12 5059.5,-12 5059.5,-41 5059.5,-41 5059.5,-47 5053.5,-53 5047.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"4984\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"4974.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"4972.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;175 -->\n",
       "<g id=\"edge175\" class=\"edge\"><title>173&#45;&gt;175</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4974.29,-88.9485C4979.68,-80.1664 4985.51,-70.6629 4990.94,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4993.96,-63.5903 4996.2,-53.2367 4987.99,-59.9287 4993.96,-63.5903\"/>\n",
       "</g>\n",
       "<!-- 178 -->\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.913725\" stroke=\"black\" d=\"M5150.5,-781C5150.5,-781 5009.5,-781 5009.5,-781 5003.5,-781 4997.5,-775 4997.5,-769 4997.5,-769 4997.5,-725 4997.5,-725 4997.5,-719 5003.5,-713 5009.5,-713 5009.5,-713 5150.5,-713 5150.5,-713 5156.5,-713 5162.5,-719 5162.5,-725 5162.5,-725 5162.5,-769 5162.5,-769 5162.5,-775 5156.5,-781 5150.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"5005.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.749</text>\n",
       "<text text-anchor=\"start\" x=\"5044.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.149</text>\n",
       "<text text-anchor=\"start\" x=\"5039\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 74</text>\n",
       "<text text-anchor=\"start\" x=\"5037\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [68, 6]</text>\n",
       "</g>\n",
       "<!-- 177&#45;&gt;178 -->\n",
       "<g id=\"edge178\" class=\"edge\"><title>177&#45;&gt;178</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5080,-816.884C5080,-808.778 5080,-799.982 5080,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5083.5,-791.299 5080,-781.299 5076.5,-791.299 5083.5,-791.299\"/>\n",
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       "<!-- 189 -->\n",
       "<g id=\"node190\" class=\"node\"><title>189</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5271,-773.5C5271,-773.5 5193,-773.5 5193,-773.5 5187,-773.5 5181,-767.5 5181,-761.5 5181,-761.5 5181,-732.5 5181,-732.5 5181,-726.5 5187,-720.5 5193,-720.5 5193,-720.5 5271,-720.5 5271,-720.5 5277,-720.5 5283,-726.5 5283,-732.5 5283,-732.5 5283,-761.5 5283,-761.5 5283,-767.5 5277,-773.5 5271,-773.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5204\" y=\"-758.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5191\" y=\"-743.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\n",
       "<text text-anchor=\"start\" x=\"5189\" y=\"-728.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [80, 0]</text>\n",
       "</g>\n",
       "<!-- 177&#45;&gt;189 -->\n",
       "<g id=\"edge189\" class=\"edge\"><title>177&#45;&gt;189</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5129.35,-816.884C5147.38,-804.786 5167.7,-791.151 5185.47,-779.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5187.62,-781.998 5193.97,-773.52 5183.72,-776.186 5187.62,-781.998\"/>\n",
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       "<!-- 179 -->\n",
       "<g id=\"node180\" class=\"node\"><title>179</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.925490\" stroke=\"black\" d=\"M5150,-677C5150,-677 5010,-677 5010,-677 5004,-677 4998,-671 4998,-665 4998,-665 4998,-621 4998,-621 4998,-615 5004,-609 5010,-609 5010,-609 5150,-609 5150,-609 5156,-609 5162,-615 5162,-621 5162,-621 5162,-665 5162,-665 5162,-671 5156,-677 5150,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"5006\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5044.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.129</text>\n",
       "<text text-anchor=\"start\" x=\"5039\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\n",
       "<text text-anchor=\"start\" x=\"5037\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 5]</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;179 -->\n",
       "<g id=\"edge179\" class=\"edge\"><title>178&#45;&gt;179</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5080,-712.884C5080,-704.778 5080,-695.982 5080,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5083.5,-687.299 5080,-677.299 5076.5,-687.299 5083.5,-687.299\"/>\n",
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       "<!-- 188 -->\n",
       "<g id=\"node189\" class=\"node\"><title>188</title>\n",
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       "<text text-anchor=\"start\" x=\"5200\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5190.5\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"5188.5\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;188 -->\n",
       "<g id=\"edge188\" class=\"edge\"><title>178&#45;&gt;188</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5128.05,-712.884C5145.6,-700.786 5165.39,-687.151 5182.69,-675.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5184.72,-678.077 5190.97,-669.52 5180.75,-672.313 5184.72,-678.077\"/>\n",
       "</g>\n",
       "<!-- 180 -->\n",
       "<g id=\"node181\" class=\"node\"><title>180</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.976471\" stroke=\"black\" d=\"M5119,-573C5119,-573 5041,-573 5041,-573 5035,-573 5029,-567 5029,-561 5029,-561 5029,-517 5029,-517 5029,-511 5035,-505 5041,-505 5041,-505 5119,-505 5119,-505 5125,-505 5131,-511 5131,-517 5131,-517 5131,-561 5131,-561 5131,-567 5125,-573 5119,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"5040.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5044.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.042</text>\n",
       "<text text-anchor=\"start\" x=\"5039\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\n",
       "<text text-anchor=\"start\" x=\"5037\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 1]</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;180 -->\n",
       "<g id=\"edge180\" class=\"edge\"><title>179&#45;&gt;180</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5080,-608.884C5080,-600.778 5080,-591.982 5080,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5083.5,-583.299 5080,-573.299 5076.5,-583.299 5083.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 183 -->\n",
       "<g id=\"node184\" class=\"node\"><title>183</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.807843\" stroke=\"black\" d=\"M5406,-573C5406,-573 5306,-573 5306,-573 5300,-573 5294,-567 5294,-561 5294,-561 5294,-517 5294,-517 5294,-511 5300,-505 5306,-505 5306,-505 5406,-505 5406,-505 5412,-505 5418,-511 5418,-517 5418,-517 5418,-561 5418,-561 5418,-567 5412,-573 5406,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"5302\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5320.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.269</text>\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"5313\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 4]</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;183 -->\n",
       "<g id=\"edge183\" class=\"edge\"><title>179&#45;&gt;183</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5162.06,-611.673C5200.86,-597.334 5246.76,-580.37 5284.17,-566.546\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5285.82,-569.669 5293.98,-562.92 5283.39,-563.103 5285.82,-569.669\"/>\n",
       "</g>\n",
       "<!-- 181 -->\n",
       "<g id=\"node182\" class=\"node\"><title>181</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M5057.5,-461.5C5057.5,-461.5 4986.5,-461.5 4986.5,-461.5 4980.5,-461.5 4974.5,-455.5 4974.5,-449.5 4974.5,-449.5 4974.5,-420.5 4974.5,-420.5 4974.5,-414.5 4980.5,-408.5 4986.5,-408.5 4986.5,-408.5 5057.5,-408.5 5057.5,-408.5 5063.5,-408.5 5069.5,-414.5 5069.5,-420.5 5069.5,-420.5 5069.5,-449.5 5069.5,-449.5 5069.5,-455.5 5063.5,-461.5 5057.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"4986.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"4984.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"4982.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;181 -->\n",
       "<g id=\"edge181\" class=\"edge\"><title>180&#45;&gt;181</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5061.17,-504.884C5054.92,-493.886 5047.94,-481.617 5041.63,-470.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5044.5,-468.483 5036.51,-461.52 5038.41,-471.943 5044.5,-468.483\"/>\n",
       "</g>\n",
       "<!-- 182 -->\n",
       "<g id=\"node183\" class=\"node\"><title>182</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5178,-461.5C5178,-461.5 5100,-461.5 5100,-461.5 5094,-461.5 5088,-455.5 5088,-449.5 5088,-449.5 5088,-420.5 5088,-420.5 5088,-414.5 5094,-408.5 5100,-408.5 5100,-408.5 5178,-408.5 5178,-408.5 5184,-408.5 5190,-414.5 5190,-420.5 5190,-420.5 5190,-449.5 5190,-449.5 5190,-455.5 5184,-461.5 5178,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5111\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5098\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 43</text>\n",
       "<text text-anchor=\"start\" x=\"5096\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [43, 0]</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;182 -->\n",
       "<g id=\"edge182\" class=\"edge\"><title>180&#45;&gt;182</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5099.16,-504.884C5105.58,-493.776 5112.76,-481.372 5119.23,-470.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5122.26,-471.929 5124.24,-461.52 5116.2,-468.424 5122.26,-471.929\"/>\n",
       "</g>\n",
       "<!-- 184 -->\n",
       "<g id=\"node185\" class=\"node\"><title>184</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.890196\" stroke=\"black\" d=\"M5492,-469C5492,-469 5220,-469 5220,-469 5214,-469 5208,-463 5208,-457 5208,-457 5208,-413 5208,-413 5208,-407 5214,-401 5220,-401 5220,-401 5492,-401 5492,-401 5498,-401 5504,-407 5504,-413 5504,-413 5504,-457 5504,-457 5504,-463 5498,-469 5492,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"5216\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5324\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"5315\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"5313\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 2]</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;184 -->\n",
       "<g id=\"edge184\" class=\"edge\"><title>183&#45;&gt;184</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5356,-504.884C5356,-496.778 5356,-487.982 5356,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5359.5,-479.299 5356,-469.299 5352.5,-479.299 5359.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 187 -->\n",
       "<g id=\"node188\" class=\"node\"><title>187</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M5605.5,-461.5C5605.5,-461.5 5534.5,-461.5 5534.5,-461.5 5528.5,-461.5 5522.5,-455.5 5522.5,-449.5 5522.5,-449.5 5522.5,-420.5 5522.5,-420.5 5522.5,-414.5 5528.5,-408.5 5534.5,-408.5 5534.5,-408.5 5605.5,-408.5 5605.5,-408.5 5611.5,-408.5 5617.5,-414.5 5617.5,-420.5 5617.5,-420.5 5617.5,-449.5 5617.5,-449.5 5617.5,-455.5 5611.5,-461.5 5605.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5538\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"5532.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"5530.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;187 -->\n",
       "<g id=\"edge187\" class=\"edge\"><title>183&#45;&gt;187</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5418.25,-512.52C5447.38,-500.121 5482.33,-484.557 5513,-469 5514.72,-468.127 5516.46,-467.226 5518.21,-466.304\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5519.88,-469.384 5527.02,-461.555 5516.55,-463.223 5519.88,-469.384\"/>\n",
       "</g>\n",
       "<!-- 185 -->\n",
       "<g id=\"node186\" class=\"node\"><title>185</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.933333\" stroke=\"black\" d=\"M5287,-357.5C5287,-357.5 5209,-357.5 5209,-357.5 5203,-357.5 5197,-351.5 5197,-345.5 5197,-345.5 5197,-316.5 5197,-316.5 5197,-310.5 5203,-304.5 5209,-304.5 5209,-304.5 5287,-304.5 5287,-304.5 5293,-304.5 5299,-310.5 5299,-316.5 5299,-316.5 5299,-345.5 5299,-345.5 5299,-351.5 5293,-357.5 5287,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5212.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.117</text>\n",
       "<text text-anchor=\"start\" x=\"5207\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"5205\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 1]</text>\n",
       "</g>\n",
       "<!-- 184&#45;&gt;185 -->\n",
       "<g id=\"edge185\" class=\"edge\"><title>184&#45;&gt;185</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5320.94,-400.884C5308.59,-389.226 5294.74,-376.141 5282.45,-364.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5284.69,-361.842 5275.02,-357.52 5279.89,-366.931 5284.69,-361.842\"/>\n",
       "</g>\n",
       "<!-- 186 -->\n",
       "<g id=\"node187\" class=\"node\"><title>186</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M5400.5,-357.5C5400.5,-357.5 5329.5,-357.5 5329.5,-357.5 5323.5,-357.5 5317.5,-351.5 5317.5,-345.5 5317.5,-345.5 5317.5,-316.5 5317.5,-316.5 5317.5,-310.5 5323.5,-304.5 5329.5,-304.5 5329.5,-304.5 5400.5,-304.5 5400.5,-304.5 5406.5,-304.5 5412.5,-310.5 5412.5,-316.5 5412.5,-316.5 5412.5,-345.5 5412.5,-345.5 5412.5,-351.5 5406.5,-357.5 5400.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5329.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"5327.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"5325.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "</g>\n",
       "<!-- 184&#45;&gt;186 -->\n",
       "<g id=\"edge186\" class=\"edge\"><title>184&#45;&gt;186</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5358.92,-400.884C5359.86,-390.216 5360.91,-378.352 5361.87,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5365.36,-367.789 5362.75,-357.52 5358.38,-367.174 5365.36,-367.789\"/>\n",
       "</g>\n",
       "<!-- 191 -->\n",
       "<g id=\"node192\" class=\"node\"><title>191</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.615686\" stroke=\"black\" d=\"M7870,-989C7870,-989 7762,-989 7762,-989 7756,-989 7750,-983 7750,-977 7750,-977 7750,-933 7750,-933 7750,-927 7756,-921 7762,-921 7762,-921 7870,-921 7870,-921 7876,-921 7882,-927 7882,-933 7882,-933 7882,-977 7882,-977 7882,-983 7876,-989 7870,-989\"/>\n",
       "<text text-anchor=\"start\" x=\"7769.5\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.176</text>\n",
       "<text text-anchor=\"start\" x=\"7780.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.401</text>\n",
       "<text text-anchor=\"start\" x=\"7767.5\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1417</text>\n",
       "<text text-anchor=\"start\" x=\"7758\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1023, 394]</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;191 -->\n",
       "<g id=\"edge191\" class=\"edge\"><title>190&#45;&gt;191</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7816,-1024.88C7816,-1016.78 7816,-1007.98 7816,-999.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7819.5,-999.299 7816,-989.299 7812.5,-999.299 7819.5,-999.299\"/>\n",
       "</g>\n",
       "<!-- 356 -->\n",
       "<g id=\"node357\" class=\"node\"><title>356</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.160784\" stroke=\"black\" d=\"M11427.5,-989C11427.5,-989 11326.5,-989 11326.5,-989 11320.5,-989 11314.5,-983 11314.5,-977 11314.5,-977 11314.5,-933 11314.5,-933 11314.5,-927 11320.5,-921 11326.5,-921 11326.5,-921 11427.5,-921 11427.5,-921 11433.5,-921 11439.5,-927 11439.5,-933 11439.5,-933 11439.5,-977 11439.5,-977 11439.5,-983 11433.5,-989 11427.5,-989\"/>\n",
       "<text text-anchor=\"start\" x=\"11330.5\" y=\"-973.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.646</text>\n",
       "<text text-anchor=\"start\" x=\"11341.5\" y=\"-958.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"11328.5\" y=\"-943.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1710</text>\n",
       "<text text-anchor=\"start\" x=\"11322.5\" y=\"-928.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [781, 929]</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;356 -->\n",
       "<g id=\"edge356\" class=\"edge\"><title>190&#45;&gt;356</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7922.09,-1054.96C8457.47,-1039.63 10854.6,-970.962 11304.2,-958.085\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11304.6,-961.576 11314.5,-957.791 11304.4,-954.579 11304.6,-961.576\"/>\n",
       "</g>\n",
       "<!-- 192 -->\n",
       "<g id=\"node193\" class=\"node\"><title>192</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.188235\" stroke=\"black\" d=\"M7410.5,-885C7410.5,-885 7281.5,-885 7281.5,-885 7275.5,-885 7269.5,-879 7269.5,-873 7269.5,-873 7269.5,-829 7269.5,-829 7269.5,-823 7275.5,-817 7281.5,-817 7281.5,-817 7410.5,-817 7410.5,-817 7416.5,-817 7422.5,-823 7422.5,-829 7422.5,-829 7422.5,-873 7422.5,-873 7422.5,-879 7416.5,-885 7410.5,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"7277.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7310.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
       "<text text-anchor=\"start\" x=\"7301\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 475</text>\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [262, 213]</text>\n",
       "</g>\n",
       "<!-- 191&#45;&gt;192 -->\n",
       "<g id=\"edge192\" class=\"edge\"><title>191&#45;&gt;192</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7749.66,-939.602C7666.53,-921.561 7523.88,-890.604 7432.33,-870.735\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7433.04,-867.309 7422.53,-868.608 7431.56,-874.149 7433.04,-867.309\"/>\n",
       "</g>\n",
       "<!-- 251 -->\n",
       "<g id=\"node252\" class=\"node\"><title>251</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.760784\" stroke=\"black\" d=\"M8320.5,-885C8320.5,-885 8183.5,-885 8183.5,-885 8177.5,-885 8171.5,-879 8171.5,-873 8171.5,-873 8171.5,-829 8171.5,-829 8171.5,-823 8177.5,-817 8183.5,-817 8183.5,-817 8320.5,-817 8320.5,-817 8326.5,-817 8332.5,-823 8332.5,-829 8332.5,-829 8332.5,-873 8332.5,-873 8332.5,-879 8326.5,-885 8320.5,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"8179.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineBackup_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8220\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\n",
       "<text text-anchor=\"start\" x=\"8207\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 942</text>\n",
       "<text text-anchor=\"start\" x=\"8197.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [761, 181]</text>\n",
       "</g>\n",
       "<!-- 191&#45;&gt;251 -->\n",
       "<g id=\"edge251\" class=\"edge\"><title>191&#45;&gt;251</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7882.22,-938.508C7956.73,-921.077 8078.21,-892.658 8161.46,-873.181\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8162.48,-876.538 8171.42,-870.852 8160.88,-869.722 8162.48,-876.538\"/>\n",
       "</g>\n",
       "<!-- 193 -->\n",
       "<g id=\"node194\" class=\"node\"><title>193</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.513725\" stroke=\"black\" d=\"M6641.5,-781C6641.5,-781 6548.5,-781 6548.5,-781 6542.5,-781 6536.5,-775 6536.5,-769 6536.5,-769 6536.5,-725 6536.5,-725 6536.5,-719 6542.5,-713 6548.5,-713 6548.5,-713 6641.5,-713 6641.5,-713 6647.5,-713 6653.5,-719 6653.5,-725 6653.5,-725 6653.5,-769 6653.5,-769 6653.5,-775 6647.5,-781 6641.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"6548.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.257</text>\n",
       "<text text-anchor=\"start\" x=\"6563\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\n",
       "<text text-anchor=\"start\" x=\"6550\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 226</text>\n",
       "<text text-anchor=\"start\" x=\"6544.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 74]</text>\n",
       "</g>\n",
       "<!-- 192&#45;&gt;193 -->\n",
       "<g id=\"edge193\" class=\"edge\"><title>192&#45;&gt;193</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7269.16,-839.564C7122.36,-819.626 6804.2,-776.413 6663.87,-757.353\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6664.05,-753.846 6653.67,-755.968 6663.11,-760.783 6664.05,-753.846\"/>\n",
       "</g>\n",
       "<!-- 226 -->\n",
       "<g id=\"node227\" class=\"node\"><title>226</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.207843\" stroke=\"black\" d=\"M7455.5,-781C7455.5,-781 7236.5,-781 7236.5,-781 7230.5,-781 7224.5,-775 7224.5,-769 7224.5,-769 7224.5,-725 7224.5,-725 7224.5,-719 7230.5,-713 7236.5,-713 7236.5,-713 7455.5,-713 7455.5,-713 7461.5,-713 7467.5,-719 7467.5,-725 7467.5,-725 7467.5,-769 7467.5,-769 7467.5,-775 7461.5,-781 7455.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"7232.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_No phone service ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7310.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"start\" x=\"7301\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 249</text>\n",
       "<text text-anchor=\"start\" x=\"7291.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [110, 139]</text>\n",
       "</g>\n",
       "<!-- 192&#45;&gt;226 -->\n",
       "<g id=\"edge226\" class=\"edge\"><title>192&#45;&gt;226</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7346,-816.884C7346,-808.778 7346,-799.982 7346,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7349.5,-791.299 7346,-781.299 7342.5,-791.299 7349.5,-791.299\"/>\n",
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       "<!-- 194 -->\n",
       "<g id=\"node195\" class=\"node\"><title>194</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.372549\" stroke=\"black\" d=\"M6284.5,-677C6284.5,-677 6177.5,-677 6177.5,-677 6171.5,-677 6165.5,-671 6165.5,-665 6165.5,-665 6165.5,-621 6165.5,-621 6165.5,-615 6171.5,-609 6177.5,-609 6177.5,-609 6284.5,-609 6284.5,-609 6290.5,-609 6296.5,-615 6296.5,-621 6296.5,-621 6296.5,-665 6296.5,-665 6296.5,-671 6290.5,-677 6284.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"6173.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6195.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.474</text>\n",
       "<text text-anchor=\"start\" x=\"6186\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 145</text>\n",
       "<text text-anchor=\"start\" x=\"6184\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 56]</text>\n",
       "</g>\n",
       "<!-- 193&#45;&gt;194 -->\n",
       "<g id=\"edge194\" class=\"edge\"><title>193&#45;&gt;194</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6536.11,-729.499C6473.59,-711.979 6374.58,-684.235 6306.4,-665.129\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6307.15,-661.703 6296.57,-662.375 6305.26,-668.444 6307.15,-661.703\"/>\n",
       "</g>\n",
       "<!-- 213 -->\n",
       "<g id=\"node214\" class=\"node\"><title>213</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.713725\" stroke=\"black\" d=\"M6668,-677C6668,-677 6522,-677 6522,-677 6516,-677 6510,-671 6510,-665 6510,-665 6510,-621 6510,-621 6510,-615 6516,-609 6522,-609 6522,-609 6668,-609 6668,-609 6674,-609 6680,-615 6680,-621 6680,-621 6680,-665 6680,-665 6680,-671 6674,-677 6668,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"6518\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.162</text>\n",
       "<text text-anchor=\"start\" x=\"6559.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"6554\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\n",
       "<text text-anchor=\"start\" x=\"6548\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [63, 18]</text>\n",
       "</g>\n",
       "<!-- 193&#45;&gt;213 -->\n",
       "<g id=\"edge213\" class=\"edge\"><title>193&#45;&gt;213</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6595,-712.884C6595,-704.778 6595,-695.982 6595,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6598.5,-687.299 6595,-677.299 6591.5,-687.299 6598.5,-687.299\"/>\n",
       "</g>\n",
       "<!-- 195 -->\n",
       "<g id=\"node196\" class=\"node\"><title>195</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.403922\" stroke=\"black\" d=\"M6066.5,-573C6066.5,-573 5943.5,-573 5943.5,-573 5937.5,-573 5931.5,-567 5931.5,-561 5931.5,-561 5931.5,-517 5931.5,-517 5931.5,-511 5937.5,-505 5943.5,-505 5943.5,-505 6066.5,-505 6066.5,-505 6072.5,-505 6078.5,-511 6078.5,-517 6078.5,-517 6078.5,-561 6078.5,-561 6078.5,-567 6072.5,-573 6066.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"5939.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5969.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.468</text>\n",
       "<text text-anchor=\"start\" x=\"5960\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 142</text>\n",
       "<text text-anchor=\"start\" x=\"5958\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 53]</text>\n",
       "</g>\n",
       "<!-- 194&#45;&gt;195 -->\n",
       "<g id=\"edge195\" class=\"edge\"><title>194&#45;&gt;195</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6165.33,-612.36C6141.07,-601.412 6113.26,-588.86 6087.68,-577.318\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6088.93,-574.039 6078.37,-573.116 6086.05,-580.42 6088.93,-574.039\"/>\n",
       "</g>\n",
       "<!-- 212 -->\n",
       "<g id=\"node213\" class=\"node\"><title>212</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6266.5,-565.5C6266.5,-565.5 6195.5,-565.5 6195.5,-565.5 6189.5,-565.5 6183.5,-559.5 6183.5,-553.5 6183.5,-553.5 6183.5,-524.5 6183.5,-524.5 6183.5,-518.5 6189.5,-512.5 6195.5,-512.5 6195.5,-512.5 6266.5,-512.5 6266.5,-512.5 6272.5,-512.5 6278.5,-518.5 6278.5,-524.5 6278.5,-524.5 6278.5,-553.5 6278.5,-553.5 6278.5,-559.5 6272.5,-565.5 6266.5,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6203\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6193.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6191.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n",
       "</g>\n",
       "<!-- 194&#45;&gt;212 -->\n",
       "<g id=\"edge212\" class=\"edge\"><title>194&#45;&gt;212</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6231,-608.884C6231,-598.326 6231,-586.597 6231,-575.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6234.5,-575.52 6231,-565.52 6227.5,-575.52 6234.5,-575.52\"/>\n",
       "</g>\n",
       "<!-- 196 -->\n",
       "<g id=\"node197\" class=\"node\"><title>196</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.521569\" stroke=\"black\" d=\"M5794,-469C5794,-469 5648,-469 5648,-469 5642,-469 5636,-463 5636,-457 5636,-457 5636,-413 5636,-413 5636,-407 5642,-401 5648,-401 5648,-401 5794,-401 5794,-401 5800,-401 5806,-407 5806,-413 5806,-413 5806,-457 5806,-457 5806,-463 5800,-469 5794,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"5644\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.513</text>\n",
       "<text text-anchor=\"start\" x=\"5685.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.437</text>\n",
       "<text text-anchor=\"start\" x=\"5680\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\n",
       "<text text-anchor=\"start\" x=\"5674\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [65, 31]</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;196 -->\n",
       "<g id=\"edge196\" class=\"edge\"><title>195&#45;&gt;196</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5931.49,-511.6C5896.12,-498.894 5853.28,-483.509 5815.51,-469.943\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5816.62,-466.623 5806.02,-466.536 5814.25,-473.21 5816.62,-466.623\"/>\n",
       "</g>\n",
       "<!-- 205 -->\n",
       "<g id=\"node206\" class=\"node\"><title>205</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.082353\" stroke=\"black\" d=\"M6078,-469C6078,-469 5932,-469 5932,-469 5926,-469 5920,-463 5920,-457 5920,-457 5920,-413 5920,-413 5920,-407 5926,-401 5932,-401 5932,-401 6078,-401 6078,-401 6084,-401 6090,-407 6090,-413 6090,-413 6090,-457 6090,-457 6090,-463 6084,-469 6078,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"5928\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.295</text>\n",
       "<text text-anchor=\"start\" x=\"5969.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"5964\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"start\" x=\"5958\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 22]</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;205 -->\n",
       "<g id=\"edge205\" class=\"edge\"><title>195&#45;&gt;205</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6005,-504.884C6005,-496.778 6005,-487.982 6005,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6008.5,-479.299 6005,-469.299 6001.5,-479.299 6008.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 197 -->\n",
       "<g id=\"node198\" class=\"node\"><title>197</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5532.5,-357.5C5532.5,-357.5 5461.5,-357.5 5461.5,-357.5 5455.5,-357.5 5449.5,-351.5 5449.5,-345.5 5449.5,-345.5 5449.5,-316.5 5449.5,-316.5 5449.5,-310.5 5455.5,-304.5 5461.5,-304.5 5461.5,-304.5 5532.5,-304.5 5532.5,-304.5 5538.5,-304.5 5544.5,-310.5 5544.5,-316.5 5544.5,-316.5 5544.5,-345.5 5544.5,-345.5 5544.5,-351.5 5538.5,-357.5 5532.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5469\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5459.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"5457.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;197 -->\n",
       "<g id=\"edge197\" class=\"edge\"><title>196&#45;&gt;197</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5635.93,-401.401C5609.36,-390.543 5580.16,-377.908 5554,-365 5552.41,-364.217 5550.81,-363.409 5549.2,-362.581\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5550.4,-359.258 5539.93,-357.66 5547.12,-365.44 5550.4,-359.258\"/>\n",
       "</g>\n",
       "<!-- 198 -->\n",
       "<g id=\"node199\" class=\"node\"><title>198</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.447059\" stroke=\"black\" d=\"M5847,-365C5847,-365 5575,-365 5575,-365 5569,-365 5563,-359 5563,-353 5563,-353 5563,-309 5563,-309 5563,-303 5569,-297 5575,-297 5575,-297 5847,-297 5847,-297 5853,-297 5859,-303 5859,-309 5859,-309 5859,-353 5859,-353 5859,-359 5853,-365 5847,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"5571\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5675.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.459</text>\n",
       "<text text-anchor=\"start\" x=\"5670\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 87</text>\n",
       "<text text-anchor=\"start\" x=\"5664\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [56, 31]</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;198 -->\n",
       "<g id=\"edge198\" class=\"edge\"><title>196&#45;&gt;198</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5717.75,-400.884C5716.96,-392.778 5716.1,-383.982 5715.26,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5718.72,-374.91 5714.26,-365.299 5711.76,-375.593 5718.72,-374.91\"/>\n",
       "</g>\n",
       "<!-- 199 -->\n",
       "<g id=\"node200\" class=\"node\"><title>199</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.368627\" stroke=\"black\" d=\"M5700,-261C5700,-261 5554,-261 5554,-261 5548,-261 5542,-255 5542,-249 5542,-249 5542,-205 5542,-205 5542,-199 5548,-193 5554,-193 5554,-193 5700,-193 5700,-193 5706,-193 5712,-199 5712,-205 5712,-205 5712,-249 5712,-249 5712,-255 5706,-261 5700,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"5550\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.507</text>\n",
       "<text text-anchor=\"start\" x=\"5591.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
       "<text text-anchor=\"start\" x=\"5586\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\n",
       "<text text-anchor=\"start\" x=\"5580\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [49, 31]</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;199 -->\n",
       "<g id=\"edge199\" class=\"edge\"><title>198&#45;&gt;199</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5683.73,-296.884C5676.47,-288.065 5668.53,-278.43 5660.96,-269.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5663.48,-266.794 5654.42,-261.299 5658.08,-271.244 5663.48,-266.794\"/>\n",
       "</g>\n",
       "<!-- 204 -->\n",
       "<g id=\"node205\" class=\"node\"><title>204</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5813.5,-253.5C5813.5,-253.5 5742.5,-253.5 5742.5,-253.5 5736.5,-253.5 5730.5,-247.5 5730.5,-241.5 5730.5,-241.5 5730.5,-212.5 5730.5,-212.5 5730.5,-206.5 5736.5,-200.5 5742.5,-200.5 5742.5,-200.5 5813.5,-200.5 5813.5,-200.5 5819.5,-200.5 5825.5,-206.5 5825.5,-212.5 5825.5,-212.5 5825.5,-241.5 5825.5,-241.5 5825.5,-247.5 5819.5,-253.5 5813.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5750\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5740.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"5738.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;204 -->\n",
       "<g id=\"edge204\" class=\"edge\"><title>198&#45;&gt;204</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5732.75,-296.884C5740.05,-285.776 5748.2,-273.372 5755.55,-262.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5758.67,-263.8 5761.24,-253.52 5752.82,-259.957 5758.67,-263.8\"/>\n",
       "</g>\n",
       "<!-- 200 -->\n",
       "<g id=\"node201\" class=\"node\"><title>200</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M5586.5,-149.5C5586.5,-149.5 5515.5,-149.5 5515.5,-149.5 5509.5,-149.5 5503.5,-143.5 5503.5,-137.5 5503.5,-137.5 5503.5,-108.5 5503.5,-108.5 5503.5,-102.5 5509.5,-96.5 5515.5,-96.5 5515.5,-96.5 5586.5,-96.5 5586.5,-96.5 5592.5,-96.5 5598.5,-102.5 5598.5,-108.5 5598.5,-108.5 5598.5,-137.5 5598.5,-137.5 5598.5,-143.5 5592.5,-149.5 5586.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5515.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"5513.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"5511.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "</g>\n",
       "<!-- 199&#45;&gt;200 -->\n",
       "<g id=\"edge200\" class=\"edge\"><title>199&#45;&gt;200</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5602.32,-192.884C5593.97,-181.666 5584.62,-169.126 5576.22,-157.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5578.8,-155.448 5570.01,-149.52 5573.18,-159.63 5578.8,-155.448\"/>\n",
       "</g>\n",
       "<!-- 201 -->\n",
       "<g id=\"node202\" class=\"node\"><title>201</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.415686\" stroke=\"black\" d=\"M5775,-157C5775,-157 5629,-157 5629,-157 5623,-157 5617,-151 5617,-145 5617,-145 5617,-101 5617,-101 5617,-95 5623,-89 5629,-89 5629,-89 5775,-89 5775,-89 5781,-89 5787,-95 5787,-101 5787,-101 5787,-145 5787,-145 5787,-151 5781,-157 5775,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"5625\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.216</text>\n",
       "<text text-anchor=\"start\" x=\"5666.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.465</text>\n",
       "<text text-anchor=\"start\" x=\"5661\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 76</text>\n",
       "<text text-anchor=\"start\" x=\"5655\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 28]</text>\n",
       "</g>\n",
       "<!-- 199&#45;&gt;201 -->\n",
       "<g id=\"edge201\" class=\"edge\"><title>199&#45;&gt;201</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5651.35,-192.884C5657.77,-184.154 5664.78,-174.625 5671.48,-165.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5674.41,-167.429 5677.52,-157.299 5668.77,-163.283 5674.41,-167.429\"/>\n",
       "</g>\n",
       "<!-- 202 -->\n",
       "<g id=\"node203\" class=\"node\"><title>202</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.439216\" stroke=\"black\" d=\"M5684,-53C5684,-53 5598,-53 5598,-53 5592,-53 5586,-47 5586,-41 5586,-41 5586,-12 5586,-12 5586,-6 5592,-0 5598,-0 5598,-0 5684,-0 5684,-0 5690,-0 5696,-6 5696,-12 5696,-12 5696,-41 5696,-41 5696,-47 5690,-53 5684,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"5605.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.461</text>\n",
       "<text text-anchor=\"start\" x=\"5600\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 75</text>\n",
       "<text text-anchor=\"start\" x=\"5594\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 27]</text>\n",
       "</g>\n",
       "<!-- 201&#45;&gt;202 -->\n",
       "<g id=\"edge202\" class=\"edge\"><title>201&#45;&gt;202</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5680.67,-88.9485C5675,-80.1664 5668.86,-70.6629 5663.15,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5665.98,-59.7402 5657.61,-53.2367 5660.1,-63.5365 5665.98,-59.7402\"/>\n",
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       "<!-- 203 -->\n",
       "<g id=\"node204\" class=\"node\"><title>203</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5797.5,-53C5797.5,-53 5726.5,-53 5726.5,-53 5720.5,-53 5714.5,-47 5714.5,-41 5714.5,-41 5714.5,-12 5714.5,-12 5714.5,-6 5720.5,-0 5726.5,-0 5726.5,-0 5797.5,-0 5797.5,-0 5803.5,-0 5809.5,-6 5809.5,-12 5809.5,-12 5809.5,-41 5809.5,-41 5809.5,-47 5803.5,-53 5797.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"5734\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"5724.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"5722.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 201&#45;&gt;203 -->\n",
       "<g id=\"edge203\" class=\"edge\"><title>201&#45;&gt;203</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5722.99,-88.9485C5728.56,-80.1664 5734.59,-70.6629 5740.21,-61.815\"/>\n",
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       "<!-- 206 -->\n",
       "<g id=\"node207\" class=\"node\"><title>206</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.047059\" stroke=\"black\" d=\"M6035,-365C6035,-365 5889,-365 5889,-365 5883,-365 5877,-359 5877,-353 5877,-353 5877,-309 5877,-309 5877,-303 5883,-297 5889,-297 5889,-297 6035,-297 6035,-297 6041,-297 6047,-303 6047,-309 6047,-309 6047,-353 6047,-353 6047,-359 6041,-365 6035,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"5885\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.494</text>\n",
       "<text text-anchor=\"start\" x=\"5934\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"5921\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 43</text>\n",
       "<text text-anchor=\"start\" x=\"5915\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 22]</text>\n",
       "</g>\n",
       "<!-- 205&#45;&gt;206 -->\n",
       "<g id=\"edge206\" class=\"edge\"><title>205&#45;&gt;206</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5991.04,-400.884C5987.51,-392.511 5983.67,-383.401 5979.97,-374.631\"/>\n",
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       "<!-- 211 -->\n",
       "<g id=\"node212\" class=\"node\"><title>211</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6148.5,-357.5C6148.5,-357.5 6077.5,-357.5 6077.5,-357.5 6071.5,-357.5 6065.5,-351.5 6065.5,-345.5 6065.5,-345.5 6065.5,-316.5 6065.5,-316.5 6065.5,-310.5 6071.5,-304.5 6077.5,-304.5 6077.5,-304.5 6148.5,-304.5 6148.5,-304.5 6154.5,-304.5 6160.5,-310.5 6160.5,-316.5 6160.5,-316.5 6160.5,-345.5 6160.5,-345.5 6160.5,-351.5 6154.5,-357.5 6148.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6085\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6075.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6073.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\n",
       "</g>\n",
       "<!-- 205&#45;&gt;211 -->\n",
       "<g id=\"edge211\" class=\"edge\"><title>205&#45;&gt;211</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6040.06,-400.884C6052.41,-389.226 6066.26,-376.141 6078.55,-364.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6081.11,-366.931 6085.98,-357.52 6076.31,-361.842 6081.11,-366.931\"/>\n",
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       "<!-- 207 -->\n",
       "<g id=\"node208\" class=\"node\"><title>207</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.454902\" stroke=\"black\" d=\"M5968,-253.5C5968,-253.5 5890,-253.5 5890,-253.5 5884,-253.5 5878,-247.5 5878,-241.5 5878,-241.5 5878,-212.5 5878,-212.5 5878,-206.5 5884,-200.5 5890,-200.5 5890,-200.5 5968,-200.5 5968,-200.5 5974,-200.5 5980,-206.5 5980,-212.5 5980,-212.5 5980,-241.5 5980,-241.5 5980,-247.5 5974,-253.5 5968,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5893.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.457</text>\n",
       "<text text-anchor=\"start\" x=\"5888\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"5886\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 6]</text>\n",
       "</g>\n",
       "<!-- 206&#45;&gt;207 -->\n",
       "<g id=\"edge207\" class=\"edge\"><title>206&#45;&gt;207</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5951.29,-296.884C5947.8,-286.106 5943.92,-274.108 5940.38,-263.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5943.66,-261.957 5937.26,-253.52 5937,-264.112 5943.66,-261.957\"/>\n",
       "</g>\n",
       "<!-- 208 -->\n",
       "<g id=\"node209\" class=\"node\"><title>208</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.376471\" stroke=\"black\" d=\"M6156,-261C6156,-261 6010,-261 6010,-261 6004,-261 5998,-255 5998,-249 5998,-249 5998,-205 5998,-205 5998,-199 6004,-193 6010,-193 6010,-193 6156,-193 6156,-193 6162,-193 6168,-199 6168,-205 6168,-205 6168,-249 6168,-249 6168,-255 6162,-261 6156,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"6006\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.477</text>\n",
       "<text text-anchor=\"start\" x=\"6047.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"6042\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"6036\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 16]</text>\n",
       "</g>\n",
       "<!-- 206&#45;&gt;208 -->\n",
       "<g id=\"edge208\" class=\"edge\"><title>206&#45;&gt;208</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6001.29,-296.884C6012.27,-287.62 6024.33,-277.455 6035.73,-267.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6038.11,-270.421 6043.5,-261.299 6033.6,-265.069 6038.11,-270.421\"/>\n",
       "</g>\n",
       "<!-- 209 -->\n",
       "<g id=\"node210\" class=\"node\"><title>209</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.819608\" stroke=\"black\" d=\"M6063,-149.5C6063,-149.5 5985,-149.5 5985,-149.5 5979,-149.5 5973,-143.5 5973,-137.5 5973,-137.5 5973,-108.5 5973,-108.5 5973,-102.5 5979,-96.5 5985,-96.5 5985,-96.5 6063,-96.5 6063,-96.5 6069,-96.5 6075,-102.5 6075,-108.5 6075,-108.5 6075,-137.5 6075,-137.5 6075,-143.5 6069,-149.5 6063,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"5992\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"start\" x=\"5983\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"5981\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 11]</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;209 -->\n",
       "<g id=\"edge209\" class=\"edge\"><title>208&#45;&gt;209</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6063.84,-192.884C6057.42,-181.776 6050.24,-169.372 6043.77,-158.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6046.8,-156.424 6038.76,-149.52 6040.74,-159.929 6046.8,-156.424\"/>\n",
       "</g>\n",
       "<!-- 210 -->\n",
       "<g id=\"node211\" class=\"node\"><title>210</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.376471\" stroke=\"black\" d=\"M6179,-149.5C6179,-149.5 6105,-149.5 6105,-149.5 6099,-149.5 6093,-143.5 6093,-137.5 6093,-137.5 6093,-108.5 6093,-108.5 6093,-102.5 6099,-96.5 6105,-96.5 6105,-96.5 6179,-96.5 6179,-96.5 6185,-96.5 6191,-102.5 6191,-108.5 6191,-108.5 6191,-137.5 6191,-137.5 6191,-143.5 6185,-149.5 6179,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6106.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"6101\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"6102.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 5]</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;210 -->\n",
       "<g id=\"edge210\" class=\"edge\"><title>208&#45;&gt;210</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6102.16,-192.884C6108.58,-181.776 6115.76,-169.372 6122.23,-158.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6125.26,-159.929 6127.24,-149.52 6119.2,-156.424 6125.26,-159.929\"/>\n",
       "</g>\n",
       "<!-- 214 -->\n",
       "<g id=\"node215\" class=\"node\"><title>214</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.835294\" stroke=\"black\" d=\"M6560,-573C6560,-573 6414,-573 6414,-573 6408,-573 6402,-567 6402,-561 6402,-561 6402,-517 6402,-517 6402,-511 6408,-505 6414,-505 6414,-505 6560,-505 6560,-505 6566,-505 6572,-511 6572,-517 6572,-517 6572,-561 6572,-561 6572,-567 6566,-573 6560,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"6410\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.492</text>\n",
       "<text text-anchor=\"start\" x=\"6451.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.241</text>\n",
       "<text text-anchor=\"start\" x=\"6446\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\n",
       "<text text-anchor=\"start\" x=\"6444\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [49, 8]</text>\n",
       "</g>\n",
       "<!-- 213&#45;&gt;214 -->\n",
       "<g id=\"edge214\" class=\"edge\"><title>213&#45;&gt;214</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6559.94,-608.884C6550.32,-599.798 6539.78,-589.845 6529.78,-580.4\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6531.93,-577.621 6522.26,-573.299 6527.13,-582.71 6531.93,-577.621\"/>\n",
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       "<!-- 223 -->\n",
       "<g id=\"node224\" class=\"node\"><title>223</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.286275\" stroke=\"black\" d=\"M6747,-573C6747,-573 6661,-573 6661,-573 6655,-573 6649,-567 6649,-561 6649,-561 6649,-517 6649,-517 6649,-511 6655,-505 6661,-505 6661,-505 6747,-505 6747,-505 6753,-505 6759,-511 6759,-517 6759,-517 6759,-561 6759,-561 6759,-567 6753,-573 6747,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"6665.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6668.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.486</text>\n",
       "<text text-anchor=\"start\" x=\"6663\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"6657\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 10]</text>\n",
       "</g>\n",
       "<!-- 213&#45;&gt;223 -->\n",
       "<g id=\"edge223\" class=\"edge\"><title>213&#45;&gt;223</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6630.39,-608.884C6640.1,-599.798 6650.73,-589.845 6660.83,-580.4\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6663.51,-582.688 6668.42,-573.299 6658.72,-577.577 6663.51,-582.688\"/>\n",
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       "<!-- 215 -->\n",
       "<g id=\"node216\" class=\"node\"><title>215</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M6309,-469C6309,-469 6163,-469 6163,-469 6157,-469 6151,-463 6151,-457 6151,-457 6151,-413 6151,-413 6151,-407 6157,-401 6163,-401 6163,-401 6309,-401 6309,-401 6315,-401 6321,-407 6321,-413 6321,-413 6321,-457 6321,-457 6321,-463 6315,-469 6309,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"6159\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.506</text>\n",
       "<text text-anchor=\"start\" x=\"6200.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"6195\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"6193\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 6]</text>\n",
       "</g>\n",
       "<!-- 214&#45;&gt;215 -->\n",
       "<g id=\"edge215\" class=\"edge\"><title>214&#45;&gt;215</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6405.51,-504.884C6380.39,-494.677 6352.58,-483.377 6326.88,-472.931\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6328.09,-469.647 6317.51,-469.125 6325.46,-476.132 6328.09,-469.647\"/>\n",
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       "<!-- 218 -->\n",
       "<g id=\"node219\" class=\"node\"><title>218</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.937255\" stroke=\"black\" d=\"M6623,-469C6623,-469 6351,-469 6351,-469 6345,-469 6339,-463 6339,-457 6339,-457 6339,-413 6339,-413 6339,-407 6345,-401 6351,-401 6351,-401 6623,-401 6623,-401 6629,-401 6635,-407 6635,-413 6635,-413 6635,-457 6635,-457 6635,-463 6629,-469 6623,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"6347\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6451.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.114</text>\n",
       "<text text-anchor=\"start\" x=\"6446\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"6444\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 2]</text>\n",
       "</g>\n",
       "<!-- 214&#45;&gt;218 -->\n",
       "<g id=\"edge218\" class=\"edge\"><title>214&#45;&gt;218</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6487,-504.884C6487,-496.778 6487,-487.982 6487,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6490.5,-479.299 6487,-469.299 6483.5,-479.299 6490.5,-479.299\"/>\n",
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       "<!-- 216 -->\n",
       "<g id=\"node217\" class=\"node\"><title>216</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6261.5,-357.5C6261.5,-357.5 6190.5,-357.5 6190.5,-357.5 6184.5,-357.5 6178.5,-351.5 6178.5,-345.5 6178.5,-345.5 6178.5,-316.5 6178.5,-316.5 6178.5,-310.5 6184.5,-304.5 6190.5,-304.5 6190.5,-304.5 6261.5,-304.5 6261.5,-304.5 6267.5,-304.5 6273.5,-310.5 6273.5,-316.5 6273.5,-316.5 6273.5,-345.5 6273.5,-345.5 6273.5,-351.5 6267.5,-357.5 6261.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6198\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6188.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"6186.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 0]</text>\n",
       "</g>\n",
       "<!-- 215&#45;&gt;216 -->\n",
       "<g id=\"edge216\" class=\"edge\"><title>215&#45;&gt;216</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6232.75,-400.884C6231.71,-390.216 6230.54,-378.352 6229.48,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6232.96,-367.131 6228.5,-357.52 6225.99,-367.814 6232.96,-367.131\"/>\n",
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       "<!-- 217 -->\n",
       "<g id=\"node218\" class=\"node\"><title>217</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\" d=\"M6382,-357.5C6382,-357.5 6304,-357.5 6304,-357.5 6298,-357.5 6292,-351.5 6292,-345.5 6292,-345.5 6292,-316.5 6292,-316.5 6292,-310.5 6298,-304.5 6304,-304.5 6304,-304.5 6382,-304.5 6382,-304.5 6388,-304.5 6394,-310.5 6394,-316.5 6394,-316.5 6394,-345.5 6394,-345.5 6394,-351.5 6388,-357.5 6382,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6307.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"6302\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"6300\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 6]</text>\n",
       "</g>\n",
       "<!-- 215&#45;&gt;217 -->\n",
       "<g id=\"edge217\" class=\"edge\"><title>215&#45;&gt;217</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6270.74,-400.884C6282.97,-389.226 6296.7,-376.141 6308.87,-364.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6311.41,-366.953 6316.23,-357.52 6306.58,-361.887 6311.41,-366.953\"/>\n",
       "</g>\n",
       "<!-- 219 -->\n",
       "<g id=\"node220\" class=\"node\"><title>219</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" d=\"M6570,-365C6570,-365 6424,-365 6424,-365 6418,-365 6412,-359 6412,-353 6412,-353 6412,-309 6412,-309 6412,-303 6418,-297 6424,-297 6424,-297 6570,-297 6570,-297 6576,-297 6582,-303 6582,-309 6582,-309 6582,-353 6582,-353 6582,-359 6576,-365 6570,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"6420\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.477</text>\n",
       "<text text-anchor=\"start\" x=\"6461.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.064</text>\n",
       "<text text-anchor=\"start\" x=\"6456\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"6454\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 1]</text>\n",
       "</g>\n",
       "<!-- 218&#45;&gt;219 -->\n",
       "<g id=\"edge219\" class=\"edge\"><title>218&#45;&gt;219</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6490.25,-400.884C6491.04,-392.778 6491.9,-383.982 6492.74,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6496.24,-375.593 6493.74,-365.299 6489.28,-374.91 6496.24,-375.593\"/>\n",
       "</g>\n",
       "<!-- 222 -->\n",
       "<g id=\"node223\" class=\"node\"><title>222</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M6683.5,-357.5C6683.5,-357.5 6612.5,-357.5 6612.5,-357.5 6606.5,-357.5 6600.5,-351.5 6600.5,-345.5 6600.5,-345.5 6600.5,-316.5 6600.5,-316.5 6600.5,-310.5 6606.5,-304.5 6612.5,-304.5 6612.5,-304.5 6683.5,-304.5 6683.5,-304.5 6689.5,-304.5 6695.5,-310.5 6695.5,-316.5 6695.5,-316.5 6695.5,-345.5 6695.5,-345.5 6695.5,-351.5 6689.5,-357.5 6683.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6612.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"6610.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n",
       "<text text-anchor=\"start\" x=\"6608.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\n",
       "</g>\n",
       "<!-- 218&#45;&gt;222 -->\n",
       "<g id=\"edge222\" class=\"edge\"><title>218&#45;&gt;222</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6539.27,-400.884C6558.54,-388.676 6580.28,-374.903 6599.23,-362.899\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6601.14,-365.828 6607.72,-357.52 6597.4,-359.915 6601.14,-365.828\"/>\n",
       "</g>\n",
       "<!-- 220 -->\n",
       "<g id=\"node221\" class=\"node\"><title>220</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6466,-253.5C6466,-253.5 6388,-253.5 6388,-253.5 6382,-253.5 6376,-247.5 6376,-241.5 6376,-241.5 6376,-212.5 6376,-212.5 6376,-206.5 6382,-200.5 6388,-200.5 6388,-200.5 6466,-200.5 6466,-200.5 6472,-200.5 6478,-206.5 6478,-212.5 6478,-212.5 6478,-241.5 6478,-241.5 6478,-247.5 6472,-253.5 6466,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6399\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"6386\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"6384\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 0]</text>\n",
       "</g>\n",
       "<!-- 219&#45;&gt;220 -->\n",
       "<g id=\"edge220\" class=\"edge\"><title>219&#45;&gt;220</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6474.27,-296.884C6466.57,-285.666 6457.97,-273.126 6450.23,-261.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6453.06,-259.785 6444.51,-253.52 6447.29,-263.746 6453.06,-259.785\"/>\n",
       "</g>\n",
       "<!-- 221 -->\n",
       "<g id=\"node222\" class=\"node\"><title>221</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.921569\" stroke=\"black\" d=\"M6586,-253.5C6586,-253.5 6508,-253.5 6508,-253.5 6502,-253.5 6496,-247.5 6496,-241.5 6496,-241.5 6496,-212.5 6496,-212.5 6496,-206.5 6502,-200.5 6508,-200.5 6508,-200.5 6586,-200.5 6586,-200.5 6592,-200.5 6598,-206.5 6598,-212.5 6598,-212.5 6598,-241.5 6598,-241.5 6598,-247.5 6592,-253.5 6586,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6511.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"6506\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"6504\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 1]</text>\n",
       "</g>\n",
       "<!-- 219&#45;&gt;221 -->\n",
       "<g id=\"edge221\" class=\"edge\"><title>219&#45;&gt;221</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6513.23,-296.884C6518.62,-285.886 6524.64,-273.617 6530.08,-262.517\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6533.23,-264.04 6534.49,-253.52 6526.95,-260.959 6533.23,-264.04\"/>\n",
       "</g>\n",
       "<!-- 224 -->\n",
       "<g id=\"node225\" class=\"node\"><title>224</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M6743,-461.5C6743,-461.5 6665,-461.5 6665,-461.5 6659,-461.5 6653,-455.5 6653,-449.5 6653,-449.5 6653,-420.5 6653,-420.5 6653,-414.5 6659,-408.5 6665,-408.5 6665,-408.5 6743,-408.5 6743,-408.5 6749,-408.5 6755,-414.5 6755,-420.5 6755,-420.5 6755,-449.5 6755,-449.5 6755,-455.5 6749,-461.5 6743,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6672\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"6663\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"6661\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 3]</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;224 -->\n",
       "<g id=\"edge224\" class=\"edge\"><title>223&#45;&gt;224</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6704,-504.884C6704,-494.326 6704,-482.597 6704,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6707.5,-471.52 6704,-461.52 6700.5,-471.52 6707.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 225 -->\n",
       "<g id=\"node226\" class=\"node\"><title>225</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.713725\" stroke=\"black\" d=\"M6856.5,-461.5C6856.5,-461.5 6785.5,-461.5 6785.5,-461.5 6779.5,-461.5 6773.5,-455.5 6773.5,-449.5 6773.5,-449.5 6773.5,-420.5 6773.5,-420.5 6773.5,-414.5 6779.5,-408.5 6785.5,-408.5 6785.5,-408.5 6856.5,-408.5 6856.5,-408.5 6862.5,-408.5 6868.5,-414.5 6868.5,-420.5 6868.5,-420.5 6868.5,-449.5 6868.5,-449.5 6868.5,-455.5 6862.5,-461.5 6856.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6785.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"6783.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"6781.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;225 -->\n",
       "<g id=\"edge225\" class=\"edge\"><title>223&#45;&gt;225</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6741.99,-504.884C6755.48,-493.116 6770.65,-479.894 6784.06,-468.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6786.49,-470.73 6791.73,-461.52 6781.89,-465.453 6786.49,-470.73\"/>\n",
       "</g>\n",
       "<!-- 227 -->\n",
       "<g id=\"node228\" class=\"node\"><title>227</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.031373\" stroke=\"black\" d=\"M7325,-677C7325,-677 7179,-677 7179,-677 7173,-677 7167,-671 7167,-665 7167,-665 7167,-621 7167,-621 7167,-615 7173,-609 7179,-609 7179,-609 7325,-609 7325,-609 7331,-609 7337,-615 7337,-621 7337,-621 7337,-665 7337,-665 7337,-671 7331,-677 7325,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"7175\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.688</text>\n",
       "<text text-anchor=\"start\" x=\"7224\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7207\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 181</text>\n",
       "<text text-anchor=\"start\" x=\"7205\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 92]</text>\n",
       "</g>\n",
       "<!-- 226&#45;&gt;227 -->\n",
       "<g id=\"edge227\" class=\"edge\"><title>226&#45;&gt;227</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7315.48,-712.884C7307.19,-703.887 7298.12,-694.041 7289.49,-684.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7292.04,-682.281 7282.69,-677.299 7286.89,-687.025 7292.04,-682.281\"/>\n",
       "</g>\n",
       "<!-- 242 -->\n",
       "<g id=\"node243\" class=\"node\"><title>242</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.552941\" stroke=\"black\" d=\"M7513,-677C7513,-677 7367,-677 7367,-677 7361,-677 7355,-671 7355,-665 7355,-665 7355,-621 7355,-621 7355,-615 7361,-609 7367,-609 7367,-609 7513,-609 7513,-609 7519,-609 7525,-615 7525,-621 7525,-621 7525,-665 7525,-665 7525,-671 7519,-677 7513,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"7363\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.992</text>\n",
       "<text text-anchor=\"start\" x=\"7404.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.427</text>\n",
       "<text text-anchor=\"start\" x=\"7399\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 68</text>\n",
       "<text text-anchor=\"start\" x=\"7393\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 47]</text>\n",
       "</g>\n",
       "<!-- 226&#45;&gt;242 -->\n",
       "<g id=\"edge242\" class=\"edge\"><title>226&#45;&gt;242</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7376.52,-712.884C7384.81,-703.887 7393.88,-694.041 7402.51,-684.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7405.11,-687.025 7409.31,-677.299 7399.96,-682.281 7405.11,-687.025\"/>\n",
       "</g>\n",
       "<!-- 228 -->\n",
       "<g id=\"node229\" class=\"node\"><title>228</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M7137,-565.5C7137,-565.5 7063,-565.5 7063,-565.5 7057,-565.5 7051,-559.5 7051,-553.5 7051,-553.5 7051,-524.5 7051,-524.5 7051,-518.5 7057,-512.5 7063,-512.5 7063,-512.5 7137,-512.5 7137,-512.5 7143,-512.5 7149,-518.5 7149,-524.5 7149,-524.5 7149,-553.5 7149,-553.5 7149,-559.5 7143,-565.5 7137,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7068\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"7059\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"7060.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;228 -->\n",
       "<g id=\"edge228\" class=\"edge\"><title>227&#45;&gt;228</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7202.65,-608.884C7184.62,-596.786 7164.3,-583.151 7146.53,-571.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7148.28,-568.186 7138.03,-565.52 7144.38,-573.998 7148.28,-568.186\"/>\n",
       "</g>\n",
       "<!-- 229 -->\n",
       "<g id=\"node230\" class=\"node\"><title>229</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.098039\" stroke=\"black\" d=\"M7325,-573C7325,-573 7179,-573 7179,-573 7173,-573 7167,-567 7167,-561 7167,-561 7167,-517 7167,-517 7167,-511 7173,-505 7179,-505 7179,-505 7325,-505 7325,-505 7331,-505 7337,-511 7337,-517 7337,-517 7337,-561 7337,-561 7337,-567 7331,-573 7325,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"7175\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.261</text>\n",
       "<text text-anchor=\"start\" x=\"7216.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"7207\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 171</text>\n",
       "<text text-anchor=\"start\" x=\"7205\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 90]</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;229 -->\n",
       "<g id=\"edge229\" class=\"edge\"><title>227&#45;&gt;229</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7252,-608.884C7252,-600.778 7252,-591.982 7252,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7255.5,-583.299 7252,-573.299 7248.5,-583.299 7255.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 230 -->\n",
       "<g id=\"node231\" class=\"node\"><title>230</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.188235\" stroke=\"black\" d=\"M7171,-469C7171,-469 6899,-469 6899,-469 6893,-469 6887,-463 6887,-457 6887,-457 6887,-413 6887,-413 6887,-407 6893,-401 6899,-401 6899,-401 7171,-401 7171,-401 7177,-401 7183,-407 7183,-413 7183,-413 7183,-457 7183,-457 7183,-463 7177,-469 7171,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"6895\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6999.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
       "<text text-anchor=\"start\" x=\"6990\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 154</text>\n",
       "<text text-anchor=\"start\" x=\"6988\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 85]</text>\n",
       "</g>\n",
       "<!-- 229&#45;&gt;230 -->\n",
       "<g id=\"edge230\" class=\"edge\"><title>229&#45;&gt;230</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7181.55,-504.884C7160.21,-494.856 7136.64,-483.773 7114.74,-473.482\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7116.01,-470.211 7105.47,-469.125 7113.03,-476.546 7116.01,-470.211\"/>\n",
       "</g>\n",
       "<!-- 241 -->\n",
       "<g id=\"node242\" class=\"node\"><title>241</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.584314\" stroke=\"black\" d=\"M7291,-461.5C7291,-461.5 7213,-461.5 7213,-461.5 7207,-461.5 7201,-455.5 7201,-449.5 7201,-449.5 7201,-420.5 7201,-420.5 7201,-414.5 7207,-408.5 7213,-408.5 7213,-408.5 7291,-408.5 7291,-408.5 7297,-408.5 7303,-414.5 7303,-420.5 7303,-420.5 7303,-449.5 7303,-449.5 7303,-455.5 7297,-461.5 7291,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7216.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.415</text>\n",
       "<text text-anchor=\"start\" x=\"7211\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"7209\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 5]</text>\n",
       "</g>\n",
       "<!-- 229&#45;&gt;241 -->\n",
       "<g id=\"edge241\" class=\"edge\"><title>229&#45;&gt;241</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7252,-504.884C7252,-494.326 7252,-482.597 7252,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7255.5,-471.52 7252,-461.52 7248.5,-471.52 7255.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 231 -->\n",
       "<g id=\"node232\" class=\"node\"><title>231</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.117647\" stroke=\"black\" d=\"M6975,-365C6975,-365 6815,-365 6815,-365 6809,-365 6803,-359 6803,-353 6803,-353 6803,-309 6803,-309 6803,-303 6809,-297 6815,-297 6815,-297 6975,-297 6975,-297 6981,-297 6987,-303 6987,-309 6987,-309 6987,-353 6987,-353 6987,-359 6981,-365 6975,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"6811\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6859.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
       "<text text-anchor=\"start\" x=\"6850\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 143</text>\n",
       "<text text-anchor=\"start\" x=\"6848\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 76]</text>\n",
       "</g>\n",
       "<!-- 230&#45;&gt;231 -->\n",
       "<g id=\"edge231\" class=\"edge\"><title>230&#45;&gt;231</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6989.55,-400.884C6976.59,-391.442 6962.34,-381.064 6948.93,-371.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6950.85,-368.359 6940.71,-365.299 6946.73,-374.017 6950.85,-368.359\"/>\n",
       "</g>\n",
       "<!-- 240 -->\n",
       "<g id=\"node241\" class=\"node\"><title>240</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.776471\" stroke=\"black\" d=\"M7091,-357.5C7091,-357.5 7017,-357.5 7017,-357.5 7011,-357.5 7005,-351.5 7005,-345.5 7005,-345.5 7005,-316.5 7005,-316.5 7005,-310.5 7011,-304.5 7017,-304.5 7017,-304.5 7091,-304.5 7091,-304.5 7097,-304.5 7103,-310.5 7103,-316.5 7103,-316.5 7103,-345.5 7103,-345.5 7103,-351.5 7097,-357.5 7091,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7018.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"7013\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"7014.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 9]</text>\n",
       "</g>\n",
       "<!-- 230&#45;&gt;240 -->\n",
       "<g id=\"edge240\" class=\"edge\"><title>230&#45;&gt;240</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7041.17,-400.884C7043.16,-390.216 7045.37,-378.352 7047.38,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7050.86,-367.992 7049.25,-357.52 7043.97,-366.71 7050.86,-367.992\"/>\n",
       "</g>\n",
       "<!-- 232 -->\n",
       "<g id=\"node233\" class=\"node\"><title>232</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.031373\" stroke=\"black\" d=\"M6854,-261C6854,-261 6708,-261 6708,-261 6702,-261 6696,-255 6696,-249 6696,-249 6696,-205 6696,-205 6696,-199 6702,-193 6708,-193 6708,-193 6854,-193 6854,-193 6860,-193 6866,-199 6866,-205 6866,-205 6866,-249 6866,-249 6866,-255 6860,-261 6854,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"6704\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.618</text>\n",
       "<text text-anchor=\"start\" x=\"6753\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"6736\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 128</text>\n",
       "<text text-anchor=\"start\" x=\"6734\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [63, 65]</text>\n",
       "</g>\n",
       "<!-- 231&#45;&gt;232 -->\n",
       "<g id=\"edge232\" class=\"edge\"><title>231&#45;&gt;232</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6857.99,-296.884C6847.73,-287.709 6836.49,-277.65 6825.84,-268.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6828,-265.359 6818.22,-261.299 6823.34,-270.576 6828,-265.359\"/>\n",
       "</g>\n",
       "<!-- 239 -->\n",
       "<g id=\"node240\" class=\"node\"><title>239</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.635294\" stroke=\"black\" d=\"M6974,-253.5C6974,-253.5 6896,-253.5 6896,-253.5 6890,-253.5 6884,-247.5 6884,-241.5 6884,-241.5 6884,-212.5 6884,-212.5 6884,-206.5 6890,-200.5 6896,-200.5 6896,-200.5 6974,-200.5 6974,-200.5 6980,-200.5 6986,-206.5 6986,-212.5 6986,-212.5 6986,-241.5 6986,-241.5 6986,-247.5 6980,-253.5 6974,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"6899.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.391</text>\n",
       "<text text-anchor=\"start\" x=\"6894\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"6892\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 11]</text>\n",
       "</g>\n",
       "<!-- 231&#45;&gt;239 -->\n",
       "<g id=\"edge239\" class=\"edge\"><title>231&#45;&gt;239</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6907.99,-296.884C6912.26,-285.996 6917.01,-273.863 6921.33,-262.85\"/>\n",
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       "</g>\n",
       "<!-- 233 -->\n",
       "<g id=\"node234\" class=\"node\"><title>233</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.262745\" stroke=\"black\" d=\"M6716,-157C6716,-157 6570,-157 6570,-157 6564,-157 6558,-151 6558,-145 6558,-145 6558,-101 6558,-101 6558,-95 6564,-89 6570,-89 6570,-89 6716,-89 6716,-89 6722,-89 6728,-95 6728,-101 6728,-101 6728,-145 6728,-145 6728,-151 6722,-157 6716,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"6566\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.638</text>\n",
       "<text text-anchor=\"start\" x=\"6607.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.489</text>\n",
       "<text text-anchor=\"start\" x=\"6602\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 66</text>\n",
       "<text text-anchor=\"start\" x=\"6596\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 38]</text>\n",
       "</g>\n",
       "<!-- 232&#45;&gt;233 -->\n",
       "<g id=\"edge233\" class=\"edge\"><title>232&#45;&gt;233</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6736.2,-192.884C6723.42,-183.442 6709.38,-173.064 6696.16,-163.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6698.17,-160.429 6688.05,-157.299 6694.01,-166.058 6698.17,-160.429\"/>\n",
       "</g>\n",
       "<!-- 236 -->\n",
       "<g id=\"node237\" class=\"node\"><title>236</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.227451\" stroke=\"black\" d=\"M6904,-157C6904,-157 6758,-157 6758,-157 6752,-157 6746,-151 6746,-145 6746,-145 6746,-101 6746,-101 6746,-95 6752,-89 6758,-89 6758,-89 6904,-89 6904,-89 6910,-89 6916,-95 6916,-101 6916,-101 6916,-145 6916,-145 6916,-151 6910,-157 6904,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"6754\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.334</text>\n",
       "<text text-anchor=\"start\" x=\"6795.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.492</text>\n",
       "<text text-anchor=\"start\" x=\"6790\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 62</text>\n",
       "<text text-anchor=\"start\" x=\"6784\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 27]</text>\n",
       "</g>\n",
       "<!-- 232&#45;&gt;236 -->\n",
       "<g id=\"edge236\" class=\"edge\"><title>232&#45;&gt;236</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6797.23,-192.884C6801.38,-184.422 6805.9,-175.207 6810.24,-166.352\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6813.42,-167.819 6814.68,-157.299 6807.13,-164.738 6813.42,-167.819\"/>\n",
       "</g>\n",
       "<!-- 234 -->\n",
       "<g id=\"node235\" class=\"node\"><title>234</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\" d=\"M6578,-53C6578,-53 6492,-53 6492,-53 6486,-53 6480,-47 6480,-41 6480,-41 6480,-12 6480,-12 6480,-6 6486,-0 6492,-0 6492,-0 6578,-0 6578,-0 6584,-0 6590,-6 6590,-12 6590,-12 6590,-41 6590,-41 6590,-47 6584,-53 6578,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"6499.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"6494\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n",
       "<text text-anchor=\"start\" x=\"6488\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 24]</text>\n",
       "</g>\n",
       "<!-- 233&#45;&gt;234 -->\n",
       "<g id=\"edge234\" class=\"edge\"><title>233&#45;&gt;234</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6605.23,-88.9485C6594.46,-79.526 6582.74,-69.2731 6572.02,-59.8906\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6574.24,-57.1878 6564.41,-53.2367 6569.63,-62.4558 6574.24,-57.1878\"/>\n",
       "</g>\n",
       "<!-- 235 -->\n",
       "<g id=\"node236\" class=\"node\"><title>235</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.858824\" stroke=\"black\" d=\"M6698,-53C6698,-53 6620,-53 6620,-53 6614,-53 6608,-47 6608,-41 6608,-41 6608,-12 6608,-12 6608,-6 6614,-0 6620,-0 6620,-0 6698,-0 6698,-0 6704,-0 6710,-6 6710,-12 6710,-12 6710,-41 6710,-41 6710,-47 6704,-53 6698,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"6623.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"6618\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"6616\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 14]</text>\n",
       "</g>\n",
       "<!-- 233&#45;&gt;235 -->\n",
       "<g id=\"edge235\" class=\"edge\"><title>233&#45;&gt;235</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6648.6,-88.9485C6650.01,-80.6238 6651.52,-71.6509 6652.96,-63.2027\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6656.42,-63.6807 6654.64,-53.2367 6649.52,-62.5121 6656.42,-63.6807\"/>\n",
       "</g>\n",
       "<!-- 237 -->\n",
       "<g id=\"node238\" class=\"node\"><title>237</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.419608\" stroke=\"black\" d=\"M6858,-53C6858,-53 6772,-53 6772,-53 6766,-53 6760,-47 6760,-41 6760,-41 6760,-12 6760,-12 6760,-6 6766,-0 6772,-0 6772,-0 6858,-0 6858,-0 6864,-0 6870,-6 6870,-12 6870,-12 6870,-41 6870,-41 6870,-47 6864,-53 6858,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"6779.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.465</text>\n",
       "<text text-anchor=\"start\" x=\"6774\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\n",
       "<text text-anchor=\"start\" x=\"6768\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 18]</text>\n",
       "</g>\n",
       "<!-- 236&#45;&gt;237 -->\n",
       "<g id=\"edge237\" class=\"edge\"><title>236&#45;&gt;237</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6825.4,-88.9485C6823.99,-80.6238 6822.48,-71.6509 6821.04,-63.2027\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6824.48,-62.5121 6819.36,-53.2367 6817.58,-63.6807 6824.48,-62.5121\"/>\n",
       "</g>\n",
       "<!-- 238 -->\n",
       "<g id=\"node239\" class=\"node\"><title>238</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.556863\" stroke=\"black\" d=\"M6974,-53C6974,-53 6900,-53 6900,-53 6894,-53 6888,-47 6888,-41 6888,-41 6888,-12 6888,-12 6888,-6 6894,-0 6900,-0 6900,-0 6974,-0 6974,-0 6980,-0 6986,-6 6986,-12 6986,-12 6986,-41 6986,-41 6986,-47 6980,-53 6974,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"6901.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"6896\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"6897.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 9]</text>\n",
       "</g>\n",
       "<!-- 236&#45;&gt;238 -->\n",
       "<g id=\"edge238\" class=\"edge\"><title>236&#45;&gt;238</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6868.07,-88.9485C6878.54,-79.6175 6889.92,-69.4722 6900.36,-60.1641\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6903,-62.5038 6908.13,-53.2367 6898.34,-57.2788 6903,-62.5038\"/>\n",
       "</g>\n",
       "<!-- 243 -->\n",
       "<g id=\"node244\" class=\"node\"><title>243</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.274510\" stroke=\"black\" d=\"M7493.5,-573C7493.5,-573 7386.5,-573 7386.5,-573 7380.5,-573 7374.5,-567 7374.5,-561 7374.5,-561 7374.5,-517 7374.5,-517 7374.5,-511 7380.5,-505 7386.5,-505 7386.5,-505 7493.5,-505 7493.5,-505 7499.5,-505 7505.5,-511 7505.5,-517 7505.5,-517 7505.5,-561 7505.5,-561 7505.5,-567 7499.5,-573 7493.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"7382.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7404.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.487</text>\n",
       "<text text-anchor=\"start\" x=\"7399\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n",
       "<text text-anchor=\"start\" x=\"7393\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 29]</text>\n",
       "</g>\n",
       "<!-- 242&#45;&gt;243 -->\n",
       "<g id=\"edge243\" class=\"edge\"><title>242&#45;&gt;243</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7440,-608.884C7440,-600.778 7440,-591.982 7440,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7443.5,-583.299 7440,-573.299 7436.5,-583.299 7443.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 250 -->\n",
       "<g id=\"node251\" class=\"node\"><title>250</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7614,-565.5C7614,-565.5 7536,-565.5 7536,-565.5 7530,-565.5 7524,-559.5 7524,-553.5 7524,-553.5 7524,-524.5 7524,-524.5 7524,-518.5 7530,-512.5 7536,-512.5 7536,-512.5 7614,-512.5 7614,-512.5 7620,-512.5 7626,-518.5 7626,-524.5 7626,-524.5 7626,-553.5 7626,-553.5 7626,-559.5 7620,-565.5 7614,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7547\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7534\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"7532\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 18]</text>\n",
       "</g>\n",
       "<!-- 242&#45;&gt;250 -->\n",
       "<g id=\"edge250\" class=\"edge\"><title>242&#45;&gt;250</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7483.83,-608.884C7499.7,-596.896 7517.56,-583.399 7533.24,-571.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7535.35,-574.341 7541.22,-565.52 7531.13,-568.756 7535.35,-574.341\"/>\n",
       "</g>\n",
       "<!-- 244 -->\n",
       "<g id=\"node245\" class=\"node\"><title>244</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.050980\" stroke=\"black\" d=\"M7547,-469C7547,-469 7333,-469 7333,-469 7327,-469 7321,-463 7321,-457 7321,-457 7321,-413 7321,-413 7321,-407 7327,-401 7333,-401 7333,-401 7547,-401 7547,-401 7553,-401 7559,-407 7559,-413 7559,-413 7559,-457 7559,-457 7559,-463 7553,-469 7547,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"7329\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7412\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7399\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 39</text>\n",
       "<text text-anchor=\"start\" x=\"7393\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 19]</text>\n",
       "</g>\n",
       "<!-- 243&#45;&gt;244 -->\n",
       "<g id=\"edge244\" class=\"edge\"><title>243&#45;&gt;244</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7440,-504.884C7440,-496.778 7440,-487.982 7440,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7443.5,-479.299 7440,-469.299 7436.5,-479.299 7443.5,-479.299\"/>\n",
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       "<!-- 249 -->\n",
       "<g id=\"node250\" class=\"node\"><title>249</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.901961\" stroke=\"black\" d=\"M7667,-461.5C7667,-461.5 7589,-461.5 7589,-461.5 7583,-461.5 7577,-455.5 7577,-449.5 7577,-449.5 7577,-420.5 7577,-420.5 7577,-414.5 7583,-408.5 7589,-408.5 7589,-408.5 7667,-408.5 7667,-408.5 7673,-408.5 7679,-414.5 7679,-420.5 7679,-420.5 7679,-449.5 7679,-449.5 7679,-455.5 7673,-461.5 7667,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7592.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"7587\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"7585\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 10]</text>\n",
       "</g>\n",
       "<!-- 243&#45;&gt;249 -->\n",
       "<g id=\"edge249\" class=\"edge\"><title>243&#45;&gt;249</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7501.58,-504.939C7522.66,-493.584 7546.38,-480.771 7568,-469 7569.51,-468.179 7571.04,-467.346 7572.58,-466.504\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7574.41,-469.49 7581.51,-461.621 7571.05,-463.348 7574.41,-469.49\"/>\n",
       "</g>\n",
       "<!-- 245 -->\n",
       "<g id=\"node246\" class=\"node\"><title>245</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.400000\" stroke=\"black\" d=\"M7298,-365C7298,-365 7152,-365 7152,-365 7146,-365 7140,-359 7140,-353 7140,-353 7140,-309 7140,-309 7140,-303 7146,-297 7152,-297 7152,-297 7298,-297 7298,-297 7304,-297 7310,-303 7310,-309 7310,-309 7310,-353 7310,-353 7310,-359 7304,-365 7298,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"7148\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.312</text>\n",
       "<text text-anchor=\"start\" x=\"7189.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"7184\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"7182\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 15]</text>\n",
       "</g>\n",
       "<!-- 244&#45;&gt;245 -->\n",
       "<g id=\"edge245\" class=\"edge\"><title>244&#45;&gt;245</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7370.2,-400.884C7349.06,-390.856 7325.7,-379.773 7304.01,-369.482\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7305.36,-366.249 7294.82,-365.125 7302.36,-372.573 7305.36,-366.249\"/>\n",
       "</g>\n",
       "<!-- 248 -->\n",
       "<g id=\"node249\" class=\"node\"><title>248</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.635294\" stroke=\"black\" d=\"M7479,-357.5C7479,-357.5 7401,-357.5 7401,-357.5 7395,-357.5 7389,-351.5 7389,-345.5 7389,-345.5 7389,-316.5 7389,-316.5 7389,-310.5 7395,-304.5 7401,-304.5 7401,-304.5 7479,-304.5 7479,-304.5 7485,-304.5 7491,-310.5 7491,-316.5 7491,-316.5 7491,-345.5 7491,-345.5 7491,-351.5 7485,-357.5 7479,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7404.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.391</text>\n",
       "<text text-anchor=\"start\" x=\"7399\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"7397\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 4]</text>\n",
       "</g>\n",
       "<!-- 244&#45;&gt;248 -->\n",
       "<g id=\"edge248\" class=\"edge\"><title>244&#45;&gt;248</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7440,-400.884C7440,-390.326 7440,-378.597 7440,-367.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7443.5,-367.52 7440,-357.52 7436.5,-367.52 7443.5,-367.52\"/>\n",
       "</g>\n",
       "<!-- 246 -->\n",
       "<g id=\"node247\" class=\"node\"><title>246</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7146,-253.5C7146,-253.5 7072,-253.5 7072,-253.5 7066,-253.5 7060,-247.5 7060,-241.5 7060,-241.5 7060,-212.5 7060,-212.5 7060,-206.5 7066,-200.5 7072,-200.5 7072,-200.5 7146,-200.5 7146,-200.5 7152,-200.5 7158,-206.5 7158,-212.5 7158,-212.5 7158,-241.5 7158,-241.5 7158,-247.5 7152,-253.5 7146,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7081\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7068\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"7069.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 7]</text>\n",
       "</g>\n",
       "<!-- 245&#45;&gt;246 -->\n",
       "<g id=\"edge246\" class=\"edge\"><title>245&#45;&gt;246</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7187.34,-296.884C7173.96,-285.116 7158.92,-271.894 7145.62,-260.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7147.84,-257.495 7138.02,-253.52 7143.22,-262.752 7147.84,-257.495\"/>\n",
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       "<!-- 247 -->\n",
       "<g id=\"node248\" class=\"node\"><title>247</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M7262,-253.5C7262,-253.5 7188,-253.5 7188,-253.5 7182,-253.5 7176,-247.5 7176,-241.5 7176,-241.5 7176,-212.5 7176,-212.5 7176,-206.5 7182,-200.5 7188,-200.5 7188,-200.5 7262,-200.5 7262,-200.5 7268,-200.5 7274,-206.5 7274,-212.5 7274,-212.5 7274,-241.5 7274,-241.5 7274,-247.5 7268,-253.5 7262,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7193\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"7184\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"7185.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\n",
       "</g>\n",
       "<!-- 245&#45;&gt;247 -->\n",
       "<g id=\"edge247\" class=\"edge\"><title>245&#45;&gt;247</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7225,-296.884C7225,-286.326 7225,-274.597 7225,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7228.5,-263.52 7225,-253.52 7221.5,-263.52 7228.5,-263.52\"/>\n",
       "</g>\n",
       "<!-- 252 -->\n",
       "<g id=\"node253\" class=\"node\"><title>252</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.850980\" stroke=\"black\" d=\"M8361.5,-781C8361.5,-781 8142.5,-781 8142.5,-781 8136.5,-781 8130.5,-775 8130.5,-769 8130.5,-769 8130.5,-725 8130.5,-725 8130.5,-719 8136.5,-713 8142.5,-713 8142.5,-713 8361.5,-713 8361.5,-713 8367.5,-713 8373.5,-719 8373.5,-725 8373.5,-725 8373.5,-769 8373.5,-769 8373.5,-775 8367.5,-781 8361.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"8138.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_No phone service ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8216.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
       "<text text-anchor=\"start\" x=\"8207\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 497</text>\n",
       "<text text-anchor=\"start\" x=\"8201.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [432, 65]</text>\n",
       "</g>\n",
       "<!-- 251&#45;&gt;252 -->\n",
       "<g id=\"edge252\" class=\"edge\"><title>251&#45;&gt;252</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8252,-816.884C8252,-808.778 8252,-799.982 8252,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8255.5,-791.299 8252,-781.299 8248.5,-791.299 8255.5,-791.299\"/>\n",
       "</g>\n",
       "<!-- 299 -->\n",
       "<g id=\"node300\" class=\"node\"><title>299</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.647059\" stroke=\"black\" d=\"M9442.5,-781C9442.5,-781 9341.5,-781 9341.5,-781 9335.5,-781 9329.5,-775 9329.5,-769 9329.5,-769 9329.5,-725 9329.5,-725 9329.5,-719 9335.5,-713 9341.5,-713 9341.5,-713 9442.5,-713 9442.5,-713 9448.5,-713 9454.5,-719 9454.5,-725 9454.5,-725 9454.5,-769 9454.5,-769 9454.5,-775 9448.5,-781 9442.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"9345.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.606</text>\n",
       "<text text-anchor=\"start\" x=\"9356.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.385</text>\n",
       "<text text-anchor=\"start\" x=\"9347\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 445</text>\n",
       "<text text-anchor=\"start\" x=\"9337.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [329, 116]</text>\n",
       "</g>\n",
       "<!-- 251&#45;&gt;299 -->\n",
       "<g id=\"edge299\" class=\"edge\"><title>251&#45;&gt;299</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8332.62,-842.787C8544.72,-823.809 9115.93,-772.701 9319.06,-754.526\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9319.67,-757.985 9329.32,-753.608 9319.05,-751.013 9319.67,-757.985\"/>\n",
       "</g>\n",
       "<!-- 253 -->\n",
       "<g id=\"node254\" class=\"node\"><title>253</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.882353\" stroke=\"black\" d=\"M8212.5,-677C8212.5,-677 8119.5,-677 8119.5,-677 8113.5,-677 8107.5,-671 8107.5,-665 8107.5,-665 8107.5,-621 8107.5,-621 8107.5,-615 8113.5,-609 8119.5,-609 8119.5,-609 8212.5,-609 8212.5,-609 8218.5,-609 8224.5,-615 8224.5,-621 8224.5,-621 8224.5,-665 8224.5,-665 8224.5,-671 8218.5,-677 8212.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"8127.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8130.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.189</text>\n",
       "<text text-anchor=\"start\" x=\"8121\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 417</text>\n",
       "<text text-anchor=\"start\" x=\"8115.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [373, 44]</text>\n",
       "</g>\n",
       "<!-- 252&#45;&gt;253 -->\n",
       "<g id=\"edge253\" class=\"edge\"><title>252&#45;&gt;253</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8224.08,-712.884C8216.57,-703.976 8208.36,-694.235 8200.53,-684.957\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8203.2,-682.689 8194.08,-677.299 8197.85,-687.201 8203.2,-682.689\"/>\n",
       "</g>\n",
       "<!-- 286 -->\n",
       "<g id=\"node287\" class=\"node\"><title>286</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.643137\" stroke=\"black\" d=\"M8380,-677C8380,-677 8294,-677 8294,-677 8288,-677 8282,-671 8282,-665 8282,-665 8282,-621 8282,-621 8282,-615 8288,-609 8294,-609 8294,-609 8380,-609 8380,-609 8386,-609 8392,-615 8392,-621 8392,-621 8392,-665 8392,-665 8392,-671 8386,-677 8380,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"8290.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.931</text>\n",
       "<text text-anchor=\"start\" x=\"8301.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.387</text>\n",
       "<text text-anchor=\"start\" x=\"8296\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\n",
       "<text text-anchor=\"start\" x=\"8290\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 21]</text>\n",
       "</g>\n",
       "<!-- 252&#45;&gt;286 -->\n",
       "<g id=\"edge286\" class=\"edge\"><title>252&#45;&gt;286</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8279.6,-712.884C8286.95,-704.065 8294.97,-694.43 8302.64,-685.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8305.54,-687.222 8309.25,-677.299 8300.16,-682.741 8305.54,-687.222\"/>\n",
       "</g>\n",
       "<!-- 254 -->\n",
       "<g id=\"node255\" class=\"node\"><title>254</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\" d=\"M8009,-573C8009,-573 7863,-573 7863,-573 7857,-573 7851,-567 7851,-561 7851,-561 7851,-517 7851,-517 7851,-511 7857,-505 7863,-505 7863,-505 8009,-505 8009,-505 8015,-505 8021,-511 8021,-517 8021,-517 8021,-561 8021,-561 8021,-567 8015,-573 8009,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"7859\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.184</text>\n",
       "<text text-anchor=\"start\" x=\"7900.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
       "<text text-anchor=\"start\" x=\"7891\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 195</text>\n",
       "<text text-anchor=\"start\" x=\"7885.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [180, 15]</text>\n",
       "</g>\n",
       "<!-- 253&#45;&gt;254 -->\n",
       "<g id=\"edge254\" class=\"edge\"><title>253&#45;&gt;254</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8107.37,-615.997C8080.83,-604.227 8048.96,-590.096 8019.95,-577.23\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8021.2,-573.956 8010.64,-573.102 8018.36,-580.355 8021.2,-573.956\"/>\n",
       "</g>\n",
       "<!-- 265 -->\n",
       "<g id=\"node266\" class=\"node\"><title>265</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.850980\" stroke=\"black\" d=\"M8235,-573C8235,-573 8097,-573 8097,-573 8091,-573 8085,-567 8085,-561 8085,-561 8085,-517 8085,-517 8085,-511 8091,-505 8097,-505 8097,-505 8235,-505 8235,-505 8241,-505 8247,-511 8247,-517 8247,-517 8247,-561 8247,-561 8247,-567 8241,-573 8235,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"8093\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.52</text>\n",
       "<text text-anchor=\"start\" x=\"8130.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.227</text>\n",
       "<text text-anchor=\"start\" x=\"8121\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 222</text>\n",
       "<text text-anchor=\"start\" x=\"8115.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [193, 29]</text>\n",
       "</g>\n",
       "<!-- 253&#45;&gt;265 -->\n",
       "<g id=\"edge265\" class=\"edge\"><title>253&#45;&gt;265</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8166,-608.884C8166,-600.778 8166,-591.982 8166,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8169.5,-583.299 8166,-573.299 8162.5,-583.299 8169.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 255 -->\n",
       "<g id=\"node256\" class=\"node\"><title>255</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.886275\" stroke=\"black\" d=\"M7855,-469C7855,-469 7709,-469 7709,-469 7703,-469 7697,-463 7697,-457 7697,-457 7697,-413 7697,-413 7697,-407 7703,-401 7709,-401 7709,-401 7855,-401 7855,-401 7861,-401 7867,-407 7867,-413 7867,-413 7867,-457 7867,-457 7867,-463 7861,-469 7855,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"7705\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.208</text>\n",
       "<text text-anchor=\"start\" x=\"7746.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.181</text>\n",
       "<text text-anchor=\"start\" x=\"7737\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 149</text>\n",
       "<text text-anchor=\"start\" x=\"7731.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 15]</text>\n",
       "</g>\n",
       "<!-- 254&#45;&gt;255 -->\n",
       "<g id=\"edge255\" class=\"edge\"><title>254&#45;&gt;255</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7886,-504.884C7871.54,-495.304 7855.62,-484.761 7840.68,-474.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7842.28,-471.729 7832.01,-469.125 7838.42,-477.565 7842.28,-471.729\"/>\n",
       "</g>\n",
       "<!-- 264 -->\n",
       "<g id=\"node265\" class=\"node\"><title>264</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7975,-461.5C7975,-461.5 7897,-461.5 7897,-461.5 7891,-461.5 7885,-455.5 7885,-449.5 7885,-449.5 7885,-420.5 7885,-420.5 7885,-414.5 7891,-408.5 7897,-408.5 7897,-408.5 7975,-408.5 7975,-408.5 7981,-408.5 7987,-414.5 7987,-420.5 7987,-420.5 7987,-449.5 7987,-449.5 7987,-455.5 7981,-461.5 7975,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7908\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7895\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"start\" x=\"7893\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 0]</text>\n",
       "</g>\n",
       "<!-- 254&#45;&gt;264 -->\n",
       "<g id=\"edge264\" class=\"edge\"><title>254&#45;&gt;264</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7936,-504.884C7936,-494.326 7936,-482.597 7936,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7939.5,-471.52 7936,-461.52 7932.5,-471.52 7939.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 256 -->\n",
       "<g id=\"node257\" class=\"node\"><title>256</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.901961\" stroke=\"black\" d=\"M7620.5,-365C7620.5,-365 7527.5,-365 7527.5,-365 7521.5,-365 7515.5,-359 7515.5,-353 7515.5,-353 7515.5,-309 7515.5,-309 7515.5,-303 7521.5,-297 7527.5,-297 7527.5,-297 7620.5,-297 7620.5,-297 7626.5,-297 7632.5,-303 7632.5,-309 7632.5,-309 7632.5,-353 7632.5,-353 7632.5,-359 7626.5,-365 7620.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"7530\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.738</text>\n",
       "<text text-anchor=\"start\" x=\"7538.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.161</text>\n",
       "<text text-anchor=\"start\" x=\"7529\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 147</text>\n",
       "<text text-anchor=\"start\" x=\"7523.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 13]</text>\n",
       "</g>\n",
       "<!-- 255&#45;&gt;256 -->\n",
       "<g id=\"edge256\" class=\"edge\"><title>255&#45;&gt;256</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7714.47,-400.884C7691.22,-389.483 7665.19,-376.717 7641.91,-365.302\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7643.32,-362.094 7632.8,-360.834 7640.24,-368.379 7643.32,-362.094\"/>\n",
       "</g>\n",
       "<!-- 263 -->\n",
       "<g id=\"node264\" class=\"node\"><title>263</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7817.5,-357.5C7817.5,-357.5 7746.5,-357.5 7746.5,-357.5 7740.5,-357.5 7734.5,-351.5 7734.5,-345.5 7734.5,-345.5 7734.5,-316.5 7734.5,-316.5 7734.5,-310.5 7740.5,-304.5 7746.5,-304.5 7746.5,-304.5 7817.5,-304.5 7817.5,-304.5 7823.5,-304.5 7829.5,-310.5 7829.5,-316.5 7829.5,-316.5 7829.5,-345.5 7829.5,-345.5 7829.5,-351.5 7823.5,-357.5 7817.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7754\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7744.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7742.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "</g>\n",
       "<!-- 255&#45;&gt;263 -->\n",
       "<g id=\"edge263\" class=\"edge\"><title>255&#45;&gt;263</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7782,-400.884C7782,-390.326 7782,-378.597 7782,-367.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7785.5,-367.52 7782,-357.52 7778.5,-367.52 7785.5,-367.52\"/>\n",
       "</g>\n",
       "<!-- 257 -->\n",
       "<g id=\"node258\" class=\"node\"><title>257</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.909804\" stroke=\"black\" d=\"M7464,-261C7464,-261 7304,-261 7304,-261 7298,-261 7292,-255 7292,-249 7292,-249 7292,-205 7292,-205 7292,-199 7298,-193 7304,-193 7304,-193 7464,-193 7464,-193 7470,-193 7476,-199 7476,-205 7476,-205 7476,-249 7476,-249 7476,-255 7470,-261 7464,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"7300\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7348.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.151</text>\n",
       "<text text-anchor=\"start\" x=\"7339\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 146</text>\n",
       "<text text-anchor=\"start\" x=\"7333.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 12]</text>\n",
       "</g>\n",
       "<!-- 256&#45;&gt;257 -->\n",
       "<g id=\"edge257\" class=\"edge\"><title>256&#45;&gt;257</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7515.44,-298.564C7496.25,-288.26 7474.71,-276.699 7454.72,-265.965\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7456.12,-262.745 7445.65,-261.098 7452.81,-268.912 7456.12,-262.745\"/>\n",
       "</g>\n",
       "<!-- 262 -->\n",
       "<g id=\"node263\" class=\"node\"><title>262</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7609.5,-253.5C7609.5,-253.5 7538.5,-253.5 7538.5,-253.5 7532.5,-253.5 7526.5,-247.5 7526.5,-241.5 7526.5,-241.5 7526.5,-212.5 7526.5,-212.5 7526.5,-206.5 7532.5,-200.5 7538.5,-200.5 7538.5,-200.5 7609.5,-200.5 7609.5,-200.5 7615.5,-200.5 7621.5,-206.5 7621.5,-212.5 7621.5,-212.5 7621.5,-241.5 7621.5,-241.5 7621.5,-247.5 7615.5,-253.5 7609.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7546\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7536.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7534.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 256&#45;&gt;262 -->\n",
       "<g id=\"edge262\" class=\"edge\"><title>256&#45;&gt;262</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7574,-296.884C7574,-286.326 7574,-274.597 7574,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7577.5,-263.52 7574,-253.52 7570.5,-263.52 7577.5,-263.52\"/>\n",
       "</g>\n",
       "<!-- 258 -->\n",
       "<g id=\"node259\" class=\"node\"><title>258</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\" d=\"M7223.5,-157C7223.5,-157 7116.5,-157 7116.5,-157 7110.5,-157 7104.5,-151 7104.5,-145 7104.5,-145 7104.5,-101 7104.5,-101 7104.5,-95 7110.5,-89 7116.5,-89 7116.5,-89 7223.5,-89 7223.5,-89 7229.5,-89 7235.5,-95 7235.5,-101 7235.5,-101 7235.5,-145 7235.5,-145 7235.5,-151 7229.5,-157 7223.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"7112.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7134.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.141</text>\n",
       "<text text-anchor=\"start\" x=\"7125\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 144</text>\n",
       "<text text-anchor=\"start\" x=\"7119.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [133, 11]</text>\n",
       "</g>\n",
       "<!-- 257&#45;&gt;258 -->\n",
       "<g id=\"edge258\" class=\"edge\"><title>257&#45;&gt;258</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7314.52,-192.884C7292.32,-182.3 7267.64,-170.541 7245.06,-159.777\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7246.39,-156.534 7235.86,-155.391 7243.38,-162.853 7246.39,-156.534\"/>\n",
       "</g>\n",
       "<!-- 261 -->\n",
       "<g id=\"node262\" class=\"node\"><title>261</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7336.5,-149.5C7336.5,-149.5 7265.5,-149.5 7265.5,-149.5 7259.5,-149.5 7253.5,-143.5 7253.5,-137.5 7253.5,-137.5 7253.5,-108.5 7253.5,-108.5 7253.5,-102.5 7259.5,-96.5 7265.5,-96.5 7265.5,-96.5 7336.5,-96.5 7336.5,-96.5 7342.5,-96.5 7348.5,-102.5 7348.5,-108.5 7348.5,-108.5 7348.5,-137.5 7348.5,-137.5 7348.5,-143.5 7342.5,-149.5 7336.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7273\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7263.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"7261.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "</g>\n",
       "<!-- 257&#45;&gt;261 -->\n",
       "<g id=\"edge261\" class=\"edge\"><title>257&#45;&gt;261</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7357.05,-192.884C7347.83,-181.556 7337.52,-168.88 7328.28,-157.521\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7330.79,-155.067 7321.77,-149.52 7325.36,-159.486 7330.79,-155.067\"/>\n",
       "</g>\n",
       "<!-- 259 -->\n",
       "<g id=\"node260\" class=\"node\"><title>259</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.929412\" stroke=\"black\" d=\"M7152,-53C7152,-53 7066,-53 7066,-53 7060,-53 7054,-47 7054,-41 7054,-41 7054,-12 7054,-12 7054,-6 7060,-0 7066,-0 7066,-0 7152,-0 7152,-0 7158,-0 7164,-6 7164,-12 7164,-12 7164,-41 7164,-41 7164,-47 7158,-53 7152,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7073.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.124</text>\n",
       "<text text-anchor=\"start\" x=\"7064\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 136</text>\n",
       "<text text-anchor=\"start\" x=\"7062\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [127, 9]</text>\n",
       "</g>\n",
       "<!-- 258&#45;&gt;259 -->\n",
       "<g id=\"edge259\" class=\"edge\"><title>258&#45;&gt;259</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7148.67,-88.9485C7143,-80.1664 7136.86,-70.6629 7131.15,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7133.98,-59.7402 7125.61,-53.2367 7128.1,-63.5365 7133.98,-59.7402\"/>\n",
       "</g>\n",
       "<!-- 260 -->\n",
       "<g id=\"node261\" class=\"node\"><title>260</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M7265.5,-53C7265.5,-53 7194.5,-53 7194.5,-53 7188.5,-53 7182.5,-47 7182.5,-41 7182.5,-41 7182.5,-12 7182.5,-12 7182.5,-6 7188.5,-0 7194.5,-0 7194.5,-0 7265.5,-0 7265.5,-0 7271.5,-0 7277.5,-6 7277.5,-12 7277.5,-12 7277.5,-41 7277.5,-41 7277.5,-47 7271.5,-53 7265.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7194.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"7192.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"7190.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\n",
       "</g>\n",
       "<!-- 258&#45;&gt;260 -->\n",
       "<g id=\"edge260\" class=\"edge\"><title>258&#45;&gt;260</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7190.99,-88.9485C7196.56,-80.1664 7202.59,-70.6629 7208.21,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7211.25,-63.5549 7213.66,-53.2367 7205.34,-59.8028 7211.25,-63.5549\"/>\n",
       "</g>\n",
       "<!-- 266 -->\n",
       "<g id=\"node267\" class=\"node\"><title>266</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8088.5,-461.5C8088.5,-461.5 8017.5,-461.5 8017.5,-461.5 8011.5,-461.5 8005.5,-455.5 8005.5,-449.5 8005.5,-449.5 8005.5,-420.5 8005.5,-420.5 8005.5,-414.5 8011.5,-408.5 8017.5,-408.5 8017.5,-408.5 8088.5,-408.5 8088.5,-408.5 8094.5,-408.5 8100.5,-414.5 8100.5,-420.5 8100.5,-420.5 8100.5,-449.5 8100.5,-449.5 8100.5,-455.5 8094.5,-461.5 8088.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8025\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8015.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8013.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 265&#45;&gt;266 -->\n",
       "<g id=\"edge266\" class=\"edge\"><title>265&#45;&gt;266</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8129.31,-504.884C8116.4,-493.226 8101.9,-480.141 8089.04,-468.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8091.04,-465.622 8081.27,-461.52 8086.35,-470.819 8091.04,-465.622\"/>\n",
       "</g>\n",
       "<!-- 267 -->\n",
       "<g id=\"node268\" class=\"node\"><title>267</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.854902\" stroke=\"black\" d=\"M8345,-469C8345,-469 8131,-469 8131,-469 8125,-469 8119,-463 8119,-457 8119,-457 8119,-413 8119,-413 8119,-407 8125,-401 8131,-401 8131,-401 8345,-401 8345,-401 8351,-401 8357,-407 8357,-413 8357,-413 8357,-457 8357,-457 8357,-463 8351,-469 8345,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"8127\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8202.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.221</text>\n",
       "<text text-anchor=\"start\" x=\"8193\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 221</text>\n",
       "<text text-anchor=\"start\" x=\"8187.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [193, 28]</text>\n",
       "</g>\n",
       "<!-- 265&#45;&gt;267 -->\n",
       "<g id=\"edge267\" class=\"edge\"><title>265&#45;&gt;267</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8189.38,-504.884C8195.54,-496.154 8202.26,-486.625 8208.7,-477.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8211.59,-479.487 8214.49,-469.299 8205.87,-475.451 8211.59,-479.487\"/>\n",
       "</g>\n",
       "<!-- 268 -->\n",
       "<g id=\"node269\" class=\"node\"><title>268</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.815686\" stroke=\"black\" d=\"M7985.5,-365C7985.5,-365 7892.5,-365 7892.5,-365 7886.5,-365 7880.5,-359 7880.5,-353 7880.5,-353 7880.5,-309 7880.5,-309 7880.5,-303 7886.5,-297 7892.5,-297 7892.5,-297 7985.5,-297 7985.5,-297 7991.5,-297 7997.5,-303 7997.5,-309 7997.5,-309 7997.5,-353 7997.5,-353 7997.5,-359 7991.5,-365 7985.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"7892.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.931</text>\n",
       "<text text-anchor=\"start\" x=\"7903.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.261</text>\n",
       "<text text-anchor=\"start\" x=\"7894\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 136</text>\n",
       "<text text-anchor=\"start\" x=\"7888.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [115, 21]</text>\n",
       "</g>\n",
       "<!-- 267&#45;&gt;268 -->\n",
       "<g id=\"edge268\" class=\"edge\"><title>267&#45;&gt;268</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8140.92,-400.884C8097.29,-385.998 8046.83,-368.784 8007.27,-355.289\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8008.31,-351.946 7997.71,-352.03 8006.05,-358.571 8008.31,-351.946\"/>\n",
       "</g>\n",
       "<!-- 279 -->\n",
       "<g id=\"node280\" class=\"node\"><title>279</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.909804\" stroke=\"black\" d=\"M8277,-365C8277,-365 8199,-365 8199,-365 8193,-365 8187,-359 8187,-353 8187,-353 8187,-309 8187,-309 8187,-303 8193,-297 8199,-297 8199,-297 8277,-297 8277,-297 8283,-297 8289,-303 8289,-309 8289,-309 8289,-353 8289,-353 8289,-359 8283,-365 8277,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"8197.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.84</text>\n",
       "<text text-anchor=\"start\" x=\"8202.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.151</text>\n",
       "<text text-anchor=\"start\" x=\"8197\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 85</text>\n",
       "<text text-anchor=\"start\" x=\"8195\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [78, 7]</text>\n",
       "</g>\n",
       "<!-- 267&#45;&gt;279 -->\n",
       "<g id=\"edge279\" class=\"edge\"><title>267&#45;&gt;279</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8238,-400.884C8238,-392.778 8238,-383.982 8238,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8241.5,-375.299 8238,-365.299 8234.5,-375.299 8241.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 269 -->\n",
       "<g id=\"node270\" class=\"node\"><title>269</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.654902\" stroke=\"black\" d=\"M7793,-261C7793,-261 7693,-261 7693,-261 7687,-261 7681,-255 7681,-249 7681,-249 7681,-205 7681,-205 7681,-199 7687,-193 7693,-193 7693,-193 7793,-193 7793,-193 7799,-193 7805,-199 7805,-205 7805,-205 7805,-249 7805,-249 7805,-255 7799,-261 7793,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"7689\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7707.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.382</text>\n",
       "<text text-anchor=\"start\" x=\"7702\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
       "<text text-anchor=\"start\" x=\"7700\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 9]</text>\n",
       "</g>\n",
       "<!-- 268&#45;&gt;269 -->\n",
       "<g id=\"edge269\" class=\"edge\"><title>268&#45;&gt;269</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7880.46,-299.535C7859.64,-288.7 7835.97,-276.381 7814.2,-265.055\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7815.82,-261.949 7805.33,-260.437 7812.59,-268.158 7815.82,-261.949\"/>\n",
       "</g>\n",
       "<!-- 274 -->\n",
       "<g id=\"node275\" class=\"node\"><title>274</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.866667\" stroke=\"black\" d=\"M8007.5,-261C8007.5,-261 7870.5,-261 7870.5,-261 7864.5,-261 7858.5,-255 7858.5,-249 7858.5,-249 7858.5,-205 7858.5,-205 7858.5,-199 7864.5,-193 7870.5,-193 7870.5,-193 8007.5,-193 8007.5,-193 8013.5,-193 8019.5,-199 8019.5,-205 8019.5,-205 8019.5,-249 8019.5,-249 8019.5,-255 8013.5,-261 8007.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"7866.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingTV_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7903.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.209</text>\n",
       "<text text-anchor=\"start\" x=\"7894\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\n",
       "<text text-anchor=\"start\" x=\"7892\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 12]</text>\n",
       "</g>\n",
       "<!-- 268&#45;&gt;274 -->\n",
       "<g id=\"edge274\" class=\"edge\"><title>268&#45;&gt;274</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7939,-296.884C7939,-288.778 7939,-279.982 7939,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7942.5,-271.299 7939,-261.299 7935.5,-271.299 7942.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 270 -->\n",
       "<g id=\"node271\" class=\"node\"><title>270</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.525490\" stroke=\"black\" d=\"M7665.5,-157C7665.5,-157 7378.5,-157 7378.5,-157 7372.5,-157 7366.5,-151 7366.5,-145 7366.5,-145 7366.5,-101 7366.5,-101 7366.5,-95 7372.5,-89 7378.5,-89 7378.5,-89 7665.5,-89 7665.5,-89 7671.5,-89 7677.5,-95 7677.5,-101 7677.5,-101 7677.5,-145 7677.5,-145 7677.5,-151 7671.5,-157 7665.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"7374.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Bank transfer (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7486.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.436</text>\n",
       "<text text-anchor=\"start\" x=\"7481\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"7479\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 9]</text>\n",
       "</g>\n",
       "<!-- 269&#45;&gt;270 -->\n",
       "<g id=\"edge270\" class=\"edge\"><title>269&#45;&gt;270</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7680.85,-197.316C7656.75,-186.19 7628.82,-173.3 7603.16,-161.459\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7604.37,-158.162 7593.82,-157.15 7601.44,-164.518 7604.37,-158.162\"/>\n",
       "</g>\n",
       "<!-- 273 -->\n",
       "<g id=\"node274\" class=\"node\"><title>273</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7778.5,-149.5C7778.5,-149.5 7707.5,-149.5 7707.5,-149.5 7701.5,-149.5 7695.5,-143.5 7695.5,-137.5 7695.5,-137.5 7695.5,-108.5 7695.5,-108.5 7695.5,-102.5 7701.5,-96.5 7707.5,-96.5 7707.5,-96.5 7778.5,-96.5 7778.5,-96.5 7784.5,-96.5 7790.5,-102.5 7790.5,-108.5 7790.5,-108.5 7790.5,-137.5 7790.5,-137.5 7790.5,-143.5 7784.5,-149.5 7778.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"7715\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7705.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"7703.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "</g>\n",
       "<!-- 269&#45;&gt;273 -->\n",
       "<g id=\"edge273\" class=\"edge\"><title>269&#45;&gt;273</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7743,-192.884C7743,-182.326 7743,-170.597 7743,-159.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7746.5,-159.52 7743,-149.52 7739.5,-159.52 7746.5,-159.52\"/>\n",
       "</g>\n",
       "<!-- 271 -->\n",
       "<g id=\"node272\" class=\"node\"><title>271</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.713725\" stroke=\"black\" d=\"M7502,-53C7502,-53 7424,-53 7424,-53 7418,-53 7412,-47 7412,-41 7412,-41 7412,-12 7412,-12 7412,-6 7418,-0 7424,-0 7424,-0 7502,-0 7502,-0 7508,-0 7514,-6 7514,-12 7514,-12 7514,-41 7514,-41 7514,-47 7508,-53 7502,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7427.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"7422\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"7420\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 4]</text>\n",
       "</g>\n",
       "<!-- 270&#45;&gt;271 -->\n",
       "<g id=\"edge271\" class=\"edge\"><title>270&#45;&gt;271</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7501.36,-88.9485C7495.88,-80.1664 7489.95,-70.6629 7484.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7487.33,-59.8656 7479.07,-53.2367 7481.4,-63.5728 7487.33,-59.8656\"/>\n",
       "</g>\n",
       "<!-- 272 -->\n",
       "<g id=\"node273\" class=\"node\"><title>272</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7618,-53C7618,-53 7544,-53 7544,-53 7538,-53 7532,-47 7532,-41 7532,-41 7532,-12 7532,-12 7532,-6 7538,-0 7544,-0 7544,-0 7618,-0 7618,-0 7624,-0 7630,-6 7630,-12 7630,-12 7630,-41 7630,-41 7630,-47 7624,-53 7618,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7553\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"7540\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"7541.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 5]</text>\n",
       "</g>\n",
       "<!-- 270&#45;&gt;272 -->\n",
       "<g id=\"edge272\" class=\"edge\"><title>270&#45;&gt;272</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7542.64,-88.9485C7548.12,-80.1664 7554.05,-70.6629 7559.58,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7562.6,-63.5728 7564.93,-53.2367 7556.67,-59.8656 7562.6,-63.5728\"/>\n",
       "</g>\n",
       "<!-- 275 -->\n",
       "<g id=\"node276\" class=\"node\"><title>275</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.843137\" stroke=\"black\" d=\"M7961.5,-157C7961.5,-157 7820.5,-157 7820.5,-157 7814.5,-157 7808.5,-151 7808.5,-145 7808.5,-145 7808.5,-101 7808.5,-101 7808.5,-95 7814.5,-89 7820.5,-89 7820.5,-89 7961.5,-89 7961.5,-89 7967.5,-89 7973.5,-95 7973.5,-101 7973.5,-101 7973.5,-145 7973.5,-145 7973.5,-151 7967.5,-157 7961.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"7816.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.443</text>\n",
       "<text text-anchor=\"start\" x=\"7855.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
       "<text text-anchor=\"start\" x=\"7850\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 88</text>\n",
       "<text text-anchor=\"start\" x=\"7844\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [76, 12]</text>\n",
       "</g>\n",
       "<!-- 274&#45;&gt;275 -->\n",
       "<g id=\"edge275\" class=\"edge\"><title>274&#45;&gt;275</title>\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"7914.1,-164.857 7906.67,-157.299 7907.76,-167.838 7914.1,-164.857\"/>\n",
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       "<!-- 278 -->\n",
       "<g id=\"node279\" class=\"node\"><title>278</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8082,-149.5C8082,-149.5 8004,-149.5 8004,-149.5 7998,-149.5 7992,-143.5 7992,-137.5 7992,-137.5 7992,-108.5 7992,-108.5 7992,-102.5 7998,-96.5 8004,-96.5 8004,-96.5 8082,-96.5 8082,-96.5 8088,-96.5 8094,-102.5 8094,-108.5 8094,-108.5 8094,-137.5 8094,-137.5 8094,-143.5 8088,-149.5 8082,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8015\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8002\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"8000\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\n",
       "</g>\n",
       "<!-- 274&#45;&gt;278 -->\n",
       "<g id=\"edge278\" class=\"edge\"><title>274&#45;&gt;278</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7972.77,-192.884C7984.65,-181.226 7997.99,-168.141 8009.83,-156.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8012.29,-159.021 8016.98,-149.52 8007.39,-154.023 8012.29,-159.021\"/>\n",
       "</g>\n",
       "<!-- 276 -->\n",
       "<g id=\"node277\" class=\"node\"><title>276</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.854902\" stroke=\"black\" d=\"M7873,-53C7873,-53 7787,-53 7787,-53 7781,-53 7775,-47 7775,-41 7775,-41 7775,-12 7775,-12 7775,-6 7781,-0 7787,-0 7787,-0 7873,-0 7873,-0 7879,-0 7885,-6 7885,-12 7885,-12 7885,-41 7885,-41 7885,-47 7879,-53 7873,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7794.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.221</text>\n",
       "<text text-anchor=\"start\" x=\"7789\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 87</text>\n",
       "<text text-anchor=\"start\" x=\"7783\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [76, 11]</text>\n",
       "</g>\n",
       "<!-- 275&#45;&gt;276 -->\n",
       "<g id=\"edge276\" class=\"edge\"><title>275&#45;&gt;276</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7869.67,-88.9485C7864,-80.1664 7857.86,-70.6629 7852.15,-61.815\"/>\n",
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       "<!-- 277 -->\n",
       "<g id=\"node278\" class=\"node\"><title>277</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7986.5,-53C7986.5,-53 7915.5,-53 7915.5,-53 7909.5,-53 7903.5,-47 7903.5,-41 7903.5,-41 7903.5,-12 7903.5,-12 7903.5,-6 7909.5,-0 7915.5,-0 7915.5,-0 7986.5,-0 7986.5,-0 7992.5,-0 7998.5,-6 7998.5,-12 7998.5,-12 7998.5,-41 7998.5,-41 7998.5,-47 7992.5,-53 7986.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"7923\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"7913.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"7911.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 275&#45;&gt;277 -->\n",
       "<g id=\"edge277\" class=\"edge\"><title>275&#45;&gt;277</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7911.99,-88.9485C7917.56,-80.1664 7923.59,-70.6629 7929.21,-61.815\"/>\n",
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       "<!-- 280 -->\n",
       "<g id=\"node281\" class=\"node\"><title>280</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.921569\" stroke=\"black\" d=\"M8287,-261C8287,-261 8127,-261 8127,-261 8121,-261 8115,-255 8115,-249 8115,-249 8115,-205 8115,-205 8115,-199 8121,-193 8127,-193 8127,-193 8287,-193 8287,-193 8293,-193 8299,-199 8299,-205 8299,-205 8299,-249 8299,-249 8299,-255 8293,-261 8287,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"8123\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8171.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"8166\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 84</text>\n",
       "<text text-anchor=\"start\" x=\"8164\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [78, 6]</text>\n",
       "</g>\n",
       "<!-- 279&#45;&gt;280 -->\n",
       "<g id=\"edge280\" class=\"edge\"><title>279&#45;&gt;280</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8227.94,-296.884C8225.42,-288.6 8222.68,-279.595 8220.04,-270.911\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8223.38,-269.849 8217.12,-261.299 8216.68,-271.885 8223.38,-269.849\"/>\n",
       "</g>\n",
       "<!-- 285 -->\n",
       "<g id=\"node286\" class=\"node\"><title>285</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8400.5,-253.5C8400.5,-253.5 8329.5,-253.5 8329.5,-253.5 8323.5,-253.5 8317.5,-247.5 8317.5,-241.5 8317.5,-241.5 8317.5,-212.5 8317.5,-212.5 8317.5,-206.5 8323.5,-200.5 8329.5,-200.5 8329.5,-200.5 8400.5,-200.5 8400.5,-200.5 8406.5,-200.5 8412.5,-206.5 8412.5,-212.5 8412.5,-212.5 8412.5,-241.5 8412.5,-241.5 8412.5,-247.5 8406.5,-253.5 8400.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8337\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8327.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8325.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 279&#45;&gt;285 -->\n",
       "<g id=\"edge285\" class=\"edge\"><title>279&#45;&gt;285</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8279.23,-296.884C8294.02,-285.006 8310.66,-271.646 8325.31,-259.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8327.62,-262.511 8333.23,-253.52 8323.24,-257.053 8327.62,-262.511\"/>\n",
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       "<!-- 281 -->\n",
       "<g id=\"node282\" class=\"node\"><title>281</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.945098\" stroke=\"black\" d=\"M8270,-157C8270,-157 8124,-157 8124,-157 8118,-157 8112,-151 8112,-145 8112,-145 8112,-101 8112,-101 8112,-95 8118,-89 8124,-89 8124,-89 8270,-89 8270,-89 8276,-89 8282,-95 8282,-101 8282,-101 8282,-145 8282,-145 8282,-151 8276,-157 8270,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"8120\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.502</text>\n",
       "<text text-anchor=\"start\" x=\"8161.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.097</text>\n",
       "<text text-anchor=\"start\" x=\"8156\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\n",
       "<text text-anchor=\"start\" x=\"8154\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 4]</text>\n",
       "</g>\n",
       "<!-- 280&#45;&gt;281 -->\n",
       "<g id=\"edge281\" class=\"edge\"><title>280&#45;&gt;281</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8203.75,-192.884C8202.96,-184.778 8202.1,-175.982 8201.26,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8204.72,-166.91 8200.26,-157.299 8197.76,-167.593 8204.72,-166.91\"/>\n",
       "</g>\n",
       "<!-- 284 -->\n",
       "<g id=\"node285\" class=\"node\"><title>284</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M8383.5,-149.5C8383.5,-149.5 8312.5,-149.5 8312.5,-149.5 8306.5,-149.5 8300.5,-143.5 8300.5,-137.5 8300.5,-137.5 8300.5,-108.5 8300.5,-108.5 8300.5,-102.5 8306.5,-96.5 8312.5,-96.5 8312.5,-96.5 8383.5,-96.5 8383.5,-96.5 8389.5,-96.5 8395.5,-102.5 8395.5,-108.5 8395.5,-108.5 8395.5,-137.5 8395.5,-137.5 8395.5,-143.5 8389.5,-149.5 8383.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8312.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"8310.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"8308.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 2]</text>\n",
       "</g>\n",
       "<!-- 280&#45;&gt;284 -->\n",
       "<g id=\"edge284\" class=\"edge\"><title>280&#45;&gt;284</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8252.78,-192.884C8269.35,-180.896 8288.01,-167.399 8304.39,-155.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8306.67,-158.217 8312.72,-149.52 8302.57,-152.545 8306.67,-158.217\"/>\n",
       "</g>\n",
       "<!-- 282 -->\n",
       "<g id=\"node283\" class=\"node\"><title>282</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.776471\" stroke=\"black\" d=\"M8175,-53C8175,-53 8101,-53 8101,-53 8095,-53 8089,-47 8089,-41 8089,-41 8089,-12 8089,-12 8089,-6 8095,-0 8101,-0 8101,-0 8175,-0 8175,-0 8181,-0 8187,-6 8187,-12 8187,-12 8187,-41 8187,-41 8187,-47 8181,-53 8175,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8102.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"8097\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"8098.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\n",
       "</g>\n",
       "<!-- 281&#45;&gt;282 -->\n",
       "<g id=\"edge282\" class=\"edge\"><title>281&#45;&gt;282</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8176.36,-88.9485C8170.88,-80.1664 8164.95,-70.6629 8159.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8162.33,-59.8656 8154.07,-53.2367 8156.4,-63.5728 8162.33,-59.8656\"/>\n",
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       "<!-- 283 -->\n",
       "<g id=\"node284\" class=\"node\"><title>283</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.968627\" stroke=\"black\" d=\"M8295,-53C8295,-53 8217,-53 8217,-53 8211,-53 8205,-47 8205,-41 8205,-41 8205,-12 8205,-12 8205,-6 8211,-0 8217,-0 8217,-0 8295,-0 8295,-0 8301,-0 8307,-6 8307,-12 8307,-12 8307,-41 8307,-41 8307,-47 8301,-53 8295,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8220.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.058</text>\n",
       "<text text-anchor=\"start\" x=\"8215\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 67</text>\n",
       "<text text-anchor=\"start\" x=\"8213\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [65, 2]</text>\n",
       "</g>\n",
       "<!-- 281&#45;&gt;283 -->\n",
       "<g id=\"edge283\" class=\"edge\"><title>281&#45;&gt;283</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8217.64,-88.9485C8223.12,-80.1664 8229.05,-70.6629 8234.58,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8237.6,-63.5728 8239.93,-53.2367 8231.67,-59.8656 8237.6,-63.5728\"/>\n",
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       "<!-- 287 -->\n",
       "<g id=\"node288\" class=\"node\"><title>287</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.109804\" stroke=\"black\" d=\"M8374,-565.5C8374,-565.5 8300,-565.5 8300,-565.5 8294,-565.5 8288,-559.5 8288,-553.5 8288,-553.5 8288,-524.5 8288,-524.5 8288,-518.5 8294,-512.5 8300,-512.5 8300,-512.5 8374,-512.5 8374,-512.5 8380,-512.5 8386,-518.5 8386,-524.5 8386,-524.5 8386,-553.5 8386,-553.5 8386,-559.5 8380,-565.5 8374,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8301.5\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
       "<text text-anchor=\"start\" x=\"8296\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"8297.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 8]</text>\n",
       "</g>\n",
       "<!-- 286&#45;&gt;287 -->\n",
       "<g id=\"edge287\" class=\"edge\"><title>286&#45;&gt;287</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8337,-608.884C8337,-598.326 8337,-586.597 8337,-575.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8340.5,-575.52 8337,-565.52 8333.5,-575.52 8340.5,-575.52\"/>\n",
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       "<!-- 288 -->\n",
       "<g id=\"node289\" class=\"node\"><title>288</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.741176\" stroke=\"black\" d=\"M8561.5,-573C8561.5,-573 8426.5,-573 8426.5,-573 8420.5,-573 8414.5,-567 8414.5,-561 8414.5,-561 8414.5,-517 8414.5,-517 8414.5,-511 8420.5,-505 8426.5,-505 8426.5,-505 8561.5,-505 8561.5,-505 8567.5,-505 8573.5,-511 8573.5,-517 8573.5,-517 8573.5,-561 8573.5,-561 8573.5,-567 8567.5,-573 8561.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"8422.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8458.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.328</text>\n",
       "<text text-anchor=\"start\" x=\"8453\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\n",
       "<text text-anchor=\"start\" x=\"8447\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 13]</text>\n",
       "</g>\n",
       "<!-- 286&#45;&gt;288 -->\n",
       "<g id=\"edge288\" class=\"edge\"><title>286&#45;&gt;288</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8387.97,-608.884C8402.86,-599.214 8419.25,-588.563 8434.61,-578.587\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8436.54,-581.508 8443.01,-573.125 8432.72,-575.638 8436.54,-581.508\"/>\n",
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       "<!-- 289 -->\n",
       "<g id=\"node290\" class=\"node\"><title>289</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.647059\" stroke=\"black\" d=\"M8567,-469C8567,-469 8421,-469 8421,-469 8415,-469 8409,-463 8409,-457 8409,-457 8409,-413 8409,-413 8409,-407 8415,-401 8421,-401 8421,-401 8567,-401 8567,-401 8573,-401 8579,-407 8579,-413 8579,-413 8579,-457 8579,-457 8579,-463 8573,-469 8567,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"8417\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.356</text>\n",
       "<text text-anchor=\"start\" x=\"8458.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.386</text>\n",
       "<text text-anchor=\"start\" x=\"8453\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"start\" x=\"8447\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 12]</text>\n",
       "</g>\n",
       "<!-- 288&#45;&gt;289 -->\n",
       "<g id=\"edge289\" class=\"edge\"><title>288&#45;&gt;289</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8494,-504.884C8494,-496.778 8494,-487.982 8494,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8497.5,-479.299 8494,-469.299 8490.5,-479.299 8497.5,-479.299\"/>\n",
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       "<!-- 298 -->\n",
       "<g id=\"node299\" class=\"node\"><title>298</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.937255\" stroke=\"black\" d=\"M8687,-461.5C8687,-461.5 8609,-461.5 8609,-461.5 8603,-461.5 8597,-455.5 8597,-449.5 8597,-449.5 8597,-420.5 8597,-420.5 8597,-414.5 8603,-408.5 8609,-408.5 8609,-408.5 8687,-408.5 8687,-408.5 8693,-408.5 8699,-414.5 8699,-420.5 8699,-420.5 8699,-449.5 8699,-449.5 8699,-455.5 8693,-461.5 8687,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8612.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\n",
       "<text text-anchor=\"start\" x=\"8607\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"8605\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 1]</text>\n",
       "</g>\n",
       "<!-- 288&#45;&gt;298 -->\n",
       "<g id=\"edge298\" class=\"edge\"><title>288&#45;&gt;298</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8544,-504.884C8562.26,-492.786 8582.85,-479.151 8600.86,-467.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8603.07,-469.96 8609.47,-461.52 8599.2,-464.124 8603.07,-469.96\"/>\n",
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       "<!-- 290 -->\n",
       "<g id=\"node291\" class=\"node\"><title>290</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.709804\" stroke=\"black\" d=\"M8567,-365C8567,-365 8421,-365 8421,-365 8415,-365 8409,-359 8409,-353 8409,-353 8409,-309 8409,-309 8409,-303 8415,-297 8421,-297 8421,-297 8567,-297 8567,-297 8573,-297 8579,-303 8579,-309 8579,-309 8579,-353 8579,-353 8579,-359 8573,-365 8567,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"8417\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.511</text>\n",
       "<text text-anchor=\"start\" x=\"8458.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.349</text>\n",
       "<text text-anchor=\"start\" x=\"8453\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\n",
       "<text text-anchor=\"start\" x=\"8451\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 9]</text>\n",
       "</g>\n",
       "<!-- 289&#45;&gt;290 -->\n",
       "<g id=\"edge290\" class=\"edge\"><title>289&#45;&gt;290</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8494,-400.884C8494,-392.778 8494,-383.982 8494,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8497.5,-375.299 8494,-365.299 8490.5,-375.299 8497.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 297 -->\n",
       "<g id=\"node298\" class=\"node\"><title>297</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8680.5,-357.5C8680.5,-357.5 8609.5,-357.5 8609.5,-357.5 8603.5,-357.5 8597.5,-351.5 8597.5,-345.5 8597.5,-345.5 8597.5,-316.5 8597.5,-316.5 8597.5,-310.5 8603.5,-304.5 8609.5,-304.5 8609.5,-304.5 8680.5,-304.5 8680.5,-304.5 8686.5,-304.5 8692.5,-310.5 8692.5,-316.5 8692.5,-316.5 8692.5,-345.5 8692.5,-345.5 8692.5,-351.5 8686.5,-357.5 8680.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8617\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8607.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"8605.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "</g>\n",
       "<!-- 289&#45;&gt;297 -->\n",
       "<g id=\"edge297\" class=\"edge\"><title>289&#45;&gt;297</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8543.03,-400.884C8560.93,-388.786 8581.12,-375.151 8598.78,-363.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8600.89,-366.018 8607.22,-357.52 8596.97,-360.217 8600.89,-366.018\"/>\n",
       "</g>\n",
       "<!-- 291 -->\n",
       "<g id=\"node292\" class=\"node\"><title>291</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M8534,-261C8534,-261 8454,-261 8454,-261 8448,-261 8442,-255 8442,-249 8442,-249 8442,-205 8442,-205 8442,-199 8448,-193 8454,-193 8454,-193 8534,-193 8534,-193 8540,-193 8546,-199 8546,-205 8546,-205 8546,-249 8546,-249 8546,-255 8540,-261 8534,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"8450\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.962</text>\n",
       "<text text-anchor=\"start\" x=\"8458.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"8453\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"8451\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 9]</text>\n",
       "</g>\n",
       "<!-- 290&#45;&gt;291 -->\n",
       "<g id=\"edge291\" class=\"edge\"><title>290&#45;&gt;291</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8494,-296.884C8494,-288.778 8494,-279.982 8494,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8497.5,-271.299 8494,-261.299 8490.5,-271.299 8497.5,-271.299\"/>\n",
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       "<!-- 296 -->\n",
       "<g id=\"node297\" class=\"node\"><title>296</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8647.5,-253.5C8647.5,-253.5 8576.5,-253.5 8576.5,-253.5 8570.5,-253.5 8564.5,-247.5 8564.5,-241.5 8564.5,-241.5 8564.5,-212.5 8564.5,-212.5 8564.5,-206.5 8570.5,-200.5 8576.5,-200.5 8576.5,-200.5 8647.5,-200.5 8647.5,-200.5 8653.5,-200.5 8659.5,-206.5 8659.5,-212.5 8659.5,-212.5 8659.5,-241.5 8659.5,-241.5 8659.5,-247.5 8653.5,-253.5 8647.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8584\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8574.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"8572.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "</g>\n",
       "<!-- 290&#45;&gt;296 -->\n",
       "<g id=\"edge296\" class=\"edge\"><title>290&#45;&gt;296</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8532.31,-296.884C8545.92,-285.116 8561.22,-271.894 8574.75,-260.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8577.2,-262.707 8582.48,-253.52 8572.62,-257.412 8577.2,-262.707\"/>\n",
       "</g>\n",
       "<!-- 292 -->\n",
       "<g id=\"node293\" class=\"node\"><title>292</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.709804\" stroke=\"black\" d=\"M8572,-157C8572,-157 8426,-157 8426,-157 8420,-157 8414,-151 8414,-145 8414,-145 8414,-101 8414,-101 8414,-95 8420,-89 8426,-89 8426,-89 8572,-89 8572,-89 8578,-89 8584,-95 8584,-101 8584,-101 8584,-145 8584,-145 8584,-151 8578,-157 8572,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"8422\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.526</text>\n",
       "<text text-anchor=\"start\" x=\"8467\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\n",
       "<text text-anchor=\"start\" x=\"8458\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
       "<text text-anchor=\"start\" x=\"8456\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 7]</text>\n",
       "</g>\n",
       "<!-- 291&#45;&gt;292 -->\n",
       "<g id=\"edge292\" class=\"edge\"><title>291&#45;&gt;292</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8495.62,-192.884C8496.02,-184.778 8496.45,-175.982 8496.87,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8500.37,-167.459 8497.37,-157.299 8493.38,-167.116 8500.37,-167.459\"/>\n",
       "</g>\n",
       "<!-- 295 -->\n",
       "<g id=\"node296\" class=\"node\"><title>295</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8685.5,-149.5C8685.5,-149.5 8614.5,-149.5 8614.5,-149.5 8608.5,-149.5 8602.5,-143.5 8602.5,-137.5 8602.5,-137.5 8602.5,-108.5 8602.5,-108.5 8602.5,-102.5 8608.5,-96.5 8614.5,-96.5 8614.5,-96.5 8685.5,-96.5 8685.5,-96.5 8691.5,-96.5 8697.5,-102.5 8697.5,-108.5 8697.5,-108.5 8697.5,-137.5 8697.5,-137.5 8697.5,-143.5 8691.5,-149.5 8685.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8622\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8612.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"8610.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "</g>\n",
       "<!-- 291&#45;&gt;295 -->\n",
       "<g id=\"edge295\" class=\"edge\"><title>291&#45;&gt;295</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8544.65,-192.884C8563.15,-180.786 8584,-167.151 8602.25,-155.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8604.52,-157.922 8610.97,-149.52 8600.68,-152.063 8604.52,-157.922\"/>\n",
       "</g>\n",
       "<!-- 293 -->\n",
       "<g id=\"node294\" class=\"node\"><title>293</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M8480,-53C8480,-53 8402,-53 8402,-53 8396,-53 8390,-47 8390,-41 8390,-41 8390,-12 8390,-12 8390,-6 8396,-0 8402,-0 8402,-0 8480,-0 8480,-0 8486,-0 8492,-6 8492,-12 8492,-12 8492,-41 8492,-41 8492,-47 8486,-53 8480,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8409\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"8400\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"8398\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 6]</text>\n",
       "</g>\n",
       "<!-- 292&#45;&gt;293 -->\n",
       "<g id=\"edge293\" class=\"edge\"><title>292&#45;&gt;293</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8478.71,-88.9485C8473.32,-80.1664 8467.49,-70.6629 8462.06,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8465.01,-59.9287 8456.8,-53.2367 8459.04,-63.5903 8465.01,-59.9287\"/>\n",
       "</g>\n",
       "<!-- 294 -->\n",
       "<g id=\"node295\" class=\"node\"><title>294</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8593.5,-53C8593.5,-53 8522.5,-53 8522.5,-53 8516.5,-53 8510.5,-47 8510.5,-41 8510.5,-41 8510.5,-12 8510.5,-12 8510.5,-6 8516.5,-0 8522.5,-0 8522.5,-0 8593.5,-0 8593.5,-0 8599.5,-0 8605.5,-6 8605.5,-12 8605.5,-12 8605.5,-41 8605.5,-41 8605.5,-47 8599.5,-53 8593.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8530\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8520.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8518.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 292&#45;&gt;294 -->\n",
       "<g id=\"edge294\" class=\"edge\"><title>292&#45;&gt;294</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8519.64,-88.9485C8525.12,-80.1664 8531.05,-70.6629 8536.58,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8539.6,-63.5728 8541.93,-53.2367 8533.67,-59.8656 8539.6,-63.5728\"/>\n",
       "</g>\n",
       "<!-- 300 -->\n",
       "<g id=\"node301\" class=\"node\"><title>300</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.513725\" stroke=\"black\" d=\"M9465,-677C9465,-677 9319,-677 9319,-677 9313,-677 9307,-671 9307,-665 9307,-665 9307,-621 9307,-621 9307,-615 9313,-609 9319,-609 9319,-609 9465,-609 9465,-609 9471,-609 9477,-615 9477,-621 9477,-621 9477,-665 9477,-665 9477,-671 9471,-677 9465,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"9315\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9360\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\n",
       "<text text-anchor=\"start\" x=\"9347\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 248</text>\n",
       "<text text-anchor=\"start\" x=\"9341.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 81]</text>\n",
       "</g>\n",
       "<!-- 299&#45;&gt;300 -->\n",
       "<g id=\"edge300\" class=\"edge\"><title>299&#45;&gt;300</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9392,-712.884C9392,-704.778 9392,-695.982 9392,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9395.5,-687.299 9392,-677.299 9388.5,-687.299 9395.5,-687.299\"/>\n",
       "</g>\n",
       "<!-- 333 -->\n",
       "<g id=\"node334\" class=\"node\"><title>333</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.784314\" stroke=\"black\" d=\"M10236.5,-677C10236.5,-677 10129.5,-677 10129.5,-677 10123.5,-677 10117.5,-671 10117.5,-665 10117.5,-665 10117.5,-621 10117.5,-621 10117.5,-615 10123.5,-609 10129.5,-609 10129.5,-609 10236.5,-609 10236.5,-609 10242.5,-609 10248.5,-615 10248.5,-621 10248.5,-621 10248.5,-665 10248.5,-665 10248.5,-671 10242.5,-677 10236.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"10125.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10147.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.292</text>\n",
       "<text text-anchor=\"start\" x=\"10138\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 197</text>\n",
       "<text text-anchor=\"start\" x=\"10132.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [162, 35]</text>\n",
       "</g>\n",
       "<!-- 299&#45;&gt;333 -->\n",
       "<g id=\"edge333\" class=\"edge\"><title>299&#45;&gt;333</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9454.73,-737.911C9598.65,-719.353 9952.09,-673.776 10107.5,-653.729\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10108,-657.197 10117.5,-652.447 10107.1,-650.254 10108,-657.197\"/>\n",
       "</g>\n",
       "<!-- 301 -->\n",
       "<g id=\"node302\" class=\"node\"><title>301</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.376471\" stroke=\"black\" d=\"M9329.5,-573C9329.5,-573 9096.5,-573 9096.5,-573 9090.5,-573 9084.5,-567 9084.5,-561 9084.5,-561 9084.5,-517 9084.5,-517 9084.5,-511 9090.5,-505 9096.5,-505 9096.5,-505 9329.5,-505 9329.5,-505 9335.5,-505 9341.5,-511 9341.5,-517 9341.5,-517 9341.5,-561 9341.5,-561 9341.5,-567 9335.5,-573 9329.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"9092.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9177.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"9168\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 172</text>\n",
       "<text text-anchor=\"start\" x=\"9162.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [106, 66]</text>\n",
       "</g>\n",
       "<!-- 300&#45;&gt;301 -->\n",
       "<g id=\"edge301\" class=\"edge\"><title>300&#45;&gt;301</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9333.88,-608.884C9316.76,-599.125 9297.88,-588.366 9280.23,-578.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9281.55,-575.035 9271.13,-573.125 9278.09,-581.117 9281.55,-575.035\"/>\n",
       "</g>\n",
       "<!-- 322 -->\n",
       "<g id=\"node323\" class=\"node\"><title>322</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.752941\" stroke=\"black\" d=\"M9638.5,-573C9638.5,-573 9503.5,-573 9503.5,-573 9497.5,-573 9491.5,-567 9491.5,-561 9491.5,-561 9491.5,-517 9491.5,-517 9491.5,-511 9497.5,-505 9503.5,-505 9503.5,-505 9638.5,-505 9638.5,-505 9644.5,-505 9650.5,-511 9650.5,-517 9650.5,-517 9650.5,-561 9650.5,-561 9650.5,-567 9644.5,-573 9638.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"9499.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9535.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.317</text>\n",
       "<text text-anchor=\"start\" x=\"9530\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 76</text>\n",
       "<text text-anchor=\"start\" x=\"9524\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [61, 15]</text>\n",
       "</g>\n",
       "<!-- 300&#45;&gt;322 -->\n",
       "<g id=\"edge322\" class=\"edge\"><title>300&#45;&gt;322</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9450.12,-608.884C9467.24,-599.125 9486.12,-588.366 9503.77,-578.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9505.91,-581.117 9512.87,-573.125 9502.45,-575.035 9505.91,-581.117\"/>\n",
       "</g>\n",
       "<!-- 302 -->\n",
       "<g id=\"node303\" class=\"node\"><title>302</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.549020\" stroke=\"black\" d=\"M8958,-469C8958,-469 8872,-469 8872,-469 8866,-469 8860,-463 8860,-457 8860,-457 8860,-413 8860,-413 8860,-407 8866,-401 8872,-401 8872,-401 8958,-401 8958,-401 8964,-401 8970,-407 8970,-413 8970,-413 8970,-457 8970,-457 8970,-463 8964,-469 8958,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"8868.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.135</text>\n",
       "<text text-anchor=\"start\" x=\"8879.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.428</text>\n",
       "<text text-anchor=\"start\" x=\"8870\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 103</text>\n",
       "<text text-anchor=\"start\" x=\"8868\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [71, 32]</text>\n",
       "</g>\n",
       "<!-- 301&#45;&gt;302 -->\n",
       "<g id=\"edge302\" class=\"edge\"><title>301&#45;&gt;302</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9116.25,-504.884C9071.5,-489.568 9019.56,-471.788 8979.65,-458.129\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8980.63,-454.765 8970.04,-454.838 8978.36,-461.388 8980.63,-454.765\"/>\n",
       "</g>\n",
       "<!-- 311 -->\n",
       "<g id=\"node312\" class=\"node\"><title>311</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.027451\" stroke=\"black\" d=\"M9286,-469C9286,-469 9140,-469 9140,-469 9134,-469 9128,-463 9128,-457 9128,-457 9128,-413 9128,-413 9128,-407 9134,-401 9140,-401 9140,-401 9286,-401 9286,-401 9292,-401 9298,-407 9298,-413 9298,-413 9298,-457 9298,-457 9298,-463 9292,-469 9286,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"9136\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.346</text>\n",
       "<text text-anchor=\"start\" x=\"9185\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9172\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\n",
       "<text text-anchor=\"start\" x=\"9166\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 34]</text>\n",
       "</g>\n",
       "<!-- 301&#45;&gt;311 -->\n",
       "<g id=\"edge311\" class=\"edge\"><title>301&#45;&gt;311</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9213,-504.884C9213,-496.778 9213,-487.982 9213,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9216.5,-479.299 9213,-469.299 9209.5,-479.299 9216.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 303 -->\n",
       "<g id=\"node304\" class=\"node\"><title>303</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.250980\" stroke=\"black\" d=\"M8800,-357.5C8800,-357.5 8726,-357.5 8726,-357.5 8720,-357.5 8714,-351.5 8714,-345.5 8714,-345.5 8714,-316.5 8714,-316.5 8714,-310.5 8720,-304.5 8726,-304.5 8726,-304.5 8800,-304.5 8800,-304.5 8806,-304.5 8812,-310.5 8812,-316.5 8812,-316.5 8812,-345.5 8812,-345.5 8812,-351.5 8806,-357.5 8800,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8731\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"start\" x=\"8722\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"8723.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 8]</text>\n",
       "</g>\n",
       "<!-- 302&#45;&gt;303 -->\n",
       "<g id=\"edge303\" class=\"edge\"><title>302&#45;&gt;303</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8865.65,-400.884C8847.62,-388.786 8827.3,-375.151 8809.53,-363.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8811.28,-360.186 8801.03,-357.52 8807.38,-365.998 8811.28,-360.186\"/>\n",
       "</g>\n",
       "<!-- 304 -->\n",
       "<g id=\"node305\" class=\"node\"><title>304</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.631373\" stroke=\"black\" d=\"M8988,-365C8988,-365 8842,-365 8842,-365 8836,-365 8830,-359 8830,-353 8830,-353 8830,-309 8830,-309 8830,-303 8836,-297 8842,-297 8842,-297 8988,-297 8988,-297 8994,-297 9000,-303 9000,-309 9000,-309 9000,-353 9000,-353 9000,-359 8994,-365 8988,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"8838\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.009</text>\n",
       "<text text-anchor=\"start\" x=\"8879.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.394</text>\n",
       "<text text-anchor=\"start\" x=\"8874\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 89</text>\n",
       "<text text-anchor=\"start\" x=\"8868\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [65, 24]</text>\n",
       "</g>\n",
       "<!-- 302&#45;&gt;304 -->\n",
       "<g id=\"edge304\" class=\"edge\"><title>302&#45;&gt;304</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8915,-400.884C8915,-392.778 8915,-383.982 8915,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8918.5,-375.299 8915,-365.299 8911.5,-375.299 8918.5,-375.299\"/>\n",
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       "<!-- 305 -->\n",
       "<g id=\"node306\" class=\"node\"><title>305</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.694118\" stroke=\"black\" d=\"M8836,-261C8836,-261 8690,-261 8690,-261 8684,-261 8678,-255 8678,-249 8678,-249 8678,-205 8678,-205 8678,-199 8684,-193 8690,-193 8690,-193 8836,-193 8836,-193 8842,-193 8848,-199 8848,-205 8848,-205 8848,-249 8848,-249 8848,-255 8842,-261 8836,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"8686\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.309</text>\n",
       "<text text-anchor=\"start\" x=\"8727.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.358</text>\n",
       "<text text-anchor=\"start\" x=\"8722\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\n",
       "<text text-anchor=\"start\" x=\"8716\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 18]</text>\n",
       "</g>\n",
       "<!-- 304&#45;&gt;305 -->\n",
       "<g id=\"edge305\" class=\"edge\"><title>304&#45;&gt;305</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8865.65,-296.884C8851.37,-287.304 8835.66,-276.761 8820.92,-266.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8822.62,-263.791 8812.36,-261.125 8818.72,-269.603 8822.62,-263.791\"/>\n",
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       "<!-- 310 -->\n",
       "<g id=\"node311\" class=\"node\"><title>310</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8952,-253.5C8952,-253.5 8878,-253.5 8878,-253.5 8872,-253.5 8866,-247.5 8866,-241.5 8866,-241.5 8866,-212.5 8866,-212.5 8866,-206.5 8872,-200.5 8878,-200.5 8878,-200.5 8952,-200.5 8952,-200.5 8958,-200.5 8964,-206.5 8964,-212.5 8964,-212.5 8964,-241.5 8964,-241.5 8964,-247.5 8958,-253.5 8952,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8887\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"8874\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"8875.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 6]</text>\n",
       "</g>\n",
       "<!-- 304&#45;&gt;310 -->\n",
       "<g id=\"edge310\" class=\"edge\"><title>304&#45;&gt;310</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8915,-296.884C8915,-286.326 8915,-274.597 8915,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8918.5,-263.52 8915,-253.52 8911.5,-263.52 8918.5,-263.52\"/>\n",
       "</g>\n",
       "<!-- 306 -->\n",
       "<g id=\"node307\" class=\"node\"><title>306</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8798.5,-149.5C8798.5,-149.5 8727.5,-149.5 8727.5,-149.5 8721.5,-149.5 8715.5,-143.5 8715.5,-137.5 8715.5,-137.5 8715.5,-108.5 8715.5,-108.5 8715.5,-102.5 8721.5,-96.5 8727.5,-96.5 8727.5,-96.5 8798.5,-96.5 8798.5,-96.5 8804.5,-96.5 8810.5,-102.5 8810.5,-108.5 8810.5,-108.5 8810.5,-137.5 8810.5,-137.5 8810.5,-143.5 8804.5,-149.5 8798.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8735\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8725.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"8723.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "</g>\n",
       "<!-- 305&#45;&gt;306 -->\n",
       "<g id=\"edge306\" class=\"edge\"><title>305&#45;&gt;306</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8763,-192.884C8763,-182.326 8763,-170.597 8763,-159.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8766.5,-159.52 8763,-149.52 8759.5,-159.52 8766.5,-159.52\"/>\n",
       "</g>\n",
       "<!-- 307 -->\n",
       "<g id=\"node308\" class=\"node\"><title>307</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.654902\" stroke=\"black\" d=\"M8987,-157C8987,-157 8841,-157 8841,-157 8835,-157 8829,-151 8829,-145 8829,-145 8829,-101 8829,-101 8829,-95 8835,-89 8841,-89 8841,-89 8987,-89 8987,-89 8993,-89 8999,-95 8999,-101 8999,-101 8999,-145 8999,-145 8999,-151 8993,-157 8987,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"8837\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.302</text>\n",
       "<text text-anchor=\"start\" x=\"8878.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.382</text>\n",
       "<text text-anchor=\"start\" x=\"8873\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
       "<text text-anchor=\"start\" x=\"8867\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 18]</text>\n",
       "</g>\n",
       "<!-- 305&#45;&gt;307 -->\n",
       "<g id=\"edge307\" class=\"edge\"><title>305&#45;&gt;307</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8812.03,-192.884C8826.21,-183.304 8841.82,-172.761 8856.47,-162.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8858.63,-165.623 8864.96,-157.125 8854.72,-159.822 8858.63,-165.623\"/>\n",
       "</g>\n",
       "<!-- 308 -->\n",
       "<g id=\"node309\" class=\"node\"><title>308</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8888.5,-53C8888.5,-53 8817.5,-53 8817.5,-53 8811.5,-53 8805.5,-47 8805.5,-41 8805.5,-41 8805.5,-12 8805.5,-12 8805.5,-6 8811.5,-0 8817.5,-0 8817.5,-0 8888.5,-0 8888.5,-0 8894.5,-0 8900.5,-6 8900.5,-12 8900.5,-12 8900.5,-41 8900.5,-41 8900.5,-47 8894.5,-53 8888.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8825\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8815.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"8813.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 307&#45;&gt;308 -->\n",
       "<g id=\"edge308\" class=\"edge\"><title>307&#45;&gt;308</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8892.67,-88.9485C8887,-80.1664 8880.86,-70.6629 8875.15,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8877.98,-59.7402 8869.61,-53.2367 8872.1,-63.5365 8877.98,-59.7402\"/>\n",
       "</g>\n",
       "<!-- 309 -->\n",
       "<g id=\"node310\" class=\"node\"><title>309</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.674510\" stroke=\"black\" d=\"M9017,-53C9017,-53 8931,-53 8931,-53 8925,-53 8919,-47 8919,-41 8919,-41 8919,-12 8919,-12 8919,-6 8925,-0 8931,-0 8931,-0 9017,-0 9017,-0 9023,-0 9029,-6 9029,-12 9029,-12 9029,-41 9029,-41 9029,-47 9023,-53 9017,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"8938.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.371</text>\n",
       "<text text-anchor=\"start\" x=\"8933\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\n",
       "<text text-anchor=\"start\" x=\"8927\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 17]</text>\n",
       "</g>\n",
       "<!-- 307&#45;&gt;309 -->\n",
       "<g id=\"edge309\" class=\"edge\"><title>307&#45;&gt;309</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8934.99,-88.9485C8940.56,-80.1664 8946.59,-70.6629 8952.21,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8955.25,-63.5549 8957.66,-53.2367 8949.34,-59.8028 8955.25,-63.5549\"/>\n",
       "</g>\n",
       "<!-- 312 -->\n",
       "<g id=\"node313\" class=\"node\"><title>312</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.223529\" stroke=\"black\" d=\"M9178,-365C9178,-365 9092,-365 9092,-365 9086,-365 9080,-359 9080,-353 9080,-353 9080,-309 9080,-309 9080,-303 9086,-297 9092,-297 9092,-297 9178,-297 9178,-297 9184,-297 9190,-303 9190,-309 9190,-309 9190,-353 9190,-353 9190,-359 9184,-365 9178,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"9088.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.135</text>\n",
       "<text text-anchor=\"start\" x=\"9099.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.492</text>\n",
       "<text text-anchor=\"start\" x=\"9094\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 48</text>\n",
       "<text text-anchor=\"start\" x=\"9088\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 27]</text>\n",
       "</g>\n",
       "<!-- 311&#45;&gt;312 -->\n",
       "<g id=\"edge312\" class=\"edge\"><title>311&#45;&gt;312</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9187.68,-400.884C9181,-392.154 9173.71,-382.625 9166.75,-373.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9169.32,-371.117 9160.46,-365.299 9163.76,-375.369 9169.32,-371.117\"/>\n",
       "</g>\n",
       "<!-- 319 -->\n",
       "<g id=\"node320\" class=\"node\"><title>319</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M9361.5,-365C9361.5,-365 9220.5,-365 9220.5,-365 9214.5,-365 9208.5,-359 9208.5,-353 9208.5,-353 9208.5,-309 9208.5,-309 9208.5,-303 9214.5,-297 9220.5,-297 9220.5,-297 9361.5,-297 9361.5,-297 9367.5,-297 9373.5,-303 9373.5,-309 9373.5,-309 9373.5,-353 9373.5,-353 9373.5,-359 9367.5,-365 9361.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"9216.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.316</text>\n",
       "<text text-anchor=\"start\" x=\"9255.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"9250\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"9248\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 7]</text>\n",
       "</g>\n",
       "<!-- 311&#45;&gt;319 -->\n",
       "<g id=\"edge319\" class=\"edge\"><title>311&#45;&gt;319</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9238.32,-400.884C9245,-392.154 9252.29,-382.625 9259.25,-373.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9262.24,-375.369 9265.54,-365.299 9256.68,-371.117 9262.24,-375.369\"/>\n",
       "</g>\n",
       "<!-- 313 -->\n",
       "<g id=\"node314\" class=\"node\"><title>313</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M9065.5,-253.5C9065.5,-253.5 8994.5,-253.5 8994.5,-253.5 8988.5,-253.5 8982.5,-247.5 8982.5,-241.5 8982.5,-241.5 8982.5,-212.5 8982.5,-212.5 8982.5,-206.5 8988.5,-200.5 8994.5,-200.5 8994.5,-200.5 9065.5,-200.5 9065.5,-200.5 9071.5,-200.5 9077.5,-206.5 9077.5,-212.5 9077.5,-212.5 9077.5,-241.5 9077.5,-241.5 9077.5,-247.5 9071.5,-253.5 9065.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"8994.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"8992.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"8990.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 3]</text>\n",
       "</g>\n",
       "<!-- 312&#45;&gt;313 -->\n",
       "<g id=\"edge313\" class=\"edge\"><title>312&#45;&gt;313</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9100.91,-296.884C9088.91,-285.226 9075.44,-272.141 9063.49,-260.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9065.88,-257.977 9056.27,-253.52 9061,-262.998 9065.88,-257.977\"/>\n",
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       "<!-- 314 -->\n",
       "<g id=\"node315\" class=\"node\"><title>314</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.376471\" stroke=\"black\" d=\"M9194,-261C9194,-261 9108,-261 9108,-261 9102,-261 9096,-255 9096,-249 9096,-249 9096,-205 9096,-205 9096,-199 9102,-193 9108,-193 9108,-193 9194,-193 9194,-193 9200,-193 9206,-199 9206,-205 9206,-205 9206,-249 9206,-249 9206,-255 9200,-261 9194,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"9104.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.094</text>\n",
       "<text text-anchor=\"start\" x=\"9115.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"9110\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 39</text>\n",
       "<text text-anchor=\"start\" x=\"9104\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 24]</text>\n",
       "</g>\n",
       "<!-- 312&#45;&gt;314 -->\n",
       "<g id=\"edge314\" class=\"edge\"><title>312&#45;&gt;314</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9140.19,-296.884C9141.48,-288.689 9142.88,-279.789 9144.22,-271.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9147.68,-271.721 9145.78,-261.299 9140.77,-270.636 9147.68,-271.721\"/>\n",
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       "<!-- 315 -->\n",
       "<g id=\"node316\" class=\"node\"><title>315</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9143.5,-149.5C9143.5,-149.5 9072.5,-149.5 9072.5,-149.5 9066.5,-149.5 9060.5,-143.5 9060.5,-137.5 9060.5,-137.5 9060.5,-108.5 9060.5,-108.5 9060.5,-102.5 9066.5,-96.5 9072.5,-96.5 9072.5,-96.5 9143.5,-96.5 9143.5,-96.5 9149.5,-96.5 9155.5,-102.5 9155.5,-108.5 9155.5,-108.5 9155.5,-137.5 9155.5,-137.5 9155.5,-143.5 9149.5,-149.5 9143.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9080\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"9070.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"9068.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\n",
       "</g>\n",
       "<!-- 314&#45;&gt;315 -->\n",
       "<g id=\"edge315\" class=\"edge\"><title>314&#45;&gt;315</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9137.04,-192.884C9132.45,-181.996 9127.33,-169.863 9122.69,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9125.87,-157.375 9118.76,-149.52 9119.42,-160.094 9125.87,-157.375\"/>\n",
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       "<!-- 316 -->\n",
       "<g id=\"node317\" class=\"node\"><title>316</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.164706\" stroke=\"black\" d=\"M9308.5,-157C9308.5,-157 9185.5,-157 9185.5,-157 9179.5,-157 9173.5,-151 9173.5,-145 9173.5,-145 9173.5,-101 9173.5,-101 9173.5,-95 9179.5,-89 9185.5,-89 9185.5,-89 9308.5,-89 9308.5,-89 9314.5,-89 9320.5,-95 9320.5,-101 9320.5,-101 9320.5,-145 9320.5,-145 9320.5,-151 9314.5,-157 9308.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"9181.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9211.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"9206\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"9200\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 18]</text>\n",
       "</g>\n",
       "<!-- 314&#45;&gt;316 -->\n",
       "<g id=\"edge316\" class=\"edge\"><title>314&#45;&gt;316</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9182.17,-192.884C9190.64,-183.887 9199.9,-174.041 9208.71,-164.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9211.35,-166.98 9215.66,-157.299 9206.26,-162.183 9211.35,-166.98\"/>\n",
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       "<!-- 317 -->\n",
       "<g id=\"node318\" class=\"node\"><title>317</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M9225,-53C9225,-53 9151,-53 9151,-53 9145,-53 9139,-47 9139,-41 9139,-41 9139,-12 9139,-12 9139,-6 9145,-0 9151,-0 9151,-0 9225,-0 9225,-0 9231,-0 9237,-6 9237,-12 9237,-12 9237,-41 9237,-41 9237,-47 9231,-53 9225,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"9152.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"9147\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"9148.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 4]</text>\n",
       "</g>\n",
       "<!-- 316&#45;&gt;317 -->\n",
       "<g id=\"edge317\" class=\"edge\"><title>316&#45;&gt;317</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9226.36,-88.9485C9220.88,-80.1664 9214.95,-70.6629 9209.42,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9212.33,-59.8656 9204.07,-53.2367 9206.4,-63.5728 9212.33,-59.8656\"/>\n",
       "</g>\n",
       "<!-- 318 -->\n",
       "<g id=\"node319\" class=\"node\"><title>318</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M9345,-53C9345,-53 9267,-53 9267,-53 9261,-53 9255,-47 9255,-41 9255,-41 9255,-12 9255,-12 9255,-6 9261,-0 9267,-0 9267,-0 9345,-0 9345,-0 9351,-0 9357,-6 9357,-12 9357,-12 9357,-41 9357,-41 9357,-47 9351,-53 9345,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"9270.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"9265\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"9263\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 14]</text>\n",
       "</g>\n",
       "<!-- 316&#45;&gt;318 -->\n",
       "<g id=\"edge318\" class=\"edge\"><title>316&#45;&gt;318</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9267.64,-88.9485C9273.12,-80.1664 9279.05,-70.6629 9284.58,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9287.6,-63.5728 9289.93,-53.2367 9281.67,-59.8656 9287.6,-63.5728\"/>\n",
       "</g>\n",
       "<!-- 320 -->\n",
       "<g id=\"node321\" class=\"node\"><title>320</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.643137\" stroke=\"black\" d=\"M9314,-253.5C9314,-253.5 9236,-253.5 9236,-253.5 9230,-253.5 9224,-247.5 9224,-241.5 9224,-241.5 9224,-212.5 9224,-212.5 9224,-206.5 9230,-200.5 9236,-200.5 9236,-200.5 9314,-200.5 9314,-200.5 9320,-200.5 9326,-206.5 9326,-212.5 9326,-212.5 9326,-241.5 9326,-241.5 9326,-247.5 9320,-253.5 9314,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9239.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.388</text>\n",
       "<text text-anchor=\"start\" x=\"9234\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"9232\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 5]</text>\n",
       "</g>\n",
       "<!-- 319&#45;&gt;320 -->\n",
       "<g id=\"edge320\" class=\"edge\"><title>319&#45;&gt;320</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9285.81,-296.884C9284.13,-286.216 9282.27,-274.352 9280.57,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9284.01,-262.857 9279,-253.52 9277.1,-263.942 9284.01,-262.857\"/>\n",
       "</g>\n",
       "<!-- 321 -->\n",
       "<g id=\"node322\" class=\"node\"><title>321</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9427.5,-253.5C9427.5,-253.5 9356.5,-253.5 9356.5,-253.5 9350.5,-253.5 9344.5,-247.5 9344.5,-241.5 9344.5,-241.5 9344.5,-212.5 9344.5,-212.5 9344.5,-206.5 9350.5,-200.5 9356.5,-200.5 9356.5,-200.5 9427.5,-200.5 9427.5,-200.5 9433.5,-200.5 9439.5,-206.5 9439.5,-212.5 9439.5,-212.5 9439.5,-241.5 9439.5,-241.5 9439.5,-247.5 9433.5,-253.5 9427.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9364\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"9354.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"9352.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "</g>\n",
       "<!-- 319&#45;&gt;321 -->\n",
       "<g id=\"edge321\" class=\"edge\"><title>319&#45;&gt;321</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9323.79,-296.884C9335.23,-285.336 9348.05,-272.387 9359.46,-260.86\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9362.18,-263.088 9366.73,-253.52 9357.21,-258.163 9362.18,-263.088\"/>\n",
       "</g>\n",
       "<!-- 323 -->\n",
       "<g id=\"node324\" class=\"node\"><title>323</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.854902\" stroke=\"black\" d=\"M9644,-469C9644,-469 9498,-469 9498,-469 9492,-469 9486,-463 9486,-457 9486,-457 9486,-413 9486,-413 9486,-407 9492,-401 9498,-401 9498,-401 9644,-401 9644,-401 9650,-401 9656,-407 9656,-413 9656,-413 9656,-457 9656,-457 9656,-463 9650,-469 9644,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"9494\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.447</text>\n",
       "<text text-anchor=\"start\" x=\"9535.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.222</text>\n",
       "<text text-anchor=\"start\" x=\"9530\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\n",
       "<text text-anchor=\"start\" x=\"9528\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 7]</text>\n",
       "</g>\n",
       "<!-- 322&#45;&gt;323 -->\n",
       "<g id=\"edge323\" class=\"edge\"><title>322&#45;&gt;323</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9571,-504.884C9571,-496.778 9571,-487.982 9571,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9574.5,-479.299 9571,-469.299 9567.5,-479.299 9574.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 330 -->\n",
       "<g id=\"node331\" class=\"node\"><title>330</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.384314\" stroke=\"black\" d=\"M9845.5,-469C9845.5,-469 9714.5,-469 9714.5,-469 9708.5,-469 9702.5,-463 9702.5,-457 9702.5,-457 9702.5,-413 9702.5,-413 9702.5,-407 9708.5,-401 9714.5,-401 9714.5,-401 9845.5,-401 9845.5,-401 9851.5,-401 9857.5,-407 9857.5,-413 9857.5,-413 9857.5,-457 9857.5,-457 9857.5,-463 9851.5,-469 9845.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"9710.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9744.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.472</text>\n",
       "<text text-anchor=\"start\" x=\"9739\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"9737\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 8]</text>\n",
       "</g>\n",
       "<!-- 322&#45;&gt;330 -->\n",
       "<g id=\"edge330\" class=\"edge\"><title>322&#45;&gt;330</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9638.86,-504.884C9659.31,-494.901 9681.91,-483.872 9702.92,-473.619\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9704.67,-476.656 9712.13,-469.125 9701.6,-470.365 9704.67,-476.656\"/>\n",
       "</g>\n",
       "<!-- 324 -->\n",
       "<g id=\"node325\" class=\"node\"><title>324</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.756863\" stroke=\"black\" d=\"M9582,-365C9582,-365 9504,-365 9504,-365 9498,-365 9492,-359 9492,-353 9492,-353 9492,-309 9492,-309 9492,-303 9498,-297 9504,-297 9504,-297 9582,-297 9582,-297 9588,-297 9594,-303 9594,-309 9594,-309 9594,-353 9594,-353 9594,-359 9588,-365 9582,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"9503.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"9507.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.313</text>\n",
       "<text text-anchor=\"start\" x=\"9502\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
       "<text text-anchor=\"start\" x=\"9500\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 7]</text>\n",
       "</g>\n",
       "<!-- 323&#45;&gt;324 -->\n",
       "<g id=\"edge324\" class=\"edge\"><title>323&#45;&gt;324</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9561.91,-400.884C9559.66,-392.689 9557.22,-383.789 9554.86,-375.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9558.16,-374.016 9552.14,-365.299 9551.41,-375.869 9558.16,-374.016\"/>\n",
       "</g>\n",
       "<!-- 329 -->\n",
       "<g id=\"node330\" class=\"node\"><title>329</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9702,-357.5C9702,-357.5 9624,-357.5 9624,-357.5 9618,-357.5 9612,-351.5 9612,-345.5 9612,-345.5 9612,-316.5 9612,-316.5 9612,-310.5 9618,-304.5 9624,-304.5 9624,-304.5 9702,-304.5 9702,-304.5 9708,-304.5 9714,-310.5 9714,-316.5 9714,-316.5 9714,-345.5 9714,-345.5 9714,-351.5 9708,-357.5 9702,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9635\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"9622\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"9620\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 0]</text>\n",
       "</g>\n",
       "<!-- 323&#45;&gt;329 -->\n",
       "<g id=\"edge329\" class=\"edge\"><title>323&#45;&gt;329</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9600.87,-400.884C9611.19,-389.446 9622.74,-376.634 9633.06,-365.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9635.88,-367.29 9639.98,-357.52 9630.69,-362.601 9635.88,-367.29\"/>\n",
       "</g>\n",
       "<!-- 325 -->\n",
       "<g id=\"node326\" class=\"node\"><title>325</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M9616,-261C9616,-261 9470,-261 9470,-261 9464,-261 9458,-255 9458,-249 9458,-249 9458,-205 9458,-205 9458,-199 9464,-193 9470,-193 9470,-193 9616,-193 9616,-193 9622,-193 9628,-199 9628,-205 9628,-205 9628,-249 9628,-249 9628,-255 9622,-261 9616,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"9466\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.545</text>\n",
       "<text text-anchor=\"start\" x=\"9507.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"9502\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"9500\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 7]</text>\n",
       "</g>\n",
       "<!-- 324&#45;&gt;325 -->\n",
       "<g id=\"edge325\" class=\"edge\"><title>324&#45;&gt;325</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9543,-296.884C9543,-288.778 9543,-279.982 9543,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9546.5,-271.299 9543,-261.299 9539.5,-271.299 9546.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 328 -->\n",
       "<g id=\"node329\" class=\"node\"><title>328</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9736,-253.5C9736,-253.5 9658,-253.5 9658,-253.5 9652,-253.5 9646,-247.5 9646,-241.5 9646,-241.5 9646,-212.5 9646,-212.5 9646,-206.5 9652,-200.5 9658,-200.5 9658,-200.5 9736,-200.5 9736,-200.5 9742,-200.5 9748,-206.5 9748,-212.5 9748,-212.5 9748,-241.5 9748,-241.5 9748,-247.5 9742,-253.5 9736,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9669\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"9656\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"9654\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 0]</text>\n",
       "</g>\n",
       "<!-- 324&#45;&gt;328 -->\n",
       "<g id=\"edge328\" class=\"edge\"><title>324&#45;&gt;328</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9593,-296.884C9611.26,-284.786 9631.85,-271.151 9649.86,-259.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9652.07,-261.96 9658.47,-253.52 9648.2,-256.124 9652.07,-261.96\"/>\n",
       "</g>\n",
       "<!-- 326 -->\n",
       "<g id=\"node327\" class=\"node\"><title>326</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.901961\" stroke=\"black\" d=\"M9473,-149.5C9473,-149.5 9395,-149.5 9395,-149.5 9389,-149.5 9383,-143.5 9383,-137.5 9383,-137.5 9383,-108.5 9383,-108.5 9383,-102.5 9389,-96.5 9395,-96.5 9395,-96.5 9473,-96.5 9473,-96.5 9479,-96.5 9485,-102.5 9485,-108.5 9485,-108.5 9485,-137.5 9485,-137.5 9485,-143.5 9479,-149.5 9473,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9398.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"9393\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"9391\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 1]</text>\n",
       "</g>\n",
       "<!-- 325&#45;&gt;326 -->\n",
       "<g id=\"edge326\" class=\"edge\"><title>325&#45;&gt;326</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9507.61,-192.884C9495.15,-181.226 9481.17,-168.141 9468.76,-156.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9470.96,-153.797 9461.27,-149.52 9466.18,-158.908 9470.96,-153.797\"/>\n",
       "</g>\n",
       "<!-- 327 -->\n",
       "<g id=\"node328\" class=\"node\"><title>327</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M9589,-149.5C9589,-149.5 9515,-149.5 9515,-149.5 9509,-149.5 9503,-143.5 9503,-137.5 9503,-137.5 9503,-108.5 9503,-108.5 9503,-102.5 9509,-96.5 9515,-96.5 9515,-96.5 9589,-96.5 9589,-96.5 9595,-96.5 9601,-102.5 9601,-108.5 9601,-108.5 9601,-137.5 9601,-137.5 9601,-143.5 9595,-149.5 9589,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9520\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"9511\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"9512.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 6]</text>\n",
       "</g>\n",
       "<!-- 325&#45;&gt;327 -->\n",
       "<g id=\"edge327\" class=\"edge\"><title>325&#45;&gt;327</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9545.92,-192.884C9546.86,-182.216 9547.91,-170.352 9548.87,-159.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9552.36,-159.789 9549.75,-149.52 9545.38,-159.174 9552.36,-159.789\"/>\n",
       "</g>\n",
       "<!-- 331 -->\n",
       "<g id=\"node332\" class=\"node\"><title>331</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M9815.5,-357.5C9815.5,-357.5 9744.5,-357.5 9744.5,-357.5 9738.5,-357.5 9732.5,-351.5 9732.5,-345.5 9732.5,-345.5 9732.5,-316.5 9732.5,-316.5 9732.5,-310.5 9738.5,-304.5 9744.5,-304.5 9744.5,-304.5 9815.5,-304.5 9815.5,-304.5 9821.5,-304.5 9827.5,-310.5 9827.5,-316.5 9827.5,-316.5 9827.5,-345.5 9827.5,-345.5 9827.5,-351.5 9821.5,-357.5 9815.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9744.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"9742.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"9740.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 6]</text>\n",
       "</g>\n",
       "<!-- 330&#45;&gt;331 -->\n",
       "<g id=\"edge331\" class=\"edge\"><title>330&#45;&gt;331</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9780,-400.884C9780,-390.326 9780,-378.597 9780,-367.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9783.5,-367.52 9780,-357.52 9776.5,-367.52 9783.5,-367.52\"/>\n",
       "</g>\n",
       "<!-- 332 -->\n",
       "<g id=\"node333\" class=\"node\"><title>332</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.819608\" stroke=\"black\" d=\"M9936,-357.5C9936,-357.5 9858,-357.5 9858,-357.5 9852,-357.5 9846,-351.5 9846,-345.5 9846,-345.5 9846,-316.5 9846,-316.5 9846,-310.5 9852,-304.5 9858,-304.5 9858,-304.5 9936,-304.5 9936,-304.5 9942,-304.5 9948,-310.5 9948,-316.5 9948,-316.5 9948,-345.5 9948,-345.5 9948,-351.5 9942,-357.5 9936,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9865\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\n",
       "<text text-anchor=\"start\" x=\"9856\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"9854\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 2]</text>\n",
       "</g>\n",
       "<!-- 330&#45;&gt;332 -->\n",
       "<g id=\"edge332\" class=\"edge\"><title>330&#45;&gt;332</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9817.99,-400.884C9831.48,-389.116 9846.65,-375.894 9860.06,-364.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9862.49,-366.73 9867.73,-357.52 9857.89,-361.453 9862.49,-366.73\"/>\n",
       "</g>\n",
       "<!-- 334 -->\n",
       "<g id=\"node335\" class=\"node\"><title>334</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M10252,-573C10252,-573 10114,-573 10114,-573 10108,-573 10102,-567 10102,-561 10102,-561 10102,-517 10102,-517 10102,-511 10108,-505 10114,-505 10114,-505 10252,-505 10252,-505 10258,-505 10264,-511 10264,-517 10264,-517 10264,-561 10264,-561 10264,-567 10258,-573 10252,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"10110\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.24</text>\n",
       "<text text-anchor=\"start\" x=\"10147.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"10138\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 175</text>\n",
       "<text text-anchor=\"start\" x=\"10132.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [150, 25]</text>\n",
       "</g>\n",
       "<!-- 333&#45;&gt;334 -->\n",
       "<g id=\"edge334\" class=\"edge\"><title>333&#45;&gt;334</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10183,-608.884C10183,-600.778 10183,-591.982 10183,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10186.5,-583.299 10183,-573.299 10179.5,-583.299 10186.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 353 -->\n",
       "<g id=\"node354\" class=\"node\"><title>353</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\" d=\"M10614,-573C10614,-573 10468,-573 10468,-573 10462,-573 10456,-567 10456,-561 10456,-561 10456,-517 10456,-517 10456,-511 10462,-505 10468,-505 10468,-505 10614,-505 10614,-505 10620,-505 10626,-511 10626,-517 10626,-517 10626,-561 10626,-561 10626,-567 10620,-573 10614,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"10464\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.659</text>\n",
       "<text text-anchor=\"start\" x=\"10505.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"10500\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"10494\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 10]</text>\n",
       "</g>\n",
       "<!-- 333&#45;&gt;353 -->\n",
       "<g id=\"edge353\" class=\"edge\"><title>333&#45;&gt;353</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10248.7,-623.292C10303.9,-607.542 10383.7,-584.812 10446,-567.075\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10447.1,-570.379 10455.8,-564.273 10445.2,-563.647 10447.1,-570.379\"/>\n",
       "</g>\n",
       "<!-- 335 -->\n",
       "<g id=\"node336\" class=\"node\"><title>335</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.780392\" stroke=\"black\" d=\"M10148,-469C10148,-469 9934,-469 9934,-469 9928,-469 9922,-463 9922,-457 9922,-457 9922,-413 9922,-413 9922,-407 9928,-401 9934,-401 9934,-401 10148,-401 10148,-401 10154,-401 10160,-407 10160,-413 10160,-413 10160,-457 10160,-457 10160,-463 10154,-469 10148,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"9930\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Mailed check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10005.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.296</text>\n",
       "<text text-anchor=\"start\" x=\"9996\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 133</text>\n",
       "<text text-anchor=\"start\" x=\"9990.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [109, 24]</text>\n",
       "</g>\n",
       "<!-- 334&#45;&gt;335 -->\n",
       "<g id=\"edge335\" class=\"edge\"><title>334&#45;&gt;335</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10136.9,-504.884C10123.8,-495.442 10109.3,-485.064 10095.7,-475.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10097.5,-472.291 10087.4,-469.299 10093.4,-477.976 10097.5,-472.291\"/>\n",
       "</g>\n",
       "<!-- 350 -->\n",
       "<g id=\"node351\" class=\"node\"><title>350</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.976471\" stroke=\"black\" d=\"M10462,-469C10462,-469 10190,-469 10190,-469 10184,-469 10178,-463 10178,-457 10178,-457 10178,-413 10178,-413 10178,-407 10184,-401 10190,-401 10190,-401 10462,-401 10462,-401 10468,-401 10474,-407 10474,-413 10474,-413 10474,-457 10474,-457 10474,-463 10468,-469 10462,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"10186\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10290.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.046</text>\n",
       "<text text-anchor=\"start\" x=\"10285\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 42</text>\n",
       "<text text-anchor=\"start\" x=\"10283\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 1]</text>\n",
       "</g>\n",
       "<!-- 334&#45;&gt;350 -->\n",
       "<g id=\"edge350\" class=\"edge\"><title>334&#45;&gt;350</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10229.4,-504.884C10242.7,-495.442 10257.2,-485.064 10270.9,-475.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10273.2,-477.956 10279.3,-469.299 10269.1,-472.257 10273.2,-477.956\"/>\n",
       "</g>\n",
       "<!-- 336 -->\n",
       "<g id=\"node337\" class=\"node\"><title>336</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.705882\" stroke=\"black\" d=\"M10075,-365C10075,-365 9989,-365 9989,-365 9983,-365 9977,-359 9977,-353 9977,-353 9977,-309 9977,-309 9977,-303 9983,-297 9989,-297 9989,-297 10075,-297 10075,-297 10081,-297 10087,-303 10087,-309 10087,-309 10087,-353 10087,-353 10087,-359 10081,-365 10075,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"9988\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.453</text>\n",
       "<text text-anchor=\"start\" x=\"9996.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.351</text>\n",
       "<text text-anchor=\"start\" x=\"9991\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 97</text>\n",
       "<text text-anchor=\"start\" x=\"9985\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 22]</text>\n",
       "</g>\n",
       "<!-- 335&#45;&gt;336 -->\n",
       "<g id=\"edge336\" class=\"edge\"><title>335&#45;&gt;336</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10038.1,-400.884C10037.4,-392.778 10036.6,-383.982 10035.8,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10039.3,-374.953 10034.9,-365.299 10032.3,-375.568 10039.3,-374.953\"/>\n",
       "</g>\n",
       "<!-- 345 -->\n",
       "<g id=\"node346\" class=\"node\"><title>345</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M10254.5,-365C10254.5,-365 10117.5,-365 10117.5,-365 10111.5,-365 10105.5,-359 10105.5,-353 10105.5,-353 10105.5,-309 10105.5,-309 10105.5,-303 10111.5,-297 10117.5,-297 10117.5,-297 10254.5,-297 10254.5,-297 10260.5,-297 10266.5,-303 10266.5,-309 10266.5,-309 10266.5,-353 10266.5,-353 10266.5,-359 10260.5,-365 10254.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"10113.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingTV_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10150.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.105</text>\n",
       "<text text-anchor=\"start\" x=\"10145\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
       "<text text-anchor=\"start\" x=\"10143\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 2]</text>\n",
       "</g>\n",
       "<!-- 335&#45;&gt;345 -->\n",
       "<g id=\"edge345\" class=\"edge\"><title>335&#45;&gt;345</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10088.1,-400.884C10101.5,-391.442 10116.3,-381.064 10130.1,-371.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10132.5,-373.916 10138.7,-365.299 10128.5,-368.19 10132.5,-373.916\"/>\n",
       "</g>\n",
       "<!-- 337 -->\n",
       "<g id=\"node338\" class=\"node\"><title>337</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.611765\" stroke=\"black\" d=\"M9924,-261C9924,-261 9778,-261 9778,-261 9772,-261 9766,-255 9766,-249 9766,-249 9766,-205 9766,-205 9766,-199 9772,-193 9778,-193 9778,-193 9924,-193 9924,-193 9930,-193 9936,-199 9936,-205 9936,-205 9936,-249 9936,-249 9936,-255 9930,-261 9924,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"9774\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;0.317</text>\n",
       "<text text-anchor=\"start\" x=\"9815.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.403</text>\n",
       "<text text-anchor=\"start\" x=\"9810\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 75</text>\n",
       "<text text-anchor=\"start\" x=\"9804\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 21]</text>\n",
       "</g>\n",
       "<!-- 336&#45;&gt;337 -->\n",
       "<g id=\"edge337\" class=\"edge\"><title>336&#45;&gt;337</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9976.71,-298.842C9958.4,-288.525 9937.82,-276.923 9918.68,-266.142\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9920.15,-262.95 9909.72,-261.09 9916.71,-269.049 9920.15,-262.95\"/>\n",
       "</g>\n",
       "<!-- 342 -->\n",
       "<g id=\"node343\" class=\"node\"><title>342</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" d=\"M10120,-261C10120,-261 9966,-261 9966,-261 9960,-261 9954,-255 9954,-249 9954,-249 9954,-205 9954,-205 9954,-199 9960,-193 9966,-193 9966,-193 10120,-193 10120,-193 10126,-193 10132,-199 10132,-205 10132,-205 10132,-249 10132,-249 10132,-255 10126,-261 10120,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"9962\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10007.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.087</text>\n",
       "<text text-anchor=\"start\" x=\"10002\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"10000\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 1]</text>\n",
       "</g>\n",
       "<!-- 336&#45;&gt;342 -->\n",
       "<g id=\"edge342\" class=\"edge\"><title>336&#45;&gt;342</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10035.6,-296.884C10036.4,-288.778 10037.4,-279.982 10038.3,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10041.8,-271.617 10039.4,-261.299 10034.9,-270.866 10041.8,-271.617\"/>\n",
       "</g>\n",
       "<!-- 338 -->\n",
       "<g id=\"node339\" class=\"node\"><title>338</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.678431\" stroke=\"black\" d=\"M9777,-157C9777,-157 9631,-157 9631,-157 9625,-157 9619,-151 9619,-145 9619,-145 9619,-101 9619,-101 9619,-95 9625,-89 9631,-89 9631,-89 9777,-89 9777,-89 9783,-89 9789,-95 9789,-101 9789,-101 9789,-145 9789,-145 9789,-151 9783,-157 9777,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"9627\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ &#45;1.332</text>\n",
       "<text text-anchor=\"start\" x=\"9668.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.367</text>\n",
       "<text text-anchor=\"start\" x=\"9663\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 66</text>\n",
       "<text text-anchor=\"start\" x=\"9657\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 16]</text>\n",
       "</g>\n",
       "<!-- 337&#45;&gt;338 -->\n",
       "<g id=\"edge338\" class=\"edge\"><title>337&#45;&gt;338</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9803.27,-192.884C9789.47,-183.304 9774.27,-172.761 9760.01,-162.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9761.95,-159.95 9751.74,-157.125 9757.96,-165.701 9761.95,-159.95\"/>\n",
       "</g>\n",
       "<!-- 341 -->\n",
       "<g id=\"node342\" class=\"node\"><title>341</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.200000\" stroke=\"black\" d=\"M9890.5,-149.5C9890.5,-149.5 9819.5,-149.5 9819.5,-149.5 9813.5,-149.5 9807.5,-143.5 9807.5,-137.5 9807.5,-137.5 9807.5,-108.5 9807.5,-108.5 9807.5,-102.5 9813.5,-96.5 9819.5,-96.5 9819.5,-96.5 9890.5,-96.5 9890.5,-96.5 9896.5,-96.5 9902.5,-102.5 9902.5,-108.5 9902.5,-108.5 9902.5,-137.5 9902.5,-137.5 9902.5,-143.5 9896.5,-149.5 9890.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9819.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\n",
       "<text text-anchor=\"start\" x=\"9817.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"9815.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 5]</text>\n",
       "</g>\n",
       "<!-- 337&#45;&gt;341 -->\n",
       "<g id=\"edge341\" class=\"edge\"><title>337&#45;&gt;341</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9852.3,-192.884C9852.72,-182.216 9853.18,-170.352 9853.61,-159.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9857.1,-159.649 9854,-149.52 9850.11,-159.375 9857.1,-159.649\"/>\n",
       "</g>\n",
       "<!-- 339 -->\n",
       "<g id=\"node340\" class=\"node\"><title>339</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9678.5,-53C9678.5,-53 9607.5,-53 9607.5,-53 9601.5,-53 9595.5,-47 9595.5,-41 9595.5,-41 9595.5,-12 9595.5,-12 9595.5,-6 9601.5,-0 9607.5,-0 9607.5,-0 9678.5,-0 9678.5,-0 9684.5,-0 9690.5,-6 9690.5,-12 9690.5,-12 9690.5,-41 9690.5,-41 9690.5,-47 9684.5,-53 9678.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"9615\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"9605.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"9603.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\n",
       "</g>\n",
       "<!-- 338&#45;&gt;339 -->\n",
       "<g id=\"edge339\" class=\"edge\"><title>338&#45;&gt;339</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9682.67,-88.9485C9677,-80.1664 9670.86,-70.6629 9665.15,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9667.98,-59.7402 9659.61,-53.2367 9662.1,-63.5365 9667.98,-59.7402\"/>\n",
       "</g>\n",
       "<!-- 340 -->\n",
       "<g id=\"node341\" class=\"node\"><title>340</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.701961\" stroke=\"black\" d=\"M9807,-53C9807,-53 9721,-53 9721,-53 9715,-53 9709,-47 9709,-41 9709,-41 9709,-12 9709,-12 9709,-6 9715,-0 9721,-0 9721,-0 9807,-0 9807,-0 9813,-0 9819,-6 9819,-12 9819,-12 9819,-41 9819,-41 9819,-47 9813,-53 9807,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"9728.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.355</text>\n",
       "<text text-anchor=\"start\" x=\"9723\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 65</text>\n",
       "<text text-anchor=\"start\" x=\"9717\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 15]</text>\n",
       "</g>\n",
       "<!-- 338&#45;&gt;340 -->\n",
       "<g id=\"edge340\" class=\"edge\"><title>338&#45;&gt;340</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9724.99,-88.9485C9730.56,-80.1664 9736.59,-70.6629 9742.21,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9745.25,-63.5549 9747.66,-53.2367 9739.34,-59.8028 9745.25,-63.5549\"/>\n",
       "</g>\n",
       "<!-- 343 -->\n",
       "<g id=\"node344\" class=\"node\"><title>343</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M10004.5,-149.5C10004.5,-149.5 9933.5,-149.5 9933.5,-149.5 9927.5,-149.5 9921.5,-143.5 9921.5,-137.5 9921.5,-137.5 9921.5,-108.5 9921.5,-108.5 9921.5,-102.5 9927.5,-96.5 9933.5,-96.5 9933.5,-96.5 10004.5,-96.5 10004.5,-96.5 10010.5,-96.5 10016.5,-102.5 10016.5,-108.5 10016.5,-108.5 10016.5,-137.5 10016.5,-137.5 10016.5,-143.5 10010.5,-149.5 10004.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"9937\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"9931.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"9929.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "</g>\n",
       "<!-- 342&#45;&gt;343 -->\n",
       "<g id=\"edge343\" class=\"edge\"><title>342&#45;&gt;343</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10019,-192.884C10010.8,-181.666 10001.7,-169.126 9993.56,-157.852\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9996.22,-155.559 9987.51,-149.52 9990.55,-159.669 9996.22,-155.559\"/>\n",
       "</g>\n",
       "<!-- 344 -->\n",
       "<g id=\"node345\" class=\"node\"><title>344</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10125,-149.5C10125,-149.5 10047,-149.5 10047,-149.5 10041,-149.5 10035,-143.5 10035,-137.5 10035,-137.5 10035,-108.5 10035,-108.5 10035,-102.5 10041,-96.5 10047,-96.5 10047,-96.5 10125,-96.5 10125,-96.5 10131,-96.5 10137,-102.5 10137,-108.5 10137,-108.5 10137,-137.5 10137,-137.5 10137,-143.5 10131,-149.5 10125,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10058\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10045\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"10043\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\n",
       "</g>\n",
       "<!-- 342&#45;&gt;344 -->\n",
       "<g id=\"edge344\" class=\"edge\"><title>342&#45;&gt;344</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10057,-192.884C10061.6,-181.996 10066.7,-169.863 10071.3,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10074.6,-160.094 10075.2,-149.52 10068.1,-157.375 10074.6,-160.094\"/>\n",
       "</g>\n",
       "<!-- 346 -->\n",
       "<g id=\"node347\" class=\"node\"><title>346</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.968627\" stroke=\"black\" d=\"M10247.5,-261C10247.5,-261 10162.5,-261 10162.5,-261 10156.5,-261 10150.5,-255 10150.5,-249 10150.5,-249 10150.5,-205 10150.5,-205 10150.5,-199 10156.5,-193 10162.5,-193 10162.5,-193 10247.5,-193 10247.5,-193 10253.5,-193 10259.5,-199 10259.5,-205 10259.5,-205 10259.5,-249 10259.5,-249 10259.5,-255 10253.5,-261 10247.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"10158.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.565</text>\n",
       "<text text-anchor=\"start\" x=\"10169.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.061</text>\n",
       "<text text-anchor=\"start\" x=\"10164\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"10162\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 1]</text>\n",
       "</g>\n",
       "<!-- 345&#45;&gt;346 -->\n",
       "<g id=\"edge346\" class=\"edge\"><title>345&#45;&gt;346</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10192.2,-296.884C10193.7,-288.689 10195.4,-279.789 10197,-271.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10200.4,-271.771 10198.8,-261.299 10193.5,-270.489 10200.4,-271.771\"/>\n",
       "</g>\n",
       "<!-- 349 -->\n",
       "<g id=\"node350\" class=\"node\"><title>349</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M10360.5,-253.5C10360.5,-253.5 10289.5,-253.5 10289.5,-253.5 10283.5,-253.5 10277.5,-247.5 10277.5,-241.5 10277.5,-241.5 10277.5,-212.5 10277.5,-212.5 10277.5,-206.5 10283.5,-200.5 10289.5,-200.5 10289.5,-200.5 10360.5,-200.5 10360.5,-200.5 10366.5,-200.5 10372.5,-206.5 10372.5,-212.5 10372.5,-212.5 10372.5,-241.5 10372.5,-241.5 10372.5,-247.5 10366.5,-253.5 10360.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10289.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"10287.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"10285.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\n",
       "</g>\n",
       "<!-- 345&#45;&gt;349 -->\n",
       "<g id=\"edge349\" class=\"edge\"><title>345&#45;&gt;349</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10231.1,-296.884C10247.5,-284.896 10265.9,-271.399 10282,-259.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10284.2,-262.258 10290.2,-253.52 10280.1,-256.614 10284.2,-262.258\"/>\n",
       "</g>\n",
       "<!-- 347 -->\n",
       "<g id=\"node348\" class=\"node\"><title>347</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M10240.5,-149.5C10240.5,-149.5 10169.5,-149.5 10169.5,-149.5 10163.5,-149.5 10157.5,-143.5 10157.5,-137.5 10157.5,-137.5 10157.5,-108.5 10157.5,-108.5 10157.5,-102.5 10163.5,-96.5 10169.5,-96.5 10169.5,-96.5 10240.5,-96.5 10240.5,-96.5 10246.5,-96.5 10252.5,-102.5 10252.5,-108.5 10252.5,-108.5 10252.5,-137.5 10252.5,-137.5 10252.5,-143.5 10246.5,-149.5 10240.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10173\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"10167.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"10165.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "</g>\n",
       "<!-- 346&#45;&gt;347 -->\n",
       "<g id=\"edge347\" class=\"edge\"><title>346&#45;&gt;347</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10205,-192.884C10205,-182.326 10205,-170.597 10205,-159.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10208.5,-159.52 10205,-149.52 10201.5,-159.52 10208.5,-159.52\"/>\n",
       "</g>\n",
       "<!-- 348 -->\n",
       "<g id=\"node349\" class=\"node\"><title>348</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10361,-149.5C10361,-149.5 10283,-149.5 10283,-149.5 10277,-149.5 10271,-143.5 10271,-137.5 10271,-137.5 10271,-108.5 10271,-108.5 10271,-102.5 10277,-96.5 10283,-96.5 10283,-96.5 10361,-96.5 10361,-96.5 10367,-96.5 10373,-102.5 10373,-108.5 10373,-108.5 10373,-137.5 10373,-137.5 10373,-143.5 10367,-149.5 10361,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10294\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10281\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"start\" x=\"10279\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 0]</text>\n",
       "</g>\n",
       "<!-- 346&#45;&gt;348 -->\n",
       "<g id=\"edge348\" class=\"edge\"><title>346&#45;&gt;348</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10243,-192.884C10256.5,-181.116 10271.7,-167.894 10285.1,-156.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10287.5,-158.73 10292.7,-149.52 10282.9,-153.453 10287.5,-158.73\"/>\n",
       "</g>\n",
       "<!-- 351 -->\n",
       "<g id=\"node352\" class=\"node\"><title>351</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10375,-357.5C10375,-357.5 10297,-357.5 10297,-357.5 10291,-357.5 10285,-351.5 10285,-345.5 10285,-345.5 10285,-316.5 10285,-316.5 10285,-310.5 10291,-304.5 10297,-304.5 10297,-304.5 10375,-304.5 10375,-304.5 10381,-304.5 10387,-310.5 10387,-316.5 10387,-316.5 10387,-345.5 10387,-345.5 10387,-351.5 10381,-357.5 10375,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10308\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10295\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"10293\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 0]</text>\n",
       "</g>\n",
       "<!-- 350&#45;&gt;351 -->\n",
       "<g id=\"edge351\" class=\"edge\"><title>350&#45;&gt;351</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10329.2,-400.884C10330.3,-390.216 10331.5,-378.352 10332.5,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10336,-367.814 10333.5,-357.52 10329,-367.131 10336,-367.814\"/>\n",
       "</g>\n",
       "<!-- 352 -->\n",
       "<g id=\"node353\" class=\"node\"><title>352</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.890196\" stroke=\"black\" d=\"M10491,-357.5C10491,-357.5 10417,-357.5 10417,-357.5 10411,-357.5 10405,-351.5 10405,-345.5 10405,-345.5 10405,-316.5 10405,-316.5 10405,-310.5 10411,-304.5 10417,-304.5 10417,-304.5 10491,-304.5 10491,-304.5 10497,-304.5 10503,-310.5 10503,-316.5 10503,-316.5 10503,-345.5 10503,-345.5 10503,-351.5 10497,-357.5 10491,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10422\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"10413\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"10414.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 1]</text>\n",
       "</g>\n",
       "<!-- 350&#45;&gt;352 -->\n",
       "<g id=\"edge352\" class=\"edge\"><title>350&#45;&gt;352</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10367.6,-400.884C10382.5,-389.006 10399.2,-375.646 10414,-363.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10416.3,-366.489 10422,-357.52 10412,-361.015 10416.3,-366.489\"/>\n",
       "</g>\n",
       "<!-- 354 -->\n",
       "<g id=\"node355\" class=\"node\"><title>354</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M10578,-461.5C10578,-461.5 10504,-461.5 10504,-461.5 10498,-461.5 10492,-455.5 10492,-449.5 10492,-449.5 10492,-420.5 10492,-420.5 10492,-414.5 10498,-408.5 10504,-408.5 10504,-408.5 10578,-408.5 10578,-408.5 10584,-408.5 10590,-414.5 10590,-420.5 10590,-420.5 10590,-449.5 10590,-449.5 10590,-455.5 10584,-461.5 10578,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10505.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.397</text>\n",
       "<text text-anchor=\"start\" x=\"10500\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"10501.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 8]</text>\n",
       "</g>\n",
       "<!-- 353&#45;&gt;354 -->\n",
       "<g id=\"edge354\" class=\"edge\"><title>353&#45;&gt;354</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10541,-504.884C10541,-494.326 10541,-482.597 10541,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10544.5,-471.52 10541,-461.52 10537.5,-471.52 10544.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 355 -->\n",
       "<g id=\"node356\" class=\"node\"><title>355</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.776471\" stroke=\"black\" d=\"M10694,-461.5C10694,-461.5 10620,-461.5 10620,-461.5 10614,-461.5 10608,-455.5 10608,-449.5 10608,-449.5 10608,-420.5 10608,-420.5 10608,-414.5 10614,-408.5 10620,-408.5 10620,-408.5 10694,-408.5 10694,-408.5 10700,-408.5 10706,-414.5 10706,-420.5 10706,-420.5 10706,-449.5 10706,-449.5 10706,-455.5 10700,-461.5 10694,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10621.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.298</text>\n",
       "<text text-anchor=\"start\" x=\"10616\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"10617.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\n",
       "</g>\n",
       "<!-- 353&#45;&gt;355 -->\n",
       "<g id=\"edge355\" class=\"edge\"><title>353&#45;&gt;355</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10578.7,-504.884C10592,-493.116 10607.1,-479.894 10620.4,-468.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10622.8,-470.752 10628,-461.52 10618.2,-465.495 10622.8,-470.752\"/>\n",
       "</g>\n",
       "<!-- 357 -->\n",
       "<g id=\"node358\" class=\"node\"><title>357</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.552941\" stroke=\"black\" d=\"M11427.5,-885C11427.5,-885 11326.5,-885 11326.5,-885 11320.5,-885 11314.5,-879 11314.5,-873 11314.5,-873 11314.5,-829 11314.5,-829 11314.5,-823 11320.5,-817 11326.5,-817 11326.5,-817 11427.5,-817 11427.5,-817 11433.5,-817 11439.5,-823 11439.5,-829 11439.5,-829 11439.5,-873 11439.5,-873 11439.5,-879 11433.5,-885 11427.5,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"11330.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.257</text>\n",
       "<text text-anchor=\"start\" x=\"11341.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.427</text>\n",
       "<text text-anchor=\"start\" x=\"11332\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 856</text>\n",
       "<text text-anchor=\"start\" x=\"11322.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [265, 591]</text>\n",
       "</g>\n",
       "<!-- 356&#45;&gt;357 -->\n",
       "<g id=\"edge357\" class=\"edge\"><title>356&#45;&gt;357</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11377,-920.884C11377,-912.778 11377,-903.982 11377,-895.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11380.5,-895.299 11377,-885.299 11373.5,-895.299 11380.5,-895.299\"/>\n",
       "</g>\n",
       "<!-- 436 -->\n",
       "<g id=\"node437\" class=\"node\"><title>436</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.345098\" stroke=\"black\" d=\"M13862.5,-885C13862.5,-885 13629.5,-885 13629.5,-885 13623.5,-885 13617.5,-879 13617.5,-873 13617.5,-873 13617.5,-829 13617.5,-829 13617.5,-823 13623.5,-817 13629.5,-817 13629.5,-817 13862.5,-817 13862.5,-817 13868.5,-817 13874.5,-823 13874.5,-829 13874.5,-829 13874.5,-873 13874.5,-873 13874.5,-879 13868.5,-885 13862.5,-885\"/>\n",
       "<text text-anchor=\"start\" x=\"13625.5\" y=\"-869.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Electronic check ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13710.5\" y=\"-854.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.478</text>\n",
       "<text text-anchor=\"start\" x=\"13701\" y=\"-839.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 854</text>\n",
       "<text text-anchor=\"start\" x=\"13691.5\" y=\"-824.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [516, 338]</text>\n",
       "</g>\n",
       "<!-- 356&#45;&gt;436 -->\n",
       "<g id=\"edge436\" class=\"edge\"><title>356&#45;&gt;436</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11439.8,-951.298C11753.9,-937.772 13158.2,-877.307 13607.4,-857.968\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13607.7,-861.46 13617.5,-857.533 13607.3,-854.467 13607.7,-861.46\"/>\n",
       "</g>\n",
       "<!-- 358 -->\n",
       "<g id=\"node359\" class=\"node\"><title>358</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.823529\" stroke=\"black\" d=\"M11354.5,-781C11354.5,-781 11219.5,-781 11219.5,-781 11213.5,-781 11207.5,-775 11207.5,-769 11207.5,-769 11207.5,-725 11207.5,-725 11207.5,-719 11213.5,-713 11219.5,-713 11219.5,-713 11354.5,-713 11354.5,-713 11360.5,-713 11366.5,-719 11366.5,-725 11366.5,-725 11366.5,-769 11366.5,-769 11366.5,-775 11360.5,-781 11354.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"11215.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11251.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.254</text>\n",
       "<text text-anchor=\"start\" x=\"11242\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 188</text>\n",
       "<text text-anchor=\"start\" x=\"11236.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 160]</text>\n",
       "</g>\n",
       "<!-- 357&#45;&gt;358 -->\n",
       "<g id=\"edge358\" class=\"edge\"><title>357&#45;&gt;358</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11347.8,-816.884C11339.9,-807.976 11331.3,-798.235 11323.1,-788.957\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11325.6,-786.482 11316.4,-781.299 11320.4,-791.113 11325.6,-786.482\"/>\n",
       "</g>\n",
       "<!-- 377 -->\n",
       "<g id=\"node378\" class=\"node\"><title>377</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.450980\" stroke=\"black\" d=\"M11537.5,-781C11537.5,-781 11396.5,-781 11396.5,-781 11390.5,-781 11384.5,-775 11384.5,-769 11384.5,-769 11384.5,-725 11384.5,-725 11384.5,-719 11390.5,-713 11396.5,-713 11396.5,-713 11537.5,-713 11537.5,-713 11543.5,-713 11549.5,-719 11549.5,-725 11549.5,-725 11549.5,-769 11549.5,-769 11549.5,-775 11543.5,-781 11537.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"11392.5\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.526</text>\n",
       "<text text-anchor=\"start\" x=\"11431.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.458</text>\n",
       "<text text-anchor=\"start\" x=\"11422\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 668</text>\n",
       "<text text-anchor=\"start\" x=\"11412.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [237, 431]</text>\n",
       "</g>\n",
       "<!-- 357&#45;&gt;377 -->\n",
       "<g id=\"edge377\" class=\"edge\"><title>357&#45;&gt;377</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11406.2,-816.884C11414.1,-807.976 11422.7,-798.235 11430.9,-788.957\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11433.6,-791.113 11437.6,-781.299 11428.4,-786.482 11433.6,-791.113\"/>\n",
       "</g>\n",
       "<!-- 359 -->\n",
       "<g id=\"node360\" class=\"node\"><title>359</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.854902\" stroke=\"black\" d=\"M11210,-677C11210,-677 10938,-677 10938,-677 10932,-677 10926,-671 10926,-665 10926,-665 10926,-621 10926,-621 10926,-615 10932,-609 10938,-609 10938,-609 11210,-609 11210,-609 11216,-609 11222,-615 11222,-621 11222,-621 11222,-665 11222,-665 11222,-671 11216,-677 11210,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"10934\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11038.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.223</text>\n",
       "<text text-anchor=\"start\" x=\"11029\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 180</text>\n",
       "<text text-anchor=\"start\" x=\"11023.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 157]</text>\n",
       "</g>\n",
       "<!-- 358&#45;&gt;359 -->\n",
       "<g id=\"edge359\" class=\"edge\"><title>358&#45;&gt;359</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11217.8,-712.884C11196.9,-702.856 11173.8,-691.773 11152.3,-681.482\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11153.7,-678.287 11143.2,-677.125 11150.7,-684.601 11153.7,-678.287\"/>\n",
       "</g>\n",
       "<!-- 376 -->\n",
       "<g id=\"node377\" class=\"node\"><title>376</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\" d=\"M11323.5,-669.5C11323.5,-669.5 11252.5,-669.5 11252.5,-669.5 11246.5,-669.5 11240.5,-663.5 11240.5,-657.5 11240.5,-657.5 11240.5,-628.5 11240.5,-628.5 11240.5,-622.5 11246.5,-616.5 11252.5,-616.5 11252.5,-616.5 11323.5,-616.5 11323.5,-616.5 11329.5,-616.5 11335.5,-622.5 11335.5,-628.5 11335.5,-628.5 11335.5,-657.5 11335.5,-657.5 11335.5,-663.5 11329.5,-669.5 11323.5,-669.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11252.5\" y=\"-654.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.469</text>\n",
       "<text text-anchor=\"start\" x=\"11250.5\" y=\"-639.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"11248.5\" y=\"-624.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 3]</text>\n",
       "</g>\n",
       "<!-- 358&#45;&gt;376 -->\n",
       "<g id=\"edge376\" class=\"edge\"><title>358&#45;&gt;376</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11287.3,-712.884C11287.4,-702.326 11287.5,-690.597 11287.6,-679.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11291.2,-679.554 11287.7,-669.52 11284.2,-679.485 11291.2,-679.554\"/>\n",
       "</g>\n",
       "<!-- 360 -->\n",
       "<g id=\"node361\" class=\"node\"><title>360</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.870588\" stroke=\"black\" d=\"M10996.5,-573C10996.5,-573 10855.5,-573 10855.5,-573 10849.5,-573 10843.5,-567 10843.5,-561 10843.5,-561 10843.5,-517 10843.5,-517 10843.5,-511 10849.5,-505 10855.5,-505 10855.5,-505 10996.5,-505 10996.5,-505 11002.5,-505 11008.5,-511 11008.5,-517 11008.5,-517 11008.5,-561 11008.5,-561 11008.5,-567 11002.5,-573 10996.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"10851.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.175</text>\n",
       "<text text-anchor=\"start\" x=\"10890.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.204</text>\n",
       "<text text-anchor=\"start\" x=\"10881\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 173</text>\n",
       "<text text-anchor=\"start\" x=\"10875.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 153]</text>\n",
       "</g>\n",
       "<!-- 359&#45;&gt;360 -->\n",
       "<g id=\"edge360\" class=\"edge\"><title>359&#45;&gt;360</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11025.9,-608.884C11012,-599.304 10996.8,-588.761 10982.4,-578.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10984.3,-575.918 10974.1,-573.125 10980.3,-581.681 10984.3,-575.918\"/>\n",
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       "<!-- 375 -->\n",
       "<g id=\"node376\" class=\"node\"><title>375</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.250980\" stroke=\"black\" d=\"M11109.5,-565.5C11109.5,-565.5 11038.5,-565.5 11038.5,-565.5 11032.5,-565.5 11026.5,-559.5 11026.5,-553.5 11026.5,-553.5 11026.5,-524.5 11026.5,-524.5 11026.5,-518.5 11032.5,-512.5 11038.5,-512.5 11038.5,-512.5 11109.5,-512.5 11109.5,-512.5 11115.5,-512.5 11121.5,-518.5 11121.5,-524.5 11121.5,-524.5 11121.5,-553.5 11121.5,-553.5 11121.5,-559.5 11115.5,-565.5 11109.5,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11042\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\n",
       "<text text-anchor=\"start\" x=\"11036.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"11034.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 4]</text>\n",
       "</g>\n",
       "<!-- 359&#45;&gt;375 -->\n",
       "<g id=\"edge375\" class=\"edge\"><title>359&#45;&gt;375</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11074,-608.884C11074,-598.326 11074,-586.597 11074,-575.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11077.5,-575.52 11074,-565.52 11070.5,-575.52 11077.5,-575.52\"/>\n",
       "</g>\n",
       "<!-- 361 -->\n",
       "<g id=\"node362\" class=\"node\"><title>361</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10814,-461.5C10814,-461.5 10736,-461.5 10736,-461.5 10730,-461.5 10724,-455.5 10724,-449.5 10724,-449.5 10724,-420.5 10724,-420.5 10724,-414.5 10730,-408.5 10736,-408.5 10736,-408.5 10814,-408.5 10814,-408.5 10820,-408.5 10826,-414.5 10826,-420.5 10826,-420.5 10826,-449.5 10826,-449.5 10826,-455.5 10820,-461.5 10814,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10747\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10734\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\n",
       "<text text-anchor=\"start\" x=\"10732\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 33]</text>\n",
       "</g>\n",
       "<!-- 360&#45;&gt;361 -->\n",
       "<g id=\"edge361\" class=\"edge\"><title>360&#45;&gt;361</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10877,-504.884C10859.1,-492.786 10838.9,-479.151 10821.2,-467.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10823,-464.217 10812.8,-461.52 10819.1,-470.018 10823,-464.217\"/>\n",
       "</g>\n",
       "<!-- 362 -->\n",
       "<g id=\"node363\" class=\"node\"><title>362</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.831373\" stroke=\"black\" d=\"M10997.5,-469C10997.5,-469 10856.5,-469 10856.5,-469 10850.5,-469 10844.5,-463 10844.5,-457 10844.5,-457 10844.5,-413 10844.5,-413 10844.5,-407 10850.5,-401 10856.5,-401 10856.5,-401 10997.5,-401 10997.5,-401 11003.5,-401 11009.5,-407 11009.5,-413 11009.5,-413 11009.5,-457 11009.5,-457 11009.5,-463 11003.5,-469 10997.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"10852.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"10891.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.245</text>\n",
       "<text text-anchor=\"start\" x=\"10882\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 140</text>\n",
       "<text text-anchor=\"start\" x=\"10876.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 120]</text>\n",
       "</g>\n",
       "<!-- 360&#45;&gt;362 -->\n",
       "<g id=\"edge362\" class=\"edge\"><title>360&#45;&gt;362</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10926.3,-504.884C10926.4,-496.778 10926.5,-487.982 10926.6,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10930.1,-479.333 10926.7,-469.299 10923.1,-479.265 10930.1,-479.333\"/>\n",
       "</g>\n",
       "<!-- 363 -->\n",
       "<g id=\"node364\" class=\"node\"><title>363</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.533333\" stroke=\"black\" d=\"M10817.5,-365C10817.5,-365 10676.5,-365 10676.5,-365 10670.5,-365 10664.5,-359 10664.5,-353 10664.5,-353 10664.5,-309 10664.5,-309 10664.5,-303 10670.5,-297 10676.5,-297 10676.5,-297 10817.5,-297 10817.5,-297 10823.5,-297 10829.5,-303 10829.5,-309 10829.5,-309 10829.5,-353 10829.5,-353 10829.5,-359 10823.5,-365 10817.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"10672.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.197</text>\n",
       "<text text-anchor=\"start\" x=\"10711.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.434</text>\n",
       "<text text-anchor=\"start\" x=\"10706\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"10704\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 15]</text>\n",
       "</g>\n",
       "<!-- 362&#45;&gt;363 -->\n",
       "<g id=\"edge363\" class=\"edge\"><title>362&#45;&gt;363</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10868.6,-400.884C10851.3,-391.125 10832.4,-380.366 10814.6,-370.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10815.9,-367.01 10805.5,-365.125 10812.4,-373.1 10815.9,-367.01\"/>\n",
       "</g>\n",
       "<!-- 368 -->\n",
       "<g id=\"node369\" class=\"node\"><title>368</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M10994,-365C10994,-365 10860,-365 10860,-365 10854,-365 10848,-359 10848,-353 10848,-353 10848,-309 10848,-309 10848,-303 10854,-297 10860,-297 10860,-297 10994,-297 10994,-297 11000,-297 11006,-303 11006,-309 11006,-309 11006,-353 11006,-353 11006,-359 11000,-365 10994,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"10856\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.85</text>\n",
       "<text text-anchor=\"start\" x=\"10891.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.196</text>\n",
       "<text text-anchor=\"start\" x=\"10882\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 118</text>\n",
       "<text text-anchor=\"start\" x=\"10876.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 105]</text>\n",
       "</g>\n",
       "<!-- 362&#45;&gt;368 -->\n",
       "<g id=\"edge368\" class=\"edge\"><title>362&#45;&gt;368</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10927,-400.884C10927,-392.778 10927,-383.982 10927,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10930.5,-375.299 10927,-365.299 10923.5,-375.299 10930.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 364 -->\n",
       "<g id=\"node365\" class=\"node\"><title>364</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.600000\" stroke=\"black\" d=\"M10674,-261C10674,-261 10574,-261 10574,-261 10568,-261 10562,-255 10562,-249 10562,-249 10562,-205 10562,-205 10562,-199 10568,-193 10574,-193 10574,-193 10674,-193 10674,-193 10680,-193 10686,-199 10686,-205 10686,-205 10686,-249 10686,-249 10686,-255 10680,-261 10674,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"10570\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10588.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"10583\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"10581\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 15]</text>\n",
       "</g>\n",
       "<!-- 363&#45;&gt;364 -->\n",
       "<g id=\"edge364\" class=\"edge\"><title>363&#45;&gt;364</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10707.1,-296.884C10695.9,-287.62 10683.6,-277.455 10672,-267.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10674.1,-264.989 10664.2,-261.299 10669.6,-270.377 10674.1,-264.989\"/>\n",
       "</g>\n",
       "<!-- 367 -->\n",
       "<g id=\"node368\" class=\"node\"><title>367</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10787.5,-253.5C10787.5,-253.5 10716.5,-253.5 10716.5,-253.5 10710.5,-253.5 10704.5,-247.5 10704.5,-241.5 10704.5,-241.5 10704.5,-212.5 10704.5,-212.5 10704.5,-206.5 10710.5,-200.5 10716.5,-200.5 10716.5,-200.5 10787.5,-200.5 10787.5,-200.5 10793.5,-200.5 10799.5,-206.5 10799.5,-212.5 10799.5,-212.5 10799.5,-241.5 10799.5,-241.5 10799.5,-247.5 10793.5,-253.5 10787.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10724\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10714.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n",
       "<text text-anchor=\"start\" x=\"10712.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n",
       "</g>\n",
       "<!-- 363&#45;&gt;367 -->\n",
       "<g id=\"edge367\" class=\"edge\"><title>363&#45;&gt;367</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10748.6,-296.884C10749.1,-286.216 10749.7,-274.352 10750.3,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10753.8,-263.679 10750.7,-253.52 10746.8,-263.337 10753.8,-263.679\"/>\n",
       "</g>\n",
       "<!-- 365 -->\n",
       "<g id=\"node366\" class=\"node\"><title>365</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.537255\" stroke=\"black\" d=\"M10578,-149.5C10578,-149.5 10500,-149.5 10500,-149.5 10494,-149.5 10488,-143.5 10488,-137.5 10488,-137.5 10488,-108.5 10488,-108.5 10488,-102.5 10494,-96.5 10500,-96.5 10500,-96.5 10578,-96.5 10578,-96.5 10584,-96.5 10590,-102.5 10590,-108.5 10590,-108.5 10590,-137.5 10590,-137.5 10590,-143.5 10584,-149.5 10578,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10503.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.432</text>\n",
       "<text text-anchor=\"start\" x=\"10498\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"10496\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 13]</text>\n",
       "</g>\n",
       "<!-- 364&#45;&gt;365 -->\n",
       "<g id=\"edge365\" class=\"edge\"><title>364&#45;&gt;365</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10596.4,-192.884C10587,-181.556 10576.4,-168.88 10566.9,-157.521\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10569.4,-154.962 10560.3,-149.52 10564,-159.443 10569.4,-154.962\"/>\n",
       "</g>\n",
       "<!-- 366 -->\n",
       "<g id=\"node367\" class=\"node\"><title>366</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10691.5,-149.5C10691.5,-149.5 10620.5,-149.5 10620.5,-149.5 10614.5,-149.5 10608.5,-143.5 10608.5,-137.5 10608.5,-137.5 10608.5,-108.5 10608.5,-108.5 10608.5,-102.5 10614.5,-96.5 10620.5,-96.5 10620.5,-96.5 10691.5,-96.5 10691.5,-96.5 10697.5,-96.5 10703.5,-102.5 10703.5,-108.5 10703.5,-108.5 10703.5,-137.5 10703.5,-137.5 10703.5,-143.5 10697.5,-149.5 10691.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10628\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"10618.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"10616.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\n",
       "</g>\n",
       "<!-- 364&#45;&gt;366 -->\n",
       "<g id=\"edge366\" class=\"edge\"><title>364&#45;&gt;366</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10634.4,-192.884C10637.8,-182.106 10641.5,-170.108 10645,-159.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10648.3,-160.109 10648,-149.52 10641.7,-158.014 10648.3,-160.109\"/>\n",
       "</g>\n",
       "<!-- 369 -->\n",
       "<g id=\"node370\" class=\"node\"><title>369</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.854902\" stroke=\"black\" d=\"M10980.5,-261C10980.5,-261 10839.5,-261 10839.5,-261 10833.5,-261 10827.5,-255 10827.5,-249 10827.5,-249 10827.5,-205 10827.5,-205 10827.5,-199 10833.5,-193 10839.5,-193 10839.5,-193 10980.5,-193 10980.5,-193 10986.5,-193 10992.5,-199 10992.5,-205 10992.5,-205 10992.5,-249 10992.5,-249 10992.5,-255 10986.5,-261 10980.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"10835.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.812</text>\n",
       "<text text-anchor=\"start\" x=\"10874.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.221</text>\n",
       "<text text-anchor=\"start\" x=\"10865\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 103</text>\n",
       "<text text-anchor=\"start\" x=\"10863\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 90]</text>\n",
       "</g>\n",
       "<!-- 368&#45;&gt;369 -->\n",
       "<g id=\"edge369\" class=\"edge\"><title>368&#45;&gt;369</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10921.5,-296.884C10920.1,-288.689 10918.6,-279.789 10917.2,-271.192\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10920.6,-270.588 10915.5,-261.299 10913.7,-271.739 10920.6,-270.588\"/>\n",
       "</g>\n",
       "<!-- 374 -->\n",
       "<g id=\"node375\" class=\"node\"><title>374</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11101,-253.5C11101,-253.5 11023,-253.5 11023,-253.5 11017,-253.5 11011,-247.5 11011,-241.5 11011,-241.5 11011,-212.5 11011,-212.5 11011,-206.5 11017,-200.5 11023,-200.5 11023,-200.5 11101,-200.5 11101,-200.5 11107,-200.5 11113,-206.5 11113,-212.5 11113,-212.5 11113,-241.5 11113,-241.5 11113,-247.5 11107,-253.5 11101,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11034\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"11021\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\n",
       "<text text-anchor=\"start\" x=\"11019\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 15]</text>\n",
       "</g>\n",
       "<!-- 368&#45;&gt;374 -->\n",
       "<g id=\"edge374\" class=\"edge\"><title>368&#45;&gt;374</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10970.8,-296.884C10986.7,-284.896 11004.6,-271.399 11020.2,-259.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11022.4,-262.341 11028.2,-253.52 11018.1,-256.756 11022.4,-262.341\"/>\n",
       "</g>\n",
       "<!-- 370 -->\n",
       "<g id=\"node371\" class=\"node\"><title>370</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.886275\" stroke=\"black\" d=\"M10880.5,-157C10880.5,-157 10737.5,-157 10737.5,-157 10731.5,-157 10725.5,-151 10725.5,-145 10725.5,-145 10725.5,-101 10725.5,-101 10725.5,-95 10731.5,-89 10737.5,-89 10737.5,-89 10880.5,-89 10880.5,-89 10886.5,-89 10892.5,-95 10892.5,-101 10892.5,-101 10892.5,-145 10892.5,-145 10892.5,-151 10886.5,-157 10880.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"10733.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineBackup_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10773.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.185</text>\n",
       "<text text-anchor=\"start\" x=\"10768\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 97</text>\n",
       "<text text-anchor=\"start\" x=\"10762\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 87]</text>\n",
       "</g>\n",
       "<!-- 369&#45;&gt;370 -->\n",
       "<g id=\"edge370\" class=\"edge\"><title>369&#45;&gt;370</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10877.2,-192.884C10868.3,-183.887 10858.5,-174.041 10849.3,-164.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10851.5,-161.943 10842,-157.299 10846.5,-166.868 10851.5,-161.943\"/>\n",
       "</g>\n",
       "<!-- 373 -->\n",
       "<g id=\"node374\" class=\"node\"><title>373</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10993.5,-149.5C10993.5,-149.5 10922.5,-149.5 10922.5,-149.5 10916.5,-149.5 10910.5,-143.5 10910.5,-137.5 10910.5,-137.5 10910.5,-108.5 10910.5,-108.5 10910.5,-102.5 10916.5,-96.5 10922.5,-96.5 10922.5,-96.5 10993.5,-96.5 10993.5,-96.5 10999.5,-96.5 11005.5,-102.5 11005.5,-108.5 11005.5,-108.5 11005.5,-137.5 11005.5,-137.5 11005.5,-143.5 10999.5,-149.5 10993.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"10930\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"10920.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"10918.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "</g>\n",
       "<!-- 369&#45;&gt;373 -->\n",
       "<g id=\"edge373\" class=\"edge\"><title>369&#45;&gt;373</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10925.6,-192.884C10930.7,-181.996 10936.4,-169.863 10941.6,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10944.9,-160.058 10946,-149.52 10938.6,-157.078 10944.9,-160.058\"/>\n",
       "</g>\n",
       "<!-- 371 -->\n",
       "<g id=\"node372\" class=\"node\"><title>371</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.909804\" stroke=\"black\" d=\"M10787,-53C10787,-53 10709,-53 10709,-53 10703,-53 10697,-47 10697,-41 10697,-41 10697,-12 10697,-12 10697,-6 10703,-0 10709,-0 10709,-0 10787,-0 10787,-0 10793,-0 10799,-6 10799,-12 10799,-12 10799,-41 10799,-41 10799,-47 10793,-53 10787,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"10712.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.154</text>\n",
       "<text text-anchor=\"start\" x=\"10707\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 83</text>\n",
       "<text text-anchor=\"start\" x=\"10705\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 76]</text>\n",
       "</g>\n",
       "<!-- 370&#45;&gt;371 -->\n",
       "<g id=\"edge371\" class=\"edge\"><title>370&#45;&gt;371</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10787.7,-88.9485C10782,-80.1664 10775.9,-70.6629 10770.2,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10773,-59.7402 10764.6,-53.2367 10767.1,-63.5365 10773,-59.7402\"/>\n",
       "</g>\n",
       "<!-- 372 -->\n",
       "<g id=\"node373\" class=\"node\"><title>372</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.725490\" stroke=\"black\" d=\"M10907,-53C10907,-53 10829,-53 10829,-53 10823,-53 10817,-47 10817,-41 10817,-41 10817,-12 10817,-12 10817,-6 10823,-0 10829,-0 10829,-0 10907,-0 10907,-0 10913,-0 10919,-6 10919,-12 10919,-12 10919,-41 10919,-41 10919,-47 10913,-53 10907,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"10832.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.337</text>\n",
       "<text text-anchor=\"start\" x=\"10827\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"10825\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 11]</text>\n",
       "</g>\n",
       "<!-- 370&#45;&gt;372 -->\n",
       "<g id=\"edge372\" class=\"edge\"><title>370&#45;&gt;372</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10829.6,-88.9485C10835.1,-80.1664 10841.1,-70.6629 10846.6,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10849.6,-63.5728 10851.9,-53.2367 10843.7,-59.8656 10849.6,-63.5728\"/>\n",
       "</g>\n",
       "<!-- 378 -->\n",
       "<g id=\"node379\" class=\"node\"><title>378</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.211765\" stroke=\"black\" d=\"M11537,-677C11537,-677 11397,-677 11397,-677 11391,-677 11385,-671 11385,-665 11385,-665 11385,-621 11385,-621 11385,-615 11391,-609 11397,-609 11397,-609 11537,-609 11537,-609 11543,-609 11549,-615 11549,-621 11549,-621 11549,-665 11549,-665 11549,-671 11543,-677 11537,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"11393\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11431.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"start\" x=\"11422\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 313</text>\n",
       "<text text-anchor=\"start\" x=\"11412.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [138, 175]</text>\n",
       "</g>\n",
       "<!-- 377&#45;&gt;378 -->\n",
       "<g id=\"edge378\" class=\"edge\"><title>377&#45;&gt;378</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11467,-712.884C11467,-704.778 11467,-695.982 11467,-687.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11470.5,-687.299 11467,-677.299 11463.5,-687.299 11470.5,-687.299\"/>\n",
       "</g>\n",
       "<!-- 407 -->\n",
       "<g id=\"node408\" class=\"node\"><title>407</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.611765\" stroke=\"black\" d=\"M12218.5,-677C12218.5,-677 12077.5,-677 12077.5,-677 12071.5,-677 12065.5,-671 12065.5,-665 12065.5,-665 12065.5,-621 12065.5,-621 12065.5,-615 12071.5,-609 12077.5,-609 12077.5,-609 12218.5,-609 12218.5,-609 12224.5,-609 12230.5,-615 12230.5,-621 12230.5,-621 12230.5,-665 12230.5,-665 12230.5,-671 12224.5,-677 12218.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"12073.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.418</text>\n",
       "<text text-anchor=\"start\" x=\"12112.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.402</text>\n",
       "<text text-anchor=\"start\" x=\"12103\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 355</text>\n",
       "<text text-anchor=\"start\" x=\"12097.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [99, 256]</text>\n",
       "</g>\n",
       "<!-- 377&#45;&gt;407 -->\n",
       "<g id=\"edge407\" class=\"edge\"><title>377&#45;&gt;407</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11549.8,-733.595C11677.6,-714.462 11921.8,-677.879 12055.3,-657.887\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12056.1,-661.302 12065.5,-656.359 12055.1,-654.379 12056.1,-661.302\"/>\n",
       "</g>\n",
       "<!-- 379 -->\n",
       "<g id=\"node380\" class=\"node\"><title>379</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M11354.5,-573C11354.5,-573 11213.5,-573 11213.5,-573 11207.5,-573 11201.5,-567 11201.5,-561 11201.5,-561 11201.5,-517 11201.5,-517 11201.5,-511 11207.5,-505 11213.5,-505 11213.5,-505 11354.5,-505 11354.5,-505 11360.5,-505 11366.5,-511 11366.5,-517 11366.5,-517 11366.5,-561 11366.5,-561 11366.5,-567 11360.5,-573 11354.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"11209.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.497</text>\n",
       "<text text-anchor=\"start\" x=\"11248.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"11243\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"11237\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 10]</text>\n",
       "</g>\n",
       "<!-- 378&#45;&gt;379 -->\n",
       "<g id=\"edge379\" class=\"edge\"><title>378&#45;&gt;379</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11407.6,-608.884C11389.9,-599.035 11370.4,-588.169 11352.2,-578.034\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11353.9,-574.936 11343.4,-573.125 11350.5,-581.051 11353.9,-574.936\"/>\n",
       "</g>\n",
       "<!-- 384 -->\n",
       "<g id=\"node385\" class=\"node\"><title>384</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.286275\" stroke=\"black\" d=\"M11537.5,-573C11537.5,-573 11396.5,-573 11396.5,-573 11390.5,-573 11384.5,-567 11384.5,-561 11384.5,-561 11384.5,-517 11384.5,-517 11384.5,-511 11390.5,-505 11396.5,-505 11396.5,-505 11537.5,-505 11537.5,-505 11543.5,-505 11549.5,-511 11549.5,-517 11549.5,-517 11549.5,-561 11549.5,-561 11549.5,-567 11543.5,-573 11537.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"11392.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.197</text>\n",
       "<text text-anchor=\"start\" x=\"11431.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.486</text>\n",
       "<text text-anchor=\"start\" x=\"11422\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 283</text>\n",
       "<text text-anchor=\"start\" x=\"11412.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [118, 165]</text>\n",
       "</g>\n",
       "<!-- 378&#45;&gt;384 -->\n",
       "<g id=\"edge384\" class=\"edge\"><title>378&#45;&gt;384</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11467,-608.884C11467,-600.778 11467,-591.982 11467,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11470.5,-583.299 11467,-573.299 11463.5,-583.299 11470.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 380 -->\n",
       "<g id=\"node381\" class=\"node\"><title>380</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.231373\" stroke=\"black\" d=\"M11206,-469C11206,-469 11120,-469 11120,-469 11114,-469 11108,-463 11108,-457 11108,-457 11108,-413 11108,-413 11108,-407 11114,-401 11120,-401 11120,-401 11206,-401 11206,-401 11212,-401 11218,-407 11218,-413 11218,-413 11218,-457 11218,-457 11218,-463 11212,-469 11206,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"11124.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11127.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.491</text>\n",
       "<text text-anchor=\"start\" x=\"11122\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\n",
       "<text text-anchor=\"start\" x=\"11116\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 10]</text>\n",
       "</g>\n",
       "<!-- 379&#45;&gt;380 -->\n",
       "<g id=\"edge380\" class=\"edge\"><title>379&#45;&gt;380</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11244.7,-504.884C11233.7,-495.62 11221.7,-485.455 11210.3,-475.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11212.4,-473.069 11202.5,-469.299 11207.9,-478.421 11212.4,-473.069\"/>\n",
       "</g>\n",
       "<!-- 383 -->\n",
       "<g id=\"node384\" class=\"node\"><title>383</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11319.5,-461.5C11319.5,-461.5 11248.5,-461.5 11248.5,-461.5 11242.5,-461.5 11236.5,-455.5 11236.5,-449.5 11236.5,-449.5 11236.5,-420.5 11236.5,-420.5 11236.5,-414.5 11242.5,-408.5 11248.5,-408.5 11248.5,-408.5 11319.5,-408.5 11319.5,-408.5 11325.5,-408.5 11331.5,-414.5 11331.5,-420.5 11331.5,-420.5 11331.5,-449.5 11331.5,-449.5 11331.5,-455.5 11325.5,-461.5 11319.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11256\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"11246.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"11244.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\n",
       "</g>\n",
       "<!-- 379&#45;&gt;383 -->\n",
       "<g id=\"edge383\" class=\"edge\"><title>379&#45;&gt;383</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11284,-504.884C11284,-494.326 11284,-482.597 11284,-471.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11287.5,-471.52 11284,-461.52 11280.5,-471.52 11287.5,-471.52\"/>\n",
       "</g>\n",
       "<!-- 381 -->\n",
       "<g id=\"node382\" class=\"node\"><title>381</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M11110,-357.5C11110,-357.5 11036,-357.5 11036,-357.5 11030,-357.5 11024,-351.5 11024,-345.5 11024,-345.5 11024,-316.5 11024,-316.5 11024,-310.5 11030,-304.5 11036,-304.5 11036,-304.5 11110,-304.5 11110,-304.5 11116,-304.5 11122,-310.5 11122,-316.5 11122,-316.5 11122,-345.5 11122,-345.5 11122,-351.5 11116,-357.5 11110,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11041\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"11032\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"11033.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 2]</text>\n",
       "</g>\n",
       "<!-- 380&#45;&gt;381 -->\n",
       "<g id=\"edge381\" class=\"edge\"><title>380&#45;&gt;381</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11133.8,-400.884C11123.7,-389.446 11112.4,-376.634 11102.3,-365.19\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11104.8,-362.703 11095.5,-357.52 11099.5,-367.334 11104.8,-362.703\"/>\n",
       "</g>\n",
       "<!-- 382 -->\n",
       "<g id=\"node383\" class=\"node\"><title>382</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.376471\" stroke=\"black\" d=\"M11226,-357.5C11226,-357.5 11152,-357.5 11152,-357.5 11146,-357.5 11140,-351.5 11140,-345.5 11140,-345.5 11140,-316.5 11140,-316.5 11140,-310.5 11146,-304.5 11152,-304.5 11152,-304.5 11226,-304.5 11226,-304.5 11232,-304.5 11238,-310.5 11238,-316.5 11238,-316.5 11238,-345.5 11238,-345.5 11238,-351.5 11232,-357.5 11226,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11153.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.473</text>\n",
       "<text text-anchor=\"start\" x=\"11148\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"11149.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 8]</text>\n",
       "</g>\n",
       "<!-- 380&#45;&gt;382 -->\n",
       "<g id=\"edge382\" class=\"edge\"><title>380&#45;&gt;382</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11171.4,-400.884C11174.2,-390.216 11177.2,-378.352 11179.9,-367.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11183.4,-368.075 11182.5,-357.52 11176.6,-366.346 11183.4,-368.075\"/>\n",
       "</g>\n",
       "<!-- 385 -->\n",
       "<g id=\"node386\" class=\"node\"><title>385</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.219608\" stroke=\"black\" d=\"M11502.5,-469C11502.5,-469 11361.5,-469 11361.5,-469 11355.5,-469 11349.5,-463 11349.5,-457 11349.5,-457 11349.5,-413 11349.5,-413 11349.5,-407 11355.5,-401 11361.5,-401 11361.5,-401 11502.5,-401 11502.5,-401 11508.5,-401 11514.5,-407 11514.5,-413 11514.5,-413 11514.5,-457 11514.5,-457 11514.5,-463 11508.5,-469 11502.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"11357.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.188</text>\n",
       "<text text-anchor=\"start\" x=\"11396.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.492</text>\n",
       "<text text-anchor=\"start\" x=\"11391\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 73</text>\n",
       "<text text-anchor=\"start\" x=\"11385\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [41, 32]</text>\n",
       "</g>\n",
       "<!-- 384&#45;&gt;385 -->\n",
       "<g id=\"edge385\" class=\"edge\"><title>384&#45;&gt;385</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11455.6,-504.884C11452.8,-496.6 11449.7,-487.595 11446.7,-478.911\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11450,-477.622 11443.4,-469.299 11443.4,-479.894 11450,-477.622\"/>\n",
       "</g>\n",
       "<!-- 394 -->\n",
       "<g id=\"node395\" class=\"node\"><title>394</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.419608\" stroke=\"black\" d=\"M11831.5,-469C11831.5,-469 11544.5,-469 11544.5,-469 11538.5,-469 11532.5,-463 11532.5,-457 11532.5,-457 11532.5,-413 11532.5,-413 11532.5,-407 11538.5,-401 11544.5,-401 11544.5,-401 11831.5,-401 11831.5,-401 11837.5,-401 11843.5,-407 11843.5,-413 11843.5,-413 11843.5,-457 11843.5,-457 11843.5,-463 11837.5,-469 11831.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"11540.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Bank transfer (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11652.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.464</text>\n",
       "<text text-anchor=\"start\" x=\"11643\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 210</text>\n",
       "<text text-anchor=\"start\" x=\"11637.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [77, 133]</text>\n",
       "</g>\n",
       "<!-- 384&#45;&gt;394 -->\n",
       "<g id=\"edge394\" class=\"edge\"><title>384&#45;&gt;394</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11538.8,-504.884C11560.6,-494.812 11584.7,-483.674 11607.1,-473.344\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11608.6,-476.493 11616.2,-469.125 11605.7,-470.138 11608.6,-476.493\"/>\n",
       "</g>\n",
       "<!-- 386 -->\n",
       "<g id=\"node387\" class=\"node\"><title>386</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.109804\" stroke=\"black\" d=\"M11354,-365C11354,-365 11268,-365 11268,-365 11262,-365 11256,-359 11256,-353 11256,-353 11256,-309 11256,-309 11256,-303 11262,-297 11268,-297 11268,-297 11354,-297 11354,-297 11360,-297 11366,-303 11366,-309 11366,-309 11366,-353 11366,-353 11366,-359 11360,-365 11354,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"11264.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.891</text>\n",
       "<text text-anchor=\"start\" x=\"11275.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.498</text>\n",
       "<text text-anchor=\"start\" x=\"11270\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 68</text>\n",
       "<text text-anchor=\"start\" x=\"11264\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 32]</text>\n",
       "</g>\n",
       "<!-- 385&#45;&gt;386 -->\n",
       "<g id=\"edge386\" class=\"edge\"><title>385&#45;&gt;386</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11392.7,-400.884C11381.7,-391.62 11369.7,-381.455 11358.3,-371.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11360.4,-369.069 11350.5,-365.299 11355.9,-374.421 11360.4,-369.069\"/>\n",
       "</g>\n",
       "<!-- 393 -->\n",
       "<g id=\"node394\" class=\"node\"><title>393</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11467.5,-357.5C11467.5,-357.5 11396.5,-357.5 11396.5,-357.5 11390.5,-357.5 11384.5,-351.5 11384.5,-345.5 11384.5,-345.5 11384.5,-316.5 11384.5,-316.5 11384.5,-310.5 11390.5,-304.5 11396.5,-304.5 11396.5,-304.5 11467.5,-304.5 11467.5,-304.5 11473.5,-304.5 11479.5,-310.5 11479.5,-316.5 11479.5,-316.5 11479.5,-345.5 11479.5,-345.5 11479.5,-351.5 11473.5,-357.5 11467.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11404\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"11394.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"11392.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\n",
       "</g>\n",
       "<!-- 385&#45;&gt;393 -->\n",
       "<g id=\"edge393\" class=\"edge\"><title>385&#45;&gt;393</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11432,-400.884C11432,-390.326 11432,-378.597 11432,-367.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11435.5,-367.52 11432,-357.52 11428.5,-367.52 11435.5,-367.52\"/>\n",
       "</g>\n",
       "<!-- 387 -->\n",
       "<g id=\"node388\" class=\"node\"><title>387</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.031373\" stroke=\"black\" d=\"M11234,-261C11234,-261 11148,-261 11148,-261 11142,-261 11136,-255 11136,-249 11136,-249 11136,-205 11136,-205 11136,-199 11142,-193 11148,-193 11148,-193 11234,-193 11234,-193 11240,-193 11246,-199 11246,-205 11246,-205 11246,-249 11246,-249 11246,-255 11240,-261 11234,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"11151.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Partner ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11163\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11150\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\n",
       "<text text-anchor=\"start\" x=\"11144\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 30]</text>\n",
       "</g>\n",
       "<!-- 386&#45;&gt;387 -->\n",
       "<g id=\"edge387\" class=\"edge\"><title>386&#45;&gt;387</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11272,-296.884C11261.1,-287.62 11249.2,-277.455 11237.9,-267.845\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11240.1,-265.109 11230.2,-261.299 11235.5,-270.443 11240.1,-265.109\"/>\n",
       "</g>\n",
       "<!-- 392 -->\n",
       "<g id=\"node393\" class=\"node\"><title>392</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.713725\" stroke=\"black\" d=\"M11347.5,-253.5C11347.5,-253.5 11276.5,-253.5 11276.5,-253.5 11270.5,-253.5 11264.5,-247.5 11264.5,-241.5 11264.5,-241.5 11264.5,-212.5 11264.5,-212.5 11264.5,-206.5 11270.5,-200.5 11276.5,-200.5 11276.5,-200.5 11347.5,-200.5 11347.5,-200.5 11353.5,-200.5 11359.5,-206.5 11359.5,-212.5 11359.5,-212.5 11359.5,-241.5 11359.5,-241.5 11359.5,-247.5 11353.5,-253.5 11347.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11276.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.346</text>\n",
       "<text text-anchor=\"start\" x=\"11274.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"11272.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 2]</text>\n",
       "</g>\n",
       "<!-- 386&#45;&gt;392 -->\n",
       "<g id=\"edge392\" class=\"edge\"><title>386&#45;&gt;392</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11311.3,-296.884C11311.4,-286.326 11311.5,-274.597 11311.6,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11315.2,-263.554 11311.7,-253.52 11308.2,-263.485 11315.2,-263.554\"/>\n",
       "</g>\n",
       "<!-- 388 -->\n",
       "<g id=\"node389\" class=\"node\"><title>388</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.215686\" stroke=\"black\" d=\"M11155,-157C11155,-157 11069,-157 11069,-157 11063,-157 11057,-151 11057,-145 11057,-145 11057,-101 11057,-101 11057,-95 11063,-89 11069,-89 11069,-89 11155,-89 11155,-89 11161,-89 11167,-95 11167,-101 11167,-101 11167,-145 11167,-145 11167,-151 11161,-157 11155,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"11065.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.053</text>\n",
       "<text text-anchor=\"start\" x=\"11076.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"start\" x=\"11071\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"11065\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 23]</text>\n",
       "</g>\n",
       "<!-- 387&#45;&gt;388 -->\n",
       "<g id=\"edge388\" class=\"edge\"><title>387&#45;&gt;388</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11165.4,-192.884C11158.5,-184.065 11151.1,-174.43 11143.9,-165.235\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11146.7,-163.062 11137.8,-157.299 11141.1,-167.349 11146.7,-163.062\"/>\n",
       "</g>\n",
       "<!-- 391 -->\n",
       "<g id=\"node392\" class=\"node\"><title>391</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.364706\" stroke=\"black\" d=\"M11275,-149.5C11275,-149.5 11197,-149.5 11197,-149.5 11191,-149.5 11185,-143.5 11185,-137.5 11185,-137.5 11185,-108.5 11185,-108.5 11185,-102.5 11191,-96.5 11197,-96.5 11197,-96.5 11275,-96.5 11275,-96.5 11281,-96.5 11287,-102.5 11287,-108.5 11287,-108.5 11287,-137.5 11287,-137.5 11287,-143.5 11281,-149.5 11275,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11200.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
       "<text text-anchor=\"start\" x=\"11195\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"11193\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 7]</text>\n",
       "</g>\n",
       "<!-- 387&#45;&gt;391 -->\n",
       "<g id=\"edge391\" class=\"edge\"><title>387&#45;&gt;391</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11205.6,-192.884C11210.4,-181.996 11215.8,-169.863 11220.6,-158.85\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11223.9,-160.082 11224.7,-149.52 11217.5,-157.256 11223.9,-160.082\"/>\n",
       "</g>\n",
       "<!-- 389 -->\n",
       "<g id=\"node390\" class=\"node\"><title>389</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.450980\" stroke=\"black\" d=\"M11094,-53C11094,-53 11008,-53 11008,-53 11002,-53 10996,-47 10996,-41 10996,-41 10996,-12 10996,-12 10996,-6 11002,-0 11008,-0 11008,-0 11094,-0 11094,-0 11100,-0 11106,-6 11106,-12 11106,-12 11106,-41 11106,-41 11106,-47 11100,-53 11094,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11015.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.458</text>\n",
       "<text text-anchor=\"start\" x=\"11010\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\n",
       "<text text-anchor=\"start\" x=\"11004\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 20]</text>\n",
       "</g>\n",
       "<!-- 388&#45;&gt;389 -->\n",
       "<g id=\"edge389\" class=\"edge\"><title>388&#45;&gt;389</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11090.7,-88.9485C11085,-80.1664 11078.9,-70.6629 11073.2,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11076,-59.7402 11067.6,-53.2367 11070.1,-63.5365 11076,-59.7402\"/>\n",
       "</g>\n",
       "<!-- 390 -->\n",
       "<g id=\"node391\" class=\"node\"><title>390</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.572549\" stroke=\"black\" d=\"M11210,-53C11210,-53 11136,-53 11136,-53 11130,-53 11124,-47 11124,-41 11124,-41 11124,-12 11124,-12 11124,-6 11130,-0 11136,-0 11136,-0 11210,-0 11210,-0 11216,-0 11222,-6 11222,-12 11222,-12 11222,-41 11222,-41 11222,-47 11216,-53 11210,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11141\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
       "<text text-anchor=\"start\" x=\"11132\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n",
       "<text text-anchor=\"start\" x=\"11133.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 3]</text>\n",
       "</g>\n",
       "<!-- 388&#45;&gt;390 -->\n",
       "<g id=\"edge390\" class=\"edge\"><title>388&#45;&gt;390</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11133.3,-88.9485C11139,-80.1664 11145.1,-70.6629 11150.8,-61.815\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11153.9,-63.5365 11156.4,-53.2367 11148,-59.7402 11153.9,-63.5365\"/>\n",
       "</g>\n",
       "<!-- 395 -->\n",
       "<g id=\"node396\" class=\"node\"><title>395</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.349020\" stroke=\"black\" d=\"M11638.5,-365C11638.5,-365 11509.5,-365 11509.5,-365 11503.5,-365 11497.5,-359 11497.5,-353 11497.5,-353 11497.5,-309 11497.5,-309 11497.5,-303 11503.5,-297 11509.5,-297 11509.5,-297 11638.5,-297 11638.5,-297 11644.5,-297 11650.5,-303 11650.5,-309 11650.5,-309 11650.5,-353 11650.5,-353 11650.5,-359 11644.5,-365 11638.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"11505.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11538.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.478</text>\n",
       "<text text-anchor=\"start\" x=\"11529\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 180</text>\n",
       "<text text-anchor=\"start\" x=\"11523.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [71, 109]</text>\n",
       "</g>\n",
       "<!-- 394&#45;&gt;395 -->\n",
       "<g id=\"edge395\" class=\"edge\"><title>394&#45;&gt;395</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11651,-400.884C11640.7,-391.709 11629.5,-381.65 11618.8,-372.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11621,-369.359 11611.2,-365.299 11616.3,-374.576 11621,-369.359\"/>\n",
       "</g>\n",
       "<!-- 402 -->\n",
       "<g id=\"node403\" class=\"node\"><title>402</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M11787.5,-365C11787.5,-365 11680.5,-365 11680.5,-365 11674.5,-365 11668.5,-359 11668.5,-353 11668.5,-353 11668.5,-309 11668.5,-309 11668.5,-303 11674.5,-297 11680.5,-297 11680.5,-297 11787.5,-297 11787.5,-297 11793.5,-297 11799.5,-303 11799.5,-309 11799.5,-309 11799.5,-353 11799.5,-353 11799.5,-359 11793.5,-365 11787.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"11676.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11702\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"11693\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\n",
       "<text text-anchor=\"start\" x=\"11691\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 24]</text>\n",
       "</g>\n",
       "<!-- 394&#45;&gt;402 -->\n",
       "<g id=\"edge402\" class=\"edge\"><title>394&#45;&gt;402</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11702.9,-400.884C11706.7,-392.511 11710.8,-383.401 11714.8,-374.631\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11718.1,-375.854 11719,-365.299 11711.7,-372.976 11718.1,-375.854\"/>\n",
       "</g>\n",
       "<!-- 396 -->\n",
       "<g id=\"node397\" class=\"node\"><title>396</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M11461.5,-253.5C11461.5,-253.5 11390.5,-253.5 11390.5,-253.5 11384.5,-253.5 11378.5,-247.5 11378.5,-241.5 11378.5,-241.5 11378.5,-212.5 11378.5,-212.5 11378.5,-206.5 11384.5,-200.5 11390.5,-200.5 11390.5,-200.5 11461.5,-200.5 11461.5,-200.5 11467.5,-200.5 11473.5,-206.5 11473.5,-212.5 11473.5,-212.5 11473.5,-241.5 11473.5,-241.5 11473.5,-247.5 11467.5,-253.5 11461.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11390.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"11388.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"11386.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\n",
       "</g>\n",
       "<!-- 395&#45;&gt;396 -->\n",
       "<g id=\"edge396\" class=\"edge\"><title>395&#45;&gt;396</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11525.9,-296.884C11508.4,-284.786 11488.6,-271.151 11471.3,-259.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11473.2,-256.313 11463,-253.52 11469.3,-262.077 11473.2,-256.313\"/>\n",
       "</g>\n",
       "<!-- 397 -->\n",
       "<g id=\"node398\" class=\"node\"><title>397</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.392157\" stroke=\"black\" d=\"M11644.5,-261C11644.5,-261 11503.5,-261 11503.5,-261 11497.5,-261 11491.5,-255 11491.5,-249 11491.5,-249 11491.5,-205 11491.5,-205 11491.5,-199 11497.5,-193 11503.5,-193 11503.5,-193 11644.5,-193 11644.5,-193 11650.5,-193 11656.5,-199 11656.5,-205 11656.5,-205 11656.5,-249 11656.5,-249 11656.5,-255 11650.5,-261 11644.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"11499.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.522</text>\n",
       "<text text-anchor=\"start\" x=\"11542\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\n",
       "<text text-anchor=\"start\" x=\"11529\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 172</text>\n",
       "<text text-anchor=\"start\" x=\"11523.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [65, 107]</text>\n",
       "</g>\n",
       "<!-- 395&#45;&gt;397 -->\n",
       "<g id=\"edge397\" class=\"edge\"><title>395&#45;&gt;397</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11574,-296.884C11574,-288.778 11574,-279.982 11574,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11577.5,-271.299 11574,-261.299 11570.5,-271.299 11577.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 398 -->\n",
       "<g id=\"node399\" class=\"node\"><title>398</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.423529\" stroke=\"black\" d=\"M11503.5,-157C11503.5,-157 11362.5,-157 11362.5,-157 11356.5,-157 11350.5,-151 11350.5,-145 11350.5,-145 11350.5,-101 11350.5,-101 11350.5,-95 11356.5,-89 11362.5,-89 11362.5,-89 11503.5,-89 11503.5,-89 11509.5,-89 11515.5,-95 11515.5,-101 11515.5,-101 11515.5,-145 11515.5,-145 11515.5,-151 11509.5,-157 11503.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"11358.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.471</text>\n",
       "<text text-anchor=\"start\" x=\"11397.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.464</text>\n",
       "<text text-anchor=\"start\" x=\"11388\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 167</text>\n",
       "<text text-anchor=\"start\" x=\"11382.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [61, 106]</text>\n",
       "</g>\n",
       "<!-- 397&#45;&gt;398 -->\n",
       "<g id=\"edge398\" class=\"edge\"><title>397&#45;&gt;398</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11528.2,-192.884C11515.2,-183.442 11500.8,-173.064 11487.3,-163.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11489.2,-160.325 11479,-157.299 11485.1,-165.996 11489.2,-160.325\"/>\n",
       "</g>\n",
       "<!-- 401 -->\n",
       "<g id=\"node402\" class=\"node\"><title>401</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M11616.5,-149.5C11616.5,-149.5 11545.5,-149.5 11545.5,-149.5 11539.5,-149.5 11533.5,-143.5 11533.5,-137.5 11533.5,-137.5 11533.5,-108.5 11533.5,-108.5 11533.5,-102.5 11539.5,-96.5 11545.5,-96.5 11545.5,-96.5 11616.5,-96.5 11616.5,-96.5 11622.5,-96.5 11628.5,-102.5 11628.5,-108.5 11628.5,-108.5 11628.5,-137.5 11628.5,-137.5 11628.5,-143.5 11622.5,-149.5 11616.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11549\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"11543.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"11541.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "</g>\n",
       "<!-- 397&#45;&gt;401 -->\n",
       "<g id=\"edge401\" class=\"edge\"><title>397&#45;&gt;401</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11576.3,-192.884C11577,-182.216 11577.8,-170.352 11578.6,-159.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11582.1,-159.736 11579.2,-149.52 11575.1,-159.257 11582.1,-159.736\"/>\n",
       "</g>\n",
       "<!-- 399 -->\n",
       "<g id=\"node400\" class=\"node\"><title>399</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.321569\" stroke=\"black\" d=\"M11412,-53C11412,-53 11326,-53 11326,-53 11320,-53 11314,-47 11314,-41 11314,-41 11314,-12 11314,-12 11314,-6 11320,-0 11326,-0 11326,-0 11412,-0 11412,-0 11418,-0 11424,-6 11424,-12 11424,-12 11424,-41 11424,-41 11424,-47 11418,-53 11412,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11333.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.482</text>\n",
       "<text text-anchor=\"start\" x=\"11324\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 126</text>\n",
       "<text text-anchor=\"start\" x=\"11322\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 75]</text>\n",
       "</g>\n",
       "<!-- 398&#45;&gt;399 -->\n",
       "<g id=\"edge399\" class=\"edge\"><title>398&#45;&gt;399</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11410.6,-88.9485C11404.6,-80.0749 11398.1,-70.4648 11392.1,-61.5388\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11394.9,-59.5539 11386.4,-53.2367 11389.1,-63.4792 11394.9,-59.5539\"/>\n",
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       "<!-- 400 -->\n",
       "<g id=\"node401\" class=\"node\"><title>400</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.678431\" stroke=\"black\" d=\"M11540,-53C11540,-53 11454,-53 11454,-53 11448,-53 11442,-47 11442,-41 11442,-41 11442,-12 11442,-12 11442,-6 11448,-0 11454,-0 11454,-0 11540,-0 11540,-0 11546,-0 11552,-6 11552,-12 11552,-12 11552,-41 11552,-41 11552,-47 11546,-53 11540,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11461.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.369</text>\n",
       "<text text-anchor=\"start\" x=\"11456\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"11450\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 31]</text>\n",
       "</g>\n",
       "<!-- 398&#45;&gt;400 -->\n",
       "<g id=\"edge400\" class=\"edge\"><title>398&#45;&gt;400</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11455.4,-88.9485C11461.4,-80.0749 11467.9,-70.4648 11473.9,-61.5388\"/>\n",
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       "</g>\n",
       "<!-- 403 -->\n",
       "<g id=\"node404\" class=\"node\"><title>403</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.858824\" stroke=\"black\" d=\"M11765,-261C11765,-261 11687,-261 11687,-261 11681,-261 11675,-255 11675,-249 11675,-249 11675,-205 11675,-205 11675,-199 11681,-193 11687,-193 11687,-193 11765,-193 11765,-193 11771,-193 11777,-199 11777,-205 11777,-205 11777,-249 11777,-249 11777,-255 11771,-261 11765,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"11683.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.85</text>\n",
       "<text text-anchor=\"start\" x=\"11690.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.219</text>\n",
       "<text text-anchor=\"start\" x=\"11685\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"11683\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 21]</text>\n",
       "</g>\n",
       "<!-- 402&#45;&gt;403 -->\n",
       "<g id=\"edge403\" class=\"edge\"><title>402&#45;&gt;403</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11731.4,-296.884C11730.8,-288.778 11730.1,-279.982 11729.4,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11732.9,-270.995 11728.6,-261.299 11725.9,-271.542 11732.9,-270.995\"/>\n",
       "</g>\n",
       "<!-- 406 -->\n",
       "<g id=\"node407\" class=\"node\"><title>406</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11878.5,-253.5C11878.5,-253.5 11807.5,-253.5 11807.5,-253.5 11801.5,-253.5 11795.5,-247.5 11795.5,-241.5 11795.5,-241.5 11795.5,-212.5 11795.5,-212.5 11795.5,-206.5 11801.5,-200.5 11807.5,-200.5 11807.5,-200.5 11878.5,-200.5 11878.5,-200.5 11884.5,-200.5 11890.5,-206.5 11890.5,-212.5 11890.5,-212.5 11890.5,-241.5 11890.5,-241.5 11890.5,-247.5 11884.5,-253.5 11878.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11815\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11805.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"11803.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "</g>\n",
       "<!-- 402&#45;&gt;406 -->\n",
       "<g id=\"edge406\" class=\"edge\"><title>402&#45;&gt;406</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11769.4,-296.884C11781.8,-285.226 11795.8,-272.141 11808.2,-260.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11810.8,-262.908 11815.7,-253.52 11806,-257.797 11810.8,-262.908\"/>\n",
       "</g>\n",
       "<!-- 404 -->\n",
       "<g id=\"node405\" class=\"node\"><title>404</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.945098\" stroke=\"black\" d=\"M11752,-149.5C11752,-149.5 11674,-149.5 11674,-149.5 11668,-149.5 11662,-143.5 11662,-137.5 11662,-137.5 11662,-108.5 11662,-108.5 11662,-102.5 11668,-96.5 11674,-96.5 11674,-96.5 11752,-96.5 11752,-96.5 11758,-96.5 11764,-102.5 11764,-108.5 11764,-108.5 11764,-137.5 11764,-137.5 11764,-143.5 11758,-149.5 11752,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11685\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\n",
       "<text text-anchor=\"start\" x=\"11672\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\n",
       "<text text-anchor=\"start\" x=\"11670\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 18]</text>\n",
       "</g>\n",
       "<!-- 403&#45;&gt;404 -->\n",
       "<g id=\"edge404\" class=\"edge\"><title>403&#45;&gt;404</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11721.8,-192.884C11720.4,-182.216 11718.9,-170.352 11717.5,-159.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11721,-158.997 11716.3,-149.52 11714,-159.882 11721,-158.997\"/>\n",
       "</g>\n",
       "<!-- 405 -->\n",
       "<g id=\"node406\" class=\"node\"><title>405</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M11865.5,-149.5C11865.5,-149.5 11794.5,-149.5 11794.5,-149.5 11788.5,-149.5 11782.5,-143.5 11782.5,-137.5 11782.5,-137.5 11782.5,-108.5 11782.5,-108.5 11782.5,-102.5 11788.5,-96.5 11794.5,-96.5 11794.5,-96.5 11865.5,-96.5 11865.5,-96.5 11871.5,-96.5 11877.5,-102.5 11877.5,-108.5 11877.5,-108.5 11877.5,-137.5 11877.5,-137.5 11877.5,-143.5 11871.5,-149.5 11865.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11798\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"11792.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"11790.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n",
       "</g>\n",
       "<!-- 403&#45;&gt;405 -->\n",
       "<g id=\"edge405\" class=\"edge\"><title>403&#45;&gt;405</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11759.8,-192.884C11771.7,-181.226 11785,-168.141 11796.8,-156.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11799.3,-159.021 11804,-149.52 11794.4,-154.023 11799.3,-159.021\"/>\n",
       "</g>\n",
       "<!-- 408 -->\n",
       "<g id=\"node409\" class=\"node\"><title>408</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.627451\" stroke=\"black\" d=\"M12215,-573C12215,-573 12081,-573 12081,-573 12075,-573 12069,-567 12069,-561 12069,-561 12069,-517 12069,-517 12069,-511 12075,-505 12081,-505 12081,-505 12215,-505 12215,-505 12221,-505 12227,-511 12227,-517 12227,-517 12227,-561 12227,-561 12227,-567 12221,-573 12215,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"12077\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.09</text>\n",
       "<text text-anchor=\"start\" x=\"12112.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.396</text>\n",
       "<text text-anchor=\"start\" x=\"12103\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 350</text>\n",
       "<text text-anchor=\"start\" x=\"12097.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [95, 255]</text>\n",
       "</g>\n",
       "<!-- 407&#45;&gt;408 -->\n",
       "<g id=\"edge408\" class=\"edge\"><title>407&#45;&gt;408</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12148,-608.884C12148,-600.778 12148,-591.982 12148,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12151.5,-583.299 12148,-573.299 12144.5,-583.299 12151.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 435 -->\n",
       "<g id=\"node436\" class=\"node\"><title>435</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\" d=\"M12328.5,-565.5C12328.5,-565.5 12257.5,-565.5 12257.5,-565.5 12251.5,-565.5 12245.5,-559.5 12245.5,-553.5 12245.5,-553.5 12245.5,-524.5 12245.5,-524.5 12245.5,-518.5 12251.5,-512.5 12257.5,-512.5 12257.5,-512.5 12328.5,-512.5 12328.5,-512.5 12334.5,-512.5 12340.5,-518.5 12340.5,-524.5 12340.5,-524.5 12340.5,-553.5 12340.5,-553.5 12340.5,-559.5 12334.5,-565.5 12328.5,-565.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12261\" y=\"-550.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\n",
       "<text text-anchor=\"start\" x=\"12255.5\" y=\"-535.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"12253.5\" y=\"-520.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\n",
       "</g>\n",
       "<!-- 407&#45;&gt;435 -->\n",
       "<g id=\"edge435\" class=\"edge\"><title>407&#45;&gt;435</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12195.1,-608.884C12212.1,-596.896 12231.3,-583.399 12248.2,-571.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12250.6,-574.136 12256.7,-565.52 12246.5,-568.411 12250.6,-574.136\"/>\n",
       "</g>\n",
       "<!-- 409 -->\n",
       "<g id=\"node410\" class=\"node\"><title>409</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.568627\" stroke=\"black\" d=\"M12218,-469C12218,-469 12078,-469 12078,-469 12072,-469 12066,-463 12066,-457 12066,-457 12066,-413 12066,-413 12066,-407 12072,-401 12078,-401 12078,-401 12218,-401 12218,-401 12224,-401 12230,-407 12230,-413 12230,-413 12230,-457 12230,-457 12230,-463 12224,-469 12218,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"12074\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12112.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.421</text>\n",
       "<text text-anchor=\"start\" x=\"12103\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 279</text>\n",
       "<text text-anchor=\"start\" x=\"12097.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [84, 195]</text>\n",
       "</g>\n",
       "<!-- 408&#45;&gt;409 -->\n",
       "<g id=\"edge409\" class=\"edge\"><title>408&#45;&gt;409</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12148,-504.884C12148,-496.778 12148,-487.982 12148,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12151.5,-479.299 12148,-469.299 12144.5,-479.299 12151.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 426 -->\n",
       "<g id=\"node427\" class=\"node\"><title>426</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.815686\" stroke=\"black\" d=\"M12683,-469C12683,-469 12597,-469 12597,-469 12591,-469 12585,-463 12585,-457 12585,-457 12585,-413 12585,-413 12585,-407 12591,-401 12597,-401 12597,-401 12683,-401 12683,-401 12689,-401 12695,-407 12695,-413 12695,-413 12695,-457 12695,-457 12695,-463 12689,-469 12683,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"12593.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.728</text>\n",
       "<text text-anchor=\"start\" x=\"12604.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.262</text>\n",
       "<text text-anchor=\"start\" x=\"12599\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\n",
       "<text text-anchor=\"start\" x=\"12593\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 60]</text>\n",
       "</g>\n",
       "<!-- 408&#45;&gt;426 -->\n",
       "<g id=\"edge426\" class=\"edge\"><title>408&#45;&gt;426</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12227.4,-507.453C12230.3,-506.588 12233.2,-505.766 12236,-505 12353.4,-473.265 12494.2,-453.146 12574.7,-443.28\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12575.2,-446.746 12584.7,-442.07 12574.4,-439.797 12575.2,-446.746\"/>\n",
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       "<!-- 410 -->\n",
       "<g id=\"node411\" class=\"node\"><title>410</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12121,-365C12121,-365 12035,-365 12035,-365 12029,-365 12023,-359 12023,-353 12023,-353 12023,-309 12023,-309 12023,-303 12029,-297 12035,-297 12035,-297 12121,-297 12121,-297 12127,-297 12133,-303 12133,-309 12133,-309 12133,-353 12133,-353 12133,-359 12127,-365 12121,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"12039.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12050\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12037\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"12031\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 14]</text>\n",
       "</g>\n",
       "<!-- 409&#45;&gt;410 -->\n",
       "<g id=\"edge410\" class=\"edge\"><title>409&#45;&gt;410</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12125.3,-400.884C12119.3,-392.243 12112.9,-382.819 12106.7,-373.793\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12109.4,-371.564 12100.9,-365.299 12103.6,-375.525 12109.4,-371.564\"/>\n",
       "</g>\n",
       "<!-- 413 -->\n",
       "<g id=\"node414\" class=\"node\"><title>413</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.611765\" stroke=\"black\" d=\"M12265.5,-365C12265.5,-365 12172.5,-365 12172.5,-365 12166.5,-365 12160.5,-359 12160.5,-353 12160.5,-353 12160.5,-309 12160.5,-309 12160.5,-303 12166.5,-297 12172.5,-297 12172.5,-297 12265.5,-297 12265.5,-297 12271.5,-297 12277.5,-303 12277.5,-309 12277.5,-309 12277.5,-353 12277.5,-353 12277.5,-359 12271.5,-365 12265.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"12172.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.972</text>\n",
       "<text text-anchor=\"start\" x=\"12183.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.402</text>\n",
       "<text text-anchor=\"start\" x=\"12174\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 251</text>\n",
       "<text text-anchor=\"start\" x=\"12168.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 181]</text>\n",
       "</g>\n",
       "<!-- 409&#45;&gt;413 -->\n",
       "<g id=\"edge413\" class=\"edge\"><title>409&#45;&gt;413</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12171.1,-400.884C12177.1,-392.154 12183.8,-382.625 12190.1,-373.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12193,-375.506 12195.8,-365.299 12187.2,-371.507 12193,-375.506\"/>\n",
       "</g>\n",
       "<!-- 411 -->\n",
       "<g id=\"node412\" class=\"node\"><title>411</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.545098\" stroke=\"black\" d=\"M11999,-253.5C11999,-253.5 11921,-253.5 11921,-253.5 11915,-253.5 11909,-247.5 11909,-241.5 11909,-241.5 11909,-212.5 11909,-212.5 11909,-206.5 11915,-200.5 11921,-200.5 11921,-200.5 11999,-200.5 11999,-200.5 12005,-200.5 12011,-206.5 12011,-212.5 12011,-212.5 12011,-241.5 12011,-241.5 12011,-247.5 12005,-253.5 11999,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"11928\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\n",
       "<text text-anchor=\"start\" x=\"11919\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"11917\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 5]</text>\n",
       "</g>\n",
       "<!-- 410&#45;&gt;411 -->\n",
       "<g id=\"edge411\" class=\"edge\"><title>410&#45;&gt;411</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12039.7,-296.884C12026.1,-285.116 12010.8,-271.894 11997.3,-260.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11999.4,-257.412 11989.5,-253.52 11994.8,-262.707 11999.4,-257.412\"/>\n",
       "</g>\n",
       "<!-- 412 -->\n",
       "<g id=\"node413\" class=\"node\"><title>412</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M12115,-253.5C12115,-253.5 12041,-253.5 12041,-253.5 12035,-253.5 12029,-247.5 12029,-241.5 12029,-241.5 12029,-212.5 12029,-212.5 12029,-206.5 12035,-200.5 12041,-200.5 12041,-200.5 12115,-200.5 12115,-200.5 12121,-200.5 12127,-206.5 12127,-212.5 12127,-212.5 12127,-241.5 12127,-241.5 12127,-247.5 12121,-253.5 12115,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12042.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"12037\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"12038.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 9]</text>\n",
       "</g>\n",
       "<!-- 410&#45;&gt;412 -->\n",
       "<g id=\"edge412\" class=\"edge\"><title>410&#45;&gt;412</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12078,-296.884C12078,-286.326 12078,-274.597 12078,-263.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12081.5,-263.52 12078,-253.52 12074.5,-263.52 12081.5,-263.52\"/>\n",
       "</g>\n",
       "<!-- 414 -->\n",
       "<g id=\"node415\" class=\"node\"><title>414</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.709804\" stroke=\"black\" d=\"M12280.5,-261C12280.5,-261 12157.5,-261 12157.5,-261 12151.5,-261 12145.5,-255 12145.5,-249 12145.5,-249 12145.5,-205 12145.5,-205 12145.5,-199 12151.5,-193 12157.5,-193 12157.5,-193 12280.5,-193 12280.5,-193 12286.5,-193 12292.5,-199 12292.5,-205 12292.5,-205 12292.5,-249 12292.5,-249 12292.5,-255 12286.5,-261 12280.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"12153.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12183.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.348</text>\n",
       "<text text-anchor=\"start\" x=\"12174\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 147</text>\n",
       "<text text-anchor=\"start\" x=\"12168.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 114]</text>\n",
       "</g>\n",
       "<!-- 413&#45;&gt;414 -->\n",
       "<g id=\"edge414\" class=\"edge\"><title>413&#45;&gt;414</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12219,-296.884C12219,-288.778 12219,-279.982 12219,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12222.5,-271.299 12219,-261.299 12215.5,-271.299 12222.5,-271.299\"/>\n",
       "</g>\n",
       "<!-- 421 -->\n",
       "<g id=\"node422\" class=\"node\"><title>421</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.447059\" stroke=\"black\" d=\"M12423,-261C12423,-261 12323,-261 12323,-261 12317,-261 12311,-255 12311,-249 12311,-249 12311,-205 12311,-205 12311,-199 12317,-193 12323,-193 12323,-193 12423,-193 12423,-193 12429,-193 12435,-199 12435,-205 12435,-205 12435,-249 12435,-249 12435,-255 12429,-261 12423,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"12319\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12337.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.458</text>\n",
       "<text text-anchor=\"start\" x=\"12328\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 104</text>\n",
       "<text text-anchor=\"start\" x=\"12326\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 67]</text>\n",
       "</g>\n",
       "<!-- 413&#45;&gt;421 -->\n",
       "<g id=\"edge421\" class=\"edge\"><title>413&#45;&gt;421</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12269,-296.884C12283.5,-287.304 12299.4,-276.761 12314.3,-266.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12316.6,-269.565 12323,-261.125 12312.7,-263.729 12316.6,-269.565\"/>\n",
       "</g>\n",
       "<!-- 415 -->\n",
       "<g id=\"node416\" class=\"node\"><title>415</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.439216\" stroke=\"black\" d=\"M12038,-157C12038,-157 11938,-157 11938,-157 11932,-157 11926,-151 11926,-145 11926,-145 11926,-101 11926,-101 11926,-95 11932,-89 11938,-89 11938,-89 12038,-89 12038,-89 12044,-89 12050,-95 12050,-101 12050,-101 12050,-145 12050,-145 12050,-151 12044,-157 12038,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"11934\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Dependents ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11952.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.461</text>\n",
       "<text text-anchor=\"start\" x=\"11947\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"11945\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 16]</text>\n",
       "</g>\n",
       "<!-- 414&#45;&gt;415 -->\n",
       "<g id=\"edge415\" class=\"edge\"><title>414&#45;&gt;415</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12145.3,-193.446C12117.9,-181.346 12086.8,-167.646 12059.6,-155.63\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12060.7,-152.293 12050.2,-151.456 12057.9,-158.697 12060.7,-152.293\"/>\n",
       "</g>\n",
       "<!-- 418 -->\n",
       "<g id=\"node419\" class=\"node\"><title>418</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.756863\" stroke=\"black\" d=\"M12257.5,-157C12257.5,-157 12150.5,-157 12150.5,-157 12144.5,-157 12138.5,-151 12138.5,-145 12138.5,-145 12138.5,-101 12138.5,-101 12138.5,-95 12144.5,-89 12150.5,-89 12150.5,-89 12257.5,-89 12257.5,-89 12263.5,-89 12269.5,-95 12269.5,-101 12269.5,-101 12269.5,-145 12269.5,-145 12269.5,-151 12263.5,-157 12257.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"12146.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12168.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.316</text>\n",
       "<text text-anchor=\"start\" x=\"12159\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 122</text>\n",
       "<text text-anchor=\"start\" x=\"12157\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 98]</text>\n",
       "</g>\n",
       "<!-- 414&#45;&gt;418 -->\n",
       "<g id=\"edge418\" class=\"edge\"><title>414&#45;&gt;418</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12214.1,-192.884C12212.9,-184.778 12211.6,-175.982 12210.4,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12213.8,-166.684 12208.9,-157.299 12206.9,-167.702 12213.8,-166.684\"/>\n",
       "</g>\n",
       "<!-- 416 -->\n",
       "<g id=\"node417\" class=\"node\"><title>416</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11910,-53C11910,-53 11836,-53 11836,-53 11830,-53 11824,-47 11824,-41 11824,-41 11824,-12 11824,-12 11824,-6 11830,-0 11836,-0 11836,-0 11910,-0 11910,-0 11916,-0 11922,-6 11922,-12 11922,-12 11922,-41 11922,-41 11922,-47 11916,-53 11910,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11845\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"11832\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"11833.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 9]</text>\n",
       "</g>\n",
       "<!-- 415&#45;&gt;416 -->\n",
       "<g id=\"edge416\" class=\"edge\"><title>415&#45;&gt;416</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11947.8,-88.9485C11936.2,-79.4346 11923.6,-69.074 11912.1,-59.6175\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11914.3,-56.8814 11904.3,-53.2367 11909.8,-62.2897 11914.3,-56.8814\"/>\n",
       "</g>\n",
       "<!-- 417 -->\n",
       "<g id=\"node418\" class=\"node\"><title>417</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12023.5,-53C12023.5,-53 11952.5,-53 11952.5,-53 11946.5,-53 11940.5,-47 11940.5,-41 11940.5,-41 11940.5,-12 11940.5,-12 11940.5,-6 11946.5,-0 11952.5,-0 11952.5,-0 12023.5,-0 12023.5,-0 12029.5,-0 12035.5,-6 12035.5,-12 12035.5,-12 12035.5,-41 12035.5,-41 12035.5,-47 12029.5,-53 12023.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"11960\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"11950.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\n",
       "<text text-anchor=\"start\" x=\"11948.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\n",
       "</g>\n",
       "<!-- 415&#45;&gt;417 -->\n",
       "<g id=\"edge417\" class=\"edge\"><title>415&#45;&gt;417</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11988,-88.9485C11988,-80.7153 11988,-71.848 11988,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11991.5,-63.2367 11988,-53.2367 11984.5,-63.2367 11991.5,-63.2367\"/>\n",
       "</g>\n",
       "<!-- 419 -->\n",
       "<g id=\"node420\" class=\"node\"><title>419</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.827451\" stroke=\"black\" d=\"M12152,-53C12152,-53 12066,-53 12066,-53 12060,-53 12054,-47 12054,-41 12054,-41 12054,-12 12054,-12 12054,-6 12060,-0 12066,-0 12066,-0 12152,-0 12152,-0 12158,-0 12164,-6 12164,-12 12164,-12 12164,-41 12164,-41 12164,-47 12158,-53 12152,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12073.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.252</text>\n",
       "<text text-anchor=\"start\" x=\"12068\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\n",
       "<text text-anchor=\"start\" x=\"12062\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 69]</text>\n",
       "</g>\n",
       "<!-- 418&#45;&gt;419 -->\n",
       "<g id=\"edge419\" class=\"edge\"><title>418&#45;&gt;419</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12170.8,-88.9485C12161.5,-79.709 12151.4,-69.671 12142.1,-60.4381\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12144.4,-57.8077 12134.9,-53.2367 12139.5,-62.7705 12144.4,-57.8077\"/>\n",
       "</g>\n",
       "<!-- 420 -->\n",
       "<g id=\"node421\" class=\"node\"><title>420</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.584314\" stroke=\"black\" d=\"M12280,-53C12280,-53 12194,-53 12194,-53 12188,-53 12182,-47 12182,-41 12182,-41 12182,-12 12182,-12 12182,-6 12188,-0 12194,-0 12194,-0 12280,-0 12280,-0 12286,-0 12292,-6 12292,-12 12292,-12 12292,-41 12292,-41 12292,-47 12286,-53 12280,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12201.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.414</text>\n",
       "<text text-anchor=\"start\" x=\"12196\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"12190\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 29]</text>\n",
       "</g>\n",
       "<!-- 418&#45;&gt;420 -->\n",
       "<g id=\"edge420\" class=\"edge\"><title>418&#45;&gt;420</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12215.5,-88.9485C12218.5,-80.5323 12221.7,-71.4536 12224.6,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12228,-63.8315 12228,-53.2367 12221.4,-61.5237 12228,-63.8315\"/>\n",
       "</g>\n",
       "<!-- 422 -->\n",
       "<g id=\"node423\" class=\"node\"><title>422</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.541176\" stroke=\"black\" d=\"M12430.5,-157C12430.5,-157 12299.5,-157 12299.5,-157 12293.5,-157 12287.5,-151 12287.5,-145 12287.5,-145 12287.5,-101 12287.5,-101 12287.5,-95 12293.5,-89 12299.5,-89 12299.5,-89 12430.5,-89 12430.5,-89 12436.5,-89 12442.5,-95 12442.5,-101 12442.5,-101 12442.5,-145 12442.5,-145 12442.5,-151 12436.5,-157 12430.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"12295.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12329.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.431</text>\n",
       "<text text-anchor=\"start\" x=\"12324\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\n",
       "<text text-anchor=\"start\" x=\"12318\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 59]</text>\n",
       "</g>\n",
       "<!-- 421&#45;&gt;422 -->\n",
       "<g id=\"edge422\" class=\"edge\"><title>421&#45;&gt;422</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12370.4,-192.884C12369.8,-184.778 12369.1,-175.982 12368.4,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12371.9,-166.995 12367.6,-157.299 12364.9,-167.542 12371.9,-166.995\"/>\n",
       "</g>\n",
       "<!-- 425 -->\n",
       "<g id=\"node426\" class=\"node\"><title>425</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.200000\" stroke=\"black\" d=\"M12551,-149.5C12551,-149.5 12473,-149.5 12473,-149.5 12467,-149.5 12461,-143.5 12461,-137.5 12461,-137.5 12461,-108.5 12461,-108.5 12461,-102.5 12467,-96.5 12473,-96.5 12473,-96.5 12551,-96.5 12551,-96.5 12557,-96.5 12563,-102.5 12563,-108.5 12563,-108.5 12563,-137.5 12563,-137.5 12563,-143.5 12557,-149.5 12551,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12476.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.494</text>\n",
       "<text text-anchor=\"start\" x=\"12471\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\n",
       "<text text-anchor=\"start\" x=\"12469\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 8]</text>\n",
       "</g>\n",
       "<!-- 421&#45;&gt;425 -->\n",
       "<g id=\"edge425\" class=\"edge\"><title>421&#45;&gt;425</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12418.1,-192.884C12434.5,-180.896 12452.9,-167.399 12469,-155.549\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12471.2,-158.258 12477.2,-149.52 12467.1,-152.614 12471.2,-158.258\"/>\n",
       "</g>\n",
       "<!-- 423 -->\n",
       "<g id=\"node424\" class=\"node\"><title>423</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.721569\" stroke=\"black\" d=\"M12408,-53C12408,-53 12322,-53 12322,-53 12316,-53 12310,-47 12310,-41 12310,-41 12310,-12 12310,-12 12310,-6 12316,-0 12322,-0 12322,-0 12408,-0 12408,-0 12414,-0 12420,-6 12420,-12 12420,-12 12420,-41 12420,-41 12420,-47 12414,-53 12408,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12333\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\n",
       "<text text-anchor=\"start\" x=\"12324\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"start\" x=\"12318\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 36]</text>\n",
       "</g>\n",
       "<!-- 422&#45;&gt;423 -->\n",
       "<g id=\"edge423\" class=\"edge\"><title>422&#45;&gt;423</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12365,-88.9485C12365,-80.7153 12365,-71.848 12365,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12368.5,-63.2367 12365,-53.2367 12361.5,-63.2367 12368.5,-63.2367\"/>\n",
       "</g>\n",
       "<!-- 424 -->\n",
       "<g id=\"node425\" class=\"node\"><title>424</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.262745\" stroke=\"black\" d=\"M12536,-53C12536,-53 12450,-53 12450,-53 12444,-53 12438,-47 12438,-41 12438,-41 12438,-12 12438,-12 12438,-6 12444,-0 12450,-0 12450,-0 12536,-0 12536,-0 12542,-0 12548,-6 12548,-12 12548,-12 12548,-41 12548,-41 12548,-47 12542,-53 12536,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12457.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.489</text>\n",
       "<text text-anchor=\"start\" x=\"12452\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\n",
       "<text text-anchor=\"start\" x=\"12446\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 23]</text>\n",
       "</g>\n",
       "<!-- 422&#45;&gt;424 -->\n",
       "<g id=\"edge424\" class=\"edge\"><title>422&#45;&gt;424</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12409.8,-88.9485C12422.8,-79.3431 12437,-68.8747 12449.9,-59.345\"/>\n",
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       "</g>\n",
       "<!-- 427 -->\n",
       "<g id=\"node428\" class=\"node\"><title>427</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.890196\" stroke=\"black\" d=\"M12776,-365C12776,-365 12504,-365 12504,-365 12498,-365 12492,-359 12492,-353 12492,-353 12492,-309 12492,-309 12492,-303 12498,-297 12504,-297 12504,-297 12776,-297 12776,-297 12782,-297 12788,-303 12788,-309 12788,-309 12788,-353 12788,-353 12788,-359 12782,-365 12776,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"12500\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaymentMethod_Credit card (automatic) ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"12608\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"12599\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\n",
       "<text text-anchor=\"start\" x=\"12597\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 54]</text>\n",
       "</g>\n",
       "<!-- 426&#45;&gt;427 -->\n",
       "<g id=\"edge427\" class=\"edge\"><title>426&#45;&gt;427</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12640,-400.884C12640,-392.778 12640,-383.982 12640,-375.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12643.5,-375.299 12640,-365.299 12636.5,-375.299 12643.5,-375.299\"/>\n",
       "</g>\n",
       "<!-- 434 -->\n",
       "<g id=\"node435\" class=\"node\"><title>434</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.164706\" stroke=\"black\" d=\"M12892,-357.5C12892,-357.5 12818,-357.5 12818,-357.5 12812,-357.5 12806,-351.5 12806,-345.5 12806,-345.5 12806,-316.5 12806,-316.5 12806,-310.5 12812,-304.5 12818,-304.5 12818,-304.5 12892,-304.5 12892,-304.5 12898,-304.5 12904,-310.5 12904,-316.5 12904,-316.5 12904,-345.5 12904,-345.5 12904,-351.5 12898,-357.5 12892,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12819.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.496</text>\n",
       "<text text-anchor=\"start\" x=\"12814\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"12815.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 6]</text>\n",
       "</g>\n",
       "<!-- 426&#45;&gt;434 -->\n",
       "<g id=\"edge434\" class=\"edge\"><title>426&#45;&gt;434</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12695.1,-411.415C12725.5,-398.554 12763.7,-381.711 12797,-365 12798.7,-364.122 12800.5,-363.217 12802.3,-362.291\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12804.1,-365.318 12811.2,-357.529 12800.8,-359.139 12804.1,-365.318\"/>\n",
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       "<!-- 428 -->\n",
       "<g id=\"node429\" class=\"node\"><title>428</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.937255\" stroke=\"black\" d=\"M12695.5,-261C12695.5,-261 12610.5,-261 12610.5,-261 12604.5,-261 12598.5,-255 12598.5,-249 12598.5,-249 12598.5,-205 12598.5,-205 12598.5,-199 12604.5,-193 12610.5,-193 12610.5,-193 12695.5,-193 12695.5,-193 12701.5,-193 12707.5,-199 12707.5,-205 12707.5,-205 12707.5,-249 12707.5,-249 12707.5,-255 12701.5,-261 12695.5,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"12606.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;1.013</text>\n",
       "<text text-anchor=\"start\" x=\"12617.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.111</text>\n",
       "<text text-anchor=\"start\" x=\"12612\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 51</text>\n",
       "<text text-anchor=\"start\" x=\"12610\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 48]</text>\n",
       "</g>\n",
       "<!-- 427&#45;&gt;428 -->\n",
       "<g id=\"edge428\" class=\"edge\"><title>427&#45;&gt;428</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12644.2,-296.884C12645.3,-288.778 12646.4,-279.982 12647.5,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12651,-271.662 12648.8,-261.299 12644,-270.777 12651,-271.662\"/>\n",
       "</g>\n",
       "<!-- 433 -->\n",
       "<g id=\"node434\" class=\"node\"><title>433</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.498039\" stroke=\"black\" d=\"M12808.5,-253.5C12808.5,-253.5 12737.5,-253.5 12737.5,-253.5 12731.5,-253.5 12725.5,-247.5 12725.5,-241.5 12725.5,-241.5 12725.5,-212.5 12725.5,-212.5 12725.5,-206.5 12731.5,-200.5 12737.5,-200.5 12737.5,-200.5 12808.5,-200.5 12808.5,-200.5 12814.5,-200.5 12820.5,-206.5 12820.5,-212.5 12820.5,-212.5 12820.5,-241.5 12820.5,-241.5 12820.5,-247.5 12814.5,-253.5 12808.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12737.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.444</text>\n",
       "<text text-anchor=\"start\" x=\"12735.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"12733.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 6]</text>\n",
       "</g>\n",
       "<!-- 427&#45;&gt;433 -->\n",
       "<g id=\"edge433\" class=\"edge\"><title>427&#45;&gt;433</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12683.2,-296.884C12698.7,-285.006 12716.1,-271.646 12731.4,-259.876\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12733.9,-262.383 12739.7,-253.52 12729.7,-256.828 12733.9,-262.383\"/>\n",
       "</g>\n",
       "<!-- 429 -->\n",
       "<g id=\"node430\" class=\"node\"><title>429</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.843137\" stroke=\"black\" d=\"M12734.5,-157C12734.5,-157 12593.5,-157 12593.5,-157 12587.5,-157 12581.5,-151 12581.5,-145 12581.5,-145 12581.5,-101 12581.5,-101 12581.5,-95 12587.5,-89 12593.5,-89 12593.5,-89 12734.5,-89 12734.5,-89 12740.5,-89 12746.5,-95 12746.5,-101 12746.5,-101 12746.5,-145 12746.5,-145 12746.5,-151 12740.5,-157 12734.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"12589.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.181</text>\n",
       "<text text-anchor=\"start\" x=\"12628.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.236</text>\n",
       "<text text-anchor=\"start\" x=\"12623\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"12621\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 19]</text>\n",
       "</g>\n",
       "<!-- 428&#45;&gt;429 -->\n",
       "<g id=\"edge429\" class=\"edge\"><title>428&#45;&gt;429</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12656.6,-192.884C12657.4,-184.778 12658.4,-175.982 12659.3,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12662.8,-167.617 12660.4,-157.299 12655.9,-166.866 12662.8,-167.617\"/>\n",
       "</g>\n",
       "<!-- 432 -->\n",
       "<g id=\"node433\" class=\"node\"><title>432</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12855,-149.5C12855,-149.5 12777,-149.5 12777,-149.5 12771,-149.5 12765,-143.5 12765,-137.5 12765,-137.5 12765,-108.5 12765,-108.5 12765,-102.5 12771,-96.5 12777,-96.5 12777,-96.5 12855,-96.5 12855,-96.5 12861,-96.5 12867,-102.5 12867,-108.5 12867,-108.5 12867,-137.5 12867,-137.5 12867,-143.5 12861,-149.5 12855,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12788\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"12775\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\n",
       "<text text-anchor=\"start\" x=\"12773\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 29]</text>\n",
       "</g>\n",
       "<!-- 428&#45;&gt;432 -->\n",
       "<g id=\"edge432\" class=\"edge\"><title>428&#45;&gt;432</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12705.9,-192.884C12725.4,-180.676 12747.4,-166.903 12766.6,-154.899\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12768.6,-157.792 12775.2,-149.52 12764.9,-151.858 12768.6,-157.792\"/>\n",
       "</g>\n",
       "<!-- 430 -->\n",
       "<g id=\"node431\" class=\"node\"><title>430</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12674.5,-53C12674.5,-53 12603.5,-53 12603.5,-53 12597.5,-53 12591.5,-47 12591.5,-41 12591.5,-41 12591.5,-12 12591.5,-12 12591.5,-6 12597.5,-0 12603.5,-0 12603.5,-0 12674.5,-0 12674.5,-0 12680.5,-0 12686.5,-6 12686.5,-12 12686.5,-12 12686.5,-41 12686.5,-41 12686.5,-47 12680.5,-53 12674.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12611\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"12601.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"12599.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\n",
       "</g>\n",
       "<!-- 429&#45;&gt;430 -->\n",
       "<g id=\"edge430\" class=\"edge\"><title>429&#45;&gt;430</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12655.3,-88.9485C12653,-80.5323 12650.6,-71.4536 12648.4,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12651.7,-62.009 12645.8,-53.2367 12645,-63.7993 12651.7,-62.009\"/>\n",
       "</g>\n",
       "<!-- 431 -->\n",
       "<g id=\"node432\" class=\"node\"><title>431</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.701961\" stroke=\"black\" d=\"M12795,-53C12795,-53 12717,-53 12717,-53 12711,-53 12705,-47 12705,-41 12705,-41 12705,-12 12705,-12 12705,-6 12711,-0 12717,-0 12717,-0 12795,-0 12795,-0 12801,-0 12807,-6 12807,-12 12807,-12 12807,-41 12807,-41 12807,-47 12801,-53 12795,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12720.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.355</text>\n",
       "<text text-anchor=\"start\" x=\"12715\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"12713\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 10]</text>\n",
       "</g>\n",
       "<!-- 429&#45;&gt;431 -->\n",
       "<g id=\"edge431\" class=\"edge\"><title>429&#45;&gt;431</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12696.2,-88.9485C12705.2,-79.709 12714.9,-69.671 12723.9,-60.4381\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12726.5,-62.8434 12730.9,-53.2367 12721.5,-57.9605 12726.5,-62.8434\"/>\n",
       "</g>\n",
       "<!-- 437 -->\n",
       "<g id=\"node438\" class=\"node\"><title>437</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.568627\" stroke=\"black\" d=\"M13796.5,-781C13796.5,-781 13695.5,-781 13695.5,-781 13689.5,-781 13683.5,-775 13683.5,-769 13683.5,-769 13683.5,-725 13683.5,-725 13683.5,-719 13689.5,-713 13695.5,-713 13695.5,-713 13796.5,-713 13796.5,-713 13802.5,-713 13808.5,-719 13808.5,-725 13808.5,-725 13808.5,-769 13808.5,-769 13808.5,-775 13802.5,-781 13796.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"13702\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.453</text>\n",
       "<text text-anchor=\"start\" x=\"13714\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\n",
       "<text text-anchor=\"start\" x=\"13701\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 386</text>\n",
       "<text text-anchor=\"start\" x=\"13691.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [270, 116]</text>\n",
       "</g>\n",
       "<!-- 436&#45;&gt;437 -->\n",
       "<g id=\"edge437\" class=\"edge\"><title>436&#45;&gt;437</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13746,-816.884C13746,-808.778 13746,-799.982 13746,-791.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13749.5,-791.299 13746,-781.299 13742.5,-791.299 13749.5,-791.299\"/>\n",
       "</g>\n",
       "<!-- 496 -->\n",
       "<g id=\"node497\" class=\"node\"><title>496</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.098039\" stroke=\"black\" d=\"M15295.5,-781C15295.5,-781 15194.5,-781 15194.5,-781 15188.5,-781 15182.5,-775 15182.5,-769 15182.5,-769 15182.5,-725 15182.5,-725 15182.5,-719 15188.5,-713 15194.5,-713 15194.5,-713 15295.5,-713 15295.5,-713 15301.5,-713 15307.5,-719 15307.5,-725 15307.5,-725 15307.5,-769 15307.5,-769 15307.5,-775 15301.5,-781 15295.5,-781\"/>\n",
       "<text text-anchor=\"start\" x=\"15201\" y=\"-765.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.942</text>\n",
       "<text text-anchor=\"start\" x=\"15209.5\" y=\"-750.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"15200\" y=\"-735.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 468</text>\n",
       "<text text-anchor=\"start\" x=\"15190.5\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [246, 222]</text>\n",
       "</g>\n",
       "<!-- 436&#45;&gt;496 -->\n",
       "<g id=\"edge496\" class=\"edge\"><title>436&#45;&gt;496</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13874.8,-841.237C14178.9,-820.54 14934.1,-769.152 15172,-752.965\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15172.6,-756.438 15182.3,-752.267 15172.1,-749.454 15172.6,-756.438\"/>\n",
       "</g>\n",
       "<!-- 438 -->\n",
       "<g id=\"node439\" class=\"node\"><title>438</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.450980\" stroke=\"black\" d=\"M13574.5,-677C13574.5,-677 13433.5,-677 13433.5,-677 13427.5,-677 13421.5,-671 13421.5,-665 13421.5,-665 13421.5,-621 13421.5,-621 13421.5,-615 13427.5,-609 13433.5,-609 13433.5,-609 13574.5,-609 13574.5,-609 13580.5,-609 13586.5,-615 13586.5,-621 13586.5,-621 13586.5,-665 13586.5,-665 13586.5,-671 13580.5,-677 13574.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"13429.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.124</text>\n",
       "<text text-anchor=\"start\" x=\"13468.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.457</text>\n",
       "<text text-anchor=\"start\" x=\"13459\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 246</text>\n",
       "<text text-anchor=\"start\" x=\"13453.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [159, 87]</text>\n",
       "</g>\n",
       "<!-- 437&#45;&gt;438 -->\n",
       "<g id=\"edge438\" class=\"edge\"><title>437&#45;&gt;438</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13683.4,-719.6C13655.4,-707.831 13622.1,-693.764 13591.7,-680.974\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13593,-677.708 13582.4,-677.049 13590.3,-684.159 13593,-677.708\"/>\n",
       "</g>\n",
       "<!-- 471 -->\n",
       "<g id=\"node472\" class=\"node\"><title>471</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.737255\" stroke=\"black\" d=\"M13991.5,-677C13991.5,-677 13862.5,-677 13862.5,-677 13856.5,-677 13850.5,-671 13850.5,-665 13850.5,-665 13850.5,-621 13850.5,-621 13850.5,-615 13856.5,-609 13862.5,-609 13862.5,-609 13991.5,-609 13991.5,-609 13997.5,-609 14003.5,-615 14003.5,-621 14003.5,-621 14003.5,-665 14003.5,-665 14003.5,-671 13997.5,-677 13991.5,-677\"/>\n",
       "<text text-anchor=\"start\" x=\"13858.5\" y=\"-661.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13891.5\" y=\"-646.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.328</text>\n",
       "<text text-anchor=\"start\" x=\"13882\" y=\"-631.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 140</text>\n",
       "<text text-anchor=\"start\" x=\"13876.5\" y=\"-616.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [111, 29]</text>\n",
       "</g>\n",
       "<!-- 437&#45;&gt;471 -->\n",
       "<g id=\"edge471\" class=\"edge\"><title>437&#45;&gt;471</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13804.8,-712.884C13822.1,-703.125 13841.2,-692.366 13859,-682.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13861.2,-685.083 13868.2,-677.125 13857.8,-678.985 13861.2,-685.083\"/>\n",
       "</g>\n",
       "<!-- 439 -->\n",
       "<g id=\"node440\" class=\"node\"><title>439</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.568627\" stroke=\"black\" d=\"M13368.5,-573C13368.5,-573 13239.5,-573 13239.5,-573 13233.5,-573 13227.5,-567 13227.5,-561 13227.5,-561 13227.5,-517 13227.5,-517 13227.5,-511 13233.5,-505 13239.5,-505 13239.5,-505 13368.5,-505 13368.5,-505 13374.5,-505 13380.5,-511 13380.5,-517 13380.5,-517 13380.5,-561 13380.5,-561 13380.5,-567 13374.5,-573 13368.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"13235.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TechSupport_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13268.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.422</text>\n",
       "<text text-anchor=\"start\" x=\"13259\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 192</text>\n",
       "<text text-anchor=\"start\" x=\"13253.5\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 58]</text>\n",
       "</g>\n",
       "<!-- 438&#45;&gt;439 -->\n",
       "<g id=\"edge439\" class=\"edge\"><title>438&#45;&gt;439</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13439.1,-608.884C13419.6,-598.946 13398.1,-587.971 13378,-577.757\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13379.4,-574.55 13369,-573.125 13376.3,-580.786 13379.4,-574.55\"/>\n",
       "</g>\n",
       "<!-- 460 -->\n",
       "<g id=\"node461\" class=\"node\"><title>460</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.137255\" stroke=\"black\" d=\"M13572.5,-573C13572.5,-573 13435.5,-573 13435.5,-573 13429.5,-573 13423.5,-567 13423.5,-561 13423.5,-561 13423.5,-517 13423.5,-517 13423.5,-511 13429.5,-505 13435.5,-505 13435.5,-505 13572.5,-505 13572.5,-505 13578.5,-505 13584.5,-511 13584.5,-517 13584.5,-517 13584.5,-561 13584.5,-561 13584.5,-567 13578.5,-573 13572.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"13431.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13468.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\n",
       "<text text-anchor=\"start\" x=\"13463\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\n",
       "<text text-anchor=\"start\" x=\"13457\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 29]</text>\n",
       "</g>\n",
       "<!-- 438&#45;&gt;460 -->\n",
       "<g id=\"edge460\" class=\"edge\"><title>438&#45;&gt;460</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13504,-608.884C13504,-600.778 13504,-591.982 13504,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13507.5,-583.299 13504,-573.299 13500.5,-583.299 13507.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 440 -->\n",
       "<g id=\"node441\" class=\"node\"><title>440</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M13132,-469C13132,-469 13054,-469 13054,-469 13048,-469 13042,-463 13042,-457 13042,-457 13042,-413 13042,-413 13042,-407 13048,-401 13054,-401 13054,-401 13132,-401 13132,-401 13138,-401 13144,-407 13144,-413 13144,-413 13144,-457 13144,-457 13144,-463 13138,-469 13132,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"13054.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gender ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13057.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"13052\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
       "<text text-anchor=\"start\" x=\"13050\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 4]</text>\n",
       "</g>\n",
       "<!-- 439&#45;&gt;440 -->\n",
       "<g id=\"edge440\" class=\"edge\"><title>439&#45;&gt;440</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13235.5,-504.884C13209,-492.087 13179,-477.57 13153.4,-465.174\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13154.6,-461.911 13144.1,-460.71 13151.6,-468.214 13154.6,-461.911\"/>\n",
       "</g>\n",
       "<!-- 443 -->\n",
       "<g id=\"node444\" class=\"node\"><title>443</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.470588\" stroke=\"black\" d=\"M13383,-469C13383,-469 13225,-469 13225,-469 13219,-469 13213,-463 13213,-457 13213,-457 13213,-413 13213,-413 13213,-407 13219,-401 13225,-401 13225,-401 13383,-401 13383,-401 13389,-401 13395,-407 13395,-413 13395,-413 13395,-457 13395,-457 13395,-463 13389,-469 13383,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"13221\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingMovies_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13268.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.453</text>\n",
       "<text text-anchor=\"start\" x=\"13259\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 156</text>\n",
       "<text text-anchor=\"start\" x=\"13253.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [102, 54]</text>\n",
       "</g>\n",
       "<!-- 439&#45;&gt;443 -->\n",
       "<g id=\"edge443\" class=\"edge\"><title>439&#45;&gt;443</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13304,-504.884C13304,-496.778 13304,-487.982 13304,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13307.5,-479.299 13304,-469.299 13300.5,-479.299 13307.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 441 -->\n",
       "<g id=\"node442\" class=\"node\"><title>441</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13012,-357.5C13012,-357.5 12934,-357.5 12934,-357.5 12928,-357.5 12922,-351.5 12922,-345.5 12922,-345.5 12922,-316.5 12922,-316.5 12922,-310.5 12928,-304.5 12934,-304.5 12934,-304.5 13012,-304.5 13012,-304.5 13018,-304.5 13024,-310.5 13024,-316.5 13024,-316.5 13024,-345.5 13024,-345.5 13024,-351.5 13018,-357.5 13012,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12945\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"12932\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"12930\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 0]</text>\n",
       "</g>\n",
       "<!-- 440&#45;&gt;441 -->\n",
       "<g id=\"edge441\" class=\"edge\"><title>440&#45;&gt;441</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13054,-400.884C13040.2,-389.116 13024.6,-375.894 13010.9,-364.203\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13012.9,-361.33 13003,-357.52 13008.4,-366.663 13012.9,-361.33\"/>\n",
       "</g>\n",
       "<!-- 442 -->\n",
       "<g id=\"node443\" class=\"node\"><title>442</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M13132,-357.5C13132,-357.5 13054,-357.5 13054,-357.5 13048,-357.5 13042,-351.5 13042,-345.5 13042,-345.5 13042,-316.5 13042,-316.5 13042,-310.5 13048,-304.5 13054,-304.5 13054,-304.5 13132,-304.5 13132,-304.5 13138,-304.5 13144,-310.5 13144,-316.5 13144,-316.5 13144,-345.5 13144,-345.5 13144,-351.5 13138,-357.5 13132,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13057.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"13052\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\n",
       "<text text-anchor=\"start\" x=\"13050\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 4]</text>\n",
       "</g>\n",
       "<!-- 440&#45;&gt;442 -->\n",
       "<g id=\"edge442\" class=\"edge\"><title>440&#45;&gt;442</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13093,-400.884C13093,-390.326 13093,-378.597 13093,-367.854\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13096.5,-367.52 13093,-357.52 13089.5,-367.52 13096.5,-367.52\"/>\n",
       "</g>\n",
       "<!-- 444 -->\n",
       "<g id=\"node445\" class=\"node\"><title>444</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.149020\" stroke=\"black\" d=\"M13316.5,-365C13316.5,-365 13173.5,-365 13173.5,-365 13167.5,-365 13161.5,-359 13161.5,-353 13161.5,-353 13161.5,-309 13161.5,-309 13161.5,-303 13167.5,-297 13173.5,-297 13173.5,-297 13316.5,-297 13316.5,-297 13322.5,-297 13328.5,-303 13328.5,-309 13328.5,-309 13328.5,-353 13328.5,-353 13328.5,-359 13322.5,-365 13316.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"13169.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineBackup_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13209.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.497</text>\n",
       "<text text-anchor=\"start\" x=\"13204\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n",
       "<text text-anchor=\"start\" x=\"13198\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 23]</text>\n",
       "</g>\n",
       "<!-- 443&#45;&gt;444 -->\n",
       "<g id=\"edge444\" class=\"edge\"><title>443&#45;&gt;444</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13284.8,-400.884C13279.9,-392.332 13274.5,-383.013 13269.3,-374.072\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13272.3,-372.203 13264.3,-365.299 13266.2,-375.708 13272.3,-372.203\"/>\n",
       "</g>\n",
       "<!-- 451 -->\n",
       "<g id=\"node452\" class=\"node\"><title>451</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.588235\" stroke=\"black\" d=\"M13445,-365C13445,-365 13359,-365 13359,-365 13353,-365 13347,-359 13347,-353 13347,-353 13347,-309 13347,-309 13347,-303 13353,-297 13359,-297 13359,-297 13445,-297 13445,-297 13451,-297 13457,-303 13457,-309 13457,-309 13457,-353 13457,-353 13457,-359 13451,-365 13445,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"13358\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.372</text>\n",
       "<text text-anchor=\"start\" x=\"13366.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.414</text>\n",
       "<text text-anchor=\"start\" x=\"13357\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 106</text>\n",
       "<text text-anchor=\"start\" x=\"13355\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [75, 31]</text>\n",
       "</g>\n",
       "<!-- 443&#45;&gt;451 -->\n",
       "<g id=\"edge451\" class=\"edge\"><title>443&#45;&gt;451</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13335.8,-400.884C13344.5,-391.887 13353.9,-382.041 13362.9,-372.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13365.6,-374.935 13370,-365.299 13360.6,-370.086 13365.6,-374.935\"/>\n",
       "</g>\n",
       "<!-- 445 -->\n",
       "<g id=\"node446\" class=\"node\"><title>445</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.364706\" stroke=\"black\" d=\"M13150,-261C13150,-261 13064,-261 13064,-261 13058,-261 13052,-255 13052,-249 13052,-249 13052,-205 13052,-205 13052,-199 13058,-193 13064,-193 13064,-193 13150,-193 13150,-193 13156,-193 13162,-199 13162,-205 13162,-205 13162,-249 13162,-249 13162,-255 13156,-261 13150,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"13060.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ &#45;0.483</text>\n",
       "<text text-anchor=\"start\" x=\"13071.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.475</text>\n",
       "<text text-anchor=\"start\" x=\"13066\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\n",
       "<text text-anchor=\"start\" x=\"13060\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 22]</text>\n",
       "</g>\n",
       "<!-- 444&#45;&gt;445 -->\n",
       "<g id=\"edge445\" class=\"edge\"><title>444&#45;&gt;445</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13200.2,-296.884C13187.4,-287.442 13173.4,-277.064 13160.2,-267.292\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13162.2,-264.429 13152.1,-261.299 13158,-270.058 13162.2,-264.429\"/>\n",
       "</g>\n",
       "<!-- 450 -->\n",
       "<g id=\"node451\" class=\"node\"><title>450</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.921569\" stroke=\"black\" d=\"M13277,-253.5C13277,-253.5 13199,-253.5 13199,-253.5 13193,-253.5 13187,-247.5 13187,-241.5 13187,-241.5 13187,-212.5 13187,-212.5 13187,-206.5 13193,-200.5 13199,-200.5 13199,-200.5 13277,-200.5 13277,-200.5 13283,-200.5 13289,-206.5 13289,-212.5 13289,-212.5 13289,-241.5 13289,-241.5 13289,-247.5 13283,-253.5 13277,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13202.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.133</text>\n",
       "<text text-anchor=\"start\" x=\"13197\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\n",
       "<text text-anchor=\"start\" x=\"13195\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 1]</text>\n",
       "</g>\n",
       "<!-- 444&#45;&gt;450 -->\n",
       "<g id=\"edge450\" class=\"edge\"><title>444&#45;&gt;450</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13242.7,-296.884C13242,-286.216 13241.2,-274.352 13240.4,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13243.9,-263.257 13239.8,-253.52 13236.9,-263.736 13243.9,-263.257\"/>\n",
       "</g>\n",
       "<!-- 446 -->\n",
       "<g id=\"node447\" class=\"node\"><title>446</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.874510\" stroke=\"black\" d=\"M12994.5,-149.5C12994.5,-149.5 12923.5,-149.5 12923.5,-149.5 12917.5,-149.5 12911.5,-143.5 12911.5,-137.5 12911.5,-137.5 12911.5,-108.5 12911.5,-108.5 12911.5,-102.5 12917.5,-96.5 12923.5,-96.5 12923.5,-96.5 12994.5,-96.5 12994.5,-96.5 13000.5,-96.5 13006.5,-102.5 13006.5,-108.5 13006.5,-108.5 13006.5,-137.5 13006.5,-137.5 13006.5,-143.5 13000.5,-149.5 12994.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"12923.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.198</text>\n",
       "<text text-anchor=\"start\" x=\"12921.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\n",
       "<text text-anchor=\"start\" x=\"12919.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\n",
       "</g>\n",
       "<!-- 445&#45;&gt;446 -->\n",
       "<g id=\"edge446\" class=\"edge\"><title>445&#45;&gt;446</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13058.9,-192.884C13041.4,-180.786 13021.6,-167.151 13004.3,-155.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13006.2,-152.313 12996,-149.52 13002.3,-158.077 13006.2,-152.313\"/>\n",
       "</g>\n",
       "<!-- 447 -->\n",
       "<g id=\"node448\" class=\"node\"><title>447</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.070588\" stroke=\"black\" d=\"M13177.5,-157C13177.5,-157 13036.5,-157 13036.5,-157 13030.5,-157 13024.5,-151 13024.5,-145 13024.5,-145 13024.5,-101 13024.5,-101 13024.5,-95 13030.5,-89 13036.5,-89 13036.5,-89 13177.5,-89 13177.5,-89 13183.5,-89 13189.5,-95 13189.5,-101 13189.5,-101 13189.5,-145 13189.5,-145 13189.5,-151 13183.5,-157 13177.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"13032.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.091</text>\n",
       "<text text-anchor=\"start\" x=\"13071.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.499</text>\n",
       "<text text-anchor=\"start\" x=\"13066\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"start\" x=\"13060\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 14]</text>\n",
       "</g>\n",
       "<!-- 445&#45;&gt;447 -->\n",
       "<g id=\"edge447\" class=\"edge\"><title>445&#45;&gt;447</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13107,-192.884C13107,-184.778 13107,-175.982 13107,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13110.5,-167.299 13107,-157.299 13103.5,-167.299 13110.5,-167.299\"/>\n",
       "</g>\n",
       "<!-- 448 -->\n",
       "<g id=\"node449\" class=\"node\"><title>448</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.215686\" stroke=\"black\" d=\"M13029,-53C13029,-53 12943,-53 12943,-53 12937,-53 12931,-47 12931,-41 12931,-41 12931,-12 12931,-12 12931,-6 12937,-0 12943,-0 12943,-0 13029,-0 13029,-0 13035,-0 13041,-6 13041,-12 13041,-12 13041,-41 13041,-41 13041,-47 13035,-53 13029,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"12950.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.493</text>\n",
       "<text text-anchor=\"start\" x=\"12945\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"12939\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 14]</text>\n",
       "</g>\n",
       "<!-- 447&#45;&gt;448 -->\n",
       "<g id=\"edge448\" class=\"edge\"><title>447&#45;&gt;448</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13064.7,-88.9485C13052.5,-79.4346 13039.2,-69.074 13027.1,-59.6175\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13029,-56.6335 13019,-53.2367 13024.7,-62.1504 13029,-56.6335\"/>\n",
       "</g>\n",
       "<!-- 449 -->\n",
       "<g id=\"node450\" class=\"node\"><title>449</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13142.5,-53C13142.5,-53 13071.5,-53 13071.5,-53 13065.5,-53 13059.5,-47 13059.5,-41 13059.5,-41 13059.5,-12 13059.5,-12 13059.5,-6 13065.5,-0 13071.5,-0 13071.5,-0 13142.5,-0 13142.5,-0 13148.5,-0 13154.5,-6 13154.5,-12 13154.5,-12 13154.5,-41 13154.5,-41 13154.5,-47 13148.5,-53 13142.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13079\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"13069.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"13067.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "</g>\n",
       "<!-- 447&#45;&gt;449 -->\n",
       "<g id=\"edge449\" class=\"edge\"><title>447&#45;&gt;449</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13107,-88.9485C13107,-80.7153 13107,-71.848 13107,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13110.5,-63.2367 13107,-53.2367 13103.5,-63.2367 13110.5,-63.2367\"/>\n",
       "</g>\n",
       "<!-- 452 -->\n",
       "<g id=\"node453\" class=\"node\"><title>452</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" d=\"M13479,-261C13479,-261 13319,-261 13319,-261 13313,-261 13307,-255 13307,-249 13307,-249 13307,-205 13307,-205 13307,-199 13313,-193 13319,-193 13319,-193 13479,-193 13479,-193 13485,-193 13491,-199 13491,-205 13491,-205 13491,-249 13491,-249 13491,-255 13485,-261 13479,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"13315\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DeviceProtection_Yes ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13363.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.398</text>\n",
       "<text text-anchor=\"start\" x=\"13354\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\n",
       "<text text-anchor=\"start\" x=\"13352\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 28]</text>\n",
       "</g>\n",
       "<!-- 451&#45;&gt;452 -->\n",
       "<g id=\"edge452\" class=\"edge\"><title>451&#45;&gt;452</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13401,-296.884C13400.8,-288.778 13400.5,-279.982 13400.3,-271.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13403.8,-271.192 13400,-261.299 13396.8,-271.398 13403.8,-271.192\"/>\n",
       "</g>\n",
       "<!-- 459 -->\n",
       "<g id=\"node460\" class=\"node\"><title>459</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M13592.5,-253.5C13592.5,-253.5 13521.5,-253.5 13521.5,-253.5 13515.5,-253.5 13509.5,-247.5 13509.5,-241.5 13509.5,-241.5 13509.5,-212.5 13509.5,-212.5 13509.5,-206.5 13515.5,-200.5 13521.5,-200.5 13521.5,-200.5 13592.5,-200.5 13592.5,-200.5 13598.5,-200.5 13604.5,-206.5 13604.5,-212.5 13604.5,-212.5 13604.5,-241.5 13604.5,-241.5 13604.5,-247.5 13598.5,-253.5 13592.5,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13521.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"13519.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"13517.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n",
       "</g>\n",
       "<!-- 451&#45;&gt;459 -->\n",
       "<g id=\"edge459\" class=\"edge\"><title>451&#45;&gt;459</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13452.3,-296.884C13470.7,-284.786 13491.4,-271.151 13509.6,-259.224\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13511.8,-261.941 13518.2,-253.52 13507.9,-256.093 13511.8,-261.941\"/>\n",
       "</g>\n",
       "<!-- 453 -->\n",
       "<g id=\"node454\" class=\"node\"><title>453</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.509804\" stroke=\"black\" d=\"M13383.5,-157C13383.5,-157 13260.5,-157 13260.5,-157 13254.5,-157 13248.5,-151 13248.5,-145 13248.5,-145 13248.5,-101 13248.5,-101 13248.5,-95 13254.5,-89 13260.5,-89 13260.5,-89 13383.5,-89 13383.5,-89 13389.5,-89 13395.5,-95 13395.5,-101 13395.5,-101 13395.5,-145 13395.5,-145 13395.5,-151 13389.5,-157 13383.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"13256.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13286.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.441</text>\n",
       "<text text-anchor=\"start\" x=\"13281\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\n",
       "<text text-anchor=\"start\" x=\"13275\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [47, 23]</text>\n",
       "</g>\n",
       "<!-- 452&#45;&gt;453 -->\n",
       "<g id=\"edge453\" class=\"edge\"><title>452&#45;&gt;453</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13374,-192.884C13367.4,-184.154 13360.2,-174.625 13353.3,-165.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13356,-163.172 13347.1,-157.299 13350.4,-167.389 13356,-163.172\"/>\n",
       "</g>\n",
       "<!-- 456 -->\n",
       "<g id=\"node457\" class=\"node\"><title>456</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.815686\" stroke=\"black\" d=\"M13566,-157C13566,-157 13426,-157 13426,-157 13420,-157 13414,-151 13414,-145 13414,-145 13414,-101 13414,-101 13414,-95 13420,-89 13426,-89 13426,-89 13566,-89 13566,-89 13572,-89 13578,-95 13578,-101 13578,-101 13578,-145 13578,-145 13578,-151 13572,-157 13566,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"13422\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13460.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.264</text>\n",
       "<text text-anchor=\"start\" x=\"13455\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n",
       "<text text-anchor=\"start\" x=\"13453\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 5]</text>\n",
       "</g>\n",
       "<!-- 452&#45;&gt;456 -->\n",
       "<g id=\"edge456\" class=\"edge\"><title>452&#45;&gt;456</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13430.5,-192.884C13439,-183.887 13448.4,-174.041 13457.3,-164.678\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13460,-166.958 13464.3,-157.299 13454.9,-162.134 13460,-166.958\"/>\n",
       "</g>\n",
       "<!-- 454 -->\n",
       "<g id=\"node455\" class=\"node\"><title>454</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.784314\" stroke=\"black\" d=\"M13263,-53C13263,-53 13185,-53 13185,-53 13179,-53 13173,-47 13173,-41 13173,-41 13173,-12 13173,-12 13173,-6 13179,-0 13185,-0 13185,-0 13263,-0 13263,-0 13269,-0 13275,-6 13275,-12 13275,-12 13275,-41 13275,-41 13275,-47 13269,-53 13263,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13188.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.291</text>\n",
       "<text text-anchor=\"start\" x=\"13183\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n",
       "<text text-anchor=\"start\" x=\"13181\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 3]</text>\n",
       "</g>\n",
       "<!-- 453&#45;&gt;454 -->\n",
       "<g id=\"edge454\" class=\"edge\"><title>453&#45;&gt;454</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13287.7,-88.9485C13278.1,-79.709 13267.7,-69.671 13258.2,-60.4381\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13260.3,-57.6586 13250.7,-53.2367 13255.5,-62.6976 13260.3,-57.6586\"/>\n",
       "</g>\n",
       "<!-- 455 -->\n",
       "<g id=\"node456\" class=\"node\"><title>455</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.392157\" stroke=\"black\" d=\"M13391,-53C13391,-53 13305,-53 13305,-53 13299,-53 13293,-47 13293,-41 13293,-41 13293,-12 13293,-12 13293,-6 13299,-0 13305,-0 13305,-0 13391,-0 13391,-0 13397,-0 13403,-6 13403,-12 13403,-12 13403,-41 13403,-41 13403,-47 13397,-53 13391,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13316\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\n",
       "<text text-anchor=\"start\" x=\"13307\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 53</text>\n",
       "<text text-anchor=\"start\" x=\"13301\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 20]</text>\n",
       "</g>\n",
       "<!-- 453&#45;&gt;455 -->\n",
       "<g id=\"edge455\" class=\"edge\"><title>453&#45;&gt;455</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13331.1,-88.9485C13333.4,-80.5323 13335.9,-71.4536 13338.3,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13341.6,-63.8069 13340.9,-53.2367 13334.9,-61.9499 13341.6,-63.8069\"/>\n",
       "</g>\n",
       "<!-- 457 -->\n",
       "<g id=\"node458\" class=\"node\"><title>457</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13504.5,-53C13504.5,-53 13433.5,-53 13433.5,-53 13427.5,-53 13421.5,-47 13421.5,-41 13421.5,-41 13421.5,-12 13421.5,-12 13421.5,-6 13427.5,-0 13433.5,-0 13433.5,-0 13504.5,-0 13504.5,-0 13510.5,-0 13516.5,-6 13516.5,-12 13516.5,-12 13516.5,-41 13516.5,-41 13516.5,-47 13510.5,-53 13504.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13441\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13431.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
       "<text text-anchor=\"start\" x=\"13429.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\n",
       "</g>\n",
       "<!-- 456&#45;&gt;457 -->\n",
       "<g id=\"edge457\" class=\"edge\"><title>456&#45;&gt;457</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13486.6,-88.9485C13484.2,-80.5323 13481.6,-71.4536 13479.1,-62.9243\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13482.5,-61.8904 13476.4,-53.2367 13475.7,-63.8135 13482.5,-61.8904\"/>\n",
       "</g>\n",
       "<!-- 458 -->\n",
       "<g id=\"node459\" class=\"node\"><title>458</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\" d=\"M13625,-53C13625,-53 13547,-53 13547,-53 13541,-53 13535,-47 13535,-41 13535,-41 13535,-12 13535,-12 13535,-6 13541,-0 13547,-0 13547,-0 13625,-0 13625,-0 13631,-0 13637,-6 13637,-12 13637,-12 13637,-41 13637,-41 13637,-47 13631,-53 13625,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13550.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.142</text>\n",
       "<text text-anchor=\"start\" x=\"13545\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\n",
       "<text text-anchor=\"start\" x=\"13543\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 2]</text>\n",
       "</g>\n",
       "<!-- 456&#45;&gt;458 -->\n",
       "<g id=\"edge458\" class=\"edge\"><title>456&#45;&gt;458</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13527.5,-88.9485C13536.2,-79.8005 13545.6,-69.8697 13554.4,-60.7126\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13557.1,-62.8919 13561.5,-53.2367 13552.1,-58.0643 13557.1,-62.8919\"/>\n",
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       "<!-- 461 -->\n",
       "<g id=\"node462\" class=\"node\"><title>461</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" d=\"M13518.5,-461.5C13518.5,-461.5 13447.5,-461.5 13447.5,-461.5 13441.5,-461.5 13435.5,-455.5 13435.5,-449.5 13435.5,-449.5 13435.5,-420.5 13435.5,-420.5 13435.5,-414.5 13441.5,-408.5 13447.5,-408.5 13447.5,-408.5 13518.5,-408.5 13518.5,-408.5 13524.5,-408.5 13530.5,-414.5 13530.5,-420.5 13530.5,-420.5 13530.5,-449.5 13530.5,-449.5 13530.5,-455.5 13524.5,-461.5 13518.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13447.5\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.375</text>\n",
       "<text text-anchor=\"start\" x=\"13445.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\n",
       "<text text-anchor=\"start\" x=\"13443.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\n",
       "</g>\n",
       "<!-- 460&#45;&gt;461 -->\n",
       "<g id=\"edge461\" class=\"edge\"><title>460&#45;&gt;461</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13497.2,-504.884C13495,-494.216 13492.5,-482.352 13490.3,-471.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13493.7,-470.609 13488.3,-461.52 13486.8,-472.02 13493.7,-470.609\"/>\n",
       "</g>\n",
       "<!-- 462 -->\n",
       "<g id=\"node463\" class=\"node\"><title>462</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.298039\" stroke=\"black\" d=\"M13701.5,-469C13701.5,-469 13560.5,-469 13560.5,-469 13554.5,-469 13548.5,-463 13548.5,-457 13548.5,-457 13548.5,-413 13548.5,-413 13548.5,-407 13554.5,-401 13560.5,-401 13560.5,-401 13701.5,-401 13701.5,-401 13707.5,-401 13713.5,-407 13713.5,-413 13713.5,-413 13713.5,-457 13713.5,-457 13713.5,-463 13707.5,-469 13701.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"13556.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.147</text>\n",
       "<text text-anchor=\"start\" x=\"13595.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.485</text>\n",
       "<text text-anchor=\"start\" x=\"13590\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\n",
       "<text text-anchor=\"start\" x=\"13584\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 27]</text>\n",
       "</g>\n",
       "<!-- 460&#45;&gt;462 -->\n",
       "<g id=\"edge462\" class=\"edge\"><title>460&#45;&gt;462</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13545.2,-504.884C13556.9,-495.531 13569.7,-485.259 13581.7,-475.568\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13583.9,-478.29 13589.5,-469.299 13579.6,-472.832 13583.9,-478.29\"/>\n",
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       "<!-- 463 -->\n",
       "<g id=\"node464\" class=\"node\"><title>463</title>\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13562.5,-357.5C13562.5,-357.5 13491.5,-357.5 13491.5,-357.5 13485.5,-357.5 13479.5,-351.5 13479.5,-345.5 13479.5,-345.5 13479.5,-316.5 13479.5,-316.5 13479.5,-310.5 13485.5,-304.5 13491.5,-304.5 13491.5,-304.5 13562.5,-304.5 13562.5,-304.5 13568.5,-304.5 13574.5,-310.5 13574.5,-316.5 13574.5,-316.5 13574.5,-345.5 13574.5,-345.5 13574.5,-351.5 13568.5,-357.5 13562.5,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13499\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"13489.5\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n",
       "<text text-anchor=\"start\" x=\"13487.5\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\n",
       "</g>\n",
       "<!-- 462&#45;&gt;463 -->\n",
       "<g id=\"edge463\" class=\"edge\"><title>462&#45;&gt;463</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13597.2,-400.884C13585.3,-389.226 13572,-376.141 13560.2,-364.532\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13562.6,-362.023 13553,-357.52 13557.7,-367.021 13562.6,-362.023\"/>\n",
       "</g>\n",
       "<!-- 464 -->\n",
       "<g id=\"node465\" class=\"node\"><title>464</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.172549\" stroke=\"black\" d=\"M13745.5,-365C13745.5,-365 13604.5,-365 13604.5,-365 13598.5,-365 13592.5,-359 13592.5,-353 13592.5,-353 13592.5,-309 13592.5,-309 13592.5,-303 13598.5,-297 13604.5,-297 13604.5,-297 13745.5,-297 13745.5,-297 13751.5,-297 13757.5,-303 13757.5,-309 13757.5,-309 13757.5,-353 13757.5,-353 13757.5,-359 13751.5,-365 13745.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"13600.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.212</text>\n",
       "<text text-anchor=\"start\" x=\"13639.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.495</text>\n",
       "<text text-anchor=\"start\" x=\"13634\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 42</text>\n",
       "<text text-anchor=\"start\" x=\"13628\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 23]</text>\n",
       "</g>\n",
       "<!-- 462&#45;&gt;464 -->\n",
       "<g id=\"edge464\" class=\"edge\"><title>462&#45;&gt;464</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13645.3,-400.884C13648.9,-392.511 13652.8,-383.401 13656.6,-374.631\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13659.9,-375.868 13660.6,-365.299 13653.5,-373.095 13659.9,-375.868\"/>\n",
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       "<!-- 465 -->\n",
       "<g id=\"node466\" class=\"node\"><title>465</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.556863\" stroke=\"black\" d=\"M13709,-253.5C13709,-253.5 13635,-253.5 13635,-253.5 13629,-253.5 13623,-247.5 13623,-241.5 13623,-241.5 13623,-212.5 13623,-212.5 13623,-206.5 13629,-200.5 13635,-200.5 13635,-200.5 13709,-200.5 13709,-200.5 13715,-200.5 13721,-206.5 13721,-212.5 13721,-212.5 13721,-241.5 13721,-241.5 13721,-247.5 13715,-253.5 13709,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13636.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.426</text>\n",
       "<text text-anchor=\"start\" x=\"13631\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\n",
       "<text text-anchor=\"start\" x=\"13632.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 4]</text>\n",
       "</g>\n",
       "<!-- 464&#45;&gt;465 -->\n",
       "<g id=\"edge465\" class=\"edge\"><title>464&#45;&gt;465</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13674,-296.884C13673.7,-286.216 13673.4,-274.352 13673,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13676.5,-263.413 13672.8,-253.52 13669.5,-263.619 13676.5,-263.413\"/>\n",
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       "<!-- 466 -->\n",
       "<g id=\"node467\" class=\"node\"><title>466</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.474510\" stroke=\"black\" d=\"M13909,-261C13909,-261 13751,-261 13751,-261 13745,-261 13739,-255 13739,-249 13739,-249 13739,-205 13739,-205 13739,-199 13745,-193 13751,-193 13751,-193 13909,-193 13909,-193 13915,-193 13921,-199 13921,-205 13921,-205 13921,-249 13921,-249 13921,-255 13915,-261 13909,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"13747\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">StreamingMovies_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13794.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.452</text>\n",
       "<text text-anchor=\"start\" x=\"13789\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\n",
       "<text text-anchor=\"start\" x=\"13783\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 19]</text>\n",
       "</g>\n",
       "<!-- 464&#45;&gt;466 -->\n",
       "<g id=\"edge466\" class=\"edge\"><title>464&#45;&gt;466</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13725.3,-296.884C13739.9,-287.304 13755.9,-276.761 13770.9,-266.864\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13773.2,-269.546 13779.7,-261.125 13769.4,-263.698 13773.2,-269.546\"/>\n",
       "</g>\n",
       "<!-- 467 -->\n",
       "<g id=\"node468\" class=\"node\"><title>467</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.580392\" stroke=\"black\" d=\"M13764.5,-157C13764.5,-157 13641.5,-157 13641.5,-157 13635.5,-157 13629.5,-151 13629.5,-145 13629.5,-145 13629.5,-101 13629.5,-101 13629.5,-95 13635.5,-89 13641.5,-89 13641.5,-89 13764.5,-89 13764.5,-89 13770.5,-89 13776.5,-95 13776.5,-101 13776.5,-101 13776.5,-145 13776.5,-145 13776.5,-151 13770.5,-157 13764.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"13637.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PaperlessBilling ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13667.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.417</text>\n",
       "<text text-anchor=\"start\" x=\"13662\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\n",
       "<text text-anchor=\"start\" x=\"13660\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 19]</text>\n",
       "</g>\n",
       "<!-- 466&#45;&gt;467 -->\n",
       "<g id=\"edge467\" class=\"edge\"><title>466&#45;&gt;467</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13788.8,-192.884C13777.1,-183.531 13764.3,-173.259 13752.3,-163.568\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13754.4,-160.832 13744.5,-157.299 13750.1,-166.29 13754.4,-160.832\"/>\n",
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       "<!-- 470 -->\n",
       "<g id=\"node471\" class=\"node\"><title>470</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13877.5,-149.5C13877.5,-149.5 13806.5,-149.5 13806.5,-149.5 13800.5,-149.5 13794.5,-143.5 13794.5,-137.5 13794.5,-137.5 13794.5,-108.5 13794.5,-108.5 13794.5,-102.5 13800.5,-96.5 13806.5,-96.5 13806.5,-96.5 13877.5,-96.5 13877.5,-96.5 13883.5,-96.5 13889.5,-102.5 13889.5,-108.5 13889.5,-108.5 13889.5,-137.5 13889.5,-137.5 13889.5,-143.5 13883.5,-149.5 13877.5,-149.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13814\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"13804.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"13802.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n",
       "</g>\n",
       "<!-- 466&#45;&gt;470 -->\n",
       "<g id=\"edge470\" class=\"edge\"><title>466&#45;&gt;470</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13833.9,-192.884C13835.2,-182.216 13836.5,-170.352 13837.8,-159.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13841.3,-159.86 13839,-149.52 13834.4,-159.042 13841.3,-159.86\"/>\n",
       "</g>\n",
       "<!-- 468 -->\n",
       "<g id=\"node469\" class=\"node\"><title>468</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\" d=\"M13738.5,-53C13738.5,-53 13667.5,-53 13667.5,-53 13661.5,-53 13655.5,-47 13655.5,-41 13655.5,-41 13655.5,-12 13655.5,-12 13655.5,-6 13661.5,-0 13667.5,-0 13667.5,-0 13738.5,-0 13738.5,-0 13744.5,-0 13750.5,-6 13750.5,-12 13750.5,-12 13750.5,-41 13750.5,-41 13750.5,-47 13744.5,-53 13738.5,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13671\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\n",
       "<text text-anchor=\"start\" x=\"13665.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n",
       "<text text-anchor=\"start\" x=\"13663.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\n",
       "</g>\n",
       "<!-- 467&#45;&gt;468 -->\n",
       "<g id=\"edge468\" class=\"edge\"><title>467&#45;&gt;468</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13703,-88.9485C13703,-80.7153 13703,-71.848 13703,-63.4814\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13706.5,-63.2367 13703,-53.2367 13699.5,-63.2367 13706.5,-63.2367\"/>\n",
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       "<!-- 469 -->\n",
       "<g id=\"node470\" class=\"node\"><title>469</title>\n",
       "<path fill=\"#399de5\" fill-opacity=\"0.705882\" stroke=\"black\" d=\"M13859,-53C13859,-53 13781,-53 13781,-53 13775,-53 13769,-47 13769,-41 13769,-41 13769,-12 13769,-12 13769,-6 13775,-0 13781,-0 13781,-0 13859,-0 13859,-0 13865,-0 13871,-6 13871,-12 13871,-12 13871,-41 13871,-41 13871,-47 13865,-53 13859,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"13784.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.351</text>\n",
       "<text text-anchor=\"start\" x=\"13779\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"13777\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 17]</text>\n",
       "</g>\n",
       "<!-- 467&#45;&gt;469 -->\n",
       "<g id=\"edge469\" class=\"edge\"><title>467&#45;&gt;469</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13743.9,-88.9485C13755.7,-79.4346 13768.5,-69.074 13780.2,-59.6175\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13782.6,-62.2429 13788.1,-53.2367 13778.2,-56.7973 13782.6,-62.2429\"/>\n",
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       "<!-- 472 -->\n",
       "<g id=\"node473\" class=\"node\"><title>472</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.941176\" stroke=\"black\" d=\"M13967,-573C13967,-573 13887,-573 13887,-573 13881,-573 13875,-567 13875,-561 13875,-561 13875,-517 13875,-517 13875,-511 13881,-505 13887,-505 13887,-505 13967,-505 13967,-505 13973,-505 13979,-511 13979,-517 13979,-517 13979,-561 13979,-561 13979,-567 13973,-573 13967,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"13883\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.329</text>\n",
       "<text text-anchor=\"start\" x=\"13891.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.102</text>\n",
       "<text text-anchor=\"start\" x=\"13886\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\n",
       "<text text-anchor=\"start\" x=\"13884\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [35, 2]</text>\n",
       "</g>\n",
       "<!-- 471&#45;&gt;472 -->\n",
       "<g id=\"edge472\" class=\"edge\"><title>471&#45;&gt;472</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13927,-608.884C13927,-600.778 13927,-591.982 13927,-583.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13930.5,-583.299 13927,-573.299 13923.5,-583.299 13930.5,-583.299\"/>\n",
       "</g>\n",
       "<!-- 477 -->\n",
       "<g id=\"node478\" class=\"node\"><title>477</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.643137\" stroke=\"black\" d=\"M14246.5,-573C14246.5,-573 14105.5,-573 14105.5,-573 14099.5,-573 14093.5,-567 14093.5,-561 14093.5,-561 14093.5,-517 14093.5,-517 14093.5,-511 14099.5,-505 14105.5,-505 14105.5,-505 14246.5,-505 14246.5,-505 14252.5,-505 14258.5,-511 14258.5,-517 14258.5,-517 14258.5,-561 14258.5,-561 14258.5,-567 14252.5,-573 14246.5,-573\"/>\n",
       "<text text-anchor=\"start\" x=\"14101.5\" y=\"-557.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.114</text>\n",
       "<text text-anchor=\"start\" x=\"14140.5\" y=\"-542.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.387</text>\n",
       "<text text-anchor=\"start\" x=\"14131\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 103</text>\n",
       "<text text-anchor=\"start\" x=\"14129\" y=\"-512.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [76, 27]</text>\n",
       "</g>\n",
       "<!-- 471&#45;&gt;477 -->\n",
       "<g id=\"edge477\" class=\"edge\"><title>471&#45;&gt;477</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14003.7,-610.564C14029.7,-599.935 14058.9,-587.969 14085.8,-576.952\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14087.3,-580.128 14095.2,-573.098 14084.6,-573.65 14087.3,-580.128\"/>\n",
       "</g>\n",
       "<!-- 473 -->\n",
       "<g id=\"node474\" class=\"node\"><title>473</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.972549\" stroke=\"black\" d=\"M13908,-469C13908,-469 13828,-469 13828,-469 13822,-469 13816,-463 13816,-457 13816,-457 13816,-413 13816,-413 13816,-407 13822,-401 13828,-401 13828,-401 13908,-401 13908,-401 13914,-401 13920,-407 13920,-413 13920,-413 13920,-457 13920,-457 13920,-463 13914,-469 13908,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"13824\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 1.023</text>\n",
       "<text text-anchor=\"start\" x=\"13832.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.056</text>\n",
       "<text text-anchor=\"start\" x=\"13827\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\n",
       "<text text-anchor=\"start\" x=\"13825\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 1]</text>\n",
       "</g>\n",
       "<!-- 472&#45;&gt;473 -->\n",
       "<g id=\"edge473\" class=\"edge\"><title>472&#45;&gt;473</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13907.8,-504.884C13902.9,-496.332 13897.5,-487.013 13892.3,-478.072\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13895.3,-476.203 13887.3,-469.299 13889.2,-479.708 13895.3,-476.203\"/>\n",
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       "<!-- 476 -->\n",
       "<g id=\"node477\" class=\"node\"><title>476</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14021.5,-461.5C14021.5,-461.5 13950.5,-461.5 13950.5,-461.5 13944.5,-461.5 13938.5,-455.5 13938.5,-449.5 13938.5,-449.5 13938.5,-420.5 13938.5,-420.5 13938.5,-414.5 13944.5,-408.5 13950.5,-408.5 13950.5,-408.5 14021.5,-408.5 14021.5,-408.5 14027.5,-408.5 14033.5,-414.5 14033.5,-420.5 14033.5,-420.5 14033.5,-449.5 14033.5,-449.5 14033.5,-455.5 14027.5,-461.5 14021.5,-461.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13958\" y=\"-446.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13948.5\" y=\"-431.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n",
       "<text text-anchor=\"start\" x=\"13946.5\" y=\"-416.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\n",
       "</g>\n",
       "<!-- 472&#45;&gt;476 -->\n",
       "<g id=\"edge476\" class=\"edge\"><title>472&#45;&gt;476</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13946.2,-504.884C13952.6,-493.776 13959.8,-481.372 13966.2,-470.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13969.3,-471.929 13971.2,-461.52 13963.2,-468.424 13969.3,-471.929\"/>\n",
       "</g>\n",
       "<!-- 474 -->\n",
       "<g id=\"node475\" class=\"node\"><title>474</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13871,-357.5C13871,-357.5 13793,-357.5 13793,-357.5 13787,-357.5 13781,-351.5 13781,-345.5 13781,-345.5 13781,-316.5 13781,-316.5 13781,-310.5 13787,-304.5 13793,-304.5 13793,-304.5 13871,-304.5 13871,-304.5 13877,-304.5 13883,-310.5 13883,-316.5 13883,-316.5 13883,-345.5 13883,-345.5 13883,-351.5 13877,-357.5 13871,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13804\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"13791\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\n",
       "<text text-anchor=\"start\" x=\"13789\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 0]</text>\n",
       "</g>\n",
       "<!-- 473&#45;&gt;474 -->\n",
       "<g id=\"edge474\" class=\"edge\"><title>473&#45;&gt;474</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13856.3,-400.884C13852.5,-390.106 13848.3,-378.108 13844.4,-367.184\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13847.6,-365.785 13841,-357.52 13841,-368.115 13847.6,-365.785\"/>\n",
       "</g>\n",
       "<!-- 475 -->\n",
       "<g id=\"node476\" class=\"node\"><title>475</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.901961\" stroke=\"black\" d=\"M13991,-357.5C13991,-357.5 13913,-357.5 13913,-357.5 13907,-357.5 13901,-351.5 13901,-345.5 13901,-345.5 13901,-316.5 13901,-316.5 13901,-310.5 13907,-304.5 13913,-304.5 13913,-304.5 13991,-304.5 13991,-304.5 13997,-304.5 14003,-310.5 14003,-316.5 14003,-316.5 14003,-345.5 14003,-345.5 14003,-351.5 13997,-357.5 13991,-357.5\"/>\n",
       "<text text-anchor=\"start\" x=\"13916.5\" y=\"-342.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.165</text>\n",
       "<text text-anchor=\"start\" x=\"13911\" y=\"-327.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\n",
       "<text text-anchor=\"start\" x=\"13909\" y=\"-312.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 1]</text>\n",
       "</g>\n",
       "<!-- 473&#45;&gt;475 -->\n",
       "<g id=\"edge475\" class=\"edge\"><title>473&#45;&gt;475</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13895.3,-400.884C13904.6,-389.556 13915,-376.88 13924.4,-365.521\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13927.3,-367.464 13931,-357.52 13921.9,-363.014 13927.3,-367.464\"/>\n",
       "</g>\n",
       "<!-- 478 -->\n",
       "<g id=\"node479\" class=\"node\"><title>478</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.729412\" stroke=\"black\" d=\"M14229.5,-469C14229.5,-469 14122.5,-469 14122.5,-469 14116.5,-469 14110.5,-463 14110.5,-457 14110.5,-457 14110.5,-413 14110.5,-413 14110.5,-407 14116.5,-401 14122.5,-401 14122.5,-401 14229.5,-401 14229.5,-401 14235.5,-401 14241.5,-407 14241.5,-413 14241.5,-413 14241.5,-457 14241.5,-457 14241.5,-463 14235.5,-469 14229.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"14118.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">SeniorCitizen ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"14140.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.336</text>\n",
       "<text text-anchor=\"start\" x=\"14135\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 75</text>\n",
       "<text text-anchor=\"start\" x=\"14129\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 16]</text>\n",
       "</g>\n",
       "<!-- 477&#45;&gt;478 -->\n",
       "<g id=\"edge478\" class=\"edge\"><title>477&#45;&gt;478</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14176,-504.884C14176,-496.778 14176,-487.982 14176,-479.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14179.5,-479.299 14176,-469.299 14172.5,-479.299 14179.5,-479.299\"/>\n",
       "</g>\n",
       "<!-- 491 -->\n",
       "<g id=\"node492\" class=\"node\"><title>491</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.352941\" stroke=\"black\" d=\"M14532.5,-469C14532.5,-469 14391.5,-469 14391.5,-469 14385.5,-469 14379.5,-463 14379.5,-457 14379.5,-457 14379.5,-413 14379.5,-413 14379.5,-407 14385.5,-401 14391.5,-401 14391.5,-401 14532.5,-401 14532.5,-401 14538.5,-401 14544.5,-407 14544.5,-413 14544.5,-413 14544.5,-457 14544.5,-457 14544.5,-463 14538.5,-469 14532.5,-469\"/>\n",
       "<text text-anchor=\"start\" x=\"14387.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 1.423</text>\n",
       "<text text-anchor=\"start\" x=\"14426.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.477</text>\n",
       "<text text-anchor=\"start\" x=\"14421\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\n",
       "<text text-anchor=\"start\" x=\"14415\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 11]</text>\n",
       "</g>\n",
       "<!-- 477&#45;&gt;491 -->\n",
       "<g id=\"edge491\" class=\"edge\"><title>477&#45;&gt;491</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14258.7,-508.497C14293.6,-496.075 14334.2,-481.57 14370,-468.812\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14371.2,-472.092 14379.5,-465.436 14368.9,-465.499 14371.2,-472.092\"/>\n",
       "</g>\n",
       "<!-- 479 -->\n",
       "<g id=\"node480\" class=\"node\"><title>479</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.823529\" stroke=\"black\" d=\"M14166.5,-365C14166.5,-365 14035.5,-365 14035.5,-365 14029.5,-365 14023.5,-359 14023.5,-353 14023.5,-353 14023.5,-309 14023.5,-309 14023.5,-303 14029.5,-297 14035.5,-297 14035.5,-297 14166.5,-297 14166.5,-297 14172.5,-297 14178.5,-303 14178.5,-309 14178.5,-309 14178.5,-353 14178.5,-353 14178.5,-359 14172.5,-365 14166.5,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"14031.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MultipleLines_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"14065.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.256</text>\n",
       "<text text-anchor=\"start\" x=\"14060\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 53</text>\n",
       "<text text-anchor=\"start\" x=\"14058\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [45, 8]</text>\n",
       "</g>\n",
       "<!-- 478&#45;&gt;479 -->\n",
       "<g id=\"edge479\" class=\"edge\"><title>478&#45;&gt;479</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14151.6,-400.884C14145.2,-392.154 14138.2,-382.625 14131.5,-373.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14134.2,-371.283 14125.5,-365.299 14128.6,-375.429 14134.2,-371.283\"/>\n",
       "</g>\n",
       "<!-- 488 -->\n",
       "<g id=\"node489\" class=\"node\"><title>488</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.427451\" stroke=\"black\" d=\"M14289,-365C14289,-365 14209,-365 14209,-365 14203,-365 14197,-359 14197,-353 14197,-353 14197,-309 14197,-309 14197,-303 14203,-297 14209,-297 14209,-297 14289,-297 14289,-297 14295,-297 14301,-303 14301,-309 14301,-309 14301,-353 14301,-353 14301,-359 14295,-365 14289,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"14205\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.738</text>\n",
       "<text text-anchor=\"start\" x=\"14213.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.463</text>\n",
       "<text text-anchor=\"start\" x=\"14208\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\n",
       "<text text-anchor=\"start\" x=\"14206\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 8]</text>\n",
       "</g>\n",
       "<!-- 478&#45;&gt;488 -->\n",
       "<g id=\"edge488\" class=\"edge\"><title>478&#45;&gt;488</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14199.7,-400.884C14205.9,-392.154 14212.8,-382.625 14219.3,-373.514\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14222.2,-375.468 14225.2,-365.299 14216.5,-371.394 14222.2,-375.468\"/>\n",
       "</g>\n",
       "<!-- 480 -->\n",
       "<g id=\"node481\" class=\"node\"><title>480</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.756863\" stroke=\"black\" d=\"M14029,-261C14029,-261 13951,-261 13951,-261 13945,-261 13939,-255 13939,-249 13939,-249 13939,-205 13939,-205 13939,-199 13945,-193 13951,-193 13951,-193 14029,-193 14029,-193 14035,-193 14041,-199 14041,-205 14041,-205 14041,-249 14041,-249 14041,-255 14035,-261 14029,-261\"/>\n",
       "<text text-anchor=\"start\" x=\"13949.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">tenure ≤ 0.86</text>\n",
       "<text text-anchor=\"start\" x=\"13954.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.314</text>\n",
       "<text text-anchor=\"start\" x=\"13949\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\n",
       "<text text-anchor=\"start\" x=\"13947\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [33, 8]</text>\n",
       "</g>\n",
       "<!-- 479&#45;&gt;480 -->\n",
       "<g id=\"edge480\" class=\"edge\"><title>479&#45;&gt;480</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14065,-296.884C14055,-287.709 14044,-277.65 14033.7,-268.123\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14036,-265.488 14026.2,-261.299 14031.2,-270.643 14036,-265.488\"/>\n",
       "</g>\n",
       "<!-- 487 -->\n",
       "<g id=\"node488\" class=\"node\"><title>487</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14149,-253.5C14149,-253.5 14071,-253.5 14071,-253.5 14065,-253.5 14059,-247.5 14059,-241.5 14059,-241.5 14059,-212.5 14059,-212.5 14059,-206.5 14065,-200.5 14071,-200.5 14071,-200.5 14149,-200.5 14149,-200.5 14155,-200.5 14161,-206.5 14161,-212.5 14161,-212.5 14161,-241.5 14161,-241.5 14161,-247.5 14155,-253.5 14149,-253.5\"/>\n",
       "<text text-anchor=\"start\" x=\"14082\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"14069\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n",
       "<text text-anchor=\"start\" x=\"14067\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\n",
       "</g>\n",
       "<!-- 479&#45;&gt;487 -->\n",
       "<g id=\"edge487\" class=\"edge\"><title>479&#45;&gt;487</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14103.9,-296.884C14104.9,-286.216 14105.9,-274.352 14106.9,-263.519\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14110.4,-263.789 14107.7,-253.52 14103.4,-263.174 14110.4,-263.789\"/>\n",
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       "<!-- 481 -->\n",
       "<g id=\"node482\" class=\"node\"><title>481</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\" d=\"M14060,-157C14060,-157 13920,-157 13920,-157 13914,-157 13908,-151 13908,-145 13908,-145 13908,-101 13908,-101 13908,-95 13914,-89 13920,-89 13920,-89 14060,-89 14060,-89 14066,-89 14072,-95 14072,-101 14072,-101 14072,-145 14072,-145 14072,-151 14066,-157 14060,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"13916\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OnlineSecurity_No ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"13954.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.408</text>\n",
       "<text text-anchor=\"start\" x=\"13949\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\n",
       "<text text-anchor=\"start\" x=\"13947\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 6]</text>\n",
       "</g>\n",
       "<!-- 480&#45;&gt;481 -->\n",
       "<g id=\"edge481\" class=\"edge\"><title>480&#45;&gt;481</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13990,-192.884C13990,-184.778 13990,-175.982 13990,-167.472\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13993.5,-167.299 13990,-157.299 13986.5,-167.299 13993.5,-167.299\"/>\n",
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       "<!-- 484 -->\n",
       "<g id=\"node485\" class=\"node\"><title>484</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.890196\" stroke=\"black\" d=\"M14243.5,-157C14243.5,-157 14102.5,-157 14102.5,-157 14096.5,-157 14090.5,-151 14090.5,-145 14090.5,-145 14090.5,-101 14090.5,-101 14090.5,-95 14096.5,-89 14102.5,-89 14102.5,-89 14243.5,-89 14243.5,-89 14249.5,-89 14255.5,-95 14255.5,-101 14255.5,-101 14255.5,-145 14255.5,-145 14255.5,-151 14249.5,-157 14243.5,-157\"/>\n",
       "<text text-anchor=\"start\" x=\"14098.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyCharges ≤ 0.881</text>\n",
       "<text text-anchor=\"start\" x=\"14141\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\n",
       "<text text-anchor=\"start\" x=\"14132\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n",
       "<text text-anchor=\"start\" x=\"14130\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 2]</text>\n",
       "</g>\n",
       "<!-- 480&#45;&gt;484 -->\n",
       "<g id=\"edge484\" class=\"edge\"><title>480&#45;&gt;484</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14041.5,-197.316C14061.1,-186.385 14083.7,-173.752 14104.7,-162.083\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14106.5,-165.075 14113.5,-157.15 14103.1,-158.961 14106.5,-165.075\"/>\n",
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       "<!-- 482 -->\n",
       "<g id=\"node483\" class=\"node\"><title>482</title>\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13973.5,-53C13973.5,-53 13902.5,-53 13902.5,-53 13896.5,-53 13890.5,-47 13890.5,-41 13890.5,-41 13890.5,-12 13890.5,-12 13890.5,-6 13896.5,-0 13902.5,-0 13902.5,-0 13973.5,-0 13973.5,-0 13979.5,-0 13985.5,-6 13985.5,-12 13985.5,-12 13985.5,-41 13985.5,-41 13985.5,-47 13979.5,-53 13973.5,-53\"/>\n",
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       "<text text-anchor=\"start\" x=\"13900.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\n",
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