2022_02_26_churn_summative_part_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "246876ef",
   "metadata": {},
   "source": [
    "# Customer churn prediction Part II\n",
    "\n",
    "**Purpose**: To predict customer churn by using <br>\n",
    "(i) optimisation algorithm (**Genetic Algorithm**) for feature selection AND  <br>\n",
    "(ii) supervised learning algorithm (**Decision Trees**)  <br>\n",
    "**Date**: 26 February 2022 <br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75de7eb3",
   "metadata": {},
   "source": [
    "**Contents**\n",
    "\n",
    "- [1 Global environment](#env)\n",
    "- [2 Import packages](#import)\n",
    "- [3 Read data](#read)\n",
    "- [4 Evaluation of the Decision Trees models (with feature selection)](#eval_DT_no_FS)\n",
    "- [5 Computing cross-validated metrics](#cv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2f2dc231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.notebook.set_autosave_interval(60000)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Autosaving every 60 seconds\n"
     ]
    }
   ],
   "source": [
    "# autosave every 60 seconds\n",
    "%autosave 60"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f8b71c1",
   "metadata": {},
   "source": [
    "<a name='env'></a>\n",
    "# 1 Global environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4dafd329",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.7.11\n"
     ]
    }
   ],
   "source": [
    "# check the python version on Anaconda \n",
    "! python --version"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c25c8e2",
   "metadata": {},
   "source": [
    "<a name='import'></a>\n",
    "# 2 Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f9ca36a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.9.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from genetic_selection import GeneticSelectionCV\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing\n",
    "from math import * # module math\n",
    "import matplotlib # visualization\n",
    "import matplotlib.pyplot as plt \n",
    "from PIL import Image\n",
    "import seaborn as sns # visualization\n",
    "import itertools\n",
    "import io\n",
    "import plotly.offline as py # visualization\n",
    "py.init_notebook_mode(connected=True) # visualization\n",
    "import plotly.graph_objs as go # visualization\n",
    "from plotly.subplots import make_subplots\n",
    "import plotly.figure_factory as ff # visualization\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline\n",
    "pd.set_option('display.max_columns', None) # set the max number of column width to be shown\n",
    "pd.set_option(\"max_colwidth\", None) # set the max value of column width to be shown\n",
    "pd.set_option(\"max_rows\", 200) # set the max number of rows to be shown\n",
    "matplotlib.rcParams['font.size'] = 20.0 # set the font size in the label "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "187b426c",
   "metadata": {},
   "source": [
    "<a name=\"read\"></a>\n",
    "# 3 Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2a78d942",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read the imputed data from part I Jupyter notebook.\n",
    "df_imputed = pd.read_csv('df_imputed.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "52b6641d",
   "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>MonthlyRevenue</th>\n",
       "      <th>MonthlyMinutes</th>\n",
       "      <th>TotalRecurringCharge</th>\n",
       "      <th>DirectorAssistedCalls</th>\n",
       "      <th>OverageMinutes</th>\n",
       "      <th>RoamingCalls</th>\n",
       "      <th>PercChangeMinutes</th>\n",
       "      <th>PercChangeRevenues</th>\n",
       "      <th>DroppedCalls</th>\n",
       "      <th>BlockedCalls</th>\n",
       "      <th>UnsweredCalls</th>\n",
       "      <th>CustomerCareCalls</th>\n",
       "      <th>ThreewayCalls</th>\n",
       "      <th>ReceivedCalls</th>\n",
       "      <th>OutboundCalls</th>\n",
       "      <th>InboundCalls</th>\n",
       "      <th>PeakCallsInOut</th>\n",
       "      <th>OffPeakCallsInOut</th>\n",
       "      <th>DroppedBlockedCalls</th>\n",
       "      <th>CallForwardingCalls</th>\n",
       "      <th>CallWaitingCalls</th>\n",
       "      <th>MonthsInService</th>\n",
       "      <th>UniqueSubs</th>\n",
       "      <th>ActiveSubs</th>\n",
       "      <th>Handsets</th>\n",
       "      <th>HandsetModels</th>\n",
       "      <th>CurrentEquipmentDays</th>\n",
       "      <th>AgeHH1</th>\n",
       "      <th>AgeHH2</th>\n",
       "      <th>RetentionCalls</th>\n",
       "      <th>RetentionOffersAccepted</th>\n",
       "      <th>ReferralsMadeBySubscriber</th>\n",
       "      <th>IncomeGroup</th>\n",
       "      <th>AdjustmentsToCreditRating</th>\n",
       "      <th>HandsetPrice</th>\n",
       "      <th>ServiceArea_frequency</th>\n",
       "      <th>ChildrenInHH_frequency</th>\n",
       "      <th>HandsetRefurbished_frequency</th>\n",
       "      <th>HandsetWebCapable_frequency</th>\n",
       "      <th>TruckOwner_frequency</th>\n",
       "      <th>RVOwner_frequency</th>\n",
       "      <th>Homeownership_frequency</th>\n",
       "      <th>BuysViaMailOrder_frequency</th>\n",
       "      <th>RespondsToMailOffers_frequency</th>\n",
       "      <th>OptOutMailings_frequency</th>\n",
       "      <th>NonUSTravel_frequency</th>\n",
       "      <th>OwnsComputer_frequency</th>\n",
       "      <th>HasCreditCard_frequency</th>\n",
       "      <th>NewCellphoneUser_frequency</th>\n",
       "      <th>NotNewCellphoneUser_frequency</th>\n",
       "      <th>OwnsMotorcycle_frequency</th>\n",
       "      <th>MadeCallToRetentionTeam_frequency</th>\n",
       "      <th>CreditRating_frequency</th>\n",
       "      <th>PrizmCode_frequency</th>\n",
       "      <th>Occupation_frequency</th>\n",
       "      <th>MaritalStatus_frequency</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30.88</td>\n",
       "      <td>436.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-112.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>136.3</td>\n",
       "      <td>24.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>94.7</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>0.018190</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.35768</td>\n",
       "      <td>0.374608</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.361912</td>\n",
       "      <td>0.483229</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.600304</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44.83</td>\n",
       "      <td>172.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>31.3</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>0.001411</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.187931</td>\n",
       "      <td>0.082445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.361912</td>\n",
       "      <td>0.322257</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.399696</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42.63</td>\n",
       "      <td>838.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>4.7</td>\n",
       "      <td>6.3</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>198.5</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>113.7</td>\n",
       "      <td>118.3</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>0.004548</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.326959</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.134013</td>\n",
       "      <td>0.322257</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.390584</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33.49</td>\n",
       "      <td>358.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>127.5</td>\n",
       "      <td>32.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>90.7</td>\n",
       "      <td>95.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>0.007370</td>\n",
       "      <td>0.238871</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.35768</td>\n",
       "      <td>0.374608</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.184483</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.361912</td>\n",
       "      <td>0.150313</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.600304</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.94</td>\n",
       "      <td>1276.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>4.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-188.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>19.7</td>\n",
       "      <td>49.7</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>134.8</td>\n",
       "      <td>218.7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>214.7</td>\n",
       "      <td>204.7</td>\n",
       "      <td>25.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.029951</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.135737</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.326959</td>\n",
       "      <td>0.198746</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.134013</td>\n",
       "      <td>0.483229</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.365529</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6375</th>\n",
       "      <td>30.48</td>\n",
       "      <td>242.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>12.8</td>\n",
       "      <td>27.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>59.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>15.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.449608</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>0.238871</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.35768</td>\n",
       "      <td>0.374608</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.184483</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.038401</td>\n",
       "      <td>0.150313</td>\n",
       "      <td>0.166301</td>\n",
       "      <td>0.600304</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6376</th>\n",
       "      <td>66.17</td>\n",
       "      <td>559.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>548.0</td>\n",
       "      <td>59.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>50.3</td>\n",
       "      <td>33.7</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>504.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.818354</td>\n",
       "      <td>0.009409</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.361912</td>\n",
       "      <td>0.322257</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.600304</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6377</th>\n",
       "      <td>99.61</td>\n",
       "      <td>1147.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-414.0</td>\n",
       "      <td>-29.6</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>36.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>211.4</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>263.0</td>\n",
       "      <td>156.7</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.010663</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.673041</td>\n",
       "      <td>0.198746</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.134013</td>\n",
       "      <td>0.483229</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.435766</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6378</th>\n",
       "      <td>103.63</td>\n",
       "      <td>891.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>298.0</td>\n",
       "      <td>75.7</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>38.5</td>\n",
       "      <td>31.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>137.3</td>\n",
       "      <td>48.3</td>\n",
       "      <td>13.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.003293</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.326959</td>\n",
       "      <td>0.198746</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.134013</td>\n",
       "      <td>0.322257</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.388475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6379</th>\n",
       "      <td>34.99</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>5.3</td>\n",
       "      <td>20.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>373.9</td>\n",
       "      <td>40.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>86.7</td>\n",
       "      <td>118.7</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>42.354377</td>\n",
       "      <td>0.008938</td>\n",
       "      <td>0.761129</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.812069</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.64232</td>\n",
       "      <td>0.625392</td>\n",
       "      <td>0.984796</td>\n",
       "      <td>0.944357</td>\n",
       "      <td>0.815517</td>\n",
       "      <td>0.326959</td>\n",
       "      <td>0.801254</td>\n",
       "      <td>0.863009</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>0.965831</td>\n",
       "      <td>0.361912</td>\n",
       "      <td>0.483229</td>\n",
       "      <td>0.744514</td>\n",
       "      <td>0.379549</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6380 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MonthlyRevenue  MonthlyMinutes  TotalRecurringCharge  \\\n",
       "0              30.88           436.0                  30.0   \n",
       "1              44.83           172.0                  45.0   \n",
       "2              42.63           838.0                  50.0   \n",
       "3              33.49           358.0                  50.0   \n",
       "4              60.94          1276.0                  60.0   \n",
       "...              ...             ...                   ...   \n",
       "6375           30.48           242.0                  40.0   \n",
       "6376           66.17           559.0                  45.0   \n",
       "6377           99.61          1147.0                  60.0   \n",
       "6378          103.63           891.0                  65.0   \n",
       "6379           34.99          1071.0                  45.0   \n",
       "\n",
       "      DirectorAssistedCalls  OverageMinutes  RoamingCalls  PercChangeMinutes  \\\n",
       "0                      0.25             1.0           0.0             -112.0   \n",
       "1                      0.00             0.0           0.0              -12.0   \n",
       "2                      0.74             5.0           0.0               28.0   \n",
       "3                      0.00             0.0           0.0              -16.0   \n",
       "4                      4.70             0.0           0.0             -188.0   \n",
       "...                     ...             ...           ...                ...   \n",
       "6375                   0.50             0.0           0.0               -9.0   \n",
       "6376                   0.00            80.0           0.6              548.0   \n",
       "6377                   1.73           101.0           0.0             -414.0   \n",
       "6378                   0.74           125.0           0.2              298.0   \n",
       "6379                   0.00             0.0           0.0              128.0   \n",
       "\n",
       "      PercChangeRevenues  DroppedCalls  BlockedCalls  UnsweredCalls  \\\n",
       "0                    0.1          11.0           0.3           20.0   \n",
       "1                  -15.5           0.3           0.3            3.7   \n",
       "2                   -2.6           4.7           6.3           62.0   \n",
       "3                    0.0           1.0           4.0           10.0   \n",
       "4                    0.2           5.7          19.7           49.7   \n",
       "...                  ...           ...           ...            ...   \n",
       "6375                 0.5           6.0           9.7           70.0   \n",
       "6376                59.3           3.0           1.3           20.0   \n",
       "6377               -29.6          19.0           1.3           36.7   \n",
       "6378                75.7          12.0           1.3           64.0   \n",
       "6379                 0.0           6.3           5.3           20.7   \n",
       "\n",
       "      CustomerCareCalls  ThreewayCalls  ReceivedCalls  OutboundCalls  \\\n",
       "0                  11.3            0.0          136.3           24.3   \n",
       "1                   0.0            0.0           23.1            6.0   \n",
       "2                   7.3            0.0          198.5           36.0   \n",
       "3                   0.0            0.0          127.5           32.7   \n",
       "4                  22.0            0.0          134.8          218.7   \n",
       "...                 ...            ...            ...            ...   \n",
       "6375                1.7            0.3           12.8           27.7   \n",
       "6376                0.0            0.0           26.8            6.7   \n",
       "6377                2.3            0.0          211.4           80.0   \n",
       "6378                1.7            2.0           38.5           31.7   \n",
       "6379                0.3            0.0          373.9           40.3   \n",
       "\n",
       "      InboundCalls  PeakCallsInOut  OffPeakCallsInOut  DroppedBlockedCalls  \\\n",
       "0              7.0           158.0               94.7                 11.3   \n",
       "1              2.3            31.3               21.3                  0.7   \n",
       "2             10.0           113.7              118.3                 11.0   \n",
       "3             30.0            90.7               95.7                  5.0   \n",
       "4              9.0           214.7              204.7                 25.3   \n",
       "...            ...             ...                ...                  ...   \n",
       "6375           0.7            59.0               50.0                 15.7   \n",
       "6376           3.3            50.3               33.7                  4.3   \n",
       "6377           2.7           263.0              156.7                 20.3   \n",
       "6378           3.0           137.3               48.3                 13.3   \n",
       "6379           2.7            86.7              118.7                 11.7   \n",
       "\n",
       "      CallForwardingCalls  CallWaitingCalls  MonthsInService  UniqueSubs  \\\n",
       "0                     0.0               2.3             20.0         1.0   \n",
       "1                     0.0               0.0             22.0         1.0   \n",
       "2                     0.0               3.3              7.0         1.0   \n",
       "3                     0.0               0.7             22.0         4.0   \n",
       "4                     0.0               2.3             18.0         2.0   \n",
       "...                   ...               ...              ...         ...   \n",
       "6375                  0.0               0.0              9.0         1.0   \n",
       "6376                  0.0               0.0             17.0         2.0   \n",
       "6377                  0.0               8.0             14.0         1.0   \n",
       "6378                  0.0               2.3             13.0         2.0   \n",
       "6379                  0.0               1.0             26.0         1.0   \n",
       "\n",
       "      ActiveSubs  Handsets  HandsetModels  CurrentEquipmentDays  AgeHH1  \\\n",
       "0            1.0       4.0            1.0                 298.0    58.0   \n",
       "1            1.0       2.0            1.0                 659.0    28.0   \n",
       "2            1.0       2.0            1.0                 182.0     0.0   \n",
       "3            4.0       2.0            2.0                  11.0    52.0   \n",
       "4            2.0       2.0            2.0                 257.0     0.0   \n",
       "...          ...       ...            ...                   ...     ...   \n",
       "6375         1.0       1.0            1.0                 264.0    50.0   \n",
       "6376         2.0       1.0            1.0                 504.0    60.0   \n",
       "6377         1.0       3.0            3.0                  27.0     0.0   \n",
       "6378         2.0       2.0            2.0                 131.0     0.0   \n",
       "6379         1.0       1.0            1.0                 782.0     0.0   \n",
       "\n",
       "      AgeHH2  RetentionCalls  RetentionOffersAccepted  \\\n",
       "0       58.0             0.0                      0.0   \n",
       "1        0.0             0.0                      0.0   \n",
       "2        0.0             0.0                      0.0   \n",
       "3       50.0             0.0                      0.0   \n",
       "4        0.0             0.0                      0.0   \n",
       "...      ...             ...                      ...   \n",
       "6375    50.0             0.0                      0.0   \n",
       "6376    54.0             0.0                      0.0   \n",
       "6377     0.0             0.0                      0.0   \n",
       "6378     0.0             0.0                      0.0   \n",
       "6379     0.0             0.0                      0.0   \n",
       "\n",
       "      ReferralsMadeBySubscriber  IncomeGroup  AdjustmentsToCreditRating  \\\n",
       "0                           0.0          8.0                        0.0   \n",
       "1                           0.0          7.0                        0.0   \n",
       "2                           0.0          0.0                        0.0   \n",
       "3                           0.0          8.0                        0.0   \n",
       "4                           0.0          0.0                        0.0   \n",
       "...                         ...          ...                        ...   \n",
       "6375                        1.0          6.0                        0.0   \n",
       "6376                        0.0          7.0                        0.0   \n",
       "6377                        0.0          8.0                        0.0   \n",
       "6378                        0.0          0.0                        0.0   \n",
       "6379                        0.0          0.0                        1.0   \n",
       "\n",
       "      HandsetPrice  ServiceArea_frequency  ChildrenInHH_frequency  \\\n",
       "0       150.000000               0.018190                0.761129   \n",
       "1        80.000000               0.001411                0.761129   \n",
       "2       130.000000               0.004548                0.761129   \n",
       "3       150.000000               0.007370                0.238871   \n",
       "4        30.000000               0.029951                0.761129   \n",
       "...            ...                    ...                     ...   \n",
       "6375     85.449608               0.002195                0.238871   \n",
       "6376     56.818354               0.009409                0.761129   \n",
       "6377    100.000000               0.010663                0.761129   \n",
       "6378     10.000000               0.003293                0.761129   \n",
       "6379     42.354377               0.008938                0.761129   \n",
       "\n",
       "      HandsetRefurbished_frequency  HandsetWebCapable_frequency  \\\n",
       "0                         0.864263                          0.9   \n",
       "1                         0.864263                          0.9   \n",
       "2                         0.864263                          0.9   \n",
       "3                         0.864263                          0.9   \n",
       "4                         0.135737                          0.9   \n",
       "...                            ...                          ...   \n",
       "6375                      0.864263                          0.9   \n",
       "6376                      0.864263                          0.9   \n",
       "6377                      0.864263                          0.9   \n",
       "6378                      0.864263                          0.9   \n",
       "6379                      0.864263                          0.9   \n",
       "\n",
       "      TruckOwner_frequency  RVOwner_frequency  Homeownership_frequency  \\\n",
       "0                 0.812069           0.917555                      1.0   \n",
       "1                 0.187931           0.082445                      1.0   \n",
       "2                 0.812069           0.917555                      1.0   \n",
       "3                 0.812069           0.917555                      1.0   \n",
       "4                 0.812069           0.917555                      1.0   \n",
       "...                    ...                ...                      ...   \n",
       "6375              0.812069           0.917555                      1.0   \n",
       "6376              0.812069           0.917555                      1.0   \n",
       "6377              0.812069           0.917555                      1.0   \n",
       "6378              0.812069           0.917555                      1.0   \n",
       "6379              0.812069           0.917555                      1.0   \n",
       "\n",
       "      BuysViaMailOrder_frequency  RespondsToMailOffers_frequency  \\\n",
       "0                        0.35768                        0.374608   \n",
       "1                        0.64232                        0.625392   \n",
       "2                        0.64232                        0.625392   \n",
       "3                        0.35768                        0.374608   \n",
       "4                        0.64232                        0.625392   \n",
       "...                          ...                             ...   \n",
       "6375                     0.35768                        0.374608   \n",
       "6376                     0.64232                        0.625392   \n",
       "6377                     0.64232                        0.625392   \n",
       "6378                     0.64232                        0.625392   \n",
       "6379                     0.64232                        0.625392   \n",
       "\n",
       "      OptOutMailings_frequency  NonUSTravel_frequency  OwnsComputer_frequency  \\\n",
       "0                     0.984796               0.944357                0.815517   \n",
       "1                     0.984796               0.944357                0.815517   \n",
       "2                     0.984796               0.944357                0.815517   \n",
       "3                     0.984796               0.944357                0.184483   \n",
       "4                     0.984796               0.944357                0.815517   \n",
       "...                        ...                    ...                     ...   \n",
       "6375                  0.984796               0.944357                0.184483   \n",
       "6376                  0.984796               0.944357                0.815517   \n",
       "6377                  0.984796               0.944357                0.815517   \n",
       "6378                  0.984796               0.944357                0.815517   \n",
       "6379                  0.984796               0.944357                0.815517   \n",
       "\n",
       "      HasCreditCard_frequency  NewCellphoneUser_frequency  \\\n",
       "0                    0.673041                    0.801254   \n",
       "1                    0.673041                    0.801254   \n",
       "2                    0.326959                    0.801254   \n",
       "3                    0.673041                    0.801254   \n",
       "4                    0.326959                    0.198746   \n",
       "...                       ...                         ...   \n",
       "6375                 0.673041                    0.801254   \n",
       "6376                 0.673041                    0.801254   \n",
       "6377                 0.673041                    0.198746   \n",
       "6378                 0.326959                    0.198746   \n",
       "6379                 0.326959                    0.801254   \n",
       "\n",
       "      NotNewCellphoneUser_frequency  OwnsMotorcycle_frequency  \\\n",
       "0                          0.863009                  0.986207   \n",
       "1                          0.863009                  0.986207   \n",
       "2                          0.863009                  0.986207   \n",
       "3                          0.863009                  0.986207   \n",
       "4                          0.863009                  0.986207   \n",
       "...                             ...                       ...   \n",
       "6375                       0.863009                  0.986207   \n",
       "6376                       0.863009                  0.986207   \n",
       "6377                       0.863009                  0.986207   \n",
       "6378                       0.863009                  0.986207   \n",
       "6379                       0.863009                  0.986207   \n",
       "\n",
       "      MadeCallToRetentionTeam_frequency  CreditRating_frequency  \\\n",
       "0                              0.965831                0.361912   \n",
       "1                              0.965831                0.361912   \n",
       "2                              0.965831                0.134013   \n",
       "3                              0.965831                0.361912   \n",
       "4                              0.965831                0.134013   \n",
       "...                                 ...                     ...   \n",
       "6375                           0.965831                0.038401   \n",
       "6376                           0.965831                0.361912   \n",
       "6377                           0.965831                0.134013   \n",
       "6378                           0.965831                0.134013   \n",
       "6379                           0.965831                0.361912   \n",
       "\n",
       "      PrizmCode_frequency  Occupation_frequency  MaritalStatus_frequency  \\\n",
       "0                0.483229              0.744514                 0.600304   \n",
       "1                0.322257              0.744514                 0.399696   \n",
       "2                0.322257              0.744514                 0.390584   \n",
       "3                0.150313              0.744514                 0.600304   \n",
       "4                0.483229              0.744514                 0.365529   \n",
       "...                   ...                   ...                      ...   \n",
       "6375             0.150313              0.166301                 0.600304   \n",
       "6376             0.322257              0.744514                 0.600304   \n",
       "6377             0.483229              0.744514                 0.435766   \n",
       "6378             0.322257              0.744514                 0.388475   \n",
       "6379             0.483229              0.744514                 0.379549   \n",
       "\n",
       "      Churn  \n",
       "0         1  \n",
       "1         0  \n",
       "2         0  \n",
       "3         0  \n",
       "4         0  \n",
       "...     ...  \n",
       "6375      0  \n",
       "6376      0  \n",
       "6377      0  \n",
       "6378      1  \n",
       "6379      0  \n",
       "\n",
       "[6380 rows x 57 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_imputed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fcf7eb9b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'MonthsInService', 'UniqueSubs', 'Handsets', 'HandsetModels', 'CurrentEquipmentDays', 'RetentionCalls', 'ReferralsMadeBySubscriber', 'HandsetRefurbished_frequency', 'Homeownership_frequency', 'OwnsComputer_frequency', 'HasCreditCard_frequency', 'NotNewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency', 'Occupation_frequency']\n"
     ]
    }
   ],
   "source": [
    "# read the selected features from part I Jupyter notebook.\n",
    "with open(\"features_selected_new.txt\", \"r\") as file:\n",
    "    features_selected = file.read().splitlines()\n",
    "    print(features_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b2565a26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MonthlyMinutes',\n",
       " 'TotalRecurringCharge',\n",
       " 'OverageMinutes',\n",
       " 'PercChangeMinutes',\n",
       " 'MonthsInService',\n",
       " 'UniqueSubs',\n",
       " 'Handsets',\n",
       " 'HandsetModels',\n",
       " 'CurrentEquipmentDays',\n",
       " 'RetentionCalls',\n",
       " 'ReferralsMadeBySubscriber',\n",
       " 'HandsetRefurbished_frequency',\n",
       " 'Homeownership_frequency',\n",
       " 'OwnsComputer_frequency',\n",
       " 'HasCreditCard_frequency',\n",
       " 'NotNewCellphoneUser_frequency',\n",
       " 'MadeCallToRetentionTeam_frequency',\n",
       " 'Occupation_frequency']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_selected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "95f35586",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the type of features_selected\n",
    "type(features_selected)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00792977",
   "metadata": {},
   "source": [
    "<a name=\"eval_DT_no_FS\"></a>\n",
    "# 4 Evaluation of the Decision Trees models (with feature selection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "388774d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def prediction(algorithm, training_x, testing_x, training_y, testing_y):\n",
    "    \"\"\"\n",
    "    Takes in algorithm, fits it with training_x, training_y,\n",
    "    calculate the predictions\n",
    "    \"\"\" \n",
    "    algorithm.fit(training_x, training_y)\n",
    "    predictions = algorithm.predict(testing_x)\n",
    "    probabilities = algorithm.predict_proba(testing_x)\n",
    "        \n",
    "    print('Algorithm:', type(algorithm).__name__)\n",
    "    print(\"\\nClassification report:\\n\", classification_report(testing_y, predictions))\n",
    "    print(\"Accuracy Score:\", accuracy_score(testing_y, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bd83db14",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report, matthews_corrcoef\n",
    "from sklearn.metrics import roc_auc_score, roc_curve, f1_score, precision_score, recall_score\n",
    "from sklearn.metrics import precision_recall_curve, average_precision_score\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from yellowbrick.classifier import DiscriminationThreshold\n",
    "\n",
    "# define the features used i.e. X and the target\n",
    "cols = features_selected\n",
    "X = df_imputed[cols]\n",
    "target = df_imputed[\"Churn\"]\n",
    "\n",
    "# split the dataset to train and test datasets\n",
    "x_train, x_test, y_train, y_test = train_test_split(X, target, test_size = .25, random_state = 111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "12e40141",
   "metadata": {},
   "outputs": [],
   "source": [
    "def treeplot(classifier, cols, classnames):\n",
    "    \"\"\"\n",
    "    Takes in classifier, cols, classnames\n",
    "    Plots the decision tree\n",
    "    \"\"\" \n",
    "    graph = Source(tree.export_graphviz(classifier, out_file=None, \n",
    "                                        rounded=True, proportion=False,\n",
    "                                        feature_names = cols, \n",
    "                                        precision = 2,\n",
    "                                        class_names = classnames,\n",
    "                                        filled = True)\n",
    "                  )\n",
    "    display(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "99cdba4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Algorithm: DecisionTreeClassifier\n",
      "\n",
      "Classification report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.75      0.92      0.82      1160\n",
      "           1       0.43      0.16      0.24       435\n",
      "\n",
      "    accuracy                           0.71      1595\n",
      "   macro avg       0.59      0.54      0.53      1595\n",
      "weighted avg       0.66      0.71      0.66      1595\n",
      "\n",
      "Accuracy Score: 0.7122257053291536\n"
     ]
    },
    {
     "data": {
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       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n",
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       "<!-- Title: Tree Pages: 1 -->\r\n",
       "<svg width=\"16875pt\" height=\"1147pt\"\r\n",
       " viewBox=\"0.00 0.00 16875.00 1147.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
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       "<text text-anchor=\"middle\" x=\"5764.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 295.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5764.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5764.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4785</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5764.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3409, 1376]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5764.5\" y=\"-1063.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetRefurbished_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2041</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1604, 437]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-1004.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MadeCallToRetentionTeam_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-974.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2744</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-959.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1805, 939]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-944.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"7740.66\" y=\"-1002.76\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\r\n",
       "</g>\r\n",
       "<!-- 2 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 9.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 378</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [256, 122]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<!-- 63 -->\r\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\r\n",
       "<path fill=\"#eb9e67\" stroke=\"black\" d=\"M3686.5,-901C3686.5,-901 3552.5,-901 3552.5,-901 3546.5,-901 3540.5,-895 3540.5,-889 3540.5,-889 3540.5,-830 3540.5,-830 3540.5,-824 3546.5,-818 3552.5,-818 3552.5,-818 3686.5,-818 3686.5,-818 3692.5,-818 3698.5,-824 3698.5,-830 3698.5,-830 3698.5,-889 3698.5,-889 3698.5,-895 3692.5,-901 3686.5,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1663</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1348, 315]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3619.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;63 -->\r\n",
       "<g id=\"edge63\" class=\"edge\"><title>1&#45;&gt;63</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3619.5,-936.907C3619.5,-928.649 3619.5,-919.864 3619.5,-911.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3623,-911.021 3619.5,-901.021 3616,-911.021 3623,-911.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 3 -->\r\n",
       "<g id=\"node4\" class=\"node\"><title>3</title>\r\n",
       "<path fill=\"#ea975b\" stroke=\"black\" d=\"M1267.5,-782C1267.5,-782 1109.5,-782 1109.5,-782 1103.5,-782 1097.5,-776 1097.5,-770 1097.5,-770 1097.5,-711 1097.5,-711 1097.5,-705 1103.5,-699 1109.5,-699 1109.5,-699 1267.5,-699 1267.5,-699 1273.5,-699 1279.5,-705 1279.5,-711 1279.5,-711 1279.5,-770 1279.5,-770 1279.5,-776 1273.5,-782 1267.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 2048.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;3 -->\r\n",
       "<g id=\"edge3\" class=\"edge\"><title>2&#45;&gt;3</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1674.7,-841.299C1572.37,-820.295 1399.42,-784.793 1289.74,-762.282\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1290.16,-758.795 1279.66,-760.212 1288.75,-765.652 1290.16,-758.795\"/>\r\n",
       "</g>\r\n",
       "<!-- 20 -->\r\n",
       "<g id=\"node21\" class=\"node\"><title>20</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M1858.5,-782C1858.5,-782 1658.5,-782 1658.5,-782 1652.5,-782 1646.5,-776 1646.5,-770 1646.5,-770 1646.5,-711 1646.5,-711 1646.5,-705 1652.5,-699 1658.5,-699 1658.5,-699 1858.5,-699 1858.5,-699 1864.5,-699 1870.5,-705 1870.5,-711 1870.5,-711 1870.5,-770 1870.5,-770 1870.5,-776 1864.5,-782 1858.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 284.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 297</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [187, 110]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 2&#45;&gt;20 -->\r\n",
       "<g id=\"edge20\" class=\"edge\"><title>2&#45;&gt;20</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1758.5,-817.907C1758.5,-809.649 1758.5,-800.864 1758.5,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1762,-792.021 1758.5,-782.021 1755,-792.021 1762,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 4 -->\r\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
       "<path fill=\"#e99456\" stroke=\"black\" d=\"M870,-663C870,-663 697,-663 697,-663 691,-663 685,-657 685,-651 685,-651 685,-592 685,-592 685,-586 691,-580 697,-580 697,-580 870,-580 870,-580 876,-580 882,-586 882,-592 882,-592 882,-651 882,-651 882,-657 876,-663 870,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 16.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [68, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>3&#45;&gt;4</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1097.36,-713.17C1036.45,-695.576 956.047,-672.347 891.866,-653.806\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"892.694,-650.402 882.115,-650.989 890.751,-657.127 892.694,-650.402\"/>\r\n",
       "</g>\r\n",
       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M1267,-663C1267,-663 1110,-663 1110,-663 1104,-663 1098,-657 1098,-651 1098,-651 1098,-592 1098,-592 1098,-586 1104,-580 1110,-580 1110,-580 1267,-580 1267,-580 1273,-580 1279,-586 1279,-592 1279,-592 1279,-651 1279,-651 1279,-657 1273,-663 1267,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 188.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1188.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>3&#45;&gt;17</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1188.5,-698.907C1188.5,-690.649 1188.5,-681.864 1188.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1192,-673.021 1188.5,-663.021 1185,-673.021 1192,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 5 -->\r\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
       "<path fill=\"#eb9f68\" stroke=\"black\" d=\"M638.5,-544C638.5,-544 452.5,-544 452.5,-544 446.5,-544 440.5,-538 440.5,-532 440.5,-532 440.5,-473 440.5,-473 440.5,-467 446.5,-461 452.5,-461 452.5,-461 638.5,-461 638.5,-461 644.5,-461 650.5,-467 650.5,-473 650.5,-473 650.5,-532 650.5,-532 650.5,-538 644.5,-544 638.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;206.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;5 -->\r\n",
       "<g id=\"edge5\" class=\"edge\"><title>4&#45;&gt;5</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M700.927,-579.907C680.344,-569.789 658.151,-558.879 637.159,-548.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"638.445,-545.292 627.927,-544.021 635.357,-551.574 638.445,-545.292\"/>\r\n",
       "</g>\r\n",
       "<!-- 16 -->\r\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M834,-536.5C834,-536.5 733,-536.5 733,-536.5 727,-536.5 721,-530.5 721,-524.5 721,-524.5 721,-480.5 721,-480.5 721,-474.5 727,-468.5 733,-468.5 733,-468.5 834,-468.5 834,-468.5 840,-468.5 846,-474.5 846,-480.5 846,-480.5 846,-524.5 846,-524.5 846,-530.5 840,-536.5 834,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"783.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;16 -->\r\n",
       "<g id=\"edge16\" class=\"edge\"><title>4&#45;&gt;16</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M783.5,-579.907C783.5,-569.204 783.5,-557.615 783.5,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"787,-546.667 783.5,-536.667 780,-546.667 787,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 6 -->\r\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M428,-417.5C428,-417.5 327,-417.5 327,-417.5 321,-417.5 315,-411.5 315,-405.5 315,-405.5 315,-361.5 315,-361.5 315,-355.5 321,-349.5 327,-349.5 327,-349.5 428,-349.5 428,-349.5 434,-349.5 440,-355.5 440,-361.5 440,-361.5 440,-405.5 440,-405.5 440,-411.5 434,-417.5 428,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"377.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M487.213,-460.907C469.784,-448.769 450.721,-435.493 433.446,-423.462\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"435.331,-420.51 425.124,-417.667 431.33,-426.254 435.331,-420.51\"/>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<path fill=\"#efb082\" stroke=\"black\" d=\"M620.5,-425C620.5,-425 470.5,-425 470.5,-425 464.5,-425 458.5,-419 458.5,-413 458.5,-413 458.5,-354 458.5,-354 458.5,-348 464.5,-342 470.5,-342 470.5,-342 620.5,-342 620.5,-342 626.5,-342 632.5,-348 632.5,-354 632.5,-354 632.5,-413 632.5,-413 632.5,-419 626.5,-425 620.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 993.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M545.5,-460.907C545.5,-452.649 545.5,-443.864 545.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"549,-435.021 545.5,-425.021 542,-435.021 549,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 8 -->\r\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M402,-306C402,-306 229,-306 229,-306 223,-306 217,-300 217,-294 217,-294 217,-235 217,-235 217,-229 223,-223 229,-223 229,-223 402,-223 402,-223 408,-223 414,-229 414,-235 414,-235 414,-294 414,-294 414,-300 408,-306 402,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 11.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 7&#45;&gt;8 -->\r\n",
       "<g id=\"edge8\" class=\"edge\"><title>7&#45;&gt;8</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M465.703,-341.907C445.811,-331.789 424.364,-320.879 404.078,-310.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"405.656,-307.435 395.156,-306.021 402.482,-313.674 405.656,-307.435\"/>\r\n",
       "</g>\r\n",
       "<!-- 13 -->\r\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M624,-306C624,-306 467,-306 467,-306 461,-306 455,-300 455,-294 455,-294 455,-235 455,-235 455,-229 461,-223 467,-223 467,-223 624,-223 624,-223 630,-223 636,-229 636,-235 636,-235 636,-294 636,-294 636,-300 630,-306 624,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 129.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 7&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>7&#45;&gt;13</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M545.5,-341.907C545.5,-333.649 545.5,-324.864 545.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"549,-316.021 545.5,-306.021 542,-316.021 549,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 9 -->\r\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
       "<path fill=\"#ea9b62\" stroke=\"black\" d=\"M233.5,-187C233.5,-187 33.5,-187 33.5,-187 27.5,-187 21.5,-181 21.5,-175 21.5,-175 21.5,-116 21.5,-116 21.5,-110 27.5,-104 33.5,-104 33.5,-104 233.5,-104 233.5,-104 239.5,-104 245.5,-110 245.5,-116 245.5,-116 245.5,-175 245.5,-175 245.5,-181 239.5,-187 233.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"133.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 166.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"133.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"133.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"133.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"133.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;9 -->\r\n",
       "<g id=\"edge9\" class=\"edge\"><title>8&#45;&gt;9</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M252.356,-222.907C237.11,-213.106 220.709,-202.563 205.106,-192.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"206.837,-189.484 196.532,-187.021 203.052,-195.373 206.837,-189.484\"/>\r\n",
       "</g>\r\n",
       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M355,-179.5C355,-179.5 276,-179.5 276,-179.5 270,-179.5 264,-173.5 264,-167.5 264,-167.5 264,-123.5 264,-123.5 264,-117.5 270,-111.5 276,-111.5 276,-111.5 355,-111.5 355,-111.5 361,-111.5 367,-117.5 367,-123.5 367,-123.5 367,-167.5 367,-167.5 367,-173.5 361,-179.5 355,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;12 -->\r\n",
       "<g id=\"edge12\" class=\"edge\"><title>8&#45;&gt;12</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M315.5,-222.907C315.5,-212.204 315.5,-200.615 315.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"319,-189.667 315.5,-179.667 312,-189.667 319,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 10 -->\r\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
       "<path fill=\"#efb185\" stroke=\"black\" d=\"M113,-68C113,-68 12,-68 12,-68 6,-68 0,-62 0,-56 0,-56 0,-12 0,-12 0,-6 6,-0 12,-0 12,-0 113,-0 113,-0 119,-0 125,-6 125,-12 125,-12 125,-56 125,-56 125,-62 119,-68 113,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;10 -->\r\n",
       "<g id=\"edge10\" class=\"edge\"><title>9&#45;&gt;10</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M107.062,-103.726C101.385,-94.9703 95.376,-85.7032 89.6713,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"92.4687,-74.786 84.0915,-68.2996 86.5953,-78.5943 92.4687,-74.786\"/>\r\n",
       "</g>\r\n",
       "<!-- 11 -->\r\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M256,-68C256,-68 155,-68 155,-68 149,-68 143,-62 143,-56 143,-56 143,-12 143,-12 143,-6 149,-0 155,-0 155,-0 256,-0 256,-0 262,-0 268,-6 268,-12 268,-12 268,-56 268,-56 268,-62 262,-68 256,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;11 -->\r\n",
       "<g id=\"edge11\" class=\"edge\"><title>9&#45;&gt;11</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M160.31,-103.726C166.068,-94.9703 172.161,-85.7032 177.946,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"181.035,-78.5781 183.604,-68.2996 175.186,-74.7322 181.035,-78.5781\"/>\r\n",
       "</g>\r\n",
       "<!-- 14 -->\r\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M476,-179.5C476,-179.5 397,-179.5 397,-179.5 391,-179.5 385,-173.5 385,-167.5 385,-167.5 385,-123.5 385,-123.5 385,-117.5 391,-111.5 397,-111.5 397,-111.5 476,-111.5 476,-111.5 482,-111.5 488,-117.5 488,-123.5 488,-123.5 488,-167.5 488,-167.5 488,-173.5 482,-179.5 476,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"436.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"436.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"436.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"436.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 13&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>13&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M507.683,-222.907C496.889,-211.321 485.129,-198.698 474.334,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"476.777,-184.598 467.399,-179.667 471.655,-189.37 476.777,-184.598\"/>\r\n",
       "</g>\r\n",
       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M619,-179.5C619,-179.5 518,-179.5 518,-179.5 512,-179.5 506,-173.5 506,-167.5 506,-167.5 506,-123.5 506,-123.5 506,-117.5 512,-111.5 518,-111.5 518,-111.5 619,-111.5 619,-111.5 625,-111.5 631,-117.5 631,-123.5 631,-123.5 631,-167.5 631,-167.5 631,-173.5 625,-179.5 619,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"568.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"568.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"568.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"568.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 13&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>13&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M553.48,-222.907C555.584,-212.204 557.862,-200.615 559.993,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"563.485,-190.154 561.98,-179.667 556.617,-188.804 563.485,-190.154\"/>\r\n",
       "</g>\r\n",
       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1162,-536.5C1162,-536.5 1083,-536.5 1083,-536.5 1077,-536.5 1071,-530.5 1071,-524.5 1071,-524.5 1071,-480.5 1071,-480.5 1071,-474.5 1077,-468.5 1083,-468.5 1083,-468.5 1162,-468.5 1162,-468.5 1168,-468.5 1174,-474.5 1174,-480.5 1174,-480.5 1174,-524.5 1174,-524.5 1174,-530.5 1168,-536.5 1162,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1122.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1122.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1122.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1122.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 17&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>17&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1165.6,-579.907C1159.31,-568.763 1152.49,-556.658 1146.16,-545.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1149.17,-543.657 1141.21,-536.667 1143.07,-547.096 1149.17,-543.657\"/>\r\n",
       "</g>\r\n",
       "<!-- 19 -->\r\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1305,-536.5C1305,-536.5 1204,-536.5 1204,-536.5 1198,-536.5 1192,-530.5 1192,-524.5 1192,-524.5 1192,-480.5 1192,-480.5 1192,-474.5 1198,-468.5 1204,-468.5 1204,-468.5 1305,-468.5 1305,-468.5 1311,-468.5 1317,-474.5 1317,-480.5 1317,-480.5 1317,-524.5 1317,-524.5 1317,-530.5 1311,-536.5 1305,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1254.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1254.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1254.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1254.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 17&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>17&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1211.4,-579.907C1217.69,-568.763 1224.51,-556.658 1230.84,-545.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1233.93,-547.096 1235.79,-536.667 1227.83,-543.657 1233.93,-547.096\"/>\r\n",
       "</g>\r\n",
       "<!-- 21 -->\r\n",
       "<g id=\"node22\" class=\"node\"><title>21</title>\r\n",
       "<path fill=\"#f5d1b6\" stroke=\"black\" d=\"M1761.5,-663C1761.5,-663 1561.5,-663 1561.5,-663 1555.5,-663 1549.5,-657 1549.5,-651 1549.5,-651 1549.5,-592 1549.5,-592 1549.5,-586 1555.5,-580 1561.5,-580 1561.5,-580 1761.5,-580 1761.5,-580 1767.5,-580 1773.5,-586 1773.5,-592 1773.5,-592 1773.5,-651 1773.5,-651 1773.5,-657 1767.5,-663 1761.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1661.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 128.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1661.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1661.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 284</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1661.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [174, 110]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1661.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;21 -->\r\n",
       "<g id=\"edge21\" class=\"edge\"><title>20&#45;&gt;21</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1724.85,-698.907C1717.32,-689.832 1709.27,-680.121 1701.52,-670.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1704.17,-668.485 1695.09,-663.021 1698.78,-672.953 1704.17,-668.485\"/>\r\n",
       "</g>\r\n",
       "<!-- 62 -->\r\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1905,-655.5C1905,-655.5 1804,-655.5 1804,-655.5 1798,-655.5 1792,-649.5 1792,-643.5 1792,-643.5 1792,-599.5 1792,-599.5 1792,-593.5 1798,-587.5 1804,-587.5 1804,-587.5 1905,-587.5 1905,-587.5 1911,-587.5 1917,-593.5 1917,-599.5 1917,-599.5 1917,-643.5 1917,-643.5 1917,-649.5 1911,-655.5 1905,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1854.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1854.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1854.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1854.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;62 -->\r\n",
       "<g id=\"edge62\" class=\"edge\"><title>20&#45;&gt;62</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1791.81,-698.907C1801.22,-687.432 1811.47,-674.938 1820.91,-663.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1823.65,-665.618 1827.29,-655.667 1818.24,-661.178 1823.65,-665.618\"/>\r\n",
       "</g>\r\n",
       "<!-- 22 -->\r\n",
       "<g id=\"node23\" class=\"node\"><title>22</title>\r\n",
       "<path fill=\"#f0b68d\" stroke=\"black\" d=\"M1635,-544C1635,-544 1450,-544 1450,-544 1444,-544 1438,-538 1438,-532 1438,-532 1438,-473 1438,-473 1438,-467 1444,-461 1450,-461 1450,-461 1635,-461 1635,-461 1641,-461 1647,-467 1647,-473 1647,-473 1647,-532 1647,-532 1647,-538 1641,-544 1635,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 89.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 138</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [97, 41]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 21&#45;&gt;22 -->\r\n",
       "<g id=\"edge22\" class=\"edge\"><title>21&#45;&gt;22</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1620.21,-579.907C1610.8,-570.651 1600.71,-560.732 1591.02,-551.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1593.3,-548.536 1583.71,-544.021 1588.39,-553.527 1593.3,-548.536\"/>\r\n",
       "</g>\r\n",
       "<!-- 37 -->\r\n",
       "<g id=\"node38\" class=\"node\"><title>37</title>\r\n",
       "<path fill=\"#fcf2ea\" stroke=\"black\" d=\"M1830,-544C1830,-544 1729,-544 1729,-544 1723,-544 1717,-538 1717,-532 1717,-532 1717,-473 1717,-473 1717,-467 1723,-461 1729,-461 1729,-461 1830,-461 1830,-461 1836,-461 1842,-467 1842,-473 1842,-473 1842,-532 1842,-532 1842,-538 1836,-544 1830,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Handsets &lt;= 3.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 146</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [77, 69]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 21&#45;&gt;37 -->\r\n",
       "<g id=\"edge37\" class=\"edge\"><title>21&#45;&gt;37</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1702.44,-579.907C1711.78,-570.651 1721.78,-560.732 1731.38,-551.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1734,-553.547 1738.63,-544.021 1729.07,-548.576 1734,-553.547\"/>\r\n",
       "</g>\r\n",
       "<!-- 23 -->\r\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\r\n",
       "<path fill=\"#f1bb94\" stroke=\"black\" d=\"M1311,-425C1311,-425 1126,-425 1126,-425 1120,-425 1114,-419 1114,-413 1114,-413 1114,-354 1114,-354 1114,-348 1120,-342 1126,-342 1126,-342 1311,-342 1311,-342 1317,-342 1323,-348 1323,-354 1323,-354 1323,-413 1323,-413 1323,-419 1317,-425 1311,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 68.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 130</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 41]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 22&#45;&gt;23 -->\r\n",
       "<g id=\"edge23\" class=\"edge\"><title>22&#45;&gt;23</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1437.75,-463.675C1404.21,-451.561 1366.9,-438.09 1332.72,-425.745\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1333.76,-422.399 1323.16,-422.295 1331.38,-428.983 1333.76,-422.399\"/>\r\n",
       "</g>\r\n",
       "<!-- 36 -->\r\n",
       "<g id=\"node37\" class=\"node\"><title>36</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1593,-417.5C1593,-417.5 1492,-417.5 1492,-417.5 1486,-417.5 1480,-411.5 1480,-405.5 1480,-405.5 1480,-361.5 1480,-361.5 1480,-355.5 1486,-349.5 1492,-349.5 1492,-349.5 1593,-349.5 1593,-349.5 1599,-349.5 1605,-355.5 1605,-361.5 1605,-361.5 1605,-405.5 1605,-405.5 1605,-411.5 1599,-417.5 1593,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1542.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 22&#45;&gt;36 -->\r\n",
       "<g id=\"edge36\" class=\"edge\"><title>22&#45;&gt;36</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1542.5,-460.907C1542.5,-450.204 1542.5,-438.615 1542.5,-427.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1546,-427.667 1542.5,-417.667 1539,-427.667 1546,-427.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 24 -->\r\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\r\n",
       "<path fill=\"#eead7f\" stroke=\"black\" d=\"M1016.5,-306C1016.5,-306 828.5,-306 828.5,-306 822.5,-306 816.5,-300 816.5,-294 816.5,-294 816.5,-235 816.5,-235 816.5,-229 822.5,-223 828.5,-223 828.5,-223 1016.5,-223 1016.5,-223 1022.5,-223 1028.5,-229 1028.5,-235 1028.5,-235 1028.5,-294 1028.5,-294 1028.5,-300 1022.5,-306 1016.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.09</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 100</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [74, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;24 -->\r\n",
       "<g id=\"edge24\" class=\"edge\"><title>23&#45;&gt;24</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1115.8,-341.907C1089.52,-331.516 1061.12,-320.291 1034.39,-309.727\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1035.6,-306.442 1025.01,-306.021 1033.03,-312.952 1035.6,-306.442\"/>\r\n",
       "</g>\r\n",
       "<!-- 31 -->\r\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M1314.5,-306C1314.5,-306 1122.5,-306 1122.5,-306 1116.5,-306 1110.5,-300 1110.5,-294 1110.5,-294 1110.5,-235 1110.5,-235 1110.5,-229 1116.5,-223 1122.5,-223 1122.5,-223 1314.5,-223 1314.5,-223 1320.5,-223 1326.5,-229 1326.5,-235 1326.5,-235 1326.5,-294 1326.5,-294 1326.5,-300 1320.5,-306 1314.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 12.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1218.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;31 -->\r\n",
       "<g id=\"edge31\" class=\"edge\"><title>23&#45;&gt;31</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1218.5,-341.907C1218.5,-333.649 1218.5,-324.864 1218.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1222,-316.021 1218.5,-306.021 1215,-316.021 1222,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 25 -->\r\n",
       "<g id=\"node26\" class=\"node\"><title>25</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M801.5,-187C801.5,-187 661.5,-187 661.5,-187 655.5,-187 649.5,-181 649.5,-175 649.5,-175 649.5,-116 649.5,-116 649.5,-110 655.5,-104 661.5,-104 661.5,-104 801.5,-104 801.5,-104 807.5,-104 813.5,-110 813.5,-116 813.5,-116 813.5,-175 813.5,-175 813.5,-181 807.5,-187 801.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 3.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"731.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 24&#45;&gt;25 -->\r\n",
       "<g id=\"edge25\" class=\"edge\"><title>24&#45;&gt;25</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M856.234,-222.907C840.085,-213.016 822.703,-202.368 806.193,-192.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"808.005,-189.26 797.649,-187.021 804.348,-195.229 808.005,-189.26\"/>\r\n",
       "</g>\r\n",
       "<!-- 28 -->\r\n",
       "<g id=\"node29\" class=\"node\"><title>28</title>\r\n",
       "<path fill=\"#eda876\" stroke=\"black\" d=\"M1001,-187C1001,-187 844,-187 844,-187 838,-187 832,-181 832,-175 832,-175 832,-116 832,-116 832,-110 838,-104 844,-104 844,-104 1001,-104 1001,-104 1007,-104 1013,-110 1013,-116 1013,-116 1013,-175 1013,-175 1013,-181 1007,-187 1001,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 189.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [72, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"922.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 24&#45;&gt;28 -->\r\n",
       "<g id=\"edge28\" class=\"edge\"><title>24&#45;&gt;28</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M922.5,-222.907C922.5,-214.649 922.5,-205.864 922.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"926,-197.021 922.5,-187.021 919,-197.021 926,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 26 -->\r\n",
       "<g id=\"node27\" class=\"node\"><title>26</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M651,-68C651,-68 572,-68 572,-68 566,-68 560,-62 560,-56 560,-56 560,-12 560,-12 560,-6 566,-0 572,-0 572,-0 651,-0 651,-0 657,-0 663,-6 663,-12 663,-12 663,-56 663,-56 663,-62 657,-68 651,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"611.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"611.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"611.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"611.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 25&#45;&gt;26 -->\r\n",
       "<g id=\"edge26\" class=\"edge\"><title>25&#45;&gt;26</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M686.816,-103.726C676.621,-94.423 665.793,-84.5428 655.622,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"657.739,-72.4547 647.993,-68.2996 653.02,-77.6255 657.739,-72.4547\"/>\r\n",
       "</g>\r\n",
       "<!-- 27 -->\r\n",
       "<g id=\"node28\" class=\"node\"><title>27</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M794,-68C794,-68 693,-68 693,-68 687,-68 681,-62 681,-56 681,-56 681,-12 681,-12 681,-6 687,-0 693,-0 693,-0 794,-0 794,-0 800,-0 806,-6 806,-12 806,-12 806,-56 806,-56 806,-62 800,-68 794,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"743.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"743.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"743.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"743.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 25&#45;&gt;27 -->\r\n",
       "<g id=\"edge27\" class=\"edge\"><title>25&#45;&gt;27</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M735.968,-103.726C736.878,-95.4263 737.838,-86.6671 738.757,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"742.24,-78.6214 739.851,-68.2996 735.282,-77.8588 742.24,-78.6214\"/>\r\n",
       "</g>\r\n",
       "<!-- 29 -->\r\n",
       "<g id=\"node30\" class=\"node\"><title>29</title>\r\n",
       "<path fill=\"#eca36f\" stroke=\"black\" d=\"M961,-68C961,-68 860,-68 860,-68 854,-68 848,-62 848,-56 848,-56 848,-12 848,-12 848,-6 854,-0 860,-0 860,-0 961,-0 961,-0 967,-0 973,-6 973,-12 973,-12 973,-56 973,-56 973,-62 967,-68 961,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"910.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"910.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 89</text>\r\n",
       "<text text-anchor=\"middle\" x=\"910.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [70, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"910.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;29 -->\r\n",
       "<g id=\"edge29\" class=\"edge\"><title>28&#45;&gt;29</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M918.032,-103.726C917.122,-95.4263 916.162,-86.6671 915.243,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"918.718,-77.8588 914.149,-68.2996 911.76,-78.6214 918.718,-77.8588\"/>\r\n",
       "</g>\r\n",
       "<!-- 30 -->\r\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M1082,-68C1082,-68 1003,-68 1003,-68 997,-68 991,-62 991,-56 991,-56 991,-12 991,-12 991,-6 997,-0 1003,-0 1003,-0 1082,-0 1082,-0 1088,-0 1094,-6 1094,-12 1094,-12 1094,-56 1094,-56 1094,-62 1088,-68 1082,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1042.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1042.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1042.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1042.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>28&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M967.184,-103.726C977.379,-94.423 988.207,-84.5428 998.378,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1000.98,-77.6255 1006.01,-68.2996 996.261,-72.4547 1000.98,-77.6255\"/>\r\n",
       "</g>\r\n",
       "<!-- 32 -->\r\n",
       "<g id=\"node33\" class=\"node\"><title>32</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1144,-179.5C1144,-179.5 1043,-179.5 1043,-179.5 1037,-179.5 1031,-173.5 1031,-167.5 1031,-167.5 1031,-123.5 1031,-123.5 1031,-117.5 1037,-111.5 1043,-111.5 1043,-111.5 1144,-111.5 1144,-111.5 1150,-111.5 1156,-117.5 1156,-123.5 1156,-123.5 1156,-167.5 1156,-167.5 1156,-173.5 1150,-179.5 1144,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1093.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1093.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1093.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1093.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 31&#45;&gt;32 -->\r\n",
       "<g id=\"edge32\" class=\"edge\"><title>31&#45;&gt;32</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1175.13,-222.907C1162.64,-211.211 1149.01,-198.457 1136.53,-186.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1138.63,-183.945 1128.93,-179.667 1133.84,-189.056 1138.63,-183.945\"/>\r\n",
       "</g>\r\n",
       "<!-- 33 -->\r\n",
       "<g id=\"node34\" class=\"node\"><title>33</title>\r\n",
       "<path fill=\"#cae5f8\" stroke=\"black\" d=\"M1378.5,-187C1378.5,-187 1186.5,-187 1186.5,-187 1180.5,-187 1174.5,-181 1174.5,-175 1174.5,-175 1174.5,-116 1174.5,-116 1174.5,-110 1180.5,-104 1186.5,-104 1186.5,-104 1378.5,-104 1378.5,-104 1384.5,-104 1390.5,-110 1390.5,-116 1390.5,-116 1390.5,-175 1390.5,-175 1390.5,-181 1384.5,-187 1378.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1282.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 76.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1282.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1282.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1282.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1282.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 31&#45;&gt;33 -->\r\n",
       "<g id=\"edge33\" class=\"edge\"><title>31&#45;&gt;33</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1240.7,-222.907C1245.47,-214.195 1250.56,-204.897 1255.48,-195.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1258.61,-197.474 1260.33,-187.021 1252.47,-194.114 1258.61,-197.474\"/>\r\n",
       "</g>\r\n",
       "<!-- 34 -->\r\n",
       "<g id=\"node35\" class=\"node\"><title>34</title>\r\n",
       "<path fill=\"#8bc6f0\" stroke=\"black\" d=\"M1220,-68C1220,-68 1139,-68 1139,-68 1133,-68 1127,-62 1127,-56 1127,-56 1127,-12 1127,-12 1127,-6 1133,-0 1139,-0 1139,-0 1220,-0 1220,-0 1226,-0 1232,-6 1232,-12 1232,-12 1232,-56 1232,-56 1232,-62 1226,-68 1220,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1179.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1179.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1179.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1179.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;34 -->\r\n",
       "<g id=\"edge34\" class=\"edge\"><title>33&#45;&gt;34</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1244.15,-103.726C1235.57,-94.6054 1226.47,-84.93 1217.89,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1220.22,-73.1855 1210.82,-68.2996 1215.13,-77.9816 1220.22,-73.1855\"/>\r\n",
       "</g>\r\n",
       "<!-- 35 -->\r\n",
       "<g id=\"node36\" class=\"node\"><title>35</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M1363,-68C1363,-68 1262,-68 1262,-68 1256,-68 1250,-62 1250,-56 1250,-56 1250,-12 1250,-12 1250,-6 1256,-0 1262,-0 1262,-0 1363,-0 1363,-0 1369,-0 1375,-6 1375,-12 1375,-12 1375,-56 1375,-56 1375,-62 1369,-68 1363,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1312.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1312.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1312.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1312.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 33&#45;&gt;35 -->\r\n",
       "<g id=\"edge35\" class=\"edge\"><title>33&#45;&gt;35</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1293.67,-103.726C1295.97,-95.3351 1298.4,-86.4745 1300.72,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1304.11,-78.869 1303.38,-68.2996 1297.36,-77.0193 1304.11,-78.869\"/>\r\n",
       "</g>\r\n",
       "<!-- 38 -->\r\n",
       "<g id=\"node39\" class=\"node\"><title>38</title>\r\n",
       "<path fill=\"#f8dbc6\" stroke=\"black\" d=\"M1854,-425C1854,-425 1705,-425 1705,-425 1699,-425 1693,-419 1693,-413 1693,-413 1693,-354 1693,-354 1693,-348 1699,-342 1705,-342 1705,-342 1854,-342 1854,-342 1860,-342 1866,-348 1866,-354 1866,-354 1866,-413 1866,-413 1866,-419 1860,-425 1854,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 93.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 113</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 47]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1779.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 37&#45;&gt;38 -->\r\n",
       "<g id=\"edge38\" class=\"edge\"><title>37&#45;&gt;38</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1779.5,-460.907C1779.5,-452.649 1779.5,-443.864 1779.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1783,-435.021 1779.5,-425.021 1776,-435.021 1783,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 49 -->\r\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M2381,-425C2381,-425 2196,-425 2196,-425 2190,-425 2184,-419 2184,-413 2184,-413 2184,-354 2184,-354 2184,-348 2190,-342 2196,-342 2196,-342 2381,-342 2381,-342 2387,-342 2393,-348 2393,-354 2393,-354 2393,-413 2393,-413 2393,-419 2387,-425 2381,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 58.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 37&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>37&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1842.17,-487.095C1924.67,-468.13 2071.25,-434.439 2173.84,-410.855\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2174.67,-414.256 2183.63,-408.605 2173.1,-407.434 2174.67,-414.256\"/>\r\n",
       "</g>\r\n",
       "<!-- 39 -->\r\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\r\n",
       "<path fill=\"#f4caac\" stroke=\"black\" d=\"M1764.5,-306C1764.5,-306 1582.5,-306 1582.5,-306 1576.5,-306 1570.5,-300 1570.5,-294 1570.5,-294 1570.5,-235 1570.5,-235 1570.5,-229 1576.5,-223 1582.5,-223 1582.5,-223 1764.5,-223 1764.5,-223 1770.5,-223 1776.5,-229 1776.5,-235 1776.5,-235 1776.5,-294 1776.5,-294 1776.5,-300 1770.5,-306 1764.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1673.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 282.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1673.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1673.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1673.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [60, 35]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1673.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;39 -->\r\n",
       "<g id=\"edge39\" class=\"edge\"><title>38&#45;&gt;39</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1742.72,-341.907C1734.42,-332.742 1725.53,-322.927 1716.98,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1719.52,-311.082 1710.21,-306.021 1714.33,-315.782 1719.52,-311.082\"/>\r\n",
       "</g>\r\n",
       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M1964,-306C1964,-306 1807,-306 1807,-306 1801,-306 1795,-300 1795,-294 1795,-294 1795,-235 1795,-235 1795,-229 1801,-223 1807,-223 1807,-223 1964,-223 1964,-223 1970,-223 1976,-229 1976,-235 1976,-235 1976,-294 1976,-294 1976,-300 1970,-306 1964,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1885.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 428.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1885.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1885.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1885.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1885.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;44 -->\r\n",
       "<g id=\"edge44\" class=\"edge\"><title>38&#45;&gt;44</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1816.28,-341.907C1824.58,-332.742 1833.47,-322.927 1842.02,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1844.67,-315.782 1848.79,-306.021 1839.48,-311.082 1844.67,-315.782\"/>\r\n",
       "</g>\r\n",
       "<!-- 40 -->\r\n",
       "<g id=\"node41\" class=\"node\"><title>40</title>\r\n",
       "<path fill=\"#f7d7c1\" stroke=\"black\" d=\"M1606,-187C1606,-187 1421,-187 1421,-187 1415,-187 1409,-181 1409,-175 1409,-175 1409,-116 1409,-116 1409,-110 1415,-104 1421,-104 1421,-104 1606,-104 1606,-104 1612,-104 1618,-110 1618,-116 1618,-116 1618,-175 1618,-175 1618,-181 1612,-187 1606,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1513.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 77.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1513.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1513.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1513.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 35]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1513.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 39&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>39&#45;&gt;40</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1617.99,-222.907C1604.83,-213.288 1590.7,-202.953 1577.21,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1579.05,-190.098 1568.91,-187.021 1574.92,-195.749 1579.05,-190.098\"/>\r\n",
       "</g>\r\n",
       "<!-- 43 -->\r\n",
       "<g id=\"node44\" class=\"node\"><title>43</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1749,-179.5C1749,-179.5 1648,-179.5 1648,-179.5 1642,-179.5 1636,-173.5 1636,-167.5 1636,-167.5 1636,-123.5 1636,-123.5 1636,-117.5 1642,-111.5 1648,-111.5 1648,-111.5 1749,-111.5 1749,-111.5 1755,-111.5 1761,-117.5 1761,-123.5 1761,-123.5 1761,-167.5 1761,-167.5 1761,-173.5 1755,-179.5 1749,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1698.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1698.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1698.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1698.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 39&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>39&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1682.17,-222.907C1684.46,-212.204 1686.94,-200.615 1689.25,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1692.75,-190.178 1691.41,-179.667 1685.9,-188.715 1692.75,-190.178\"/>\r\n",
       "</g>\r\n",
       "<!-- 41 -->\r\n",
       "<g id=\"node42\" class=\"node\"><title>41</title>\r\n",
       "<path fill=\"#f4caac\" stroke=\"black\" d=\"M1550,-68C1550,-68 1449,-68 1449,-68 1443,-68 1437,-62 1437,-56 1437,-56 1437,-12 1437,-12 1437,-6 1443,-0 1449,-0 1449,-0 1550,-0 1550,-0 1556,-0 1562,-6 1562,-12 1562,-12 1562,-56 1562,-56 1562,-62 1556,-68 1550,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1499.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1499.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 79</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1499.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1499.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;41 -->\r\n",
       "<g id=\"edge41\" class=\"edge\"><title>40&#45;&gt;41</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1508.29,-103.726C1507.23,-95.4263 1506.11,-86.6671 1505.03,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1508.5,-77.7749 1503.76,-68.2996 1501.55,-78.6628 1508.5,-77.7749\"/>\r\n",
       "</g>\r\n",
       "<!-- 42 -->\r\n",
       "<g id=\"node43\" class=\"node\"><title>42</title>\r\n",
       "<path fill=\"#5aade9\" stroke=\"black\" d=\"M1671,-68C1671,-68 1592,-68 1592,-68 1586,-68 1580,-62 1580,-56 1580,-56 1580,-12 1580,-12 1580,-6 1586,-0 1592,-0 1592,-0 1671,-0 1671,-0 1677,-0 1683,-6 1683,-12 1683,-12 1683,-56 1683,-56 1683,-62 1677,-68 1671,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;42 -->\r\n",
       "<g id=\"edge42\" class=\"edge\"><title>40&#45;&gt;42</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1557.44,-103.726C1567.46,-94.423 1578.11,-84.5428 1588.11,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1590.67,-77.6673 1595.62,-68.2996 1585.9,-72.5362 1590.67,-77.6673\"/>\r\n",
       "</g>\r\n",
       "<!-- 45 -->\r\n",
       "<g id=\"node46\" class=\"node\"><title>45</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M1927.5,-187C1927.5,-187 1791.5,-187 1791.5,-187 1785.5,-187 1779.5,-181 1779.5,-175 1779.5,-175 1779.5,-116 1779.5,-116 1779.5,-110 1785.5,-104 1791.5,-104 1791.5,-104 1927.5,-104 1927.5,-104 1933.5,-104 1939.5,-110 1939.5,-116 1939.5,-116 1939.5,-175 1939.5,-175 1939.5,-181 1933.5,-187 1927.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1859.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1859.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1859.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1859.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1859.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 44&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>44&#45;&gt;45</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1876.48,-222.907C1874.62,-214.558 1872.65,-205.671 1870.73,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1874.09,-196.023 1868.5,-187.021 1867.26,-197.542 1874.09,-196.023\"/>\r\n",
       "</g>\r\n",
       "<!-- 48 -->\r\n",
       "<g id=\"node49\" class=\"node\"><title>48</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2071,-179.5C2071,-179.5 1970,-179.5 1970,-179.5 1964,-179.5 1958,-173.5 1958,-167.5 1958,-167.5 1958,-123.5 1958,-123.5 1958,-117.5 1964,-111.5 1970,-111.5 1970,-111.5 2071,-111.5 2071,-111.5 2077,-111.5 2083,-117.5 2083,-123.5 2083,-123.5 2083,-167.5 2083,-167.5 2083,-173.5 2077,-179.5 2071,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2020.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2020.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2020.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2020.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 44&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>44&#45;&gt;48</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1932.34,-222.907C1945.96,-211.101 1960.83,-198.217 1974.4,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1976.97,-188.861 1982.23,-179.667 1972.38,-183.571 1976.97,-188.861\"/>\r\n",
       "</g>\r\n",
       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<path fill=\"#4ba6e7\" stroke=\"black\" d=\"M1813,-68C1813,-68 1732,-68 1732,-68 1726,-68 1720,-62 1720,-56 1720,-56 1720,-12 1720,-12 1720,-6 1726,-0 1732,-0 1732,-0 1813,-0 1813,-0 1819,-0 1825,-6 1825,-12 1825,-12 1825,-56 1825,-56 1825,-62 1819,-68 1813,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1772.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1772.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1772.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1772.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1827.1,-103.726C1820,-94.7878 1812.48,-85.3168 1805.36,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1807.92,-73.9519 1798.96,-68.2996 1802.44,-78.3065 1807.92,-73.9519\"/>\r\n",
       "</g>\r\n",
       "<!-- 47 -->\r\n",
       "<g id=\"node48\" class=\"node\"><title>47</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M1956,-68C1956,-68 1855,-68 1855,-68 1849,-68 1843,-62 1843,-56 1843,-56 1843,-12 1843,-12 1843,-6 1849,-0 1855,-0 1855,-0 1956,-0 1956,-0 1962,-0 1968,-6 1968,-12 1968,-12 1968,-56 1968,-56 1968,-62 1962,-68 1956,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1905.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1905.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1905.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1905.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>45&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1876.63,-103.726C1880.19,-95.2439 1883.96,-86.2819 1887.55,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1890.86,-78.8747 1891.51,-68.2996 1884.41,-76.1635 1890.86,-78.8747\"/>\r\n",
       "</g>\r\n",
       "<!-- 50 -->\r\n",
       "<g id=\"node51\" class=\"node\"><title>50</title>\r\n",
       "<path fill=\"#68b4eb\" stroke=\"black\" d=\"M2377.5,-306C2377.5,-306 2199.5,-306 2199.5,-306 2193.5,-306 2187.5,-300 2187.5,-294 2187.5,-294 2187.5,-235 2187.5,-235 2187.5,-229 2193.5,-223 2199.5,-223 2199.5,-223 2377.5,-223 2377.5,-223 2383.5,-223 2389.5,-229 2389.5,-235 2389.5,-235 2389.5,-294 2389.5,-294 2389.5,-300 2383.5,-306 2377.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;39.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 17]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2288.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2288.5,-341.907C2288.5,-333.649 2288.5,-324.864 2288.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2292,-316.021 2288.5,-306.021 2285,-316.021 2292,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 55 -->\r\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\r\n",
       "<path fill=\"#f8dbc6\" stroke=\"black\" d=\"M2628.5,-306C2628.5,-306 2492.5,-306 2492.5,-306 2486.5,-306 2480.5,-300 2480.5,-294 2480.5,-294 2480.5,-235 2480.5,-235 2480.5,-229 2486.5,-223 2492.5,-223 2492.5,-223 2628.5,-223 2628.5,-223 2634.5,-223 2640.5,-229 2640.5,-235 2640.5,-235 2640.5,-294 2640.5,-294 2640.5,-300 2634.5,-306 2628.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 4.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;55 -->\r\n",
       "<g id=\"edge55\" class=\"edge\"><title>49&#45;&gt;55</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2382.87,-341.907C2411.4,-329.633 2442.65,-316.194 2470.86,-304.057\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2472.51,-307.161 2480.31,-299.994 2469.74,-300.73 2472.51,-307.161\"/>\r\n",
       "</g>\r\n",
       "<!-- 51 -->\r\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M2315.5,-187C2315.5,-187 2113.5,-187 2113.5,-187 2107.5,-187 2101.5,-181 2101.5,-175 2101.5,-175 2101.5,-116 2101.5,-116 2101.5,-110 2107.5,-104 2113.5,-104 2113.5,-104 2315.5,-104 2315.5,-104 2321.5,-104 2327.5,-110 2327.5,-116 2327.5,-116 2327.5,-175 2327.5,-175 2327.5,-181 2321.5,-187 2315.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2214.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HasCreditCard_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2214.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2214.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2214.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2214.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;51 -->\r\n",
       "<g id=\"edge51\" class=\"edge\"><title>50&#45;&gt;51</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2262.83,-222.907C2257.26,-214.105 2251.31,-204.703 2245.56,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2248.43,-193.601 2240.13,-187.021 2242.52,-197.343 2248.43,-193.601\"/>\r\n",
       "</g>\r\n",
       "<!-- 54 -->\r\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2439,-179.5C2439,-179.5 2358,-179.5 2358,-179.5 2352,-179.5 2346,-173.5 2346,-167.5 2346,-167.5 2346,-123.5 2346,-123.5 2346,-117.5 2352,-111.5 2358,-111.5 2358,-111.5 2439,-111.5 2439,-111.5 2445,-111.5 2451,-117.5 2451,-123.5 2451,-123.5 2451,-167.5 2451,-167.5 2451,-173.5 2445,-179.5 2439,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2398.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2398.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2398.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2398.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>50&#45;&gt;54</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2326.66,-222.907C2337.56,-211.321 2349.43,-198.698 2360.32,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2363.02,-189.35 2367.32,-179.667 2357.92,-184.555 2363.02,-189.35\"/>\r\n",
       "</g>\r\n",
       "<!-- 52 -->\r\n",
       "<g id=\"node53\" class=\"node\"><title>52</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2175,-68C2175,-68 2074,-68 2074,-68 2068,-68 2062,-62 2062,-56 2062,-56 2062,-12 2062,-12 2062,-6 2068,-0 2074,-0 2074,-0 2175,-0 2175,-0 2181,-0 2187,-6 2187,-12 2187,-12 2187,-56 2187,-56 2187,-62 2181,-68 2175,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2124.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2124.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2124.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2124.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;52 -->\r\n",
       "<g id=\"edge52\" class=\"edge\"><title>51&#45;&gt;52</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2180.99,-103.726C2173.57,-94.6966 2165.7,-85.1235 2158.27,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2160.92,-73.8026 2151.87,-68.2996 2155.52,-78.2474 2160.92,-73.8026\"/>\r\n",
       "</g>\r\n",
       "<!-- 53 -->\r\n",
       "<g id=\"node54\" class=\"node\"><title>53</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M2296,-68C2296,-68 2217,-68 2217,-68 2211,-68 2205,-62 2205,-56 2205,-56 2205,-12 2205,-12 2205,-6 2211,-0 2217,-0 2217,-0 2296,-0 2296,-0 2302,-0 2308,-6 2308,-12 2308,-12 2308,-56 2308,-56 2308,-62 2302,-68 2296,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2256.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2256.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2256.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2256.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;53 -->\r\n",
       "<g id=\"edge53\" class=\"edge\"><title>51&#45;&gt;53</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2230.14,-103.726C2233.39,-95.2439 2236.83,-86.2819 2240.11,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2243.41,-78.8898 2243.73,-68.2996 2236.88,-76.3829 2243.41,-78.8898\"/>\r\n",
       "</g>\r\n",
       "<!-- 56 -->\r\n",
       "<g id=\"node57\" class=\"node\"><title>56</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M2639.5,-187C2639.5,-187 2481.5,-187 2481.5,-187 2475.5,-187 2469.5,-181 2469.5,-175 2469.5,-175 2469.5,-116 2469.5,-116 2469.5,-110 2475.5,-104 2481.5,-104 2481.5,-104 2639.5,-104 2639.5,-104 2645.5,-104 2651.5,-110 2651.5,-116 2651.5,-116 2651.5,-175 2651.5,-175 2651.5,-181 2645.5,-187 2639.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 2306.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2560.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 55&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>55&#45;&gt;56</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2560.5,-222.907C2560.5,-214.649 2560.5,-205.864 2560.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2564,-197.021 2560.5,-187.021 2557,-197.021 2564,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 59 -->\r\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M2855,-187C2855,-187 2682,-187 2682,-187 2676,-187 2670,-181 2670,-175 2670,-175 2670,-116 2670,-116 2670,-110 2676,-104 2682,-104 2682,-104 2855,-104 2855,-104 2861,-104 2867,-110 2867,-116 2867,-116 2867,-175 2867,-175 2867,-181 2861,-187 2855,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2768.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 53.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2768.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2768.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2768.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2768.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 55&#45;&gt;59 -->\r\n",
       "<g id=\"edge59\" class=\"edge\"><title>55&#45;&gt;59</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2632.66,-222.907C2650.41,-212.925 2669.53,-202.172 2687.65,-191.976\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2689.46,-194.974 2696.46,-187.021 2686.03,-188.873 2689.46,-194.974\"/>\r\n",
       "</g>\r\n",
       "<!-- 57 -->\r\n",
       "<g id=\"node58\" class=\"node\"><title>57</title>\r\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M2489,-68C2489,-68 2388,-68 2388,-68 2382,-68 2376,-62 2376,-56 2376,-56 2376,-12 2376,-12 2376,-6 2382,-0 2388,-0 2388,-0 2489,-0 2489,-0 2495,-0 2501,-6 2501,-12 2501,-12 2501,-56 2501,-56 2501,-62 2495,-68 2489,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2438.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2438.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2438.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2438.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 56&#45;&gt;57 -->\r\n",
       "<g id=\"edge57\" class=\"edge\"><title>56&#45;&gt;57</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2515.07,-103.726C2504.6,-94.3318 2493.48,-84.349 2483.05,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2485.38,-72.3744 2475.6,-68.2996 2480.71,-77.5839 2485.38,-72.3744\"/>\r\n",
       "</g>\r\n",
       "<!-- 58 -->\r\n",
       "<g id=\"node59\" class=\"node\"><title>58</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2610,-68C2610,-68 2531,-68 2531,-68 2525,-68 2519,-62 2519,-56 2519,-56 2519,-12 2519,-12 2519,-6 2525,-0 2531,-0 2531,-0 2610,-0 2610,-0 2616,-0 2622,-6 2622,-12 2622,-12 2622,-56 2622,-56 2622,-62 2616,-68 2610,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2570.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2570.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2570.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2570.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 56&#45;&gt;58 -->\r\n",
       "<g id=\"edge58\" class=\"edge\"><title>56&#45;&gt;58</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2564.22,-103.726C2564.98,-95.4263 2565.78,-86.6671 2566.55,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2570.03,-78.5765 2567.46,-68.2996 2563.06,-77.9398 2570.03,-78.5765\"/>\r\n",
       "</g>\r\n",
       "<!-- 60 -->\r\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2732,-68C2732,-68 2653,-68 2653,-68 2647,-68 2641,-62 2641,-56 2641,-56 2641,-12 2641,-12 2641,-6 2647,-0 2653,-0 2653,-0 2732,-0 2732,-0 2738,-0 2744,-6 2744,-12 2744,-12 2744,-56 2744,-56 2744,-62 2738,-68 2732,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2692.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2692.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2692.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2692.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;60 -->\r\n",
       "<g id=\"edge60\" class=\"edge\"><title>59&#45;&gt;60</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2740.2,-103.726C2734.06,-94.879 2727.56,-85.51 2721.39,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2724.19,-74.5191 2715.61,-68.2996 2718.44,-78.5104 2724.19,-74.5191\"/>\r\n",
       "</g>\r\n",
       "<!-- 61 -->\r\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2875,-68C2875,-68 2774,-68 2774,-68 2768,-68 2762,-62 2762,-56 2762,-56 2762,-12 2762,-12 2762,-6 2768,-0 2774,-0 2774,-0 2875,-0 2875,-0 2881,-0 2887,-6 2887,-12 2887,-12 2887,-56 2887,-56 2887,-62 2881,-68 2875,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2824.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2824.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2824.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2824.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;61 -->\r\n",
       "<g id=\"edge61\" class=\"edge\"><title>59&#45;&gt;61</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2789.35,-103.726C2793.74,-95.1527 2798.37,-86.0891 2802.79,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2806.03,-78.7965 2807.47,-68.2996 2799.8,-75.6092 2806.03,-78.7965\"/>\r\n",
       "</g>\r\n",
       "<!-- 64 -->\r\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\r\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M3556.5,-782C3556.5,-782 3274.5,-782 3274.5,-782 3268.5,-782 3262.5,-776 3262.5,-770 3262.5,-770 3262.5,-711 3262.5,-711 3262.5,-705 3268.5,-699 3274.5,-699 3274.5,-699 3556.5,-699 3556.5,-699 3562.5,-699 3568.5,-705 3568.5,-711 3568.5,-711 3568.5,-770 3568.5,-770 3568.5,-776 3562.5,-782 3556.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MadeCallToRetentionTeam_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 63&#45;&gt;64 -->\r\n",
       "<g id=\"edge64\" class=\"edge\"><title>63&#45;&gt;64</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3548.72,-817.907C3531.48,-808.016 3512.91,-797.368 3495.28,-787.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3496.57,-783.96 3486.15,-782.021 3493.08,-790.032 3496.57,-783.96\"/>\r\n",
       "</g>\r\n",
       "<!-- 69 -->\r\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\r\n",
       "<path fill=\"#eb9e66\" stroke=\"black\" d=\"M3915.5,-782C3915.5,-782 3729.5,-782 3729.5,-782 3723.5,-782 3717.5,-776 3717.5,-770 3717.5,-770 3717.5,-711 3717.5,-711 3717.5,-705 3723.5,-699 3729.5,-699 3729.5,-699 3915.5,-699 3915.5,-699 3921.5,-699 3927.5,-705 3927.5,-711 3927.5,-711 3927.5,-770 3927.5,-770 3927.5,-776 3921.5,-782 3915.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;166.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1654</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1346, 308]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 63&#45;&gt;69 -->\r\n",
       "<g id=\"edge69\" class=\"edge\"><title>63&#45;&gt;69</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3689.93,-817.907C3707.09,-808.016 3725.57,-797.368 3743.11,-787.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3745.28,-790.047 3752.19,-782.021 3741.78,-783.982 3745.28,-790.047\"/>\r\n",
       "</g>\r\n",
       "<!-- 65 -->\r\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3302,-655.5C3302,-655.5 3201,-655.5 3201,-655.5 3195,-655.5 3189,-649.5 3189,-643.5 3189,-643.5 3189,-599.5 3189,-599.5 3189,-593.5 3195,-587.5 3201,-587.5 3201,-587.5 3302,-587.5 3302,-587.5 3308,-587.5 3314,-593.5 3314,-599.5 3314,-599.5 3314,-643.5 3314,-643.5 3314,-649.5 3308,-655.5 3302,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3251.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3251.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3251.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3251.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 64&#45;&gt;65 -->\r\n",
       "<g id=\"edge65\" class=\"edge\"><title>64&#45;&gt;65</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3358.6,-698.907C3341.74,-686.88 3323.32,-673.735 3306.57,-661.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3308.16,-658.625 3297.99,-655.667 3304.1,-664.324 3308.16,-658.625\"/>\r\n",
       "</g>\r\n",
       "<!-- 66 -->\r\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\r\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M3487,-663C3487,-663 3344,-663 3344,-663 3338,-663 3332,-657 3332,-651 3332,-651 3332,-592 3332,-592 3332,-586 3338,-580 3344,-580 3344,-580 3487,-580 3487,-580 3493,-580 3499,-586 3499,-592 3499,-592 3499,-651 3499,-651 3499,-657 3493,-663 3487,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 6.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 64&#45;&gt;66 -->\r\n",
       "<g id=\"edge66\" class=\"edge\"><title>64&#45;&gt;66</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3415.5,-698.907C3415.5,-690.649 3415.5,-681.864 3415.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3419,-673.021 3415.5,-663.021 3412,-673.021 3419,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 67 -->\r\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3334,-536.5C3334,-536.5 3233,-536.5 3233,-536.5 3227,-536.5 3221,-530.5 3221,-524.5 3221,-524.5 3221,-480.5 3221,-480.5 3221,-474.5 3227,-468.5 3233,-468.5 3233,-468.5 3334,-468.5 3334,-468.5 3340,-468.5 3346,-474.5 3346,-480.5 3346,-480.5 3346,-524.5 3346,-524.5 3346,-530.5 3340,-536.5 3334,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3283.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3283.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3283.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3283.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;67 -->\r\n",
       "<g id=\"edge67\" class=\"edge\"><title>66&#45;&gt;67</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3369.7,-579.907C3356.38,-568.101 3341.85,-555.217 3328.57,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3330.72,-540.681 3320.92,-536.667 3326.08,-545.919 3330.72,-540.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 68 -->\r\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3455,-536.5C3455,-536.5 3376,-536.5 3376,-536.5 3370,-536.5 3364,-530.5 3364,-524.5 3364,-524.5 3364,-480.5 3364,-480.5 3364,-474.5 3370,-468.5 3376,-468.5 3376,-468.5 3455,-468.5 3455,-468.5 3461,-468.5 3467,-474.5 3467,-480.5 3467,-480.5 3467,-524.5 3467,-524.5 3467,-530.5 3461,-536.5 3455,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3415.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;68 -->\r\n",
       "<g id=\"edge68\" class=\"edge\"><title>66&#45;&gt;68</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3415.5,-579.907C3415.5,-569.204 3415.5,-557.615 3415.5,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3419,-546.667 3415.5,-536.667 3412,-546.667 3419,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 70 -->\r\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\r\n",
       "<path fill=\"#eeaf81\" stroke=\"black\" d=\"M3897.5,-663C3897.5,-663 3747.5,-663 3747.5,-663 3741.5,-663 3735.5,-657 3735.5,-651 3735.5,-651 3735.5,-592 3735.5,-592 3735.5,-586 3741.5,-580 3747.5,-580 3747.5,-580 3897.5,-580 3897.5,-580 3903.5,-580 3909.5,-586 3909.5,-592 3909.5,-592 3909.5,-651 3909.5,-651 3909.5,-657 3903.5,-663 3897.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 403.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 281</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [206, 75]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3822.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;70 -->\r\n",
       "<g id=\"edge70\" class=\"edge\"><title>69&#45;&gt;70</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3822.5,-698.907C3822.5,-690.649 3822.5,-681.864 3822.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3826,-673.021 3822.5,-663.021 3819,-673.021 3826,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 101 -->\r\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\r\n",
       "<path fill=\"#ea9b61\" stroke=\"black\" d=\"M5534,-663C5534,-663 5385,-663 5385,-663 5379,-663 5373,-657 5373,-651 5373,-651 5373,-592 5373,-592 5373,-586 5379,-580 5385,-580 5385,-580 5534,-580 5534,-580 5540,-580 5546,-586 5546,-592 5546,-592 5546,-651 5546,-651 5546,-657 5540,-663 5534,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 76.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1373</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1140, 233]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;101 -->\r\n",
       "<g id=\"edge101\" class=\"edge\"><title>69&#45;&gt;101</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3927.71,-731.981C4226.14,-710.651 5075.08,-649.976 5362.78,-629.413\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5363.05,-632.902 5372.78,-628.698 5362.55,-625.92 5363.05,-632.902\"/>\r\n",
       "</g>\r\n",
       "<!-- 71 -->\r\n",
       "<g id=\"node72\" class=\"node\"><title>71</title>\r\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M3682,-544C3682,-544 3497,-544 3497,-544 3491,-544 3485,-538 3485,-532 3485,-532 3485,-473 3485,-473 3485,-467 3491,-461 3497,-461 3497,-461 3682,-461 3682,-461 3688,-461 3694,-467 3694,-473 3694,-473 3694,-532 3694,-532 3694,-538 3688,-544 3682,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3589.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 17.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3589.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3589.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3589.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3589.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 70&#45;&gt;71 -->\r\n",
       "<g id=\"edge71\" class=\"edge\"><title>70&#45;&gt;71</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3741.66,-579.907C3721.51,-569.789 3699.78,-558.879 3679.23,-548.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3680.7,-545.381 3670.2,-544.021 3677.56,-551.636 3680.7,-545.381\"/>\r\n",
       "</g>\r\n",
       "<!-- 84 -->\r\n",
       "<g id=\"node85\" class=\"node\"><title>84</title>\r\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M4045,-544C4045,-544 3860,-544 3860,-544 3854,-544 3848,-538 3848,-532 3848,-532 3848,-473 3848,-473 3848,-467 3854,-461 3860,-461 3860,-461 4045,-461 4045,-461 4051,-461 4057,-467 4057,-473 4057,-473 4057,-532 4057,-532 4057,-538 4051,-544 4045,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 37.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 246</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [191, 55]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 70&#45;&gt;84 -->\r\n",
       "<g id=\"edge84\" class=\"edge\"><title>70&#45;&gt;84</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3867.6,-579.907C3877.99,-570.56 3889.12,-560.538 3899.8,-550.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3902.39,-553.312 3907.48,-544.021 3897.7,-548.109 3902.39,-553.312\"/>\r\n",
       "</g>\r\n",
       "<!-- 72 -->\r\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3409,-417.5C3409,-417.5 3308,-417.5 3308,-417.5 3302,-417.5 3296,-411.5 3296,-405.5 3296,-405.5 3296,-361.5 3296,-361.5 3296,-355.5 3302,-349.5 3308,-349.5 3308,-349.5 3409,-349.5 3409,-349.5 3415,-349.5 3421,-355.5 3421,-361.5 3421,-361.5 3421,-405.5 3421,-405.5 3421,-411.5 3415,-417.5 3409,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3358.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3358.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3358.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3358.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 71&#45;&gt;72 -->\r\n",
       "<g id=\"edge72\" class=\"edge\"><title>71&#45;&gt;72</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3502.35,-460.808C3478.88,-449.51 3453.59,-437.033 3430.5,-425 3428.78,-424.105 3427.05,-423.192 3425.3,-422.265\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3426.95,-419.18 3416.48,-417.536 3423.64,-425.348 3426.95,-419.18\"/>\r\n",
       "</g>\r\n",
       "<!-- 73 -->\r\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\r\n",
       "<path fill=\"#a6d3f3\" stroke=\"black\" d=\"M3591.5,-425C3591.5,-425 3451.5,-425 3451.5,-425 3445.5,-425 3439.5,-419 3439.5,-413 3439.5,-413 3439.5,-354 3439.5,-354 3439.5,-348 3445.5,-342 3451.5,-342 3451.5,-342 3591.5,-342 3591.5,-342 3597.5,-342 3603.5,-348 3603.5,-354 3603.5,-354 3603.5,-413 3603.5,-413 3603.5,-419 3597.5,-425 3591.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3521.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3521.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3521.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3521.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3521.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 71&#45;&gt;73 -->\r\n",
       "<g id=\"edge73\" class=\"edge\"><title>71&#45;&gt;73</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3565.91,-460.907C3560.84,-452.195 3555.44,-442.897 3550.21,-433.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3553.1,-431.908 3545.05,-425.021 3547.05,-435.425 3553.1,-431.908\"/>\r\n",
       "</g>\r\n",
       "<!-- 74 -->\r\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\r\n",
       "<path fill=\"#f4c9aa\" stroke=\"black\" d=\"M3168.5,-306C3168.5,-306 3018.5,-306 3018.5,-306 3012.5,-306 3006.5,-300 3006.5,-294 3006.5,-294 3006.5,-235 3006.5,-235 3006.5,-229 3012.5,-223 3018.5,-223 3018.5,-223 3168.5,-223 3168.5,-223 3174.5,-223 3180.5,-229 3180.5,-235 3180.5,-235 3180.5,-294 3180.5,-294 3180.5,-300 3174.5,-306 3168.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 190.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;74 -->\r\n",
       "<g id=\"edge74\" class=\"edge\"><title>73&#45;&gt;74</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3439.29,-345.404C3436,-344.209 3432.73,-343.068 3429.5,-342 3350.59,-315.914 3258.38,-295.612 3190.54,-282.499\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3191.19,-279.06 3180.71,-280.616 3189.88,-285.935 3191.19,-279.06\"/>\r\n",
       "</g>\r\n",
       "<!-- 79 -->\r\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M3546,-306C3546,-306 3361,-306 3361,-306 3355,-306 3349,-300 3349,-294 3349,-294 3349,-235 3349,-235 3349,-229 3355,-223 3361,-223 3361,-223 3546,-223 3546,-223 3552,-223 3558,-229 3558,-235 3558,-235 3558,-294 3558,-294 3558,-300 3552,-306 3546,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 84.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;79 -->\r\n",
       "<g id=\"edge79\" class=\"edge\"><title>73&#45;&gt;79</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3497.91,-341.907C3492.84,-333.195 3487.44,-323.897 3482.21,-314.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3485.1,-312.908 3477.05,-306.021 3479.05,-316.425 3485.1,-312.908\"/>\r\n",
       "</g>\r\n",
       "<!-- 75 -->\r\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2976,-179.5C2976,-179.5 2897,-179.5 2897,-179.5 2891,-179.5 2885,-173.5 2885,-167.5 2885,-167.5 2885,-123.5 2885,-123.5 2885,-117.5 2891,-111.5 2897,-111.5 2897,-111.5 2976,-111.5 2976,-111.5 2982,-111.5 2988,-117.5 2988,-123.5 2988,-123.5 2988,-167.5 2988,-167.5 2988,-173.5 2982,-179.5 2976,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2936.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2936.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2936.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2936.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;75 -->\r\n",
       "<g id=\"edge75\" class=\"edge\"><title>74&#45;&gt;75</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3039.03,-222.907C3022.89,-210.88 3005.25,-197.735 2989.22,-185.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2991.12,-182.836 2981.01,-179.667 2986.93,-188.449 2991.12,-182.836\"/>\r\n",
       "</g>\r\n",
       "<!-- 76 -->\r\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\r\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M3168.5,-187C3168.5,-187 3018.5,-187 3018.5,-187 3012.5,-187 3006.5,-181 3006.5,-175 3006.5,-175 3006.5,-116 3006.5,-116 3006.5,-110 3012.5,-104 3018.5,-104 3018.5,-104 3168.5,-104 3168.5,-104 3174.5,-104 3180.5,-110 3180.5,-116 3180.5,-116 3180.5,-175 3180.5,-175 3180.5,-181 3174.5,-187 3168.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 315.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3093.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 74&#45;&gt;76 -->\r\n",
       "<g id=\"edge76\" class=\"edge\"><title>74&#45;&gt;76</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3093.5,-222.907C3093.5,-214.649 3093.5,-205.864 3093.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3097,-197.021 3093.5,-187.021 3090,-197.021 3097,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 77 -->\r\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3020,-68C3020,-68 2919,-68 2919,-68 2913,-68 2907,-62 2907,-56 2907,-56 2907,-12 2907,-12 2907,-6 2913,-0 2919,-0 2919,-0 3020,-0 3020,-0 3026,-0 3032,-6 3032,-12 3032,-12 3032,-56 3032,-56 3032,-62 3026,-68 3020,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2969.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2969.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2969.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2969.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 76&#45;&gt;77 -->\r\n",
       "<g id=\"edge77\" class=\"edge\"><title>76&#45;&gt;77</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3047.33,-103.726C3036.69,-94.3318 3025.38,-84.349 3014.78,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3017.02,-72.2953 3007.21,-68.2996 3012.39,-77.5424 3017.02,-72.2953\"/>\r\n",
       "</g>\r\n",
       "<!-- 78 -->\r\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M3141,-68C3141,-68 3062,-68 3062,-68 3056,-68 3050,-62 3050,-56 3050,-56 3050,-12 3050,-12 3050,-6 3056,-0 3062,-0 3062,-0 3141,-0 3141,-0 3147,-0 3153,-6 3153,-12 3153,-12 3153,-56 3153,-56 3153,-62 3147,-68 3141,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3101.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3101.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3101.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3101.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 76&#45;&gt;78 -->\r\n",
       "<g id=\"edge78\" class=\"edge\"><title>76&#45;&gt;78</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3096.48,-103.726C3097.09,-95.4263 3097.73,-86.6671 3098.34,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3101.83,-78.5281 3099.07,-68.2996 3094.85,-78.018 3101.83,-78.5281\"/>\r\n",
       "</g>\r\n",
       "<!-- 80 -->\r\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\r\n",
       "<path fill=\"#5eafea\" stroke=\"black\" d=\"M3360.5,-187C3360.5,-187 3210.5,-187 3210.5,-187 3204.5,-187 3198.5,-181 3198.5,-175 3198.5,-175 3198.5,-116 3198.5,-116 3198.5,-110 3204.5,-104 3210.5,-104 3210.5,-104 3360.5,-104 3360.5,-104 3366.5,-104 3372.5,-110 3372.5,-116 3372.5,-116 3372.5,-175 3372.5,-175 3372.5,-181 3366.5,-187 3360.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3285.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 269.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3285.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3285.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3285.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3285.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;80 -->\r\n",
       "<g id=\"edge80\" class=\"edge\"><title>79&#45;&gt;80</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3395.21,-222.907C3381.27,-213.197 3366.28,-202.758 3352,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3353.89,-189.864 3343.68,-187.021 3349.89,-195.608 3353.89,-189.864\"/>\r\n",
       "</g>\r\n",
       "<!-- 83 -->\r\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3504,-179.5C3504,-179.5 3403,-179.5 3403,-179.5 3397,-179.5 3391,-173.5 3391,-167.5 3391,-167.5 3391,-123.5 3391,-123.5 3391,-117.5 3397,-111.5 3403,-111.5 3403,-111.5 3504,-111.5 3504,-111.5 3510,-111.5 3516,-117.5 3516,-123.5 3516,-123.5 3516,-167.5 3516,-167.5 3516,-173.5 3510,-179.5 3504,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3453.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;83 -->\r\n",
       "<g id=\"edge83\" class=\"edge\"><title>79&#45;&gt;83</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3453.5,-222.907C3453.5,-212.204 3453.5,-200.615 3453.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3457,-189.667 3453.5,-179.667 3450,-189.667 3457,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 81 -->\r\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M3279,-68C3279,-68 3200,-68 3200,-68 3194,-68 3188,-62 3188,-56 3188,-56 3188,-12 3188,-12 3188,-6 3194,-0 3200,-0 3200,-0 3279,-0 3279,-0 3285,-0 3291,-6 3291,-12 3291,-12 3291,-56 3291,-56 3291,-62 3285,-68 3279,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3239.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3239.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3239.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3239.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;81 -->\r\n",
       "<g id=\"edge81\" class=\"edge\"><title>80&#45;&gt;81</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3268.37,-103.726C3264.81,-95.2439 3261.04,-86.2819 3257.45,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3260.59,-76.1635 3253.49,-68.2996 3254.14,-78.8747 3260.59,-76.1635\"/>\r\n",
       "</g>\r\n",
       "<!-- 82 -->\r\n",
       "<g id=\"node83\" class=\"node\"><title>82</title>\r\n",
       "<path fill=\"#48a5e7\" stroke=\"black\" d=\"M3402,-68C3402,-68 3321,-68 3321,-68 3315,-68 3309,-62 3309,-56 3309,-56 3309,-12 3309,-12 3309,-6 3315,-0 3321,-0 3321,-0 3402,-0 3402,-0 3408,-0 3414,-6 3414,-12 3414,-12 3414,-56 3414,-56 3414,-62 3408,-68 3402,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3361.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3361.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3361.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3361.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;82 -->\r\n",
       "<g id=\"edge82\" class=\"edge\"><title>80&#45;&gt;82</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3313.8,-103.726C3319.94,-94.879 3326.44,-85.51 3332.61,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3335.56,-78.5104 3338.39,-68.2996 3329.81,-74.5191 3335.56,-78.5104\"/>\r\n",
       "</g>\r\n",
       "<!-- 85 -->\r\n",
       "<g id=\"node86\" class=\"node\"><title>85</title>\r\n",
       "<path fill=\"#e78a47\" stroke=\"black\" d=\"M4045.5,-425C4045.5,-425 3859.5,-425 3859.5,-425 3853.5,-425 3847.5,-419 3847.5,-413 3847.5,-413 3847.5,-354 3847.5,-354 3847.5,-348 3853.5,-342 3859.5,-342 3859.5,-342 4045.5,-342 4045.5,-342 4051.5,-342 4057.5,-348 4057.5,-354 4057.5,-354 4057.5,-413 4057.5,-413 4057.5,-419 4051.5,-425 4045.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;203.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3952.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;85 -->\r\n",
       "<g id=\"edge85\" class=\"edge\"><title>84&#45;&gt;85</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3952.5,-460.907C3952.5,-452.649 3952.5,-443.864 3952.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3956,-435.021 3952.5,-425.021 3949,-435.021 3956,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 94 -->\r\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\r\n",
       "<path fill=\"#eeaa7a\" stroke=\"black\" d=\"M4270.5,-425C4270.5,-425 4112.5,-425 4112.5,-425 4106.5,-425 4100.5,-419 4100.5,-413 4100.5,-413 4100.5,-354 4100.5,-354 4100.5,-348 4106.5,-342 4112.5,-342 4112.5,-342 4270.5,-342 4270.5,-342 4276.5,-342 4282.5,-348 4282.5,-354 4282.5,-354 4282.5,-413 4282.5,-413 4282.5,-419 4276.5,-425 4270.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 2279.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 215</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [162, 53]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;94 -->\r\n",
       "<g id=\"edge94\" class=\"edge\"><title>84&#45;&gt;94</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4035.42,-460.907C4056.18,-450.743 4078.58,-439.781 4099.74,-429.42\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4101.28,-432.561 4108.73,-425.021 4098.21,-426.274 4101.28,-432.561\"/>\r\n",
       "</g>\r\n",
       "<!-- 86 -->\r\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\r\n",
       "<path fill=\"#e68640\" stroke=\"black\" d=\"M3847.5,-306C3847.5,-306 3655.5,-306 3655.5,-306 3649.5,-306 3643.5,-300 3643.5,-294 3643.5,-294 3643.5,-235 3643.5,-235 3643.5,-229 3649.5,-223 3655.5,-223 3655.5,-223 3847.5,-223 3847.5,-223 3853.5,-223 3859.5,-229 3859.5,-235 3859.5,-235 3859.5,-294 3859.5,-294 3859.5,-300 3853.5,-306 3847.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3751.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 86.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3751.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.07</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3751.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3751.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3751.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;86 -->\r\n",
       "<g id=\"edge86\" class=\"edge\"><title>85&#45;&gt;86</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3882.76,-341.907C3865.77,-332.016 3847.48,-321.368 3830.1,-311.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3831.52,-308.027 3821.11,-306.021 3827.99,-314.076 3831.52,-308.027\"/>\r\n",
       "</g>\r\n",
       "<!-- 91 -->\r\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M4041,-306C4041,-306 3890,-306 3890,-306 3884,-306 3878,-300 3878,-294 3878,-294 3878,-235 3878,-235 3878,-229 3884,-223 3890,-223 3890,-223 4041,-223 4041,-223 4047,-223 4053,-229 4053,-235 4053,-235 4053,-294 4053,-294 4053,-300 4047,-306 4041,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3965.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 16.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3965.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3965.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3965.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3965.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;91 -->\r\n",
       "<g id=\"edge91\" class=\"edge\"><title>85&#45;&gt;91</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3957.01,-341.907C3957.94,-333.558 3958.93,-324.671 3959.89,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3963.37,-316.346 3961,-306.021 3956.41,-315.573 3963.37,-316.346\"/>\r\n",
       "</g>\r\n",
       "<!-- 87 -->\r\n",
       "<g id=\"node88\" class=\"node\"><title>87</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M3703,-187C3703,-187 3546,-187 3546,-187 3540,-187 3534,-181 3534,-175 3534,-175 3534,-116 3534,-116 3534,-110 3540,-104 3546,-104 3546,-104 3703,-104 3703,-104 3709,-104 3715,-110 3715,-116 3715,-116 3715,-175 3715,-175 3715,-181 3709,-187 3703,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3624.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 212.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3624.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3624.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3624.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3624.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;87 -->\r\n",
       "<g id=\"edge87\" class=\"edge\"><title>86&#45;&gt;87</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3707.44,-222.907C3697.29,-213.56 3686.41,-203.538 3675.98,-193.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3678.21,-191.222 3668.48,-187.021 3673.47,-196.371 3678.21,-191.222\"/>\r\n",
       "</g>\r\n",
       "<!-- 90 -->\r\n",
       "<g id=\"node91\" class=\"node\"><title>90</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3846,-179.5C3846,-179.5 3745,-179.5 3745,-179.5 3739,-179.5 3733,-173.5 3733,-167.5 3733,-167.5 3733,-123.5 3733,-123.5 3733,-117.5 3739,-111.5 3745,-111.5 3745,-111.5 3846,-111.5 3846,-111.5 3852,-111.5 3858,-117.5 3858,-123.5 3858,-123.5 3858,-167.5 3858,-167.5 3858,-173.5 3852,-179.5 3846,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3795.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3795.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3795.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [26, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3795.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;90 -->\r\n",
       "<g id=\"edge90\" class=\"edge\"><title>86&#45;&gt;90</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3766.77,-222.907C3770.87,-211.983 3775.33,-200.137 3779.48,-189.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3782.78,-190.259 3783.03,-179.667 3776.23,-187.795 3782.78,-190.259\"/>\r\n",
       "</g>\r\n",
       "<!-- 88 -->\r\n",
       "<g id=\"node89\" class=\"node\"><title>88</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3598,-68C3598,-68 3519,-68 3519,-68 3513,-68 3507,-62 3507,-56 3507,-56 3507,-12 3507,-12 3507,-6 3513,-0 3519,-0 3519,-0 3598,-0 3598,-0 3604,-0 3610,-6 3610,-12 3610,-12 3610,-56 3610,-56 3610,-62 3604,-68 3598,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3558.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3558.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3558.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3558.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 87&#45;&gt;88 -->\r\n",
       "<g id=\"edge88\" class=\"edge\"><title>87&#45;&gt;88</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3599.92,-103.726C3594.65,-94.9703 3589.06,-85.7032 3583.76,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3586.73,-75.0574 3578.57,-68.2996 3580.74,-78.671 3586.73,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 89 -->\r\n",
       "<g id=\"node90\" class=\"node\"><title>89</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3741,-68C3741,-68 3640,-68 3640,-68 3634,-68 3628,-62 3628,-56 3628,-56 3628,-12 3628,-12 3628,-6 3634,-0 3640,-0 3640,-0 3741,-0 3741,-0 3747,-0 3753,-6 3753,-12 3753,-12 3753,-56 3753,-56 3753,-62 3747,-68 3741,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3690.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3690.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3690.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3690.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 87&#45;&gt;89 -->\r\n",
       "<g id=\"edge89\" class=\"edge\"><title>87&#45;&gt;89</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3649.08,-103.726C3654.35,-94.9703 3659.94,-85.7032 3665.24,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3668.26,-78.671 3670.43,-68.2996 3662.27,-75.0574 3668.26,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 92 -->\r\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3967,-179.5C3967,-179.5 3888,-179.5 3888,-179.5 3882,-179.5 3876,-173.5 3876,-167.5 3876,-167.5 3876,-123.5 3876,-123.5 3876,-117.5 3882,-111.5 3888,-111.5 3888,-111.5 3967,-111.5 3967,-111.5 3973,-111.5 3979,-117.5 3979,-123.5 3979,-123.5 3979,-167.5 3979,-167.5 3979,-173.5 3973,-179.5 3967,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3927.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3927.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3927.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3927.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 91&#45;&gt;92 -->\r\n",
       "<g id=\"edge92\" class=\"edge\"><title>91&#45;&gt;92</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3952.32,-222.907C3948.8,-212.094 3945,-200.376 3941.45,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3944.69,-188.097 3938.27,-179.667 3938.03,-190.259 3944.69,-188.097\"/>\r\n",
       "</g>\r\n",
       "<!-- 93 -->\r\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4110,-179.5C4110,-179.5 4009,-179.5 4009,-179.5 4003,-179.5 3997,-173.5 3997,-167.5 3997,-167.5 3997,-123.5 3997,-123.5 3997,-117.5 4003,-111.5 4009,-111.5 4009,-111.5 4110,-111.5 4110,-111.5 4116,-111.5 4122,-117.5 4122,-123.5 4122,-123.5 4122,-167.5 4122,-167.5 4122,-173.5 4116,-179.5 4110,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4059.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4059.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4059.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4059.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 91&#45;&gt;93 -->\r\n",
       "<g id=\"edge93\" class=\"edge\"><title>91&#45;&gt;93</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3998.11,-222.907C4007.24,-211.542 4017.18,-199.178 4026.34,-187.774\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4029.32,-189.655 4032.85,-179.667 4023.86,-185.271 4029.32,-189.655\"/>\r\n",
       "</g>\r\n",
       "<!-- 95 -->\r\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\r\n",
       "<path fill=\"#eeae7f\" stroke=\"black\" d=\"M4285.5,-306C4285.5,-306 4097.5,-306 4097.5,-306 4091.5,-306 4085.5,-300 4085.5,-294 4085.5,-294 4085.5,-235 4085.5,-235 4085.5,-229 4091.5,-223 4097.5,-223 4097.5,-223 4285.5,-223 4285.5,-223 4291.5,-223 4297.5,-229 4297.5,-235 4297.5,-235 4297.5,-294 4297.5,-294 4297.5,-300 4291.5,-306 4285.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.02</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 202</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [149, 53]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 94&#45;&gt;95 -->\r\n",
       "<g id=\"edge95\" class=\"edge\"><title>94&#45;&gt;95</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4191.5,-341.907C4191.5,-333.649 4191.5,-324.864 4191.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4195,-316.021 4191.5,-306.021 4188,-316.021 4195,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 100 -->\r\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4429,-298.5C4429,-298.5 4328,-298.5 4328,-298.5 4322,-298.5 4316,-292.5 4316,-286.5 4316,-286.5 4316,-242.5 4316,-242.5 4316,-236.5 4322,-230.5 4328,-230.5 4328,-230.5 4429,-230.5 4429,-230.5 4435,-230.5 4441,-236.5 4441,-242.5 4441,-242.5 4441,-286.5 4441,-286.5 4441,-292.5 4435,-298.5 4429,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4378.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4378.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4378.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4378.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 94&#45;&gt;100 -->\r\n",
       "<g id=\"edge100\" class=\"edge\"><title>94&#45;&gt;100</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4256.38,-341.907C4275.96,-329.659 4297.38,-316.252 4316.75,-304.135\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4318.87,-306.938 4325.49,-298.667 4315.16,-301.004 4318.87,-306.938\"/>\r\n",
       "</g>\r\n",
       "<!-- 96 -->\r\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4231,-179.5C4231,-179.5 4152,-179.5 4152,-179.5 4146,-179.5 4140,-173.5 4140,-167.5 4140,-167.5 4140,-123.5 4140,-123.5 4140,-117.5 4146,-111.5 4152,-111.5 4152,-111.5 4231,-111.5 4231,-111.5 4237,-111.5 4243,-117.5 4243,-123.5 4243,-123.5 4243,-167.5 4243,-167.5 4243,-173.5 4237,-179.5 4231,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4191.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 95&#45;&gt;96 -->\r\n",
       "<g id=\"edge96\" class=\"edge\"><title>95&#45;&gt;96</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4191.5,-222.907C4191.5,-212.204 4191.5,-200.615 4191.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4195,-189.667 4191.5,-179.667 4188,-189.667 4195,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 97 -->\r\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\r\n",
       "<path fill=\"#eeac7d\" stroke=\"black\" d=\"M4422,-187C4422,-187 4273,-187 4273,-187 4267,-187 4261,-181 4261,-175 4261,-175 4261,-116 4261,-116 4261,-110 4267,-104 4273,-104 4273,-104 4422,-104 4422,-104 4428,-104 4434,-110 4434,-116 4434,-116 4434,-175 4434,-175 4434,-181 4428,-187 4422,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4347.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 28.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4347.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4347.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 200</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4347.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [149, 51]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4347.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 95&#45;&gt;97 -->\r\n",
       "<g id=\"edge97\" class=\"edge\"><title>95&#45;&gt;97</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4245.62,-222.907C4258.45,-213.288 4272.23,-202.953 4285.38,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4287.57,-195.821 4293.47,-187.021 4283.37,-190.221 4287.57,-195.821\"/>\r\n",
       "</g>\r\n",
       "<!-- 98 -->\r\n",
       "<g id=\"node99\" class=\"node\"><title>98</title>\r\n",
       "<path fill=\"#ea9b61\" stroke=\"black\" d=\"M4222,-68C4222,-68 4121,-68 4121,-68 4115,-68 4109,-62 4109,-56 4109,-56 4109,-12 4109,-12 4109,-6 4115,-0 4121,-0 4121,-0 4222,-0 4222,-0 4228,-0 4234,-6 4234,-12 4234,-12 4234,-56 4234,-56 4234,-62 4228,-68 4222,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4171.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4171.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4171.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [64, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4171.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 97&#45;&gt;98 -->\r\n",
       "<g id=\"edge98\" class=\"edge\"><title>97&#45;&gt;98</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4281.96,-103.726C4266.05,-93.8245 4249.08,-83.269 4233.34,-73.4774\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4235.08,-70.4361 4224.74,-68.1252 4231.38,-76.3797 4235.08,-70.4361\"/>\r\n",
       "</g>\r\n",
       "<!-- 99 -->\r\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\r\n",
       "<path fill=\"#f1b992\" stroke=\"black\" d=\"M4365,-68C4365,-68 4264,-68 4264,-68 4258,-68 4252,-62 4252,-56 4252,-56 4252,-12 4252,-12 4252,-6 4258,-0 4264,-0 4264,-0 4365,-0 4365,-0 4371,-0 4377,-6 4377,-12 4377,-12 4377,-56 4377,-56 4377,-62 4371,-68 4365,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4314.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4314.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 123</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4314.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [85, 38]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4314.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 97&#45;&gt;99 -->\r\n",
       "<g id=\"edge99\" class=\"edge\"><title>97&#45;&gt;99</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4335.21,-103.726C4332.68,-95.3351 4330.01,-86.4745 4327.46,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4330.77,-76.8643 4324.54,-68.2996 4324.07,-78.8842 4330.77,-76.8643\"/>\r\n",
       "</g>\r\n",
       "<!-- 102 -->\r\n",
       "<g id=\"node103\" class=\"node\"><title>102</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M5534.5,-544C5534.5,-544 5384.5,-544 5384.5,-544 5378.5,-544 5372.5,-538 5372.5,-532 5372.5,-532 5372.5,-473 5372.5,-473 5372.5,-467 5378.5,-461 5384.5,-461 5384.5,-461 5534.5,-461 5534.5,-461 5540.5,-461 5546.5,-467 5546.5,-473 5546.5,-473 5546.5,-532 5546.5,-532 5546.5,-538 5540.5,-544 5534.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 251.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1152</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [975, 177]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5459.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;102 -->\r\n",
       "<g id=\"edge102\" class=\"edge\"><title>101&#45;&gt;102</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5459.5,-579.907C5459.5,-571.649 5459.5,-562.864 5459.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5463,-554.021 5459.5,-544.021 5456,-554.021 5463,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 131 -->\r\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\r\n",
       "<path fill=\"#eeac7c\" stroke=\"black\" d=\"M6818,-544C6818,-544 6667,-544 6667,-544 6661,-544 6655,-538 6655,-532 6655,-532 6655,-473 6655,-473 6655,-467 6661,-461 6667,-461 6667,-461 6818,-461 6818,-461 6824,-461 6830,-467 6830,-473 6830,-473 6830,-532 6830,-532 6830,-538 6824,-544 6818,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 27.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 221</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [165, 56]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;131 -->\r\n",
       "<g id=\"edge131\" class=\"edge\"><title>101&#45;&gt;131</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5546.17,-612.596C5776.34,-591.606 6401.84,-534.566 6644.47,-512.44\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6645.04,-515.902 6654.68,-511.508 6644.41,-508.931 6645.04,-515.902\"/>\r\n",
       "</g>\r\n",
       "<!-- 103 -->\r\n",
       "<g id=\"node104\" class=\"node\"><title>103</title>\r\n",
       "<path fill=\"#eca26d\" stroke=\"black\" d=\"M5325,-425C5325,-425 5182,-425 5182,-425 5176,-425 5170,-419 5170,-413 5170,-413 5170,-354 5170,-354 5170,-348 5176,-342 5182,-342 5182,-342 5325,-342 5325,-342 5331,-342 5337,-348 5337,-354 5337,-354 5337,-413 5337,-413 5337,-419 5331,-425 5325,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 9.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 403</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [319, 84]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 102&#45;&gt;103 -->\r\n",
       "<g id=\"edge103\" class=\"edge\"><title>102&#45;&gt;103</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5388.03,-460.907C5370.45,-450.925 5351.52,-440.172 5333.57,-429.976\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5335.27,-426.916 5324.84,-425.021 5331.81,-433.003 5335.27,-426.916\"/>\r\n",
       "</g>\r\n",
       "<!-- 118 -->\r\n",
       "<g id=\"node119\" class=\"node\"><title>118</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M5850.5,-425C5850.5,-425 5692.5,-425 5692.5,-425 5686.5,-425 5680.5,-419 5680.5,-413 5680.5,-413 5680.5,-354 5680.5,-354 5680.5,-348 5686.5,-342 5692.5,-342 5692.5,-342 5850.5,-342 5850.5,-342 5856.5,-342 5862.5,-348 5862.5,-354 5862.5,-354 5862.5,-413 5862.5,-413 5862.5,-419 5856.5,-425 5850.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 2237.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 749</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [656, 93]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 102&#45;&gt;118 -->\r\n",
       "<g id=\"edge118\" class=\"edge\"><title>102&#45;&gt;118</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5546.82,-468.753C5585.38,-454.296 5630.92,-437.217 5670.89,-422.229\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5672.25,-425.455 5680.39,-418.667 5669.8,-418.901 5672.25,-425.455\"/>\r\n",
       "</g>\r\n",
       "<!-- 104 -->\r\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\r\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M4957,-306C4957,-306 4772,-306 4772,-306 4766,-306 4760,-300 4760,-294 4760,-294 4760,-235 4760,-235 4760,-229 4766,-223 4772,-223 4772,-223 4957,-223 4957,-223 4963,-223 4969,-229 4969,-235 4969,-235 4969,-294 4969,-294 4969,-300 4963,-306 4957,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 31.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 195</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;104 -->\r\n",
       "<g id=\"edge104\" class=\"edge\"><title>103&#45;&gt;104</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5169.57,-357.257C5113.81,-340.486 5039.9,-318.256 4978.79,-299.876\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4979.69,-296.49 4969.1,-296.961 4977.67,-303.193 4979.69,-296.49\"/>\r\n",
       "</g>\r\n",
       "<!-- 111 -->\r\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\r\n",
       "<path fill=\"#efaf82\" stroke=\"black\" d=\"M5329,-306C5329,-306 5178,-306 5178,-306 5172,-306 5166,-300 5166,-294 5166,-294 5166,-235 5166,-235 5166,-229 5172,-223 5178,-223 5178,-223 5329,-223 5329,-223 5335,-223 5341,-229 5341,-235 5341,-235 5341,-294 5341,-294 5341,-300 5335,-306 5329,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 23.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 56]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5253.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 103&#45;&gt;111 -->\r\n",
       "<g id=\"edge111\" class=\"edge\"><title>103&#45;&gt;111</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5253.5,-341.907C5253.5,-333.649 5253.5,-324.864 5253.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5257,-316.021 5253.5,-306.021 5250,-316.021 5257,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 105 -->\r\n",
       "<g id=\"node106\" class=\"node\"><title>105</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M4681,-187C4681,-187 4496,-187 4496,-187 4490,-187 4484,-181 4484,-175 4484,-175 4484,-116 4484,-116 4484,-110 4490,-104 4496,-104 4496,-104 4681,-104 4681,-104 4687,-104 4693,-110 4693,-116 4693,-116 4693,-175 4693,-175 4693,-181 4687,-187 4681,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4588.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 27.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4588.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4588.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4588.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4588.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;105 -->\r\n",
       "<g id=\"edge105\" class=\"edge\"><title>104&#45;&gt;105</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4768.74,-222.907C4744.45,-212.607 4718.21,-201.487 4693.48,-191.004\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4694.66,-187.701 4684.09,-187.021 4691.93,-194.146 4694.66,-187.701\"/>\r\n",
       "</g>\r\n",
       "<!-- 108 -->\r\n",
       "<g id=\"node109\" class=\"node\"><title>108</title>\r\n",
       "<path fill=\"#e88f50\" stroke=\"black\" d=\"M5005.5,-187C5005.5,-187 4723.5,-187 4723.5,-187 4717.5,-187 4711.5,-181 4711.5,-175 4711.5,-175 4711.5,-116 4711.5,-116 4711.5,-110 4717.5,-104 4723.5,-104 4723.5,-104 5005.5,-104 5005.5,-104 5011.5,-104 5017.5,-110 5017.5,-116 5017.5,-116 5017.5,-175 5017.5,-175 5017.5,-181 5011.5,-187 5005.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MadeCallToRetentionTeam_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 146</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 104&#45;&gt;108 -->\r\n",
       "<g id=\"edge108\" class=\"edge\"><title>104&#45;&gt;108</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4864.5,-222.907C4864.5,-214.649 4864.5,-205.864 4864.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4868,-197.021 4864.5,-187.021 4861,-197.021 4868,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 106 -->\r\n",
       "<g id=\"node107\" class=\"node\"><title>106</title>\r\n",
       "<path fill=\"#e99456\" stroke=\"black\" d=\"M4508,-68C4508,-68 4407,-68 4407,-68 4401,-68 4395,-62 4395,-56 4395,-56 4395,-12 4395,-12 4395,-6 4401,-0 4407,-0 4407,-0 4508,-0 4508,-0 4514,-0 4520,-6 4520,-12 4520,-12 4520,-56 4520,-56 4520,-62 4514,-68 4508,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4457.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4457.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4457.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4457.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 105&#45;&gt;106 -->\r\n",
       "<g id=\"edge106\" class=\"edge\"><title>105&#45;&gt;106</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4539.72,-103.726C4528.37,-94.2406 4516.31,-84.1551 4505.01,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4507.26,-72.0276 4497.34,-68.2996 4502.77,-77.3984 4507.26,-72.0276\"/>\r\n",
       "</g>\r\n",
       "<!-- 107 -->\r\n",
       "<g id=\"node108\" class=\"node\"><title>107</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M4651,-68C4651,-68 4550,-68 4550,-68 4544,-68 4538,-62 4538,-56 4538,-56 4538,-12 4538,-12 4538,-6 4544,-0 4550,-0 4550,-0 4651,-0 4651,-0 4657,-0 4663,-6 4663,-12 4663,-12 4663,-56 4663,-56 4663,-62 4657,-68 4651,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4600.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4600.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4600.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4600.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 105&#45;&gt;107 -->\r\n",
       "<g id=\"edge107\" class=\"edge\"><title>105&#45;&gt;107</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4592.97,-103.726C4593.88,-95.4263 4594.84,-86.6671 4595.76,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4599.24,-78.6214 4596.85,-68.2996 4592.28,-77.8588 4599.24,-78.6214\"/>\r\n",
       "</g>\r\n",
       "<!-- 109 -->\r\n",
       "<g id=\"node110\" class=\"node\"><title>109</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4772,-68C4772,-68 4693,-68 4693,-68 4687,-68 4681,-62 4681,-56 4681,-56 4681,-12 4681,-12 4681,-6 4687,-0 4693,-0 4693,-0 4772,-0 4772,-0 4778,-0 4784,-6 4784,-12 4784,-12 4784,-56 4784,-56 4784,-62 4778,-68 4772,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4732.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4732.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4732.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4732.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 108&#45;&gt;109 -->\r\n",
       "<g id=\"edge109\" class=\"edge\"><title>108&#45;&gt;109</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4815.35,-103.726C4803.91,-94.2406 4791.76,-84.1551 4780.38,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4782.57,-71.9905 4772.64,-68.2996 4778.1,-77.3781 4782.57,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 110 -->\r\n",
       "<g id=\"node111\" class=\"node\"><title>110</title>\r\n",
       "<path fill=\"#e88e4e\" stroke=\"black\" d=\"M4915,-68C4915,-68 4814,-68 4814,-68 4808,-68 4802,-62 4802,-56 4802,-56 4802,-12 4802,-12 4802,-6 4808,-0 4814,-0 4814,-0 4915,-0 4915,-0 4921,-0 4927,-6 4927,-12 4927,-12 4927,-56 4927,-56 4927,-62 4921,-68 4915,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 145</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4864.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 108&#45;&gt;110 -->\r\n",
       "<g id=\"edge110\" class=\"edge\"><title>108&#45;&gt;110</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4864.5,-103.726C4864.5,-95.5175 4864.5,-86.8595 4864.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4868,-78.2996 4864.5,-68.2996 4861,-78.2996 4868,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 112 -->\r\n",
       "<g id=\"node113\" class=\"node\"><title>112</title>\r\n",
       "<path fill=\"#f2c29e\" stroke=\"black\" d=\"M5242.5,-187C5242.5,-187 5050.5,-187 5050.5,-187 5044.5,-187 5038.5,-181 5038.5,-175 5038.5,-175 5038.5,-116 5038.5,-116 5038.5,-110 5044.5,-104 5050.5,-104 5050.5,-104 5242.5,-104 5242.5,-104 5248.5,-104 5254.5,-110 5254.5,-116 5254.5,-116 5254.5,-175 5254.5,-175 5254.5,-181 5248.5,-187 5242.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5146.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 99.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5146.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5146.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 121</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5146.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [80, 41]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5146.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;112 -->\r\n",
       "<g id=\"edge112\" class=\"edge\"><title>111&#45;&gt;112</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5216.38,-222.907C5207.99,-213.742 5199.02,-203.927 5190.39,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5192.89,-192.038 5183.56,-187.021 5187.72,-196.762 5192.89,-192.038\"/>\r\n",
       "</g>\r\n",
       "<!-- 115 -->\r\n",
       "<g id=\"node116\" class=\"node\"><title>115</title>\r\n",
       "<path fill=\"#ea9b62\" stroke=\"black\" d=\"M5434.5,-187C5434.5,-187 5284.5,-187 5284.5,-187 5278.5,-187 5272.5,-181 5272.5,-175 5272.5,-175 5272.5,-116 5272.5,-116 5272.5,-110 5278.5,-104 5284.5,-104 5284.5,-104 5434.5,-104 5434.5,-104 5440.5,-104 5446.5,-110 5446.5,-116 5446.5,-116 5446.5,-175 5446.5,-175 5446.5,-181 5440.5,-187 5434.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5359.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 203.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5359.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5359.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 87</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5359.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [72, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5359.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;115 -->\r\n",
       "<g id=\"edge115\" class=\"edge\"><title>111&#45;&gt;115</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5290.28,-222.907C5298.58,-213.742 5307.47,-203.927 5316.02,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5318.67,-196.782 5322.79,-187.021 5313.48,-192.082 5318.67,-196.782\"/>\r\n",
       "</g>\r\n",
       "<!-- 113 -->\r\n",
       "<g id=\"node114\" class=\"node\"><title>113</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M5058,-68C5058,-68 4957,-68 4957,-68 4951,-68 4945,-62 4945,-56 4945,-56 4945,-12 4945,-12 4945,-6 4951,-0 4957,-0 4957,-0 5058,-0 5058,-0 5064,-0 5070,-6 5070,-12 5070,-12 5070,-56 5070,-56 5070,-62 5064,-68 5058,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5007.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5007.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5007.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5007.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;113 -->\r\n",
       "<g id=\"edge113\" class=\"edge\"><title>112&#45;&gt;113</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5094.74,-103.726C5082.7,-94.2406 5069.9,-84.1551 5057.92,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5059.79,-71.7385 5049.77,-68.2996 5055.46,-77.2372 5059.79,-71.7385\"/>\r\n",
       "</g>\r\n",
       "<!-- 114 -->\r\n",
       "<g id=\"node115\" class=\"node\"><title>114</title>\r\n",
       "<path fill=\"#efb286\" stroke=\"black\" d=\"M5201,-68C5201,-68 5100,-68 5100,-68 5094,-68 5088,-62 5088,-56 5088,-56 5088,-12 5088,-12 5088,-6 5094,-0 5100,-0 5100,-0 5201,-0 5201,-0 5207,-0 5213,-6 5213,-12 5213,-12 5213,-56 5213,-56 5213,-62 5207,-68 5201,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5150.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5150.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 89</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5150.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [64, 25]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5150.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 112&#45;&gt;114 -->\r\n",
       "<g id=\"edge114\" class=\"edge\"><title>112&#45;&gt;114</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5147.99,-103.726C5148.29,-95.5175 5148.61,-86.8595 5148.91,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5152.42,-78.4207 5149.28,-68.2996 5145.42,-78.1651 5152.42,-78.4207\"/>\r\n",
       "</g>\r\n",
       "<!-- 116 -->\r\n",
       "<g id=\"node117\" class=\"node\"><title>116</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M5344,-68C5344,-68 5243,-68 5243,-68 5237,-68 5231,-62 5231,-56 5231,-56 5231,-12 5231,-12 5231,-6 5237,-0 5243,-0 5243,-0 5344,-0 5344,-0 5350,-0 5356,-6 5356,-12 5356,-12 5356,-56 5356,-56 5356,-62 5350,-68 5344,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5293.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5293.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 72</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5293.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [63, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5293.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 115&#45;&gt;116 -->\r\n",
       "<g id=\"edge116\" class=\"edge\"><title>115&#45;&gt;116</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5334.92,-103.726C5329.65,-94.9703 5324.06,-85.7032 5318.76,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5321.73,-75.0574 5313.57,-68.2996 5315.74,-78.671 5321.73,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 117 -->\r\n",
       "<g id=\"node118\" class=\"node\"><title>117</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M5487,-68C5487,-68 5386,-68 5386,-68 5380,-68 5374,-62 5374,-56 5374,-56 5374,-12 5374,-12 5374,-6 5380,-0 5386,-0 5386,-0 5487,-0 5487,-0 5493,-0 5499,-6 5499,-12 5499,-12 5499,-56 5499,-56 5499,-62 5493,-68 5487,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5436.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5436.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5436.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5436.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 115&#45;&gt;117 -->\r\n",
       "<g id=\"edge117\" class=\"edge\"><title>115&#45;&gt;117</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5388.17,-103.726C5394.39,-94.879 5400.98,-85.51 5407.23,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5410.19,-78.4929 5413.08,-68.2996 5404.47,-74.4664 5410.19,-78.4929\"/>\r\n",
       "</g>\r\n",
       "<!-- 119 -->\r\n",
       "<g id=\"node120\" class=\"node\"><title>119</title>\r\n",
       "<path fill=\"#e99254\" stroke=\"black\" d=\"M5862.5,-306C5862.5,-306 5680.5,-306 5680.5,-306 5674.5,-306 5668.5,-300 5668.5,-294 5668.5,-294 5668.5,-235 5668.5,-235 5668.5,-229 5674.5,-223 5680.5,-223 5680.5,-223 5862.5,-223 5862.5,-223 5868.5,-223 5874.5,-229 5874.5,-235 5874.5,-235 5874.5,-294 5874.5,-294 5874.5,-300 5868.5,-306 5862.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 200.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 738</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [650, 88]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5771.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;119 -->\r\n",
       "<g id=\"edge119\" class=\"edge\"><title>118&#45;&gt;119</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5771.5,-341.907C5771.5,-333.649 5771.5,-324.864 5771.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5775,-316.021 5771.5,-306.021 5768,-316.021 5775,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 126 -->\r\n",
       "<g id=\"node127\" class=\"node\"><title>126</title>\r\n",
       "<path fill=\"#fbeade\" stroke=\"black\" d=\"M6230,-306C6230,-306 6045,-306 6045,-306 6039,-306 6033,-300 6033,-294 6033,-294 6033,-235 6033,-235 6033,-229 6039,-223 6045,-223 6045,-223 6230,-223 6230,-223 6236,-223 6242,-229 6242,-235 6242,-235 6242,-294 6242,-294 6242,-300 6236,-306 6230,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 87.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;126 -->\r\n",
       "<g id=\"edge126\" class=\"edge\"><title>118&#45;&gt;126</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5862.91,-353.278C5911.45,-337.762 5971.57,-318.545 6023.16,-302.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6024.24,-305.382 6032.69,-299.003 6022.1,-298.715 6024.24,-305.382\"/>\r\n",
       "</g>\r\n",
       "<!-- 120 -->\r\n",
       "<g id=\"node121\" class=\"node\"><title>120</title>\r\n",
       "<path fill=\"#e89050\" stroke=\"black\" d=\"M5748,-187C5748,-187 5575,-187 5575,-187 5569,-187 5563,-181 5563,-175 5563,-175 5563,-116 5563,-116 5563,-110 5569,-104 5575,-104 5575,-104 5748,-104 5748,-104 5754,-104 5760,-110 5760,-116 5760,-116 5760,-175 5760,-175 5760,-181 5754,-187 5748,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5661.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 34.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5661.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5661.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 614</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5661.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [550, 64]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5661.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 119&#45;&gt;120 -->\r\n",
       "<g id=\"edge120\" class=\"edge\"><title>119&#45;&gt;120</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5733.34,-222.907C5724.72,-213.742 5715.49,-203.927 5706.62,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5709,-191.909 5699.6,-187.021 5703.9,-196.704 5709,-191.909\"/>\r\n",
       "</g>\r\n",
       "<!-- 123 -->\r\n",
       "<g id=\"node124\" class=\"node\"><title>123</title>\r\n",
       "<path fill=\"#eb9f69\" stroke=\"black\" d=\"M5972.5,-187C5972.5,-187 5790.5,-187 5790.5,-187 5784.5,-187 5778.5,-181 5778.5,-175 5778.5,-175 5778.5,-116 5778.5,-116 5778.5,-110 5784.5,-104 5790.5,-104 5790.5,-104 5972.5,-104 5972.5,-104 5978.5,-104 5984.5,-110 5984.5,-116 5984.5,-116 5984.5,-175 5984.5,-175 5984.5,-181 5978.5,-187 5972.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5881.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 240.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5881.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5881.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 124</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5881.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [100, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5881.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 119&#45;&gt;123 -->\r\n",
       "<g id=\"edge123\" class=\"edge\"><title>119&#45;&gt;123</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5809.66,-222.907C5818.28,-213.742 5827.51,-203.927 5836.38,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5839.1,-196.704 5843.4,-187.021 5834,-191.909 5839.1,-196.704\"/>\r\n",
       "</g>\r\n",
       "<!-- 121 -->\r\n",
       "<g id=\"node122\" class=\"node\"><title>121</title>\r\n",
       "<path fill=\"#e99457\" stroke=\"black\" d=\"M5630,-68C5630,-68 5529,-68 5529,-68 5523,-68 5517,-62 5517,-56 5517,-56 5517,-12 5517,-12 5517,-6 5523,-0 5529,-0 5529,-0 5630,-0 5630,-0 5636,-0 5642,-6 5642,-12 5642,-12 5642,-56 5642,-56 5642,-62 5636,-68 5630,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5579.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5579.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 383</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5579.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [332, 51]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5579.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 120&#45;&gt;121 -->\r\n",
       "<g id=\"edge121\" class=\"edge\"><title>120&#45;&gt;121</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5630.97,-103.726C5624.27,-94.7878 5617.18,-85.3168 5610.47,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5613.23,-74.206 5604.44,-68.2996 5607.63,-78.402 5613.23,-74.206\"/>\r\n",
       "</g>\r\n",
       "<!-- 122 -->\r\n",
       "<g id=\"node123\" class=\"node\"><title>122</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M5773,-68C5773,-68 5672,-68 5672,-68 5666,-68 5660,-62 5660,-56 5660,-56 5660,-12 5660,-12 5660,-6 5666,-0 5672,-0 5672,-0 5773,-0 5773,-0 5779,-0 5785,-6 5785,-12 5785,-12 5785,-56 5785,-56 5785,-62 5779,-68 5773,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5722.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5722.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 231</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5722.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [218, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5722.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 120&#45;&gt;122 -->\r\n",
       "<g id=\"edge122\" class=\"edge\"><title>120&#45;&gt;122</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5684.21,-103.726C5689.04,-95.0615 5694.15,-85.8962 5699,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5702.14,-78.7389 5703.95,-68.2996 5696.03,-75.3322 5702.14,-78.7389\"/>\r\n",
       "</g>\r\n",
       "<!-- 124 -->\r\n",
       "<g id=\"node125\" class=\"node\"><title>124</title>\r\n",
       "<path fill=\"#f7d8c2\" stroke=\"black\" d=\"M5916,-68C5916,-68 5815,-68 5815,-68 5809,-68 5803,-62 5803,-56 5803,-56 5803,-12 5803,-12 5803,-6 5809,-0 5815,-0 5815,-0 5916,-0 5916,-0 5922,-0 5928,-6 5928,-12 5928,-12 5928,-56 5928,-56 5928,-62 5922,-68 5916,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5865.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5865.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5865.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5865.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 123&#45;&gt;124 -->\r\n",
       "<g id=\"edge124\" class=\"edge\"><title>123&#45;&gt;124</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5875.54,-103.726C5874.33,-95.4263 5873.05,-86.6671 5871.82,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5875.27,-77.6885 5870.37,-68.2996 5868.35,-78.7006 5875.27,-77.6885\"/>\r\n",
       "</g>\r\n",
       "<!-- 125 -->\r\n",
       "<g id=\"node126\" class=\"node\"><title>125</title>\r\n",
       "<path fill=\"#e9975b\" stroke=\"black\" d=\"M6059,-68C6059,-68 5958,-68 5958,-68 5952,-68 5946,-62 5946,-56 5946,-56 5946,-12 5946,-12 5946,-6 5952,-0 5958,-0 5958,-0 6059,-0 6059,-0 6065,-0 6071,-6 6071,-12 6071,-12 6071,-56 6071,-56 6071,-62 6065,-68 6059,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6008.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6008.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6008.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [87, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6008.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 123&#45;&gt;125 -->\r\n",
       "<g id=\"edge125\" class=\"edge\"><title>123&#45;&gt;125</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5928.79,-103.726C5939.69,-94.3318 5951.26,-84.349 5962.12,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5964.59,-77.4804 5969.88,-68.2996 5960.02,-72.1789 5964.59,-77.4804\"/>\r\n",
       "</g>\r\n",
       "<!-- 127 -->\r\n",
       "<g id=\"node128\" class=\"node\"><title>127</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M6245.5,-187C6245.5,-187 6029.5,-187 6029.5,-187 6023.5,-187 6017.5,-181 6017.5,-175 6017.5,-175 6017.5,-116 6017.5,-116 6017.5,-110 6023.5,-104 6029.5,-104 6029.5,-104 6245.5,-104 6245.5,-104 6251.5,-104 6257.5,-110 6257.5,-116 6257.5,-116 6257.5,-175 6257.5,-175 6257.5,-181 6251.5,-187 6245.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReferralsMadeBySubscriber &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6137.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;127 -->\r\n",
       "<g id=\"edge127\" class=\"edge\"><title>126&#45;&gt;127</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6137.5,-222.907C6137.5,-214.649 6137.5,-205.864 6137.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6141,-197.021 6137.5,-187.021 6134,-197.021 6141,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 130 -->\r\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6389,-179.5C6389,-179.5 6288,-179.5 6288,-179.5 6282,-179.5 6276,-173.5 6276,-167.5 6276,-167.5 6276,-123.5 6276,-123.5 6276,-117.5 6282,-111.5 6288,-111.5 6288,-111.5 6389,-111.5 6389,-111.5 6395,-111.5 6401,-117.5 6401,-123.5 6401,-123.5 6401,-167.5 6401,-167.5 6401,-173.5 6395,-179.5 6389,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6338.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6338.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6338.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6338.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;130 -->\r\n",
       "<g id=\"edge130\" class=\"edge\"><title>126&#45;&gt;130</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6207.24,-222.907C6228.47,-210.549 6251.73,-197.01 6272.69,-184.807\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6274.64,-187.723 6281.52,-179.667 6271.12,-181.673 6274.64,-187.723\"/>\r\n",
       "</g>\r\n",
       "<!-- 128 -->\r\n",
       "<g id=\"node129\" class=\"node\"><title>128</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6180,-68C6180,-68 6101,-68 6101,-68 6095,-68 6089,-62 6089,-56 6089,-56 6089,-12 6089,-12 6089,-6 6095,-0 6101,-0 6101,-0 6180,-0 6180,-0 6186,-0 6192,-6 6192,-12 6192,-12 6192,-56 6192,-56 6192,-62 6186,-68 6180,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6140.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6140.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6140.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6140.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;128 -->\r\n",
       "<g id=\"edge128\" class=\"edge\"><title>127&#45;&gt;128</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6138.62,-103.726C6138.84,-95.5175 6139.08,-86.8595 6139.31,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6142.81,-78.3917 6139.59,-68.2996 6135.82,-78.2 6142.81,-78.3917\"/>\r\n",
       "</g>\r\n",
       "<!-- 129 -->\r\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6323,-68C6323,-68 6222,-68 6222,-68 6216,-68 6210,-62 6210,-56 6210,-56 6210,-12 6210,-12 6210,-6 6216,-0 6222,-0 6222,-0 6323,-0 6323,-0 6329,-0 6335,-6 6335,-12 6335,-12 6335,-56 6335,-56 6335,-62 6329,-68 6323,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6272.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6272.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6272.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6272.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 127&#45;&gt;129 -->\r\n",
       "<g id=\"edge129\" class=\"edge\"><title>127&#45;&gt;129</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6187.77,-103.726C6199.46,-94.2406 6211.9,-84.1551 6223.54,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6225.88,-77.3173 6231.45,-68.2996 6221.47,-71.8808 6225.88,-77.3173\"/>\r\n",
       "</g>\r\n",
       "<!-- 132 -->\r\n",
       "<g id=\"node133\" class=\"node\"><title>132</title>\r\n",
       "<path fill=\"#f0b58b\" stroke=\"black\" d=\"M6807,-425C6807,-425 6678,-425 6678,-425 6672,-425 6666,-419 6666,-413 6666,-413 6666,-354 6666,-354 6666,-348 6672,-342 6678,-342 6678,-342 6807,-342 6807,-342 6813,-342 6819,-348 6819,-354 6819,-354 6819,-413 6819,-413 6819,-419 6813,-425 6807,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RetentionCalls &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 188</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [133, 55]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6742.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;132 -->\r\n",
       "<g id=\"edge132\" class=\"edge\"><title>131&#45;&gt;132</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6742.5,-460.907C6742.5,-452.649 6742.5,-443.864 6742.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6746,-435.021 6742.5,-425.021 6739,-435.021 6746,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 143 -->\r\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M7070.5,-425C7070.5,-425 6920.5,-425 6920.5,-425 6914.5,-425 6908.5,-419 6908.5,-413 6908.5,-413 6908.5,-354 6908.5,-354 6908.5,-348 6914.5,-342 6920.5,-342 6920.5,-342 7070.5,-342 7070.5,-342 7076.5,-342 7082.5,-348 7082.5,-354 7082.5,-354 7082.5,-413 7082.5,-413 7082.5,-419 7076.5,-425 7070.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6995.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 720.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6995.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.06</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6995.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6995.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6995.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;143 -->\r\n",
       "<g id=\"edge143\" class=\"edge\"><title>131&#45;&gt;143</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6830.28,-460.907C6852.48,-450.64 6876.44,-439.558 6899.05,-429.104\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6900.7,-432.197 6908.31,-424.823 6897.76,-425.844 6900.7,-432.197\"/>\r\n",
       "</g>\r\n",
       "<!-- 133 -->\r\n",
       "<g id=\"node134\" class=\"node\"><title>133</title>\r\n",
       "<path fill=\"#efb184\" stroke=\"black\" d=\"M6759,-306C6759,-306 6586,-306 6586,-306 6580,-306 6574,-300 6574,-294 6574,-294 6574,-235 6574,-235 6574,-229 6580,-223 6586,-223 6586,-223 6759,-223 6759,-223 6765,-223 6771,-229 6771,-235 6771,-235 6771,-294 6771,-294 6771,-300 6765,-306 6759,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6672.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 45.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6672.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6672.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 182</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6672.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [132, 50]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6672.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;133 -->\r\n",
       "<g id=\"edge133\" class=\"edge\"><title>132&#45;&gt;133</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6718.21,-341.907C6712.95,-333.105 6707.32,-323.703 6701.88,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6704.88,-312.805 6696.74,-306.021 6698.87,-316.399 6704.88,-312.805\"/>\r\n",
       "</g>\r\n",
       "<!-- 140 -->\r\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M6958,-306C6958,-306 6801,-306 6801,-306 6795,-306 6789,-300 6789,-294 6789,-294 6789,-235 6789,-235 6789,-229 6795,-223 6801,-223 6801,-223 6958,-223 6958,-223 6964,-223 6970,-229 6970,-235 6970,-235 6970,-294 6970,-294 6970,-300 6964,-306 6958,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6879.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 232.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6879.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6879.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6879.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6879.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 132&#45;&gt;140 -->\r\n",
       "<g id=\"edge140\" class=\"edge\"><title>132&#45;&gt;140</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6790.03,-341.907C6801.08,-332.469 6812.94,-322.343 6824.29,-312.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6826.72,-315.177 6832.05,-306.021 6822.18,-309.854 6826.72,-315.177\"/>\r\n",
       "</g>\r\n",
       "<!-- 134 -->\r\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\r\n",
       "<path fill=\"#e9965b\" stroke=\"black\" d=\"M6580,-187C6580,-187 6431,-187 6431,-187 6425,-187 6419,-181 6419,-175 6419,-175 6419,-116 6419,-116 6419,-110 6425,-104 6431,-104 6431,-104 6580,-104 6580,-104 6586,-104 6592,-110 6592,-116 6592,-116 6592,-175 6592,-175 6592,-181 6586,-187 6580,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6505.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 87.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6505.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6505.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6505.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6505.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 133&#45;&gt;134 -->\r\n",
       "<g id=\"edge134\" class=\"edge\"><title>133&#45;&gt;134</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6614.56,-222.907C6600.7,-213.197 6585.8,-202.758 6571.6,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6573.54,-189.892 6563.34,-187.021 6569.52,-195.625 6573.54,-189.892\"/>\r\n",
       "</g>\r\n",
       "<!-- 137 -->\r\n",
       "<g id=\"node138\" class=\"node\"><title>137</title>\r\n",
       "<path fill=\"#f3c6a5\" stroke=\"black\" d=\"M6780.5,-187C6780.5,-187 6622.5,-187 6622.5,-187 6616.5,-187 6610.5,-181 6610.5,-175 6610.5,-175 6610.5,-116 6610.5,-116 6610.5,-110 6616.5,-104 6622.5,-104 6622.5,-104 6780.5,-104 6780.5,-104 6786.5,-104 6792.5,-110 6792.5,-116 6792.5,-116 6792.5,-175 6792.5,-175 6792.5,-181 6786.5,-187 6780.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 1199.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 113</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [73, 40]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 133&#45;&gt;137 -->\r\n",
       "<g id=\"edge137\" class=\"edge\"><title>133&#45;&gt;137</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6682.56,-222.907C6684.65,-214.468 6686.88,-205.477 6689.05,-196.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6692.45,-197.569 6691.46,-187.021 6685.65,-195.885 6692.45,-197.569\"/>\r\n",
       "</g>\r\n",
       "<!-- 135 -->\r\n",
       "<g id=\"node136\" class=\"node\"><title>135</title>\r\n",
       "<path fill=\"#fae6d7\" stroke=\"black\" d=\"M6466,-68C6466,-68 6365,-68 6365,-68 6359,-68 6353,-62 6353,-56 6353,-56 6353,-12 6353,-12 6353,-6 6359,-0 6365,-0 6365,-0 6466,-0 6466,-0 6472,-0 6478,-6 6478,-12 6478,-12 6478,-56 6478,-56 6478,-62 6472,-68 6466,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6415.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6415.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6415.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6415.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 134&#45;&gt;135 -->\r\n",
       "<g id=\"edge135\" class=\"edge\"><title>134&#45;&gt;135</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6471.99,-103.726C6464.57,-94.6966 6456.7,-85.1235 6449.27,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6451.92,-73.8026 6442.87,-68.2996 6446.52,-78.2474 6451.92,-73.8026\"/>\r\n",
       "</g>\r\n",
       "<!-- 136 -->\r\n",
       "<g id=\"node137\" class=\"node\"><title>136</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M6609,-68C6609,-68 6508,-68 6508,-68 6502,-68 6496,-62 6496,-56 6496,-56 6496,-12 6496,-12 6496,-6 6502,-0 6508,-0 6508,-0 6609,-0 6609,-0 6615,-0 6621,-6 6621,-12 6621,-12 6621,-56 6621,-56 6621,-62 6615,-68 6609,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6558.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6558.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6558.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6558.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 134&#45;&gt;136 -->\r\n",
       "<g id=\"edge136\" class=\"edge\"><title>134&#45;&gt;136</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6525.24,-103.726C6529.39,-95.1527 6533.77,-86.0891 6537.95,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6541.18,-78.8255 6542.38,-68.2996 6534.88,-75.7758 6541.18,-78.8255\"/>\r\n",
       "</g>\r\n",
       "<!-- 138 -->\r\n",
       "<g id=\"node139\" class=\"node\"><title>138</title>\r\n",
       "<path fill=\"#fcefe5\" stroke=\"black\" d=\"M6752,-68C6752,-68 6651,-68 6651,-68 6645,-68 6639,-62 6639,-56 6639,-56 6639,-12 6639,-12 6639,-6 6645,-0 6651,-0 6651,-0 6752,-0 6752,-0 6758,-0 6764,-6 6764,-12 6764,-12 6764,-56 6764,-56 6764,-62 6758,-68 6752,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 58</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 27]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6701.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;138 -->\r\n",
       "<g id=\"edge138\" class=\"edge\"><title>137&#45;&gt;138</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6701.5,-103.726C6701.5,-95.5175 6701.5,-86.8595 6701.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6705,-78.2996 6701.5,-68.2996 6698,-78.2996 6705,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 139 -->\r\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\r\n",
       "<path fill=\"#eda876\" stroke=\"black\" d=\"M6895,-68C6895,-68 6794,-68 6794,-68 6788,-68 6782,-62 6782,-56 6782,-56 6782,-12 6782,-12 6782,-6 6788,-0 6794,-0 6794,-0 6895,-0 6895,-0 6901,-0 6907,-6 6907,-12 6907,-12 6907,-56 6907,-56 6907,-62 6901,-68 6895,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6844.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6844.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 55</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6844.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6844.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;139 -->\r\n",
       "<g id=\"edge139\" class=\"edge\"><title>137&#45;&gt;139</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6754.75,-103.726C6767.25,-94.1494 6780.56,-83.9611 6792.99,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6795.2,-77.1582 6801.01,-68.2996 6790.95,-71.6004 6795.2,-77.1582\"/>\r\n",
       "</g>\r\n",
       "<!-- 141 -->\r\n",
       "<g id=\"node142\" class=\"node\"><title>141</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6902,-179.5C6902,-179.5 6823,-179.5 6823,-179.5 6817,-179.5 6811,-173.5 6811,-167.5 6811,-167.5 6811,-123.5 6811,-123.5 6811,-117.5 6817,-111.5 6823,-111.5 6823,-111.5 6902,-111.5 6902,-111.5 6908,-111.5 6914,-117.5 6914,-123.5 6914,-123.5 6914,-167.5 6914,-167.5 6914,-173.5 6908,-179.5 6902,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6862.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6862.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6862.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6862.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 140&#45;&gt;141 -->\r\n",
       "<g id=\"edge141\" class=\"edge\"><title>140&#45;&gt;141</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6873.6,-222.907C6872.05,-212.204 6870.36,-200.615 6868.79,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6872.22,-189.06 6867.32,-179.667 6865.29,-190.066 6872.22,-189.06\"/>\r\n",
       "</g>\r\n",
       "<!-- 142 -->\r\n",
       "<g id=\"node143\" class=\"node\"><title>142</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7045,-179.5C7045,-179.5 6944,-179.5 6944,-179.5 6938,-179.5 6932,-173.5 6932,-167.5 6932,-167.5 6932,-123.5 6932,-123.5 6932,-117.5 6938,-111.5 6944,-111.5 6944,-111.5 7045,-111.5 7045,-111.5 7051,-111.5 7057,-117.5 7057,-123.5 7057,-123.5 7057,-167.5 7057,-167.5 7057,-173.5 7051,-179.5 7045,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6994.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6994.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6994.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6994.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 140&#45;&gt;142 -->\r\n",
       "<g id=\"edge142\" class=\"edge\"><title>140&#45;&gt;142</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6919.4,-222.907C6930.79,-211.321 6943.19,-198.698 6954.58,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6957.39,-189.252 6961.9,-179.667 6952.39,-184.345 6957.39,-189.252\"/>\r\n",
       "</g>\r\n",
       "<!-- 144 -->\r\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M7166.5,-306C7166.5,-306 7016.5,-306 7016.5,-306 7010.5,-306 7004.5,-300 7004.5,-294 7004.5,-294 7004.5,-235 7004.5,-235 7004.5,-229 7010.5,-223 7016.5,-223 7016.5,-223 7166.5,-223 7166.5,-223 7172.5,-223 7178.5,-229 7178.5,-235 7178.5,-235 7178.5,-294 7178.5,-294 7178.5,-300 7172.5,-306 7166.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7091.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 676.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7091.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7091.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7091.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7091.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;144 -->\r\n",
       "<g id=\"edge144\" class=\"edge\"><title>143&#45;&gt;144</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7028.81,-341.907C7036.25,-332.832 7044.22,-323.121 7051.89,-313.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7054.61,-315.972 7058.25,-306.021 7049.2,-311.531 7054.61,-315.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 147 -->\r\n",
       "<g id=\"node148\" class=\"node\"><title>147</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7310,-298.5C7310,-298.5 7209,-298.5 7209,-298.5 7203,-298.5 7197,-292.5 7197,-286.5 7197,-286.5 7197,-242.5 7197,-242.5 7197,-236.5 7203,-230.5 7209,-230.5 7209,-230.5 7310,-230.5 7310,-230.5 7316,-230.5 7322,-236.5 7322,-242.5 7322,-242.5 7322,-286.5 7322,-286.5 7322,-292.5 7316,-298.5 7310,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7259.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7259.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7259.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [29, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7259.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;147 -->\r\n",
       "<g id=\"edge147\" class=\"edge\"><title>143&#45;&gt;147</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7082.56,-345.592C7085.57,-344.372 7088.56,-343.171 7091.5,-342 7133.83,-325.14 7146.19,-325.227 7187.5,-306 7189.51,-305.066 7191.53,-304.097 7193.57,-303.101\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7195.18,-306.21 7202.54,-298.585 7192.03,-299.958 7195.18,-306.21\"/>\r\n",
       "</g>\r\n",
       "<!-- 145 -->\r\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7188,-179.5C7188,-179.5 7087,-179.5 7087,-179.5 7081,-179.5 7075,-173.5 7075,-167.5 7075,-167.5 7075,-123.5 7075,-123.5 7075,-117.5 7081,-111.5 7087,-111.5 7087,-111.5 7188,-111.5 7188,-111.5 7194,-111.5 7200,-117.5 7200,-123.5 7200,-123.5 7200,-167.5 7200,-167.5 7200,-173.5 7194,-179.5 7188,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7137.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7137.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7137.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7137.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 144&#45;&gt;145 -->\r\n",
       "<g id=\"edge145\" class=\"edge\"><title>144&#45;&gt;145</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7107.46,-222.907C7111.75,-211.983 7116.41,-200.137 7120.75,-189.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7124.06,-190.254 7124.46,-179.667 7117.54,-187.693 7124.06,-190.254\"/>\r\n",
       "</g>\r\n",
       "<!-- 146 -->\r\n",
       "<g id=\"node147\" class=\"node\"><title>146</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7309,-179.5C7309,-179.5 7230,-179.5 7230,-179.5 7224,-179.5 7218,-173.5 7218,-167.5 7218,-167.5 7218,-123.5 7218,-123.5 7218,-117.5 7224,-111.5 7230,-111.5 7230,-111.5 7309,-111.5 7309,-111.5 7315,-111.5 7321,-117.5 7321,-123.5 7321,-123.5 7321,-167.5 7321,-167.5 7321,-173.5 7315,-179.5 7309,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7269.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7269.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7269.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7269.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 144&#45;&gt;146 -->\r\n",
       "<g id=\"edge146\" class=\"edge\"><title>144&#45;&gt;146</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7153.79,-222.887C7171.49,-211.317 7190.77,-198.684 7208.5,-187 7209.4,-186.406 7210.31,-185.806 7211.23,-185.202\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7213.17,-188.114 7219.58,-179.682 7209.31,-182.273 7213.17,-188.114\"/>\r\n",
       "</g>\r\n",
       "<!-- 149 -->\r\n",
       "<g id=\"node150\" class=\"node\"><title>149</title>\r\n",
       "<path fill=\"#c8e4f8\" stroke=\"black\" d=\"M7999.5,-901C7999.5,-901 7821.5,-901 7821.5,-901 7815.5,-901 7809.5,-895 7809.5,-889 7809.5,-889 7809.5,-830 7809.5,-830 7809.5,-824 7815.5,-818 7821.5,-818 7821.5,-818 7999.5,-818 7999.5,-818 8005.5,-818 8011.5,-824 8011.5,-830 8011.5,-830 8011.5,-889 8011.5,-889 8011.5,-895 8005.5,-901 7999.5,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;20.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 47]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7910.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 148&#45;&gt;149 -->\r\n",
       "<g id=\"edge149\" class=\"edge\"><title>148&#45;&gt;149</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7910.5,-936.907C7910.5,-928.649 7910.5,-919.864 7910.5,-911.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7914,-911.021 7910.5,-901.021 7907,-911.021 7914,-911.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 192 -->\r\n",
       "<g id=\"node193\" class=\"node\"><title>192</title>\r\n",
       "<path fill=\"#f2c09d\" stroke=\"black\" d=\"M10397,-901C10397,-901 10246,-901 10246,-901 10240,-901 10234,-895 10234,-889 10234,-889 10234,-830 10234,-830 10234,-824 10240,-818 10246,-818 10246,-818 10397,-818 10397,-818 10403,-818 10409,-824 10409,-830 10409,-830 10409,-889 10409,-889 10409,-895 10403,-901 10397,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 12.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2663</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1771, 892]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 148&#45;&gt;192 -->\r\n",
       "<g id=\"edge192\" class=\"edge\"><title>148&#45;&gt;192</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8063.61,-970.07C8518.12,-948.014 9851.09,-883.328 10223.7,-865.245\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10224.1,-868.73 10233.9,-864.749 10223.8,-861.738 10224.1,-868.73\"/>\r\n",
       "</g>\r\n",
       "<!-- 150 -->\r\n",
       "<g id=\"node151\" class=\"node\"><title>150</title>\r\n",
       "<path fill=\"#7ebfee\" stroke=\"black\" d=\"M7843,-782C7843,-782 7658,-782 7658,-782 7652,-782 7646,-776 7646,-770 7646,-770 7646,-711 7646,-711 7646,-705 7652,-699 7658,-699 7658,-699 7843,-699 7843,-699 7849,-699 7855,-705 7855,-711 7855,-711 7855,-770 7855,-770 7855,-776 7849,-782 7843,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 61.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;150 -->\r\n",
       "<g id=\"edge150\" class=\"edge\"><title>149&#45;&gt;150</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7854.99,-817.907C7841.83,-808.288 7827.7,-797.953 7814.21,-788.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7816.05,-785.098 7805.91,-782.021 7811.92,-790.749 7816.05,-785.098\"/>\r\n",
       "</g>\r\n",
       "<!-- 165 -->\r\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\r\n",
       "<path fill=\"#fbebdf\" stroke=\"black\" d=\"M8146.5,-782C8146.5,-782 7996.5,-782 7996.5,-782 7990.5,-782 7984.5,-776 7984.5,-770 7984.5,-770 7984.5,-711 7984.5,-711 7984.5,-705 7990.5,-699 7996.5,-699 7996.5,-699 8146.5,-699 8146.5,-699 8152.5,-699 8158.5,-705 8158.5,-711 8158.5,-711 8158.5,-770 8158.5,-770 8158.5,-776 8152.5,-782 8146.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 241.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 149&#45;&gt;165 -->\r\n",
       "<g id=\"edge165\" class=\"edge\"><title>149&#45;&gt;165</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7966.36,-817.907C7979.6,-808.288 7993.82,-797.953 8007.39,-788.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8009.71,-790.731 8015.74,-782.021 8005.59,-785.068 8009.71,-790.731\"/>\r\n",
       "</g>\r\n",
       "<!-- 151 -->\r\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\r\n",
       "<path fill=\"#67b4eb\" stroke=\"black\" d=\"M7644,-663C7644,-663 7405,-663 7405,-663 7399,-663 7393,-657 7393,-651 7393,-651 7393,-592 7393,-592 7393,-586 7399,-580 7405,-580 7405,-580 7644,-580 7644,-580 7650,-580 7656,-586 7656,-592 7656,-592 7656,-651 7656,-651 7656,-657 7650,-663 7644,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetRefurbished_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;151 -->\r\n",
       "<g id=\"edge151\" class=\"edge\"><title>150&#45;&gt;151</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7672.09,-698.907C7652.63,-688.834 7631.66,-677.977 7611.81,-667.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7613.26,-664.51 7602.77,-663.021 7610.04,-670.726 7613.26,-664.51\"/>\r\n",
       "</g>\r\n",
       "<!-- 164 -->\r\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7801,-655.5C7801,-655.5 7700,-655.5 7700,-655.5 7694,-655.5 7688,-649.5 7688,-643.5 7688,-643.5 7688,-599.5 7688,-599.5 7688,-593.5 7694,-587.5 7700,-587.5 7700,-587.5 7801,-587.5 7801,-587.5 7807,-587.5 7813,-593.5 7813,-599.5 7813,-599.5 7813,-643.5 7813,-643.5 7813,-649.5 7807,-655.5 7801,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;164 -->\r\n",
       "<g id=\"edge164\" class=\"edge\"><title>150&#45;&gt;164</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7750.5,-698.907C7750.5,-688.204 7750.5,-676.615 7750.5,-665.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7754,-665.667 7750.5,-655.667 7747,-665.667 7754,-665.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 152 -->\r\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M7384.5,-544C7384.5,-544 7184.5,-544 7184.5,-544 7178.5,-544 7172.5,-538 7172.5,-532 7172.5,-532 7172.5,-473 7172.5,-473 7172.5,-467 7178.5,-461 7184.5,-461 7184.5,-461 7384.5,-461 7384.5,-461 7390.5,-461 7396.5,-467 7396.5,-473 7396.5,-473 7396.5,-532 7396.5,-532 7396.5,-538 7390.5,-544 7384.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 455.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;152 -->\r\n",
       "<g id=\"edge152\" class=\"edge\"><title>151&#45;&gt;152</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7441.23,-579.907C7420.38,-569.743 7397.9,-558.781 7376.64,-548.42\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7378.14,-545.257 7367.62,-544.021 7375.07,-551.549 7378.14,-545.257\"/>\r\n",
       "</g>\r\n",
       "<!-- 155 -->\r\n",
       "<g id=\"node156\" class=\"node\"><title>155</title>\r\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M7612.5,-544C7612.5,-544 7436.5,-544 7436.5,-544 7430.5,-544 7424.5,-538 7424.5,-532 7424.5,-532 7424.5,-473 7424.5,-473 7424.5,-467 7430.5,-461 7436.5,-461 7436.5,-461 7612.5,-461 7612.5,-461 7618.5,-461 7624.5,-467 7624.5,-473 7624.5,-473 7624.5,-532 7624.5,-532 7624.5,-538 7618.5,-544 7612.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 8.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7524.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 151&#45;&gt;155 -->\r\n",
       "<g id=\"edge155\" class=\"edge\"><title>151&#45;&gt;155</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7524.5,-579.907C7524.5,-571.649 7524.5,-562.864 7524.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7528,-554.021 7524.5,-544.021 7521,-554.021 7528,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 153 -->\r\n",
       "<g id=\"node154\" class=\"node\"><title>153</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7192,-417.5C7192,-417.5 7113,-417.5 7113,-417.5 7107,-417.5 7101,-411.5 7101,-405.5 7101,-405.5 7101,-361.5 7101,-361.5 7101,-355.5 7107,-349.5 7113,-349.5 7113,-349.5 7192,-349.5 7192,-349.5 7198,-349.5 7204,-355.5 7204,-361.5 7204,-361.5 7204,-405.5 7204,-405.5 7204,-411.5 7198,-417.5 7192,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7152.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7152.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7152.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7152.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;153 -->\r\n",
       "<g id=\"edge153\" class=\"edge\"><title>152&#45;&gt;153</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7238.7,-460.907C7225.38,-449.101 7210.85,-436.217 7197.57,-424.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7199.72,-421.681 7189.92,-417.667 7195.08,-426.919 7199.72,-421.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 154 -->\r\n",
       "<g id=\"node155\" class=\"node\"><title>154</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7335,-417.5C7335,-417.5 7234,-417.5 7234,-417.5 7228,-417.5 7222,-411.5 7222,-405.5 7222,-405.5 7222,-361.5 7222,-361.5 7222,-355.5 7228,-349.5 7234,-349.5 7234,-349.5 7335,-349.5 7335,-349.5 7341,-349.5 7347,-355.5 7347,-361.5 7347,-361.5 7347,-405.5 7347,-405.5 7347,-411.5 7341,-417.5 7335,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7284.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;154 -->\r\n",
       "<g id=\"edge154\" class=\"edge\"><title>152&#45;&gt;154</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7284.5,-460.907C7284.5,-450.204 7284.5,-438.615 7284.5,-427.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7288,-427.667 7284.5,-417.667 7281,-427.667 7288,-427.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 156 -->\r\n",
       "<g id=\"node157\" class=\"node\"><title>156</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7478,-417.5C7478,-417.5 7377,-417.5 7377,-417.5 7371,-417.5 7365,-411.5 7365,-405.5 7365,-405.5 7365,-361.5 7365,-361.5 7365,-355.5 7371,-349.5 7377,-349.5 7377,-349.5 7478,-349.5 7478,-349.5 7484,-349.5 7490,-355.5 7490,-361.5 7490,-361.5 7490,-405.5 7490,-405.5 7490,-411.5 7484,-417.5 7478,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7427.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7427.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7427.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7427.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 155&#45;&gt;156 -->\r\n",
       "<g id=\"edge156\" class=\"edge\"><title>155&#45;&gt;156</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7490.85,-460.907C7481.33,-449.432 7470.97,-436.938 7461.44,-425.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7464.07,-423.131 7455,-417.667 7458.69,-427.599 7464.07,-423.131\"/>\r\n",
       "</g>\r\n",
       "<!-- 157 -->\r\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\r\n",
       "<path fill=\"#49a5e7\" stroke=\"black\" d=\"M7720.5,-425C7720.5,-425 7520.5,-425 7520.5,-425 7514.5,-425 7508.5,-419 7508.5,-413 7508.5,-413 7508.5,-354 7508.5,-354 7508.5,-348 7514.5,-342 7520.5,-342 7520.5,-342 7720.5,-342 7720.5,-342 7726.5,-342 7732.5,-348 7732.5,-354 7732.5,-354 7732.5,-413 7732.5,-413 7732.5,-419 7726.5,-425 7720.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7620.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 854.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7620.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7620.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7620.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7620.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 155&#45;&gt;157 -->\r\n",
       "<g id=\"edge157\" class=\"edge\"><title>155&#45;&gt;157</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7557.81,-460.907C7565.25,-451.832 7573.22,-442.121 7580.89,-432.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7583.61,-434.972 7587.25,-425.021 7578.2,-430.531 7583.61,-434.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 158 -->\r\n",
       "<g id=\"node159\" class=\"node\"><title>158</title>\r\n",
       "<path fill=\"#41a1e6\" stroke=\"black\" d=\"M7557,-306C7557,-306 7372,-306 7372,-306 7366,-306 7360,-300 7360,-294 7360,-294 7360,-235 7360,-235 7360,-229 7366,-223 7372,-223 7372,-223 7557,-223 7557,-223 7563,-223 7569,-229 7569,-235 7569,-235 7569,-294 7569,-294 7569,-300 7563,-306 7557,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7464.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 12.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7464.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7464.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7464.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7464.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 157&#45;&gt;158 -->\r\n",
       "<g id=\"edge158\" class=\"edge\"><title>157&#45;&gt;158</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7566.38,-341.907C7553.55,-332.288 7539.77,-321.953 7526.62,-312.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7528.63,-309.221 7518.53,-306.021 7524.43,-314.821 7528.63,-309.221\"/>\r\n",
       "</g>\r\n",
       "<!-- 163 -->\r\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7700,-298.5C7700,-298.5 7599,-298.5 7599,-298.5 7593,-298.5 7587,-292.5 7587,-286.5 7587,-286.5 7587,-242.5 7587,-242.5 7587,-236.5 7593,-230.5 7599,-230.5 7599,-230.5 7700,-230.5 7700,-230.5 7706,-230.5 7712,-236.5 7712,-242.5 7712,-242.5 7712,-286.5 7712,-286.5 7712,-292.5 7706,-298.5 7700,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 157&#45;&gt;163 -->\r\n",
       "<g id=\"edge163\" class=\"edge\"><title>157&#45;&gt;163</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7630.56,-341.907C7633.24,-331.094 7636.15,-319.376 7638.86,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7642.27,-309.215 7641.28,-298.667 7635.48,-307.531 7642.27,-309.215\"/>\r\n",
       "</g>\r\n",
       "<!-- 159 -->\r\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M7545.5,-187C7545.5,-187 7357.5,-187 7357.5,-187 7351.5,-187 7345.5,-181 7345.5,-175 7345.5,-175 7345.5,-116 7345.5,-116 7345.5,-110 7351.5,-104 7357.5,-104 7357.5,-104 7545.5,-104 7545.5,-104 7551.5,-104 7557.5,-110 7557.5,-116 7557.5,-116 7557.5,-175 7557.5,-175 7557.5,-181 7551.5,-187 7545.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7451.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7451.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7451.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7451.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7451.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 158&#45;&gt;159 -->\r\n",
       "<g id=\"edge159\" class=\"edge\"><title>158&#45;&gt;159</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7459.99,-222.907C7459.06,-214.558 7458.07,-205.671 7457.11,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7460.59,-196.573 7456,-187.021 7453.63,-197.346 7460.59,-196.573\"/>\r\n",
       "</g>\r\n",
       "<!-- 162 -->\r\n",
       "<g id=\"node163\" class=\"node\"><title>162</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7669,-179.5C7669,-179.5 7588,-179.5 7588,-179.5 7582,-179.5 7576,-173.5 7576,-167.5 7576,-167.5 7576,-123.5 7576,-123.5 7576,-117.5 7582,-111.5 7588,-111.5 7588,-111.5 7669,-111.5 7669,-111.5 7675,-111.5 7681,-117.5 7681,-123.5 7681,-123.5 7681,-167.5 7681,-167.5 7681,-173.5 7675,-179.5 7669,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7628.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7628.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7628.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7628.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 158&#45;&gt;162 -->\r\n",
       "<g id=\"edge162\" class=\"edge\"><title>158&#45;&gt;162</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7521.4,-222.907C7538.26,-210.88 7556.68,-197.735 7573.43,-185.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7575.9,-188.324 7582.01,-179.667 7571.84,-182.625 7575.9,-188.324\"/>\r\n",
       "</g>\r\n",
       "<!-- 160 -->\r\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7425,-68C7425,-68 7346,-68 7346,-68 7340,-68 7334,-62 7334,-56 7334,-56 7334,-12 7334,-12 7334,-6 7340,-0 7346,-0 7346,-0 7425,-0 7425,-0 7431,-0 7437,-6 7437,-12 7437,-12 7437,-56 7437,-56 7437,-62 7431,-68 7425,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7385.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7385.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7385.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7385.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;160 -->\r\n",
       "<g id=\"edge160\" class=\"edge\"><title>159&#45;&gt;160</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7426.92,-103.726C7421.65,-94.9703 7416.06,-85.7032 7410.76,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7413.73,-75.0574 7405.57,-68.2996 7407.74,-78.671 7413.73,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 161 -->\r\n",
       "<g id=\"node162\" class=\"node\"><title>161</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7568,-68C7568,-68 7467,-68 7467,-68 7461,-68 7455,-62 7455,-56 7455,-56 7455,-12 7455,-12 7455,-6 7461,-0 7467,-0 7467,-0 7568,-0 7568,-0 7574,-0 7580,-6 7580,-12 7580,-12 7580,-56 7580,-56 7580,-62 7574,-68 7568,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7517.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7517.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7517.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7517.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;161 -->\r\n",
       "<g id=\"edge161\" class=\"edge\"><title>159&#45;&gt;161</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7476.08,-103.726C7481.35,-94.9703 7486.94,-85.7032 7492.24,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7495.26,-78.671 7497.43,-68.2996 7489.27,-75.0574 7495.26,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 166 -->\r\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\r\n",
       "<path fill=\"#a8d4f4\" stroke=\"black\" d=\"M8171.5,-663C8171.5,-663 7971.5,-663 7971.5,-663 7965.5,-663 7959.5,-657 7959.5,-651 7959.5,-651 7959.5,-592 7959.5,-592 7959.5,-586 7965.5,-580 7971.5,-580 7971.5,-580 8171.5,-580 8171.5,-580 8177.5,-580 8183.5,-586 8183.5,-592 8183.5,-592 8183.5,-651 8183.5,-651 8183.5,-657 8177.5,-663 8171.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 518.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8071.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 165&#45;&gt;166 -->\r\n",
       "<g id=\"edge166\" class=\"edge\"><title>165&#45;&gt;166</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8071.5,-698.907C8071.5,-690.649 8071.5,-681.864 8071.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8075,-673.021 8071.5,-663.021 8068,-673.021 8075,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 183 -->\r\n",
       "<g id=\"node184\" class=\"node\"><title>183</title>\r\n",
       "<path fill=\"#eda877\" stroke=\"black\" d=\"M8497,-663C8497,-663 8312,-663 8312,-663 8306,-663 8300,-657 8300,-651 8300,-651 8300,-592 8300,-592 8300,-586 8306,-580 8312,-580 8312,-580 8497,-580 8497,-580 8503,-580 8509,-586 8509,-592 8509,-592 8509,-651 8509,-651 8509,-657 8503,-663 8497,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 32.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 165&#45;&gt;183 -->\r\n",
       "<g id=\"edge183\" class=\"edge\"><title>165&#45;&gt;183</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8158.56,-708.912C8198.78,-694.781 8247.08,-677.811 8290.18,-662.665\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8291.59,-665.879 8299.87,-659.262 8289.27,-659.275 8291.59,-665.879\"/>\r\n",
       "</g>\r\n",
       "<!-- 167 -->\r\n",
       "<g id=\"node168\" class=\"node\"><title>167</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M8050,-544C8050,-544 7899,-544 7899,-544 7893,-544 7887,-538 7887,-532 7887,-532 7887,-473 7887,-473 7887,-467 7893,-461 7899,-461 7899,-461 8050,-461 8050,-461 8056,-461 8062,-467 8062,-473 8062,-473 8062,-532 8062,-532 8062,-538 8056,-544 8050,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7974.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 10.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7974.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7974.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7974.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7974.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 166&#45;&gt;167 -->\r\n",
       "<g id=\"edge167\" class=\"edge\"><title>166&#45;&gt;167</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8037.85,-579.907C8030.32,-570.832 8022.27,-561.121 8014.52,-551.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8017.17,-549.485 8008.09,-544.021 8011.78,-553.953 8017.17,-549.485\"/>\r\n",
       "</g>\r\n",
       "<!-- 174 -->\r\n",
       "<g id=\"node175\" class=\"node\"><title>174</title>\r\n",
       "<path fill=\"#fbede3\" stroke=\"black\" d=\"M8280.5,-544C8280.5,-544 8092.5,-544 8092.5,-544 8086.5,-544 8080.5,-538 8080.5,-532 8080.5,-532 8080.5,-473 8080.5,-473 8080.5,-467 8086.5,-461 8092.5,-461 8092.5,-461 8280.5,-461 8280.5,-461 8286.5,-461 8292.5,-467 8292.5,-473 8292.5,-473 8292.5,-532 8292.5,-532 8292.5,-538 8286.5,-544 8280.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8186.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8186.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8186.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8186.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8186.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 166&#45;&gt;174 -->\r\n",
       "<g id=\"edge174\" class=\"edge\"><title>166&#45;&gt;174</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8111.4,-579.907C8120.5,-570.651 8130.25,-560.732 8139.61,-551.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8142.16,-553.606 8146.67,-544.021 8137.17,-548.699 8142.16,-553.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 168 -->\r\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7864,-417.5C7864,-417.5 7763,-417.5 7763,-417.5 7757,-417.5 7751,-411.5 7751,-405.5 7751,-405.5 7751,-361.5 7751,-361.5 7751,-355.5 7757,-349.5 7763,-349.5 7763,-349.5 7864,-349.5 7864,-349.5 7870,-349.5 7876,-355.5 7876,-361.5 7876,-361.5 7876,-405.5 7876,-405.5 7876,-411.5 7870,-417.5 7864,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7813.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7813.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7813.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7813.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;168 -->\r\n",
       "<g id=\"edge168\" class=\"edge\"><title>167&#45;&gt;168</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7918.64,-460.907C7902.09,-448.88 7884,-435.735 7867.57,-423.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7869.29,-420.714 7859.14,-417.667 7865.17,-426.377 7869.29,-420.714\"/>\r\n",
       "</g>\r\n",
       "<!-- 169 -->\r\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\r\n",
       "<path fill=\"#4da7e8\" stroke=\"black\" d=\"M8076.5,-425C8076.5,-425 7906.5,-425 7906.5,-425 7900.5,-425 7894.5,-419 7894.5,-413 7894.5,-413 7894.5,-354 7894.5,-354 7894.5,-348 7900.5,-342 7906.5,-342 7906.5,-342 8076.5,-342 8076.5,-342 8082.5,-342 8088.5,-348 8088.5,-354 8088.5,-354 8088.5,-413 8088.5,-413 8088.5,-419 8082.5,-425 8076.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7991.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;0.9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7991.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7991.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7991.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7991.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;169 -->\r\n",
       "<g id=\"edge169\" class=\"edge\"><title>167&#45;&gt;169</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7980.4,-460.907C7981.61,-452.558 7982.9,-443.671 7984.16,-435.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7987.64,-435.42 7985.61,-425.021 7980.71,-434.414 7987.64,-435.42\"/>\r\n",
       "</g>\r\n",
       "<!-- 170 -->\r\n",
       "<g id=\"node171\" class=\"node\"><title>170</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7940.5,-306C7940.5,-306 7798.5,-306 7798.5,-306 7792.5,-306 7786.5,-300 7786.5,-294 7786.5,-294 7786.5,-235 7786.5,-235 7786.5,-229 7792.5,-223 7798.5,-223 7798.5,-223 7940.5,-223 7940.5,-223 7946.5,-223 7952.5,-229 7952.5,-235 7952.5,-235 7952.5,-294 7952.5,-294 7952.5,-300 7946.5,-306 7940.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7869.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 41.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7869.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7869.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7869.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7869.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 169&#45;&gt;170 -->\r\n",
       "<g id=\"edge170\" class=\"edge\"><title>169&#45;&gt;170</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7949.17,-341.907C7939.52,-332.651 7929.18,-322.732 7919.25,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7921.39,-310.416 7911.75,-306.021 7916.55,-315.469 7921.39,-310.416\"/>\r\n",
       "</g>\r\n",
       "<!-- 173 -->\r\n",
       "<g id=\"node174\" class=\"node\"><title>173</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8062,-298.5C8062,-298.5 7983,-298.5 7983,-298.5 7977,-298.5 7971,-292.5 7971,-286.5 7971,-286.5 7971,-242.5 7971,-242.5 7971,-236.5 7977,-230.5 7983,-230.5 7983,-230.5 8062,-230.5 8062,-230.5 8068,-230.5 8074,-236.5 8074,-242.5 8074,-242.5 8074,-286.5 8074,-286.5 8074,-292.5 8068,-298.5 8062,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8022.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8022.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8022.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8022.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 169&#45;&gt;173 -->\r\n",
       "<g id=\"edge173\" class=\"edge\"><title>169&#45;&gt;173</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8002.26,-341.907C8005.12,-331.094 8008.23,-319.376 8011.12,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8014.53,-309.23 8013.71,-298.667 8007.77,-307.437 8014.53,-309.23\"/>\r\n",
       "</g>\r\n",
       "<!-- 171 -->\r\n",
       "<g id=\"node172\" class=\"node\"><title>171</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7884,-179.5C7884,-179.5 7805,-179.5 7805,-179.5 7799,-179.5 7793,-173.5 7793,-167.5 7793,-167.5 7793,-123.5 7793,-123.5 7793,-117.5 7799,-111.5 7805,-111.5 7805,-111.5 7884,-111.5 7884,-111.5 7890,-111.5 7896,-117.5 7896,-123.5 7896,-123.5 7896,-167.5 7896,-167.5 7896,-173.5 7890,-179.5 7884,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7844.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7844.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7844.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7844.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;171 -->\r\n",
       "<g id=\"edge171\" class=\"edge\"><title>170&#45;&gt;171</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7860.83,-222.907C7858.54,-212.204 7856.06,-200.615 7853.75,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7857.1,-188.715 7851.59,-179.667 7850.25,-190.178 7857.1,-188.715\"/>\r\n",
       "</g>\r\n",
       "<!-- 172 -->\r\n",
       "<g id=\"node173\" class=\"node\"><title>172</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8027,-179.5C8027,-179.5 7926,-179.5 7926,-179.5 7920,-179.5 7914,-173.5 7914,-167.5 7914,-167.5 7914,-123.5 7914,-123.5 7914,-117.5 7920,-111.5 7926,-111.5 7926,-111.5 8027,-111.5 8027,-111.5 8033,-111.5 8039,-117.5 8039,-123.5 8039,-123.5 8039,-167.5 8039,-167.5 8039,-173.5 8033,-179.5 8027,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7976.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7976.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7976.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7976.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;172 -->\r\n",
       "<g id=\"edge172\" class=\"edge\"><title>170&#45;&gt;172</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7906.62,-222.907C7917.22,-211.321 7928.76,-198.698 7939.36,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7942,-189.408 7946.17,-179.667 7936.84,-184.684 7942,-189.408\"/>\r\n",
       "</g>\r\n",
       "<!-- 175 -->\r\n",
       "<g id=\"node176\" class=\"node\"><title>175</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8220,-417.5C8220,-417.5 8119,-417.5 8119,-417.5 8113,-417.5 8107,-411.5 8107,-405.5 8107,-405.5 8107,-361.5 8107,-361.5 8107,-355.5 8113,-349.5 8119,-349.5 8119,-349.5 8220,-349.5 8220,-349.5 8226,-349.5 8232,-355.5 8232,-361.5 8232,-361.5 8232,-405.5 8232,-405.5 8232,-411.5 8226,-417.5 8220,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8169.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8169.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8169.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8169.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 174&#45;&gt;175 -->\r\n",
       "<g id=\"edge175\" class=\"edge\"><title>174&#45;&gt;175</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8180.6,-460.907C8179.05,-450.204 8177.36,-438.615 8175.79,-427.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8179.22,-427.06 8174.32,-417.667 8172.29,-428.066 8179.22,-427.06\"/>\r\n",
       "</g>\r\n",
       "<!-- 176 -->\r\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M8462.5,-425C8462.5,-425 8262.5,-425 8262.5,-425 8256.5,-425 8250.5,-419 8250.5,-413 8250.5,-413 8250.5,-354 8250.5,-354 8250.5,-348 8256.5,-342 8262.5,-342 8262.5,-342 8462.5,-342 8462.5,-342 8468.5,-342 8474.5,-348 8474.5,-354 8474.5,-354 8474.5,-413 8474.5,-413 8474.5,-419 8468.5,-425 8462.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 665.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 174&#45;&gt;176 -->\r\n",
       "<g id=\"edge176\" class=\"edge\"><title>174&#45;&gt;176</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8247.56,-460.907C8262.17,-451.197 8277.87,-440.758 8292.84,-430.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8295.16,-433.472 8301.55,-425.021 8291.28,-427.642 8295.16,-433.472\"/>\r\n",
       "</g>\r\n",
       "<!-- 177 -->\r\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M8281,-306C8281,-306 8132,-306 8132,-306 8126,-306 8120,-300 8120,-294 8120,-294 8120,-235 8120,-235 8120,-229 8126,-223 8132,-223 8132,-223 8281,-223 8281,-223 8287,-223 8293,-229 8293,-235 8293,-235 8293,-294 8293,-294 8293,-300 8287,-306 8281,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8206.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 25.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8206.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8206.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8206.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8206.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 176&#45;&gt;177 -->\r\n",
       "<g id=\"edge177\" class=\"edge\"><title>176&#45;&gt;177</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8308.38,-341.907C8295.55,-332.288 8281.77,-321.953 8268.62,-312.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8270.63,-309.221 8260.53,-306.021 8266.43,-314.821 8270.63,-309.221\"/>\r\n",
       "</g>\r\n",
       "<!-- 182 -->\r\n",
       "<g id=\"node183\" class=\"node\"><title>182</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8402,-298.5C8402,-298.5 8323,-298.5 8323,-298.5 8317,-298.5 8311,-292.5 8311,-286.5 8311,-286.5 8311,-242.5 8311,-242.5 8311,-236.5 8317,-230.5 8323,-230.5 8323,-230.5 8402,-230.5 8402,-230.5 8408,-230.5 8414,-236.5 8414,-242.5 8414,-242.5 8414,-286.5 8414,-286.5 8414,-292.5 8408,-298.5 8402,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8362.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 176&#45;&gt;182 -->\r\n",
       "<g id=\"edge182\" class=\"edge\"><title>176&#45;&gt;182</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8362.5,-341.907C8362.5,-331.204 8362.5,-319.615 8362.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8366,-308.667 8362.5,-298.667 8359,-308.667 8366,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 178 -->\r\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M8258.5,-187C8258.5,-187 8116.5,-187 8116.5,-187 8110.5,-187 8104.5,-181 8104.5,-175 8104.5,-175 8104.5,-116 8104.5,-116 8104.5,-110 8110.5,-104 8116.5,-104 8116.5,-104 8258.5,-104 8258.5,-104 8264.5,-104 8270.5,-110 8270.5,-116 8270.5,-116 8270.5,-175 8270.5,-175 8270.5,-181 8264.5,-187 8258.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8187.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 21.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8187.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8187.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8187.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8187.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 177&#45;&gt;178 -->\r\n",
       "<g id=\"edge178\" class=\"edge\"><title>177&#45;&gt;178</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8199.91,-222.907C8198.55,-214.558 8197.11,-205.671 8195.7,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8199.14,-196.33 8194.08,-187.021 8192.23,-197.453 8199.14,-196.33\"/>\r\n",
       "</g>\r\n",
       "<!-- 181 -->\r\n",
       "<g id=\"node182\" class=\"node\"><title>181</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8402,-179.5C8402,-179.5 8301,-179.5 8301,-179.5 8295,-179.5 8289,-173.5 8289,-167.5 8289,-167.5 8289,-123.5 8289,-123.5 8289,-117.5 8295,-111.5 8301,-111.5 8301,-111.5 8402,-111.5 8402,-111.5 8408,-111.5 8414,-117.5 8414,-123.5 8414,-123.5 8414,-167.5 8414,-167.5 8414,-173.5 8408,-179.5 8402,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8351.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8351.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8351.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8351.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 177&#45;&gt;181 -->\r\n",
       "<g id=\"edge181\" class=\"edge\"><title>177&#45;&gt;181</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8256.81,-222.907C8271.58,-210.99 8287.71,-197.976 8302.4,-186.12\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8304.81,-188.67 8310.4,-179.667 8300.42,-183.223 8304.81,-188.67\"/>\r\n",
       "</g>\r\n",
       "<!-- 179 -->\r\n",
       "<g id=\"node180\" class=\"node\"><title>179</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8172,-68C8172,-68 8071,-68 8071,-68 8065,-68 8059,-62 8059,-56 8059,-56 8059,-12 8059,-12 8059,-6 8065,-0 8071,-0 8071,-0 8172,-0 8172,-0 8178,-0 8184,-6 8184,-12 8184,-12 8184,-56 8184,-56 8184,-62 8178,-68 8172,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8121.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8121.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8121.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8121.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;179 -->\r\n",
       "<g id=\"edge179\" class=\"edge\"><title>178&#45;&gt;179</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8162.92,-103.726C8157.65,-94.9703 8152.06,-85.7032 8146.76,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8149.73,-75.0574 8141.57,-68.2996 8143.74,-78.671 8149.73,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 180 -->\r\n",
       "<g id=\"node181\" class=\"node\"><title>180</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8293,-68C8293,-68 8214,-68 8214,-68 8208,-68 8202,-62 8202,-56 8202,-56 8202,-12 8202,-12 8202,-6 8208,-0 8214,-0 8214,-0 8293,-0 8293,-0 8299,-0 8305,-6 8305,-12 8305,-12 8305,-56 8305,-56 8305,-62 8299,-68 8293,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8253.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8253.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8253.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8253.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;180 -->\r\n",
       "<g id=\"edge180\" class=\"edge\"><title>178&#45;&gt;180</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8212.08,-103.726C8217.35,-94.9703 8222.94,-85.7032 8228.24,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8231.26,-78.671 8233.43,-68.2996 8225.27,-75.0574 8231.26,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 184 -->\r\n",
       "<g id=\"node185\" class=\"node\"><title>184</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8444,-536.5C8444,-536.5 8365,-536.5 8365,-536.5 8359,-536.5 8353,-530.5 8353,-524.5 8353,-524.5 8353,-480.5 8353,-480.5 8353,-474.5 8359,-468.5 8365,-468.5 8365,-468.5 8444,-468.5 8444,-468.5 8450,-468.5 8456,-474.5 8456,-480.5 8456,-480.5 8456,-524.5 8456,-524.5 8456,-530.5 8450,-536.5 8444,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8404.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;184 -->\r\n",
       "<g id=\"edge184\" class=\"edge\"><title>183&#45;&gt;184</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8404.5,-579.907C8404.5,-569.204 8404.5,-557.615 8404.5,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8408,-546.667 8404.5,-536.667 8401,-546.667 8408,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 185 -->\r\n",
       "<g id=\"node186\" class=\"node\"><title>185</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M8697,-544C8697,-544 8512,-544 8512,-544 8506,-544 8500,-538 8500,-532 8500,-532 8500,-473 8500,-473 8500,-467 8506,-461 8512,-461 8512,-461 8697,-461 8697,-461 8703,-461 8709,-467 8709,-473 8709,-473 8709,-532 8709,-532 8709,-538 8703,-544 8697,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 84.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 183&#45;&gt;185 -->\r\n",
       "<g id=\"edge185\" class=\"edge\"><title>183&#45;&gt;185</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8473.89,-579.907C8490.8,-570.016 8509,-559.368 8526.29,-549.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8528.37,-552.091 8535.23,-544.021 8524.83,-546.049 8528.37,-552.091\"/>\r\n",
       "</g>\r\n",
       "<!-- 186 -->\r\n",
       "<g id=\"node187\" class=\"node\"><title>186</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M8704.5,-425C8704.5,-425 8504.5,-425 8504.5,-425 8498.5,-425 8492.5,-419 8492.5,-413 8492.5,-413 8492.5,-354 8492.5,-354 8492.5,-348 8498.5,-342 8504.5,-342 8504.5,-342 8704.5,-342 8704.5,-342 8710.5,-342 8716.5,-348 8716.5,-354 8716.5,-354 8716.5,-413 8716.5,-413 8716.5,-419 8710.5,-425 8704.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 755.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8604.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 185&#45;&gt;186 -->\r\n",
       "<g id=\"edge186\" class=\"edge\"><title>185&#45;&gt;186</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8604.5,-460.907C8604.5,-452.649 8604.5,-443.864 8604.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8608,-435.021 8604.5,-425.021 8601,-435.021 8608,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 191 -->\r\n",
       "<g id=\"node192\" class=\"node\"><title>191</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8826,-417.5C8826,-417.5 8747,-417.5 8747,-417.5 8741,-417.5 8735,-411.5 8735,-405.5 8735,-405.5 8735,-361.5 8735,-361.5 8735,-355.5 8741,-349.5 8747,-349.5 8747,-349.5 8826,-349.5 8826,-349.5 8832,-349.5 8838,-355.5 8838,-361.5 8838,-361.5 8838,-405.5 8838,-405.5 8838,-411.5 8832,-417.5 8826,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8786.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8786.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8786.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8786.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 185&#45;&gt;191 -->\r\n",
       "<g id=\"edge191\" class=\"edge\"><title>185&#45;&gt;191</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8669.35,-460.873C8687.57,-449.359 8707.35,-436.758 8725.5,-425 8726.43,-424.395 8727.37,-423.784 8728.32,-423.169\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8730.5,-425.926 8736.96,-417.527 8726.67,-420.066 8730.5,-425.926\"/>\r\n",
       "</g>\r\n",
       "<!-- 187 -->\r\n",
       "<g id=\"node188\" class=\"node\"><title>187</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8545,-298.5C8545,-298.5 8444,-298.5 8444,-298.5 8438,-298.5 8432,-292.5 8432,-286.5 8432,-286.5 8432,-242.5 8432,-242.5 8432,-236.5 8438,-230.5 8444,-230.5 8444,-230.5 8545,-230.5 8545,-230.5 8551,-230.5 8557,-236.5 8557,-242.5 8557,-242.5 8557,-286.5 8557,-286.5 8557,-292.5 8551,-298.5 8545,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8494.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8494.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8494.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8494.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;187 -->\r\n",
       "<g id=\"edge187\" class=\"edge\"><title>186&#45;&gt;187</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8566.34,-341.907C8555.44,-330.321 8543.57,-317.698 8532.68,-306.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8535.08,-303.555 8525.68,-298.667 8529.98,-308.35 8535.08,-303.555\"/>\r\n",
       "</g>\r\n",
       "<!-- 188 -->\r\n",
       "<g id=\"node189\" class=\"node\"><title>188</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M8737.5,-306C8737.5,-306 8587.5,-306 8587.5,-306 8581.5,-306 8575.5,-300 8575.5,-294 8575.5,-294 8575.5,-235 8575.5,-235 8575.5,-229 8581.5,-223 8587.5,-223 8587.5,-223 8737.5,-223 8737.5,-223 8743.5,-223 8749.5,-229 8749.5,-235 8749.5,-235 8749.5,-294 8749.5,-294 8749.5,-300 8743.5,-306 8737.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 673.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 186&#45;&gt;188 -->\r\n",
       "<g id=\"edge188\" class=\"edge\"><title>186&#45;&gt;188</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8624.62,-341.907C8628.9,-333.286 8633.46,-324.09 8637.87,-315.175\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8641.11,-316.535 8642.41,-306.021 8634.84,-313.426 8641.11,-316.535\"/>\r\n",
       "</g>\r\n",
       "<!-- 189 -->\r\n",
       "<g id=\"node190\" class=\"node\"><title>189</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8570,-179.5C8570,-179.5 8491,-179.5 8491,-179.5 8485,-179.5 8479,-173.5 8479,-167.5 8479,-167.5 8479,-123.5 8479,-123.5 8479,-117.5 8485,-111.5 8491,-111.5 8491,-111.5 8570,-111.5 8570,-111.5 8576,-111.5 8582,-117.5 8582,-123.5 8582,-123.5 8582,-167.5 8582,-167.5 8582,-173.5 8576,-179.5 8570,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8530.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8530.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8530.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8530.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 188&#45;&gt;189 -->\r\n",
       "<g id=\"edge189\" class=\"edge\"><title>188&#45;&gt;189</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8616.7,-222.907C8603.38,-211.101 8588.85,-198.217 8575.57,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8577.72,-183.681 8567.92,-179.667 8573.08,-188.919 8577.72,-183.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 190 -->\r\n",
       "<g id=\"node191\" class=\"node\"><title>190</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8713,-179.5C8713,-179.5 8612,-179.5 8612,-179.5 8606,-179.5 8600,-173.5 8600,-167.5 8600,-167.5 8600,-123.5 8600,-123.5 8600,-117.5 8606,-111.5 8612,-111.5 8612,-111.5 8713,-111.5 8713,-111.5 8719,-111.5 8725,-117.5 8725,-123.5 8725,-123.5 8725,-167.5 8725,-167.5 8725,-173.5 8719,-179.5 8713,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8662.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 188&#45;&gt;190 -->\r\n",
       "<g id=\"edge190\" class=\"edge\"><title>188&#45;&gt;190</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8662.5,-222.907C8662.5,-212.204 8662.5,-200.615 8662.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8666,-189.667 8662.5,-179.667 8659,-189.667 8666,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 193 -->\r\n",
       "<g id=\"node194\" class=\"node\"><title>193</title>\r\n",
       "<path fill=\"#f7d8c1\" stroke=\"black\" d=\"M10396,-782C10396,-782 10247,-782 10247,-782 10241,-782 10235,-776 10235,-770 10235,-770 10235,-711 10235,-711 10235,-705 10241,-699 10247,-699 10247,-699 10396,-699 10396,-699 10402,-699 10408,-705 10408,-711 10408,-711 10408,-770 10408,-770 10408,-776 10402,-782 10396,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 533</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [316, 217]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10321.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;193 -->\r\n",
       "<g id=\"edge193\" class=\"edge\"><title>192&#45;&gt;193</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10321.5,-817.907C10321.5,-809.649 10321.5,-800.864 10321.5,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10325,-792.021 10321.5,-782.021 10318,-792.021 10325,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 262 -->\r\n",
       "<g id=\"node263\" class=\"node\"><title>262</title>\r\n",
       "<path fill=\"#f1bb95\" stroke=\"black\" d=\"M13546.5,-782C13546.5,-782 13346.5,-782 13346.5,-782 13340.5,-782 13334.5,-776 13334.5,-770 13334.5,-770 13334.5,-711 13334.5,-711 13334.5,-705 13340.5,-699 13346.5,-699 13346.5,-699 13546.5,-699 13546.5,-699 13552.5,-699 13558.5,-705 13558.5,-711 13558.5,-711 13558.5,-770 13558.5,-770 13558.5,-776 13552.5,-782 13546.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 932.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2130</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1455, 675]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 192&#45;&gt;262 -->\r\n",
       "<g id=\"edge262\" class=\"edge\"><title>192&#45;&gt;262</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10409.2,-855.218C10848.7,-838.762 12811.7,-765.267 13323.9,-746.089\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13324.4,-749.573 13334.3,-745.701 13324.2,-742.578 13324.4,-749.573\"/>\r\n",
       "</g>\r\n",
       "<!-- 194 -->\r\n",
       "<g id=\"node195\" class=\"node\"><title>194</title>\r\n",
       "<path fill=\"#f4c9ab\" stroke=\"black\" d=\"M10089.5,-663C10089.5,-663 9949.5,-663 9949.5,-663 9943.5,-663 9937.5,-657 9937.5,-651 9937.5,-651 9937.5,-592 9937.5,-592 9937.5,-586 9943.5,-580 9949.5,-580 9949.5,-580 10089.5,-580 10089.5,-580 10095.5,-580 10101.5,-586 10101.5,-592 10101.5,-592 10101.5,-651 10101.5,-651 10101.5,-657 10095.5,-663 10089.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 397</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [252, 145]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 193&#45;&gt;194 -->\r\n",
       "<g id=\"edge194\" class=\"edge\"><title>193&#45;&gt;194</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10235,-705.972C10196.2,-690.938 10150.4,-673.194 10111,-657.94\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10112.2,-654.672 10101.6,-654.323 10109.7,-661.199 10112.2,-654.672\"/>\r\n",
       "</g>\r\n",
       "<!-- 227 -->\r\n",
       "<g id=\"node228\" class=\"node\"><title>227</title>\r\n",
       "<path fill=\"#e9f4fc\" stroke=\"black\" d=\"M10716,-663C10716,-663 10531,-663 10531,-663 10525,-663 10519,-657 10519,-651 10519,-651 10519,-592 10519,-592 10519,-586 10525,-580 10531,-580 10531,-580 10716,-580 10716,-580 10722,-580 10728,-586 10728,-592 10728,-592 10728,-651 10728,-651 10728,-657 10722,-663 10716,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 49.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 136</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [64, 72]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 193&#45;&gt;227 -->\r\n",
       "<g id=\"edge227\" class=\"edge\"><title>193&#45;&gt;227</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10408,-705.972C10439.7,-693.72 10475.9,-679.669 10509.6,-666.633\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10510.9,-669.862 10519,-662.985 10508.4,-663.334 10510.9,-669.862\"/>\r\n",
       "</g>\r\n",
       "<!-- 195 -->\r\n",
       "<g id=\"node196\" class=\"node\"><title>195</title>\r\n",
       "<path fill=\"#f7d9c3\" stroke=\"black\" d=\"M9663.5,-544C9663.5,-544 9481.5,-544 9481.5,-544 9475.5,-544 9469.5,-538 9469.5,-532 9469.5,-532 9469.5,-473 9469.5,-473 9469.5,-467 9475.5,-461 9481.5,-461 9481.5,-461 9663.5,-461 9663.5,-461 9669.5,-461 9675.5,-467 9675.5,-473 9675.5,-473 9675.5,-532 9675.5,-532 9675.5,-538 9669.5,-544 9663.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 245.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 275</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [162, 113]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;195 -->\r\n",
       "<g id=\"edge195\" class=\"edge\"><title>194&#45;&gt;195</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9937.25,-598.972C9866.64,-580.491 9764.16,-553.667 9685.8,-533.155\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9686.44,-529.705 9675.88,-530.559 9684.67,-536.477 9686.44,-529.705\"/>\r\n",
       "</g>\r\n",
       "<!-- 212 -->\r\n",
       "<g id=\"node213\" class=\"node\"><title>212</title>\r\n",
       "<path fill=\"#eeae7f\" stroke=\"black\" d=\"M10119.5,-544C10119.5,-544 9919.5,-544 9919.5,-544 9913.5,-544 9907.5,-538 9907.5,-532 9907.5,-532 9907.5,-473 9907.5,-473 9907.5,-467 9913.5,-461 9919.5,-461 9919.5,-461 10119.5,-461 10119.5,-461 10125.5,-461 10131.5,-467 10131.5,-473 10131.5,-473 10131.5,-532 10131.5,-532 10131.5,-538 10125.5,-544 10119.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 310.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 122</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [90, 32]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10019.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;212 -->\r\n",
       "<g id=\"edge212\" class=\"edge\"><title>194&#45;&gt;212</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10019.5,-579.907C10019.5,-571.649 10019.5,-562.864 10019.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10023,-554.021 10019.5,-544.021 10016,-554.021 10023,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 196 -->\r\n",
       "<g id=\"node197\" class=\"node\"><title>196</title>\r\n",
       "<path fill=\"#f8decb\" stroke=\"black\" d=\"M9389.5,-425C9389.5,-425 9207.5,-425 9207.5,-425 9201.5,-425 9195.5,-419 9195.5,-413 9195.5,-413 9195.5,-354 9195.5,-354 9195.5,-348 9201.5,-342 9207.5,-342 9207.5,-342 9389.5,-342 9389.5,-342 9395.5,-342 9401.5,-348 9401.5,-354 9401.5,-354 9401.5,-413 9401.5,-413 9401.5,-419 9395.5,-425 9389.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 182.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 264</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 112]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 195&#45;&gt;196 -->\r\n",
       "<g id=\"edge196\" class=\"edge\"><title>195&#45;&gt;196</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9477.44,-460.907C9453.32,-450.607 9427.27,-439.487 9402.72,-429.004\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9403.97,-425.729 9393.39,-425.021 9401.22,-432.167 9403.97,-425.729\"/>\r\n",
       "</g>\r\n",
       "<!-- 209 -->\r\n",
       "<g id=\"node210\" class=\"node\"><title>209</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M9665,-425C9665,-425 9480,-425 9480,-425 9474,-425 9468,-419 9468,-413 9468,-413 9468,-354 9468,-354 9468,-348 9474,-342 9480,-342 9480,-342 9665,-342 9665,-342 9671,-342 9677,-348 9677,-354 9677,-354 9677,-413 9677,-413 9677,-419 9671,-425 9665,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 25.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9572.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 195&#45;&gt;209 -->\r\n",
       "<g id=\"edge209\" class=\"edge\"><title>195&#45;&gt;209</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9572.5,-460.907C9572.5,-452.649 9572.5,-443.864 9572.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9576,-435.021 9572.5,-425.021 9569,-435.021 9576,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 197 -->\r\n",
       "<g id=\"node198\" class=\"node\"><title>197</title>\r\n",
       "<path fill=\"#f7d8c2\" stroke=\"black\" d=\"M9143,-306C9143,-306 8978,-306 8978,-306 8972,-306 8966,-300 8966,-294 8966,-294 8966,-235 8966,-235 8966,-229 8972,-223 8978,-223 8978,-223 9143,-223 9143,-223 9149,-223 9155,-229 9155,-235 9155,-235 9155,-294 9155,-294 9155,-300 9149,-306 9143,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 254</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [150, 104]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;197 -->\r\n",
       "<g id=\"edge197\" class=\"edge\"><title>196&#45;&gt;197</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9215.93,-341.907C9195.34,-331.789 9173.15,-320.879 9152.16,-310.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9153.45,-307.292 9142.93,-306.021 9150.36,-313.574 9153.45,-307.292\"/>\r\n",
       "</g>\r\n",
       "<!-- 204 -->\r\n",
       "<g id=\"node205\" class=\"node\"><title>204</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M9406.5,-306C9406.5,-306 9190.5,-306 9190.5,-306 9184.5,-306 9178.5,-300 9178.5,-294 9178.5,-294 9178.5,-235 9178.5,-235 9178.5,-229 9184.5,-223 9190.5,-223 9190.5,-223 9406.5,-223 9406.5,-223 9412.5,-223 9418.5,-229 9418.5,-235 9418.5,-235 9418.5,-294 9418.5,-294 9418.5,-300 9412.5,-306 9406.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReferralsMadeBySubscriber &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9298.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;204 -->\r\n",
       "<g id=\"edge204\" class=\"edge\"><title>196&#45;&gt;204</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9298.5,-341.907C9298.5,-333.649 9298.5,-324.864 9298.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9302,-316.021 9298.5,-306.021 9295,-316.021 9302,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 198 -->\r\n",
       "<g id=\"node199\" class=\"node\"><title>198</title>\r\n",
       "<path fill=\"#fbede3\" stroke=\"black\" d=\"M8943.5,-187C8943.5,-187 8755.5,-187 8755.5,-187 8749.5,-187 8743.5,-181 8743.5,-175 8743.5,-175 8743.5,-116 8743.5,-116 8743.5,-110 8749.5,-104 8755.5,-104 8755.5,-104 8943.5,-104 8943.5,-104 8949.5,-104 8955.5,-110 8955.5,-116 8955.5,-116 8955.5,-175 8955.5,-175 8955.5,-181 8949.5,-187 8943.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8849.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8849.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8849.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 160</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8849.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 74]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8849.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 197&#45;&gt;198 -->\r\n",
       "<g id=\"edge198\" class=\"edge\"><title>197&#45;&gt;198</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8987.29,-222.907C8969.29,-212.925 8949.9,-202.172 8931.51,-191.976\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8933.02,-188.809 8922.58,-187.021 8929.62,-194.931 8933.02,-188.809\"/>\r\n",
       "</g>\r\n",
       "<!-- 201 -->\r\n",
       "<g id=\"node202\" class=\"node\"><title>201</title>\r\n",
       "<path fill=\"#f1bc96\" stroke=\"black\" d=\"M9135.5,-187C9135.5,-187 8985.5,-187 8985.5,-187 8979.5,-187 8973.5,-181 8973.5,-175 8973.5,-175 8973.5,-116 8973.5,-116 8973.5,-110 8979.5,-104 8985.5,-104 8985.5,-104 9135.5,-104 9135.5,-104 9141.5,-104 9147.5,-110 9147.5,-116 9147.5,-116 9147.5,-175 9147.5,-175 9147.5,-181 9141.5,-187 9135.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 246.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [64, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9060.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 197&#45;&gt;201 -->\r\n",
       "<g id=\"edge201\" class=\"edge\"><title>197&#45;&gt;201</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9060.5,-222.907C9060.5,-214.649 9060.5,-205.864 9060.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9064,-197.021 9060.5,-187.021 9057,-197.021 9064,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 199 -->\r\n",
       "<g id=\"node200\" class=\"node\"><title>199</title>\r\n",
       "<path fill=\"#b0d8f5\" stroke=\"black\" d=\"M8760,-68C8760,-68 8671,-68 8671,-68 8665,-68 8659,-62 8659,-56 8659,-56 8659,-12 8659,-12 8659,-6 8665,-0 8671,-0 8671,-0 8760,-0 8760,-0 8766,-0 8772,-6 8772,-12 8772,-12 8772,-56 8772,-56 8772,-62 8766,-68 8760,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8715.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8715.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8715.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 25]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8715.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 198&#45;&gt;199 -->\r\n",
       "<g id=\"edge199\" class=\"edge\"><title>198&#45;&gt;199</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8799.6,-103.726C8788,-94.2406 8775.65,-84.1551 8764.1,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8766.21,-71.9171 8756.25,-68.2996 8761.78,-77.3375 8766.21,-71.9171\"/>\r\n",
       "</g>\r\n",
       "<!-- 200 -->\r\n",
       "<g id=\"node201\" class=\"node\"><title>200</title>\r\n",
       "<path fill=\"#f7d8c2\" stroke=\"black\" d=\"M8903,-68C8903,-68 8802,-68 8802,-68 8796,-68 8790,-62 8790,-56 8790,-56 8790,-12 8790,-12 8790,-6 8796,-0 8802,-0 8802,-0 8903,-0 8903,-0 8909,-0 8915,-6 8915,-12 8915,-12 8915,-56 8915,-56 8915,-62 8909,-68 8903,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8852.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8852.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 120</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8852.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [71, 49]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8852.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 198&#45;&gt;200 -->\r\n",
       "<g id=\"edge200\" class=\"edge\"><title>198&#45;&gt;200</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8850.62,-103.726C8850.84,-95.5175 8851.08,-86.8595 8851.31,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8854.81,-78.3917 8851.59,-68.2996 8847.82,-78.2 8854.81,-78.3917\"/>\r\n",
       "</g>\r\n",
       "<!-- 202 -->\r\n",
       "<g id=\"node203\" class=\"node\"><title>202</title>\r\n",
       "<path fill=\"#eda673\" stroke=\"black\" d=\"M9052,-68C9052,-68 8951,-68 8951,-68 8945,-68 8939,-62 8939,-56 8939,-56 8939,-12 8939,-12 8939,-6 8945,-0 8951,-0 8951,-0 9052,-0 9052,-0 9058,-0 9064,-6 9064,-12 9064,-12 9064,-56 9064,-56 9064,-62 9058,-68 9052,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9001.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9001.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 62</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9001.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9001.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;202 -->\r\n",
       "<g id=\"edge202\" class=\"edge\"><title>201&#45;&gt;202</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9038.53,-103.726C9033.86,-95.0615 9028.92,-85.8962 9024.23,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9027.27,-75.4428 9019.44,-68.2996 9021.1,-78.7632 9027.27,-75.4428\"/>\r\n",
       "</g>\r\n",
       "<!-- 203 -->\r\n",
       "<g id=\"node204\" class=\"node\"><title>203</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M9195,-68C9195,-68 9094,-68 9094,-68 9088,-68 9082,-62 9082,-56 9082,-56 9082,-12 9082,-12 9082,-6 9088,-0 9094,-0 9094,-0 9195,-0 9195,-0 9201,-0 9207,-6 9207,-12 9207,-12 9207,-56 9207,-56 9207,-62 9201,-68 9195,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9144.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9144.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9144.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9144.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 201&#45;&gt;203 -->\r\n",
       "<g id=\"edge203\" class=\"edge\"><title>201&#45;&gt;203</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9091.78,-103.726C9098.64,-94.7878 9105.9,-85.3168 9112.78,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9115.65,-78.3643 9118.96,-68.2996 9110.09,-74.1036 9115.65,-78.3643\"/>\r\n",
       "</g>\r\n",
       "<!-- 205 -->\r\n",
       "<g id=\"node206\" class=\"node\"><title>205</title>\r\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M9429.5,-187C9429.5,-187 9177.5,-187 9177.5,-187 9171.5,-187 9165.5,-181 9165.5,-175 9165.5,-175 9165.5,-116 9165.5,-116 9165.5,-110 9171.5,-104 9177.5,-104 9177.5,-104 9429.5,-104 9429.5,-104 9435.5,-104 9441.5,-110 9441.5,-116 9441.5,-116 9441.5,-175 9441.5,-175 9441.5,-181 9435.5,-187 9429.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9303.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">NotNewCellphoneUser_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9303.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9303.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9303.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9303.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 204&#45;&gt;205 -->\r\n",
       "<g id=\"edge205\" class=\"edge\"><title>204&#45;&gt;205</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9300.23,-222.907C9300.59,-214.558 9300.97,-205.671 9301.34,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9304.84,-197.161 9301.77,-187.021 9297.84,-196.862 9304.84,-197.161\"/>\r\n",
       "</g>\r\n",
       "<!-- 208 -->\r\n",
       "<g id=\"node209\" class=\"node\"><title>208</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9573,-179.5C9573,-179.5 9472,-179.5 9472,-179.5 9466,-179.5 9460,-173.5 9460,-167.5 9460,-167.5 9460,-123.5 9460,-123.5 9460,-117.5 9466,-111.5 9472,-111.5 9472,-111.5 9573,-111.5 9573,-111.5 9579,-111.5 9585,-117.5 9585,-123.5 9585,-123.5 9585,-167.5 9585,-167.5 9585,-173.5 9579,-179.5 9573,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9522.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9522.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9522.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9522.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 204&#45;&gt;208 -->\r\n",
       "<g id=\"edge208\" class=\"edge\"><title>204&#45;&gt;208</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9380.9,-222.898C9403.56,-211.494 9428.07,-198.942 9450.5,-187 9452.02,-186.189 9453.56,-185.365 9455.11,-184.53\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9456.96,-187.51 9464.08,-179.661 9453.62,-181.359 9456.96,-187.51\"/>\r\n",
       "</g>\r\n",
       "<!-- 206 -->\r\n",
       "<g id=\"node207\" class=\"node\"><title>206</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9350,-68C9350,-68 9249,-68 9249,-68 9243,-68 9237,-62 9237,-56 9237,-56 9237,-12 9237,-12 9237,-6 9243,-0 9249,-0 9249,-0 9350,-0 9350,-0 9356,-0 9362,-6 9362,-12 9362,-12 9362,-56 9362,-56 9362,-62 9356,-68 9350,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9299.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9299.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9299.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9299.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;206 -->\r\n",
       "<g id=\"edge206\" class=\"edge\"><title>205&#45;&gt;206</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9302.01,-103.726C9301.71,-95.5175 9301.39,-86.8595 9301.09,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9304.58,-78.1651 9300.72,-68.2996 9297.58,-78.4207 9304.58,-78.1651\"/>\r\n",
       "</g>\r\n",
       "<!-- 207 -->\r\n",
       "<g id=\"node208\" class=\"node\"><title>207</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9471,-68C9471,-68 9392,-68 9392,-68 9386,-68 9380,-62 9380,-56 9380,-56 9380,-12 9380,-12 9380,-6 9386,-0 9392,-0 9392,-0 9471,-0 9471,-0 9477,-0 9483,-6 9483,-12 9483,-12 9483,-56 9483,-56 9483,-62 9477,-68 9471,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9431.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9431.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9431.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9431.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;207 -->\r\n",
       "<g id=\"edge207\" class=\"edge\"><title>205&#45;&gt;207</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9351.16,-103.726C9362.14,-94.3318 9373.81,-84.349 9384.76,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9387.25,-77.4598 9392.57,-68.2996 9382.7,-72.1406 9387.25,-77.4598\"/>\r\n",
       "</g>\r\n",
       "<!-- 210 -->\r\n",
       "<g id=\"node211\" class=\"node\"><title>210</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9528,-298.5C9528,-298.5 9449,-298.5 9449,-298.5 9443,-298.5 9437,-292.5 9437,-286.5 9437,-286.5 9437,-242.5 9437,-242.5 9437,-236.5 9443,-230.5 9449,-230.5 9449,-230.5 9528,-230.5 9528,-230.5 9534,-230.5 9540,-236.5 9540,-242.5 9540,-242.5 9540,-286.5 9540,-286.5 9540,-292.5 9534,-298.5 9528,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9488.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9488.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9488.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9488.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;210 -->\r\n",
       "<g id=\"edge210\" class=\"edge\"><title>209&#45;&gt;210</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9543.36,-341.907C9535.28,-330.652 9526.49,-318.418 9518.37,-307.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9520.99,-304.749 9512.31,-298.667 9515.3,-308.831 9520.99,-304.749\"/>\r\n",
       "</g>\r\n",
       "<!-- 211 -->\r\n",
       "<g id=\"node212\" class=\"node\"><title>211</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9671,-298.5C9671,-298.5 9570,-298.5 9570,-298.5 9564,-298.5 9558,-292.5 9558,-286.5 9558,-286.5 9558,-242.5 9558,-242.5 9558,-236.5 9564,-230.5 9570,-230.5 9570,-230.5 9671,-230.5 9671,-230.5 9677,-230.5 9683,-236.5 9683,-242.5 9683,-242.5 9683,-286.5 9683,-286.5 9683,-292.5 9677,-298.5 9671,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9620.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9620.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9620.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9620.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 209&#45;&gt;211 -->\r\n",
       "<g id=\"edge211\" class=\"edge\"><title>209&#45;&gt;211</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9589.15,-341.907C9593.64,-330.983 9598.5,-319.137 9603.02,-308.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9606.34,-309.247 9606.89,-298.667 9599.86,-306.59 9606.34,-309.247\"/>\r\n",
       "</g>\r\n",
       "<!-- 213 -->\r\n",
       "<g id=\"node214\" class=\"node\"><title>213</title>\r\n",
       "<path fill=\"#e78c49\" stroke=\"black\" d=\"M9989.5,-425C9989.5,-425 9839.5,-425 9839.5,-425 9833.5,-425 9827.5,-419 9827.5,-413 9827.5,-413 9827.5,-354 9827.5,-354 9827.5,-348 9833.5,-342 9839.5,-342 9839.5,-342 9989.5,-342 9989.5,-342 9995.5,-342 10001.5,-348 10001.5,-354 10001.5,-354 10001.5,-413 10001.5,-413 10001.5,-419 9995.5,-425 9989.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9914.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 269.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9914.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9914.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9914.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9914.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;213 -->\r\n",
       "<g id=\"edge213\" class=\"edge\"><title>212&#45;&gt;213</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9983.07,-460.907C9974.85,-451.742 9966.04,-441.927 9957.57,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9960.15,-430.126 9950.86,-425.021 9954.94,-434.801 9960.15,-430.126\"/>\r\n",
       "</g>\r\n",
       "<!-- 218 -->\r\n",
       "<g id=\"node219\" class=\"node\"><title>218</title>\r\n",
       "<path fill=\"#f1ba93\" stroke=\"black\" d=\"M10219.5,-425C10219.5,-425 10031.5,-425 10031.5,-425 10025.5,-425 10019.5,-419 10019.5,-413 10019.5,-413 10019.5,-354 10019.5,-354 10019.5,-348 10025.5,-342 10031.5,-342 10031.5,-342 10219.5,-342 10219.5,-342 10225.5,-342 10231.5,-348 10231.5,-354 10231.5,-354 10231.5,-413 10231.5,-413 10231.5,-419 10225.5,-425 10219.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.02</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 212&#45;&gt;218 -->\r\n",
       "<g id=\"edge218\" class=\"edge\"><title>212&#45;&gt;218</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10056.3,-460.907C10064.6,-451.742 10073.5,-441.927 10082,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10084.7,-434.782 10088.8,-425.021 10079.5,-430.082 10084.7,-434.782\"/>\r\n",
       "</g>\r\n",
       "<!-- 214 -->\r\n",
       "<g id=\"node215\" class=\"node\"><title>214</title>\r\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M9862,-306C9862,-306 9713,-306 9713,-306 9707,-306 9701,-300 9701,-294 9701,-294 9701,-235 9701,-235 9701,-229 9707,-223 9713,-223 9713,-223 9862,-223 9862,-223 9868,-223 9874,-229 9874,-235 9874,-235 9874,-294 9874,-294 9874,-300 9868,-306 9862,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9787.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 16.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9787.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9787.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9787.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9787.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 213&#45;&gt;214 -->\r\n",
       "<g id=\"edge214\" class=\"edge\"><title>213&#45;&gt;214</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9870.44,-341.907C9860.29,-332.56 9849.41,-322.538 9838.98,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9841.21,-310.222 9831.48,-306.021 9836.47,-315.371 9841.21,-310.222\"/>\r\n",
       "</g>\r\n",
       "<!-- 217 -->\r\n",
       "<g id=\"node218\" class=\"node\"><title>217</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10005,-298.5C10005,-298.5 9904,-298.5 9904,-298.5 9898,-298.5 9892,-292.5 9892,-286.5 9892,-286.5 9892,-242.5 9892,-242.5 9892,-236.5 9898,-230.5 9904,-230.5 9904,-230.5 10005,-230.5 10005,-230.5 10011,-230.5 10017,-236.5 10017,-242.5 10017,-242.5 10017,-286.5 10017,-286.5 10017,-292.5 10011,-298.5 10005,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9954.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9954.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9954.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9954.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 213&#45;&gt;217 -->\r\n",
       "<g id=\"edge217\" class=\"edge\"><title>213&#45;&gt;217</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9928.38,-341.907C9932.07,-331.094 9936.08,-319.376 9939.82,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9943.24,-309.261 9943.16,-298.667 9936.61,-306.997 9943.24,-309.261\"/>\r\n",
       "</g>\r\n",
       "<!-- 215 -->\r\n",
       "<g id=\"node216\" class=\"node\"><title>215</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9766,-179.5C9766,-179.5 9665,-179.5 9665,-179.5 9659,-179.5 9653,-173.5 9653,-167.5 9653,-167.5 9653,-123.5 9653,-123.5 9653,-117.5 9659,-111.5 9665,-111.5 9665,-111.5 9766,-111.5 9766,-111.5 9772,-111.5 9778,-117.5 9778,-123.5 9778,-123.5 9778,-167.5 9778,-167.5 9778,-173.5 9772,-179.5 9766,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9715.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9715.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9715.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9715.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 214&#45;&gt;215 -->\r\n",
       "<g id=\"edge215\" class=\"edge\"><title>214&#45;&gt;215</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9762.52,-222.907C9755.66,-211.763 9748.21,-199.658 9741.31,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9744.13,-186.349 9735.91,-179.667 9738.17,-190.018 9744.13,-186.349\"/>\r\n",
       "</g>\r\n",
       "<!-- 216 -->\r\n",
       "<g id=\"node217\" class=\"node\"><title>216</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9887,-179.5C9887,-179.5 9808,-179.5 9808,-179.5 9802,-179.5 9796,-173.5 9796,-167.5 9796,-167.5 9796,-123.5 9796,-123.5 9796,-117.5 9802,-111.5 9808,-111.5 9808,-111.5 9887,-111.5 9887,-111.5 9893,-111.5 9899,-117.5 9899,-123.5 9899,-123.5 9899,-167.5 9899,-167.5 9899,-173.5 9893,-179.5 9887,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9847.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9847.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9847.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9847.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 214&#45;&gt;216 -->\r\n",
       "<g id=\"edge216\" class=\"edge\"><title>214&#45;&gt;216</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9808.32,-222.907C9813.98,-211.873 9820.12,-199.898 9825.82,-188.773\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9829.04,-190.162 9830.49,-179.667 9822.81,-186.968 9829.04,-190.162\"/>\r\n",
       "</g>\r\n",
       "<!-- 219 -->\r\n",
       "<g id=\"node220\" class=\"node\"><title>219</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10126,-298.5C10126,-298.5 10047,-298.5 10047,-298.5 10041,-298.5 10035,-292.5 10035,-286.5 10035,-286.5 10035,-242.5 10035,-242.5 10035,-236.5 10041,-230.5 10047,-230.5 10047,-230.5 10126,-230.5 10126,-230.5 10132,-230.5 10138,-236.5 10138,-242.5 10138,-242.5 10138,-286.5 10138,-286.5 10138,-292.5 10132,-298.5 10126,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10086.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10086.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10086.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10086.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 218&#45;&gt;219 -->\r\n",
       "<g id=\"edge219\" class=\"edge\"><title>218&#45;&gt;219</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10112,-341.907C10108.4,-331.094 10104.5,-319.376 10100.8,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10104,-307.047 10097.6,-298.667 10097.4,-309.261 10104,-307.047\"/>\r\n",
       "</g>\r\n",
       "<!-- 220 -->\r\n",
       "<g id=\"node221\" class=\"node\"><title>220</title>\r\n",
       "<path fill=\"#f0b68d\" stroke=\"black\" d=\"M10310.5,-306C10310.5,-306 10168.5,-306 10168.5,-306 10162.5,-306 10156.5,-300 10156.5,-294 10156.5,-294 10156.5,-235 10156.5,-235 10156.5,-229 10162.5,-223 10168.5,-223 10168.5,-223 10310.5,-223 10310.5,-223 10316.5,-223 10322.5,-229 10322.5,-235 10322.5,-235 10322.5,-294 10322.5,-294 10322.5,-300 10316.5,-306 10310.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 96.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 218&#45;&gt;220 -->\r\n",
       "<g id=\"edge220\" class=\"edge\"><title>218&#45;&gt;220</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10165.1,-341.907C10174.1,-332.651 10183.7,-322.732 10193,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10195.5,-315.626 10200,-306.021 10190.5,-310.741 10195.5,-315.626\"/>\r\n",
       "</g>\r\n",
       "<!-- 221 -->\r\n",
       "<g id=\"node222\" class=\"node\"><title>221</title>\r\n",
       "<path fill=\"#b0d8f5\" stroke=\"black\" d=\"M10114.5,-187C10114.5,-187 9974.5,-187 9974.5,-187 9968.5,-187 9962.5,-181 9962.5,-175 9962.5,-175 9962.5,-116 9962.5,-116 9962.5,-110 9968.5,-104 9974.5,-104 9974.5,-104 10114.5,-104 10114.5,-104 10120.5,-104 10126.5,-110 10126.5,-116 10126.5,-116 10126.5,-175 10126.5,-175 10126.5,-181 10120.5,-187 10114.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 6.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 220&#45;&gt;221 -->\r\n",
       "<g id=\"edge221\" class=\"edge\"><title>220&#45;&gt;221</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10171.8,-222.907C10155.4,-213.016 10137.6,-202.368 10120.8,-192.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10122.4,-189.165 10112,-187.021 10118.8,-195.167 10122.4,-189.165\"/>\r\n",
       "</g>\r\n",
       "<!-- 224 -->\r\n",
       "<g id=\"node225\" class=\"node\"><title>224</title>\r\n",
       "<path fill=\"#eeaf81\" stroke=\"black\" d=\"M10314,-187C10314,-187 10165,-187 10165,-187 10159,-187 10153,-181 10153,-175 10153,-175 10153,-116 10153,-116 10153,-110 10159,-104 10165,-104 10165,-104 10314,-104 10314,-104 10320,-104 10326,-110 10326,-116 10326,-116 10326,-175 10326,-175 10326,-181 10320,-187 10314,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 20.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [63, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10239.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 220&#45;&gt;224 -->\r\n",
       "<g id=\"edge224\" class=\"edge\"><title>220&#45;&gt;224</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10239.5,-222.907C10239.5,-214.649 10239.5,-205.864 10239.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10243,-197.021 10239.5,-187.021 10236,-197.021 10243,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 222 -->\r\n",
       "<g id=\"node223\" class=\"node\"><title>222</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9952,-68C9952,-68 9873,-68 9873,-68 9867,-68 9861,-62 9861,-56 9861,-56 9861,-12 9861,-12 9861,-6 9867,-0 9873,-0 9873,-0 9952,-0 9952,-0 9958,-0 9964,-6 9964,-12 9964,-12 9964,-56 9964,-56 9964,-62 9958,-68 9952,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9912.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9912.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9912.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9912.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 221&#45;&gt;222 -->\r\n",
       "<g id=\"edge222\" class=\"edge\"><title>221&#45;&gt;222</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9995.35,-103.726C9983.91,-94.2406 9971.76,-84.1551 9960.38,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9962.57,-71.9905 9952.64,-68.2996 9958.1,-77.3781 9962.57,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 223 -->\r\n",
       "<g id=\"node224\" class=\"node\"><title>223</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M10095,-68C10095,-68 9994,-68 9994,-68 9988,-68 9982,-62 9982,-56 9982,-56 9982,-12 9982,-12 9982,-6 9988,-0 9994,-0 9994,-0 10095,-0 10095,-0 10101,-0 10107,-6 10107,-12 10107,-12 10107,-56 10107,-56 10107,-62 10101,-68 10095,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10044.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 221&#45;&gt;223 -->\r\n",
       "<g id=\"edge223\" class=\"edge\"><title>221&#45;&gt;223</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10044.5,-103.726C10044.5,-95.5175 10044.5,-86.8595 10044.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10048,-78.2996 10044.5,-68.2996 10041,-78.2996 10048,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 225 -->\r\n",
       "<g id=\"node226\" class=\"node\"><title>225</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M10238,-68C10238,-68 10137,-68 10137,-68 10131,-68 10125,-62 10125,-56 10125,-56 10125,-12 10125,-12 10125,-6 10131,-0 10137,-0 10137,-0 10238,-0 10238,-0 10244,-0 10250,-6 10250,-12 10250,-12 10250,-56 10250,-56 10250,-62 10244,-68 10238,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10187.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10187.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10187.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10187.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 224&#45;&gt;225 -->\r\n",
       "<g id=\"edge225\" class=\"edge\"><title>224&#45;&gt;225</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10220.1,-103.726C10216.1,-95.1527 10211.8,-86.0891 10207.7,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10210.8,-75.8314 10203.3,-68.2996 10204.4,-78.8342 10210.8,-75.8314\"/>\r\n",
       "</g>\r\n",
       "<!-- 226 -->\r\n",
       "<g id=\"node227\" class=\"node\"><title>226</title>\r\n",
       "<path fill=\"#f8ddca\" stroke=\"black\" d=\"M10381,-68C10381,-68 10280,-68 10280,-68 10274,-68 10268,-62 10268,-56 10268,-56 10268,-12 10268,-12 10268,-6 10274,-0 10280,-0 10280,-0 10381,-0 10381,-0 10387,-0 10393,-6 10393,-12 10393,-12 10393,-56 10393,-56 10393,-62 10387,-68 10381,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10330.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10330.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10330.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10330.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 224&#45;&gt;226 -->\r\n",
       "<g id=\"edge226\" class=\"edge\"><title>224&#45;&gt;226</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10273.4,-103.726C10280.9,-94.6966 10288.8,-85.1235 10296.4,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10299.1,-78.2275 10302.8,-68.2996 10293.7,-73.7534 10299.1,-78.2275\"/>\r\n",
       "</g>\r\n",
       "<!-- 228 -->\r\n",
       "<g id=\"node229\" class=\"node\"><title>228</title>\r\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M10716.5,-544C10716.5,-544 10530.5,-544 10530.5,-544 10524.5,-544 10518.5,-538 10518.5,-532 10518.5,-532 10518.5,-473 10518.5,-473 10518.5,-467 10524.5,-461 10530.5,-461 10530.5,-461 10716.5,-461 10716.5,-461 10722.5,-461 10728.5,-467 10728.5,-473 10728.5,-473 10728.5,-532 10728.5,-532 10728.5,-538 10722.5,-544 10716.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;376.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 49]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10623.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 227&#45;&gt;228 -->\r\n",
       "<g id=\"edge228\" class=\"edge\"><title>227&#45;&gt;228</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10623.5,-579.907C10623.5,-571.649 10623.5,-562.864 10623.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10627,-554.021 10623.5,-544.021 10620,-554.021 10627,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 245 -->\r\n",
       "<g id=\"node246\" class=\"node\"><title>245</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M11529.5,-544C11529.5,-544 11393.5,-544 11393.5,-544 11387.5,-544 11381.5,-538 11381.5,-532 11381.5,-532 11381.5,-473 11381.5,-473 11381.5,-467 11387.5,-461 11393.5,-461 11393.5,-461 11529.5,-461 11529.5,-461 11535.5,-461 11541.5,-467 11541.5,-473 11541.5,-473 11541.5,-532 11541.5,-532 11541.5,-538 11535.5,-544 11529.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 227&#45;&gt;245 -->\r\n",
       "<g id=\"edge245\" class=\"edge\"><title>227&#45;&gt;245</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10728.4,-605.859C10894.3,-582.685 11214.8,-537.947 11371.2,-516.11\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11371.8,-519.554 11381.2,-514.705 11370.9,-512.621 11371.8,-519.554\"/>\r\n",
       "</g>\r\n",
       "<!-- 229 -->\r\n",
       "<g id=\"node230\" class=\"node\"><title>229</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M10584.5,-425C10584.5,-425 10470.5,-425 10470.5,-425 10464.5,-425 10458.5,-419 10458.5,-413 10458.5,-413 10458.5,-354 10458.5,-354 10458.5,-348 10464.5,-342 10470.5,-342 10470.5,-342 10584.5,-342 10584.5,-342 10590.5,-342 10596.5,-348 10596.5,-354 10596.5,-354 10596.5,-413 10596.5,-413 10596.5,-419 10590.5,-425 10584.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10527.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10527.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10527.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10527.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10527.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 228&#45;&gt;229 -->\r\n",
       "<g id=\"edge229\" class=\"edge\"><title>228&#45;&gt;229</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10590.2,-460.907C10582.7,-451.832 10574.8,-442.121 10567.1,-432.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10569.8,-430.531 10560.7,-425.021 10564.4,-434.972 10569.8,-430.531\"/>\r\n",
       "</g>\r\n",
       "<!-- 232 -->\r\n",
       "<g id=\"node233\" class=\"node\"><title>232</title>\r\n",
       "<path fill=\"#98ccf1\" stroke=\"black\" d=\"M10812.5,-425C10812.5,-425 10626.5,-425 10626.5,-425 10620.5,-425 10614.5,-419 10614.5,-413 10614.5,-413 10614.5,-354 10614.5,-354 10614.5,-348 10620.5,-342 10626.5,-342 10626.5,-342 10812.5,-342 10812.5,-342 10818.5,-342 10824.5,-348 10824.5,-354 10824.5,-354 10824.5,-413 10824.5,-413 10824.5,-419 10818.5,-425 10812.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10719.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;152.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10719.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10719.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10719.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [23, 48]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10719.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 228&#45;&gt;232 -->\r\n",
       "<g id=\"edge232\" class=\"edge\"><title>228&#45;&gt;232</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10656.8,-460.907C10664.3,-451.832 10672.2,-442.121 10679.9,-432.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10682.6,-434.972 10686.3,-425.021 10677.2,-430.531 10682.6,-434.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 230 -->\r\n",
       "<g id=\"node231\" class=\"node\"><title>230</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10454,-298.5C10454,-298.5 10353,-298.5 10353,-298.5 10347,-298.5 10341,-292.5 10341,-286.5 10341,-286.5 10341,-242.5 10341,-242.5 10341,-236.5 10347,-230.5 10353,-230.5 10353,-230.5 10454,-230.5 10454,-230.5 10460,-230.5 10466,-236.5 10466,-242.5 10466,-242.5 10466,-286.5 10466,-286.5 10466,-292.5 10460,-298.5 10454,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10403.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10403.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10403.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10403.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 229&#45;&gt;230 -->\r\n",
       "<g id=\"edge230\" class=\"edge\"><title>229&#45;&gt;230</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10484.5,-341.907C10472.1,-330.211 10458.6,-317.457 10446.2,-305.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10448.3,-302.984 10438.7,-298.667 10443.5,-308.075 10448.3,-302.984\"/>\r\n",
       "</g>\r\n",
       "<!-- 231 -->\r\n",
       "<g id=\"node232\" class=\"node\"><title>231</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10575,-298.5C10575,-298.5 10496,-298.5 10496,-298.5 10490,-298.5 10484,-292.5 10484,-286.5 10484,-286.5 10484,-242.5 10484,-242.5 10484,-236.5 10490,-230.5 10496,-230.5 10496,-230.5 10575,-230.5 10575,-230.5 10581,-230.5 10587,-236.5 10587,-242.5 10587,-242.5 10587,-286.5 10587,-286.5 10587,-292.5 10581,-298.5 10575,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10535.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10535.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10535.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10535.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 229&#45;&gt;231 -->\r\n",
       "<g id=\"edge231\" class=\"edge\"><title>229&#45;&gt;231</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10530.3,-341.907C10531,-331.204 10531.8,-319.615 10532.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10536,-308.882 10533.2,-298.667 10529.1,-308.405 10536,-308.882\"/>\r\n",
       "</g>\r\n",
       "<!-- 233 -->\r\n",
       "<g id=\"node234\" class=\"node\"><title>233</title>\r\n",
       "<path fill=\"#48a5e7\" stroke=\"black\" d=\"M10805.5,-306C10805.5,-306 10617.5,-306 10617.5,-306 10611.5,-306 10605.5,-300 10605.5,-294 10605.5,-294 10605.5,-235 10605.5,-235 10605.5,-229 10611.5,-223 10617.5,-223 10617.5,-223 10805.5,-223 10805.5,-223 10811.5,-223 10817.5,-229 10817.5,-235 10817.5,-235 10817.5,-294 10817.5,-294 10817.5,-300 10811.5,-306 10805.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Occupation_frequency &lt;= 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 232&#45;&gt;233 -->\r\n",
       "<g id=\"edge233\" class=\"edge\"><title>232&#45;&gt;233</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10716.7,-341.907C10716.2,-333.558 10715.5,-324.671 10715,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10718.4,-315.759 10714.3,-306.021 10711.5,-316.236 10718.4,-315.759\"/>\r\n",
       "</g>\r\n",
       "<!-- 238 -->\r\n",
       "<g id=\"node239\" class=\"node\"><title>238</title>\r\n",
       "<path fill=\"#b5dbf5\" stroke=\"black\" d=\"M11021,-306C11021,-306 10848,-306 10848,-306 10842,-306 10836,-300 10836,-294 10836,-294 10836,-235 10836,-235 10836,-229 10842,-223 10848,-223 10848,-223 11021,-223 11021,-223 11027,-223 11033,-229 11033,-235 11033,-235 11033,-294 11033,-294 11033,-300 11027,-306 11021,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10934.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 47.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10934.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10934.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10934.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 35]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10934.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 232&#45;&gt;238 -->\r\n",
       "<g id=\"edge238\" class=\"edge\"><title>232&#45;&gt;238</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10794.1,-341.907C10812.5,-331.879 10832.4,-321.075 10851.2,-310.837\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10852.9,-313.875 10860,-306.021 10849.6,-307.727 10852.9,-313.875\"/>\r\n",
       "</g>\r\n",
       "<!-- 234 -->\r\n",
       "<g id=\"node235\" class=\"node\"><title>234</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M10629,-187C10629,-187 10422,-187 10422,-187 10416,-187 10410,-181 10410,-175 10410,-175 10410,-116 10410,-116 10410,-110 10416,-104 10422,-104 10422,-104 10629,-104 10629,-104 10635,-104 10641,-110 10641,-116 10641,-116 10641,-175 10641,-175 10641,-181 10635,-187 10629,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10525.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OwnsComputer_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10525.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10525.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10525.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10525.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 233&#45;&gt;234 -->\r\n",
       "<g id=\"edge234\" class=\"edge\"><title>233&#45;&gt;234</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10647,-222.907C10631.4,-213.106 10614.6,-202.563 10598.7,-192.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10600.2,-189.383 10589.9,-187.021 10596.5,-195.308 10600.2,-189.383\"/>\r\n",
       "</g>\r\n",
       "<!-- 237 -->\r\n",
       "<g id=\"node238\" class=\"node\"><title>237</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10752,-179.5C10752,-179.5 10671,-179.5 10671,-179.5 10665,-179.5 10659,-173.5 10659,-167.5 10659,-167.5 10659,-123.5 10659,-123.5 10659,-117.5 10665,-111.5 10671,-111.5 10671,-111.5 10752,-111.5 10752,-111.5 10758,-111.5 10764,-117.5 10764,-123.5 10764,-123.5 10764,-167.5 10764,-167.5 10764,-173.5 10758,-179.5 10752,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10711.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 233&#45;&gt;237 -->\r\n",
       "<g id=\"edge237\" class=\"edge\"><title>233&#45;&gt;237</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10711.5,-222.907C10711.5,-212.204 10711.5,-200.615 10711.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10715,-189.667 10711.5,-179.667 10708,-189.667 10715,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 235 -->\r\n",
       "<g id=\"node236\" class=\"node\"><title>235</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10502,-68C10502,-68 10423,-68 10423,-68 10417,-68 10411,-62 10411,-56 10411,-56 10411,-12 10411,-12 10411,-6 10417,-0 10423,-0 10423,-0 10502,-0 10502,-0 10508,-0 10514,-6 10514,-12 10514,-12 10514,-56 10514,-56 10514,-62 10508,-68 10502,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10462.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10462.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10462.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10462.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 234&#45;&gt;235 -->\r\n",
       "<g id=\"edge235\" class=\"edge\"><title>234&#45;&gt;235</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10502,-103.726C10497.1,-95.0615 10491.8,-85.8962 10486.8,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10489.7,-75.2219 10481.7,-68.2996 10483.6,-78.7128 10489.7,-75.2219\"/>\r\n",
       "</g>\r\n",
       "<!-- 236 -->\r\n",
       "<g id=\"node237\" class=\"node\"><title>236</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10645,-68C10645,-68 10544,-68 10544,-68 10538,-68 10532,-62 10532,-56 10532,-56 10532,-12 10532,-12 10532,-6 10538,-0 10544,-0 10544,-0 10645,-0 10645,-0 10651,-0 10657,-6 10657,-12 10657,-12 10657,-56 10657,-56 10657,-62 10651,-68 10645,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10594.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10594.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10594.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10594.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 234&#45;&gt;236 -->\r\n",
       "<g id=\"edge236\" class=\"edge\"><title>234&#45;&gt;236</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10551.2,-103.726C10556.7,-94.9703 10562.6,-85.7032 10568.1,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10571.1,-78.6259 10573.5,-68.2996 10565.2,-74.8941 10571.1,-78.6259\"/>\r\n",
       "</g>\r\n",
       "<!-- 239 -->\r\n",
       "<g id=\"node240\" class=\"node\"><title>239</title>\r\n",
       "<path fill=\"#f4caac\" stroke=\"black\" d=\"M10944.5,-187C10944.5,-187 10794.5,-187 10794.5,-187 10788.5,-187 10782.5,-181 10782.5,-175 10782.5,-175 10782.5,-116 10782.5,-116 10782.5,-110 10788.5,-104 10794.5,-104 10794.5,-104 10944.5,-104 10944.5,-104 10950.5,-104 10956.5,-110 10956.5,-116 10956.5,-116 10956.5,-175 10956.5,-175 10956.5,-181 10950.5,-187 10944.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 742.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 238&#45;&gt;239 -->\r\n",
       "<g id=\"edge239\" class=\"edge\"><title>238&#45;&gt;239</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10911.9,-222.907C10907.1,-214.195 10901.9,-204.897 10896.9,-195.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10899.9,-194.063 10892,-187.021 10893.8,-197.462 10899.9,-194.063\"/>\r\n",
       "</g>\r\n",
       "<!-- 242 -->\r\n",
       "<g id=\"node243\" class=\"node\"><title>242</title>\r\n",
       "<path fill=\"#80c0ee\" stroke=\"black\" d=\"M11168.5,-187C11168.5,-187 10986.5,-187 10986.5,-187 10980.5,-187 10974.5,-181 10974.5,-175 10974.5,-175 10974.5,-116 10974.5,-116 10974.5,-110 10980.5,-104 10986.5,-104 10986.5,-104 11168.5,-104 11168.5,-104 11174.5,-104 11180.5,-110 11180.5,-116 11180.5,-116 11180.5,-175 11180.5,-175 11180.5,-181 11174.5,-187 11168.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11077.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 688.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11077.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11077.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11077.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11077.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 238&#45;&gt;242 -->\r\n",
       "<g id=\"edge242\" class=\"edge\"><title>238&#45;&gt;242</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10984.1,-222.907C10995.8,-213.379 11008.3,-203.148 11020.2,-193.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11022.5,-196.062 11028,-187.021 11018,-190.644 11022.5,-196.062\"/>\r\n",
       "</g>\r\n",
       "<!-- 240 -->\r\n",
       "<g id=\"node241\" class=\"node\"><title>240</title>\r\n",
       "<path fill=\"#eca36f\" stroke=\"black\" d=\"M10788,-68C10788,-68 10687,-68 10687,-68 10681,-68 10675,-62 10675,-56 10675,-56 10675,-12 10675,-12 10675,-6 10681,-0 10687,-0 10687,-0 10788,-0 10788,-0 10794,-0 10800,-6 10800,-12 10800,-12 10800,-56 10800,-56 10800,-62 10794,-68 10788,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10737.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10737.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10737.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10737.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 239&#45;&gt;240 -->\r\n",
       "<g id=\"edge240\" class=\"edge\"><title>239&#45;&gt;240</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10820.3,-103.726C10808.9,-94.2406 10796.8,-84.1551 10785.4,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10787.6,-71.9905 10777.6,-68.2996 10783.1,-77.3781 10787.6,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 241 -->\r\n",
       "<g id=\"node242\" class=\"node\"><title>241</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M10909,-68C10909,-68 10830,-68 10830,-68 10824,-68 10818,-62 10818,-56 10818,-56 10818,-12 10818,-12 10818,-6 10824,-0 10830,-0 10830,-0 10909,-0 10909,-0 10915,-0 10921,-6 10921,-12 10921,-12 10921,-56 10921,-56 10921,-62 10915,-68 10909,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10869.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 239&#45;&gt;241 -->\r\n",
       "<g id=\"edge241\" class=\"edge\"><title>239&#45;&gt;241</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10869.5,-103.726C10869.5,-95.5175 10869.5,-86.8595 10869.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10873,-78.2996 10869.5,-68.2996 10866,-78.2996 10873,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 243 -->\r\n",
       "<g id=\"node244\" class=\"node\"><title>243</title>\r\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M11032,-68C11032,-68 10951,-68 10951,-68 10945,-68 10939,-62 10939,-56 10939,-56 10939,-12 10939,-12 10939,-6 10945,-0 10951,-0 10951,-0 11032,-0 11032,-0 11038,-0 11044,-6 11044,-12 11044,-12 11044,-56 11044,-56 11044,-62 11038,-68 11032,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10991.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10991.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10991.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [8, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10991.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 242&#45;&gt;243 -->\r\n",
       "<g id=\"edge243\" class=\"edge\"><title>242&#45;&gt;243</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11045.5,-103.726C11038.5,-94.7878 11031,-85.3168 11024,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11026.6,-74.0022 11017.7,-68.2996 11021.1,-78.3259 11026.6,-74.0022\"/>\r\n",
       "</g>\r\n",
       "<!-- 244 -->\r\n",
       "<g id=\"node245\" class=\"node\"><title>244</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11175,-68C11175,-68 11074,-68 11074,-68 11068,-68 11062,-62 11062,-56 11062,-56 11062,-12 11062,-12 11062,-6 11068,-0 11074,-0 11074,-0 11175,-0 11175,-0 11181,-0 11187,-6 11187,-12 11187,-12 11187,-56 11187,-56 11187,-62 11181,-68 11175,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11124.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11124.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11124.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11124.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 242&#45;&gt;244 -->\r\n",
       "<g id=\"edge244\" class=\"edge\"><title>242&#45;&gt;244</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11095,-103.726C11098.6,-95.2439 11102.5,-86.2819 11106.2,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11109.5,-78.8694 11110.2,-68.2996 11103,-76.1084 11109.5,-78.8694\"/>\r\n",
       "</g>\r\n",
       "<!-- 246 -->\r\n",
       "<g id=\"node247\" class=\"node\"><title>246</title>\r\n",
       "<path fill=\"#f3c7a7\" stroke=\"black\" d=\"M11540,-425C11540,-425 11383,-425 11383,-425 11377,-425 11371,-419 11371,-413 11371,-413 11371,-354 11371,-354 11371,-348 11377,-342 11383,-342 11383,-342 11540,-342 11540,-342 11546,-342 11552,-348 11552,-354 11552,-354 11552,-413 11552,-413 11552,-419 11546,-425 11540,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 120.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 245&#45;&gt;246 -->\r\n",
       "<g id=\"edge246\" class=\"edge\"><title>245&#45;&gt;246</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11461.5,-460.907C11461.5,-452.649 11461.5,-443.864 11461.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11465,-435.021 11461.5,-425.021 11458,-435.021 11465,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 261 -->\r\n",
       "<g id=\"node262\" class=\"node\"><title>261</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11661,-417.5C11661,-417.5 11582,-417.5 11582,-417.5 11576,-417.5 11570,-411.5 11570,-405.5 11570,-405.5 11570,-361.5 11570,-361.5 11570,-355.5 11576,-349.5 11582,-349.5 11582,-349.5 11661,-349.5 11661,-349.5 11667,-349.5 11673,-355.5 11673,-361.5 11673,-361.5 11673,-405.5 11673,-405.5 11673,-411.5 11667,-417.5 11661,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11621.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11621.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11621.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11621.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 245&#45;&gt;261 -->\r\n",
       "<g id=\"edge261\" class=\"edge\"><title>245&#45;&gt;261</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11517,-460.907C11533.5,-448.88 11551.4,-435.735 11567.8,-423.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11570.1,-426.395 11576.1,-417.667 11566,-420.744 11570.1,-426.395\"/>\r\n",
       "</g>\r\n",
       "<!-- 247 -->\r\n",
       "<g id=\"node248\" class=\"node\"><title>247</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M11546.5,-306C11546.5,-306 11376.5,-306 11376.5,-306 11370.5,-306 11364.5,-300 11364.5,-294 11364.5,-294 11364.5,-235 11364.5,-235 11364.5,-229 11370.5,-223 11376.5,-223 11376.5,-223 11546.5,-223 11546.5,-223 11552.5,-223 11558.5,-229 11558.5,-235 11558.5,-235 11558.5,-294 11558.5,-294 11558.5,-300 11552.5,-306 11546.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;6.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11461.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 246&#45;&gt;247 -->\r\n",
       "<g id=\"edge247\" class=\"edge\"><title>246&#45;&gt;247</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11461.5,-341.907C11461.5,-333.649 11461.5,-324.864 11461.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11465,-316.021 11461.5,-306.021 11458,-316.021 11465,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 254 -->\r\n",
       "<g id=\"node255\" class=\"node\"><title>254</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M11902,-306C11902,-306 11745,-306 11745,-306 11739,-306 11733,-300 11733,-294 11733,-294 11733,-235 11733,-235 11733,-229 11739,-223 11745,-223 11745,-223 11902,-223 11902,-223 11908,-223 11914,-229 11914,-235 11914,-235 11914,-294 11914,-294 11914,-300 11908,-306 11902,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 295.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 246&#45;&gt;254 -->\r\n",
       "<g id=\"edge254\" class=\"edge\"><title>246&#45;&gt;254</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11552.3,-344.938C11555,-343.93 11557.8,-342.948 11560.5,-342 11613.6,-323.459 11673.9,-305.71 11723.3,-291.984\"/>\r\n",
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       "</g>\r\n",
       "<!-- 248 -->\r\n",
       "<g id=\"node249\" class=\"node\"><title>248</title>\r\n",
       "<path fill=\"#8bc6f0\" stroke=\"black\" d=\"M11440.5,-187C11440.5,-187 11290.5,-187 11290.5,-187 11284.5,-187 11278.5,-181 11278.5,-175 11278.5,-175 11278.5,-116 11278.5,-116 11278.5,-110 11284.5,-104 11290.5,-104 11290.5,-104 11440.5,-104 11440.5,-104 11446.5,-104 11452.5,-110 11452.5,-116 11452.5,-116 11452.5,-175 11452.5,-175 11452.5,-181 11446.5,-187 11440.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11365.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 507.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11365.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11365.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11365.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11365.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 247&#45;&gt;248 -->\r\n",
       "<g id=\"edge248\" class=\"edge\"><title>247&#45;&gt;248</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"11407.8,-192.531 11398.7,-187.021 11402.4,-196.972 11407.8,-192.531\"/>\r\n",
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       "<!-- 251 -->\r\n",
       "<g id=\"node252\" class=\"node\"><title>251</title>\r\n",
       "<path fill=\"#eeaf81\" stroke=\"black\" d=\"M11632.5,-187C11632.5,-187 11482.5,-187 11482.5,-187 11476.5,-187 11470.5,-181 11470.5,-175 11470.5,-175 11470.5,-116 11470.5,-116 11470.5,-110 11476.5,-104 11482.5,-104 11482.5,-104 11632.5,-104 11632.5,-104 11638.5,-104 11644.5,-110 11644.5,-116 11644.5,-116 11644.5,-175 11644.5,-175 11644.5,-181 11638.5,-187 11632.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11557.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 513.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11557.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11557.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11557.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11557.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 247&#45;&gt;251 -->\r\n",
       "<g id=\"edge251\" class=\"edge\"><title>247&#45;&gt;251</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11494.8,-222.907C11502.3,-213.832 11510.2,-204.121 11517.9,-194.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11520.6,-196.972 11524.3,-187.021 11515.2,-192.531 11520.6,-196.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 249 -->\r\n",
       "<g id=\"node250\" class=\"node\"><title>249</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11318,-68C11318,-68 11217,-68 11217,-68 11211,-68 11205,-62 11205,-56 11205,-56 11205,-12 11205,-12 11205,-6 11211,-0 11217,-0 11217,-0 11318,-0 11318,-0 11324,-0 11330,-6 11330,-12 11330,-12 11330,-56 11330,-56 11330,-62 11324,-68 11318,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11267.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11267.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11267.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11267.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 248&#45;&gt;249 -->\r\n",
       "<g id=\"edge249\" class=\"edge\"><title>248&#45;&gt;249</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11329,-103.726C11320.8,-94.6054 11312.2,-84.93 11304,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11306.6,-73.417 11297.3,-68.2996 11301.4,-78.0853 11306.6,-73.417\"/>\r\n",
       "</g>\r\n",
       "<!-- 250 -->\r\n",
       "<g id=\"node251\" class=\"node\"><title>250</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M11441,-68C11441,-68 11360,-68 11360,-68 11354,-68 11348,-62 11348,-56 11348,-56 11348,-12 11348,-12 11348,-6 11354,-0 11360,-0 11360,-0 11441,-0 11441,-0 11447,-0 11453,-6 11453,-12 11453,-12 11453,-56 11453,-56 11453,-62 11447,-68 11441,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11400.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11400.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11400.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11400.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 248&#45;&gt;250 -->\r\n",
       "<g id=\"edge250\" class=\"edge\"><title>248&#45;&gt;250</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11378.5,-103.726C11381.2,-95.3351 11384,-86.4745 11386.8,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11390.1,-78.8905 11389.9,-68.2996 11383.5,-76.7592 11390.1,-78.8905\"/>\r\n",
       "</g>\r\n",
       "<!-- 252 -->\r\n",
       "<g id=\"node253\" class=\"node\"><title>252</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11562,-68C11562,-68 11483,-68 11483,-68 11477,-68 11471,-62 11471,-56 11471,-56 11471,-12 11471,-12 11471,-6 11477,-0 11483,-0 11483,-0 11562,-0 11562,-0 11568,-0 11574,-6 11574,-12 11574,-12 11574,-56 11574,-56 11574,-62 11568,-68 11562,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11522.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11522.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11522.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11522.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 251&#45;&gt;252 -->\r\n",
       "<g id=\"edge252\" class=\"edge\"><title>251&#45;&gt;252</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11544.5,-103.726C11541.8,-95.3351 11539,-86.4745 11536.2,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11539.5,-76.7592 11533.1,-68.2996 11532.9,-78.8905 11539.5,-76.7592\"/>\r\n",
       "</g>\r\n",
       "<!-- 253 -->\r\n",
       "<g id=\"node254\" class=\"node\"><title>253</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M11705,-68C11705,-68 11604,-68 11604,-68 11598,-68 11592,-62 11592,-56 11592,-56 11592,-12 11592,-12 11592,-6 11598,-0 11604,-0 11604,-0 11705,-0 11705,-0 11711,-0 11717,-6 11717,-12 11717,-12 11717,-56 11717,-56 11717,-62 11711,-68 11705,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11654.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11654.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11654.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11654.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 251&#45;&gt;253 -->\r\n",
       "<g id=\"edge253\" class=\"edge\"><title>251&#45;&gt;253</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11593.6,-103.726C11601.7,-94.6054 11610.3,-84.93 11618.4,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11621,-78.1058 11625,-68.2996 11615.8,-73.4642 11621,-78.1058\"/>\r\n",
       "</g>\r\n",
       "<!-- 255 -->\r\n",
       "<g id=\"node256\" class=\"node\"><title>255</title>\r\n",
       "<path fill=\"#e68844\" stroke=\"black\" d=\"M11914.5,-187C11914.5,-187 11732.5,-187 11732.5,-187 11726.5,-187 11720.5,-181 11720.5,-175 11720.5,-175 11720.5,-116 11720.5,-116 11720.5,-110 11726.5,-104 11732.5,-104 11732.5,-104 11914.5,-104 11914.5,-104 11920.5,-104 11926.5,-110 11926.5,-116 11926.5,-116 11926.5,-175 11926.5,-175 11926.5,-181 11920.5,-187 11914.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 412.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11823.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 254&#45;&gt;255 -->\r\n",
       "<g id=\"edge255\" class=\"edge\"><title>254&#45;&gt;255</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11823.5,-222.907C11823.5,-214.649 11823.5,-205.864 11823.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11827,-197.021 11823.5,-187.021 11820,-197.021 11827,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 258 -->\r\n",
       "<g id=\"node259\" class=\"node\"><title>258</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M12165,-187C12165,-187 11980,-187 11980,-187 11974,-187 11968,-181 11968,-175 11968,-175 11968,-116 11968,-116 11968,-110 11974,-104 11980,-104 11980,-104 12165,-104 12165,-104 12171,-104 12177,-110 12177,-116 12177,-116 12177,-175 12177,-175 12177,-181 12171,-187 12165,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 82.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 254&#45;&gt;258 -->\r\n",
       "<g id=\"edge258\" class=\"edge\"><title>254&#45;&gt;258</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11909.9,-222.907C11931.6,-212.698 11955.1,-201.683 11977.2,-191.282\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11978.7,-194.441 11986.3,-187.021 11975.7,-188.106 11978.7,-194.441\"/>\r\n",
       "</g>\r\n",
       "<!-- 256 -->\r\n",
       "<g id=\"node257\" class=\"node\"><title>256</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11848,-68C11848,-68 11747,-68 11747,-68 11741,-68 11735,-62 11735,-56 11735,-56 11735,-12 11735,-12 11735,-6 11741,-0 11747,-0 11747,-0 11848,-0 11848,-0 11854,-0 11860,-6 11860,-12 11860,-12 11860,-56 11860,-56 11860,-62 11854,-68 11848,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11797.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11797.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11797.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11797.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 255&#45;&gt;256 -->\r\n",
       "<g id=\"edge256\" class=\"edge\"><title>255&#45;&gt;256</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11813.8,-103.726C11811.8,-95.4263 11809.8,-86.6671 11807.8,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11811.1,-77.2205 11805.4,-68.2996 11804.3,-78.8377 11811.1,-77.2205\"/>\r\n",
       "</g>\r\n",
       "<!-- 257 -->\r\n",
       "<g id=\"node258\" class=\"node\"><title>257</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M11991,-68C11991,-68 11890,-68 11890,-68 11884,-68 11878,-62 11878,-56 11878,-56 11878,-12 11878,-12 11878,-6 11884,-0 11890,-0 11890,-0 11991,-0 11991,-0 11997,-0 12003,-6 12003,-12 12003,-12 12003,-56 12003,-56 12003,-62 11997,-68 11991,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11940.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11940.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11940.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11940.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 255&#45;&gt;257 -->\r\n",
       "<g id=\"edge257\" class=\"edge\"><title>255&#45;&gt;257</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11867.1,-103.726C11877,-94.423 11887.6,-84.5428 11897.5,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11900,-77.6882 11904.9,-68.2996 11895.2,-72.5774 11900,-77.6882\"/>\r\n",
       "</g>\r\n",
       "<!-- 259 -->\r\n",
       "<g id=\"node260\" class=\"node\"><title>259</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12112,-68C12112,-68 12033,-68 12033,-68 12027,-68 12021,-62 12021,-56 12021,-56 12021,-12 12021,-12 12021,-6 12027,-0 12033,-0 12033,-0 12112,-0 12112,-0 12118,-0 12124,-6 12124,-12 12124,-12 12124,-56 12124,-56 12124,-62 12118,-68 12112,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12072.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 258&#45;&gt;259 -->\r\n",
       "<g id=\"edge259\" class=\"edge\"><title>258&#45;&gt;259</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12072.5,-103.726C12072.5,-95.5175 12072.5,-86.8595 12072.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12076,-78.2996 12072.5,-68.2996 12069,-78.2996 12076,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 260 -->\r\n",
       "<g id=\"node261\" class=\"node\"><title>260</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M12255,-68C12255,-68 12154,-68 12154,-68 12148,-68 12142,-62 12142,-56 12142,-56 12142,-12 12142,-12 12142,-6 12148,-0 12154,-0 12154,-0 12255,-0 12255,-0 12261,-0 12267,-6 12267,-12 12267,-12 12267,-56 12267,-56 12267,-62 12261,-68 12255,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12204.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12204.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12204.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12204.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 258&#45;&gt;260 -->\r\n",
       "<g id=\"edge260\" class=\"edge\"><title>258&#45;&gt;260</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12121.7,-103.726C12133.1,-94.2406 12145.2,-84.1551 12156.6,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12158.9,-77.3781 12164.4,-68.2996 12154.4,-71.9905 12158.9,-77.3781\"/>\r\n",
       "</g>\r\n",
       "<!-- 263 -->\r\n",
       "<g id=\"node264\" class=\"node\"><title>263</title>\r\n",
       "<path fill=\"#f0b88f\" stroke=\"black\" d=\"M13522,-663C13522,-663 13371,-663 13371,-663 13365,-663 13359,-657 13359,-651 13359,-651 13359,-592 13359,-592 13359,-586 13365,-580 13371,-580 13371,-580 13522,-580 13522,-580 13528,-580 13534,-586 13534,-592 13534,-592 13534,-651 13534,-651 13534,-657 13528,-663 13522,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 30.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1922</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1339, 583]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13446.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 262&#45;&gt;263 -->\r\n",
       "<g id=\"edge263\" class=\"edge\"><title>262&#45;&gt;263</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13446.5,-698.907C13446.5,-690.649 13446.5,-681.864 13446.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13450,-673.021 13446.5,-663.021 13443,-673.021 13450,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 308 -->\r\n",
       "<g id=\"node309\" class=\"node\"><title>308</title>\r\n",
       "<path fill=\"#fae5d6\" stroke=\"black\" d=\"M15283,-663C15283,-663 15098,-663 15098,-663 15092,-663 15086,-657 15086,-651 15086,-651 15086,-592 15086,-592 15086,-586 15092,-580 15098,-580 15098,-580 15283,-580 15283,-580 15289,-580 15295,-586 15295,-592 15295,-592 15295,-651 15295,-651 15295,-657 15289,-663 15283,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 11.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [116, 92]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 262&#45;&gt;308 -->\r\n",
       "<g id=\"edge308\" class=\"edge\"><title>262&#45;&gt;308</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13558.6,-731.981C13872.6,-710.917 14758.5,-651.483 15075.7,-630.201\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15076.1,-633.683 15085.8,-629.521 15075.6,-626.698 15076.1,-633.683\"/>\r\n",
       "</g>\r\n",
       "<!-- 264 -->\r\n",
       "<g id=\"node265\" class=\"node\"><title>264</title>\r\n",
       "<path fill=\"#f1bb94\" stroke=\"black\" d=\"M13195.5,-544C13195.5,-544 13009.5,-544 13009.5,-544 13003.5,-544 12997.5,-538 12997.5,-532 12997.5,-532 12997.5,-473 12997.5,-473 12997.5,-467 13003.5,-461 13009.5,-461 13009.5,-461 13195.5,-461 13195.5,-461 13201.5,-461 13207.5,-467 13207.5,-473 13207.5,-473 13207.5,-532 13207.5,-532 13207.5,-538 13201.5,-544 13195.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;135.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1674</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1145, 529]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 263&#45;&gt;264 -->\r\n",
       "<g id=\"edge264\" class=\"edge\"><title>263&#45;&gt;264</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13358.8,-590.673C13315.9,-576.072 13263.6,-558.305 13217.5,-542.63\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13218.4,-539.225 13207.8,-539.319 13216.2,-545.852 13218.4,-539.225\"/>\r\n",
       "</g>\r\n",
       "<!-- 287 -->\r\n",
       "<g id=\"node288\" class=\"node\"><title>287</title>\r\n",
       "<path fill=\"#eca470\" stroke=\"black\" d=\"M13909.5,-544C13909.5,-544 13709.5,-544 13709.5,-544 13703.5,-544 13697.5,-538 13697.5,-532 13697.5,-532 13697.5,-473 13697.5,-473 13697.5,-467 13703.5,-461 13709.5,-461 13709.5,-461 13909.5,-461 13909.5,-461 13915.5,-461 13921.5,-467 13921.5,-473 13921.5,-473 13921.5,-532 13921.5,-532 13921.5,-538 13915.5,-544 13909.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 590.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 248</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [194, 54]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 263&#45;&gt;287 -->\r\n",
       "<g id=\"edge287\" class=\"edge\"><title>263&#45;&gt;287</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13534.4,-592.178C13580.4,-577.342 13637.5,-558.941 13687.7,-542.753\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13688.9,-546.051 13697.3,-539.652 13686.7,-539.389 13688.9,-546.051\"/>\r\n",
       "</g>\r\n",
       "<!-- 265 -->\r\n",
       "<g id=\"node266\" class=\"node\"><title>265</title>\r\n",
       "<path fill=\"#f6d5bc\" stroke=\"black\" d=\"M12741.5,-425C12741.5,-425 12591.5,-425 12591.5,-425 12585.5,-425 12579.5,-419 12579.5,-413 12579.5,-413 12579.5,-354 12579.5,-354 12579.5,-348 12585.5,-342 12591.5,-342 12591.5,-342 12741.5,-342 12741.5,-342 12747.5,-342 12753.5,-348 12753.5,-354 12753.5,-354 12753.5,-413 12753.5,-413 12753.5,-419 12747.5,-425 12741.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 185.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 218</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 87]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 264&#45;&gt;265 -->\r\n",
       "<g id=\"edge265\" class=\"edge\"><title>264&#45;&gt;265</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12997.2,-473.252C12926.1,-454.174 12833,-429.173 12763.6,-410.569\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12764.2,-407.084 12753.6,-407.872 12762.3,-413.845 12764.2,-407.084\"/>\r\n",
       "</g>\r\n",
       "<!-- 274 -->\r\n",
       "<g id=\"node275\" class=\"node\"><title>274</title>\r\n",
       "<path fill=\"#f0b88f\" stroke=\"black\" d=\"M13202.5,-425C13202.5,-425 13002.5,-425 13002.5,-425 12996.5,-425 12990.5,-419 12990.5,-413 12990.5,-413 12990.5,-354 12990.5,-354 12990.5,-348 12996.5,-342 13002.5,-342 13002.5,-342 13202.5,-342 13202.5,-342 13208.5,-342 13214.5,-348 13214.5,-354 13214.5,-354 13214.5,-413 13214.5,-413 13214.5,-419 13208.5,-425 13202.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 306.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1456</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1014, 442]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13102.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 264&#45;&gt;274 -->\r\n",
       "<g id=\"edge274\" class=\"edge\"><title>264&#45;&gt;274</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13102.5,-460.907C13102.5,-452.649 13102.5,-443.864 13102.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13106,-435.021 13102.5,-425.021 13099,-435.021 13106,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 266 -->\r\n",
       "<g id=\"node267\" class=\"node\"><title>266</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12549,-298.5C12549,-298.5 12468,-298.5 12468,-298.5 12462,-298.5 12456,-292.5 12456,-286.5 12456,-286.5 12456,-242.5 12456,-242.5 12456,-236.5 12462,-230.5 12468,-230.5 12468,-230.5 12549,-230.5 12549,-230.5 12555,-230.5 12561,-236.5 12561,-242.5 12561,-242.5 12561,-286.5 12561,-286.5 12561,-292.5 12555,-298.5 12549,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12508.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12508.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12508.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12508.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 265&#45;&gt;266 -->\r\n",
       "<g id=\"edge266\" class=\"edge\"><title>265&#45;&gt;266</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12611.7,-341.907C12595.4,-329.88 12577.7,-316.735 12561.6,-304.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12563.4,-301.805 12553.3,-298.667 12559.2,-307.431 12563.4,-301.805\"/>\r\n",
       "</g>\r\n",
       "<!-- 267 -->\r\n",
       "<g id=\"node268\" class=\"node\"><title>267</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M12741.5,-306C12741.5,-306 12591.5,-306 12591.5,-306 12585.5,-306 12579.5,-300 12579.5,-294 12579.5,-294 12579.5,-235 12579.5,-235 12579.5,-229 12585.5,-223 12591.5,-223 12591.5,-223 12741.5,-223 12741.5,-223 12747.5,-223 12753.5,-229 12753.5,-235 12753.5,-235 12753.5,-294 12753.5,-294 12753.5,-300 12747.5,-306 12741.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 831.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 77]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 265&#45;&gt;267 -->\r\n",
       "<g id=\"edge267\" class=\"edge\"><title>265&#45;&gt;267</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12666.5,-341.907C12666.5,-333.649 12666.5,-324.864 12666.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12670,-316.021 12666.5,-306.021 12663,-316.021 12670,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 268 -->\r\n",
       "<g id=\"node269\" class=\"node\"><title>268</title>\r\n",
       "<path fill=\"#f8decc\" stroke=\"black\" d=\"M12531.5,-187C12531.5,-187 12331.5,-187 12331.5,-187 12325.5,-187 12319.5,-181 12319.5,-175 12319.5,-175 12319.5,-116 12319.5,-116 12319.5,-110 12325.5,-104 12331.5,-104 12331.5,-104 12531.5,-104 12531.5,-104 12537.5,-104 12543.5,-110 12543.5,-116 12543.5,-116 12543.5,-175 12543.5,-175 12543.5,-181 12537.5,-187 12531.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12431.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 376.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12431.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12431.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 141</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12431.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 60]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12431.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 267&#45;&gt;268 -->\r\n",
       "<g id=\"edge268\" class=\"edge\"><title>267&#45;&gt;268</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12585,-222.907C12564.6,-212.789 12542.7,-201.879 12522,-191.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12523.4,-188.345 12512.9,-187.021 12520.3,-194.611 12523.4,-188.345\"/>\r\n",
       "</g>\r\n",
       "<!-- 271 -->\r\n",
       "<g id=\"node272\" class=\"node\"><title>271</title>\r\n",
       "<path fill=\"#eeac7c\" stroke=\"black\" d=\"M12759.5,-187C12759.5,-187 12573.5,-187 12573.5,-187 12567.5,-187 12561.5,-181 12561.5,-175 12561.5,-175 12561.5,-116 12561.5,-116 12561.5,-110 12567.5,-104 12573.5,-104 12573.5,-104 12759.5,-104 12759.5,-104 12765.5,-104 12771.5,-110 12771.5,-116 12771.5,-116 12771.5,-175 12771.5,-175 12771.5,-181 12765.5,-187 12759.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;147.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 67</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 17]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12666.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 267&#45;&gt;271 -->\r\n",
       "<g id=\"edge271\" class=\"edge\"><title>267&#45;&gt;271</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12666.5,-222.907C12666.5,-214.649 12666.5,-205.864 12666.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12670,-197.021 12666.5,-187.021 12663,-197.021 12670,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 269 -->\r\n",
       "<g id=\"node270\" class=\"node\"><title>269</title>\r\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M12378,-68C12378,-68 12297,-68 12297,-68 12291,-68 12285,-62 12285,-56 12285,-56 12285,-12 12285,-12 12285,-6 12291,-0 12297,-0 12297,-0 12378,-0 12378,-0 12384,-0 12390,-6 12390,-12 12390,-12 12390,-56 12390,-56 12390,-62 12384,-68 12378,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12337.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12337.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12337.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12337.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 268&#45;&gt;269 -->\r\n",
       "<g id=\"edge269\" class=\"edge\"><title>268&#45;&gt;269</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12396.5,-103.726C12388.7,-94.6966 12380.5,-85.1235 12372.8,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12375.3,-73.6075 12366.1,-68.2996 12369.9,-78.1671 12375.3,-73.6075\"/>\r\n",
       "</g>\r\n",
       "<!-- 270 -->\r\n",
       "<g id=\"node271\" class=\"node\"><title>270</title>\r\n",
       "<path fill=\"#f5ccaf\" stroke=\"black\" d=\"M12521,-68C12521,-68 12420,-68 12420,-68 12414,-68 12408,-62 12408,-56 12408,-56 12408,-12 12408,-12 12408,-6 12414,-0 12420,-0 12420,-0 12521,-0 12521,-0 12527,-0 12533,-6 12533,-12 12533,-12 12533,-56 12533,-56 12533,-62 12527,-68 12521,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12470.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12470.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 123</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12470.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [77, 46]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12470.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 268&#45;&gt;270 -->\r\n",
       "<g id=\"edge270\" class=\"edge\"><title>268&#45;&gt;270</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12446,-103.726C12449,-95.2439 12452.2,-86.2819 12455.3,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12458.6,-78.8943 12458.6,-68.2996 12452,-76.5456 12458.6,-78.8943\"/>\r\n",
       "</g>\r\n",
       "<!-- 272 -->\r\n",
       "<g id=\"node273\" class=\"node\"><title>272</title>\r\n",
       "<path fill=\"#eda774\" stroke=\"black\" d=\"M12664,-68C12664,-68 12563,-68 12563,-68 12557,-68 12551,-62 12551,-56 12551,-56 12551,-12 12551,-12 12551,-6 12557,-0 12563,-0 12563,-0 12664,-0 12664,-0 12670,-0 12676,-6 12676,-12 12676,-12 12676,-56 12676,-56 12676,-62 12670,-68 12664,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12613.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12613.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 65</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12613.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12613.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 271&#45;&gt;272 -->\r\n",
       "<g id=\"edge272\" class=\"edge\"><title>271&#45;&gt;272</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12646.8,-103.726C12642.6,-95.1527 12638.2,-86.0891 12634,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12637.1,-75.7758 12629.6,-68.2996 12630.8,-78.8255 12637.1,-75.7758\"/>\r\n",
       "</g>\r\n",
       "<!-- 273 -->\r\n",
       "<g id=\"node274\" class=\"node\"><title>273</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12785,-68C12785,-68 12706,-68 12706,-68 12700,-68 12694,-62 12694,-56 12694,-56 12694,-12 12694,-12 12694,-6 12700,-0 12706,-0 12706,-0 12785,-0 12785,-0 12791,-0 12797,-6 12797,-12 12797,-12 12797,-56 12797,-56 12797,-62 12791,-68 12785,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12745.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12745.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12745.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12745.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 271&#45;&gt;273 -->\r\n",
       "<g id=\"edge273\" class=\"edge\"><title>271&#45;&gt;273</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12695.9,-103.726C12702.3,-94.879 12709.1,-85.51 12715.5,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12718.5,-78.4571 12721.5,-68.2996 12712.8,-74.3615 12718.5,-78.4571\"/>\r\n",
       "</g>\r\n",
       "<!-- 275 -->\r\n",
       "<g id=\"node276\" class=\"node\"><title>275</title>\r\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M13091,-306C13091,-306 12906,-306 12906,-306 12900,-306 12894,-300 12894,-294 12894,-294 12894,-235 12894,-235 12894,-229 12900,-223 12906,-223 12906,-223 13091,-223 13091,-223 13097,-223 13103,-229 13103,-235 13103,-235 13103,-294 13103,-294 13103,-300 13097,-306 13091,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 42.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 274&#45;&gt;275 -->\r\n",
       "<g id=\"edge275\" class=\"edge\"><title>274&#45;&gt;275</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13066.4,-341.907C13058.4,-332.832 13049.7,-323.121 13041.4,-313.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13043.8,-311.17 13034.5,-306.021 13038.5,-315.82 13043.8,-311.17\"/>\r\n",
       "</g>\r\n",
       "<!-- 280 -->\r\n",
       "<g id=\"node281\" class=\"node\"><title>280</title>\r\n",
       "<path fill=\"#f0b78e\" stroke=\"black\" d=\"M13264.5,-306C13264.5,-306 13150.5,-306 13150.5,-306 13144.5,-306 13138.5,-300 13138.5,-294 13138.5,-294 13138.5,-235 13138.5,-235 13138.5,-229 13144.5,-223 13150.5,-223 13150.5,-223 13264.5,-223 13264.5,-223 13270.5,-223 13276.5,-229 13276.5,-235 13276.5,-235 13276.5,-294 13276.5,-294 13276.5,-300 13270.5,-306 13264.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1435</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1005, 430]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 274&#45;&gt;280 -->\r\n",
       "<g id=\"edge280\" class=\"edge\"><title>274&#45;&gt;280</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13138.9,-341.907C13147.2,-332.742 13156,-322.927 13164.4,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13167.1,-315.801 13171.1,-306.021 13161.9,-311.126 13167.1,-315.801\"/>\r\n",
       "</g>\r\n",
       "<!-- 276 -->\r\n",
       "<g id=\"node277\" class=\"node\"><title>276</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12881,-179.5C12881,-179.5 12802,-179.5 12802,-179.5 12796,-179.5 12790,-173.5 12790,-167.5 12790,-167.5 12790,-123.5 12790,-123.5 12790,-117.5 12796,-111.5 12802,-111.5 12802,-111.5 12881,-111.5 12881,-111.5 12887,-111.5 12893,-117.5 12893,-123.5 12893,-123.5 12893,-167.5 12893,-167.5 12893,-173.5 12887,-179.5 12881,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12841.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12841.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12841.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12841.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 275&#45;&gt;276 -->\r\n",
       "<g id=\"edge276\" class=\"edge\"><title>275&#45;&gt;276</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12944,-222.907C12927.9,-210.88 12910.3,-197.735 12894.2,-185.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12896.1,-182.836 12886,-179.667 12891.9,-188.449 12896.1,-182.836\"/>\r\n",
       "</g>\r\n",
       "<!-- 277 -->\r\n",
       "<g id=\"node278\" class=\"node\"><title>277</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M13074,-187C13074,-187 12923,-187 12923,-187 12917,-187 12911,-181 12911,-175 12911,-175 12911,-116 12911,-116 12911,-110 12917,-104 12923,-104 12923,-104 13074,-104 13074,-104 13080,-104 13086,-110 13086,-116 13086,-116 13086,-175 13086,-175 13086,-181 13080,-187 13074,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 15.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 275&#45;&gt;277 -->\r\n",
       "<g id=\"edge277\" class=\"edge\"><title>275&#45;&gt;277</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12998.5,-222.907C12998.5,-214.649 12998.5,-205.864 12998.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13002,-197.021 12998.5,-187.021 12995,-197.021 13002,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 278 -->\r\n",
       "<g id=\"node279\" class=\"node\"><title>278</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12906,-68C12906,-68 12827,-68 12827,-68 12821,-68 12815,-62 12815,-56 12815,-56 12815,-12 12815,-12 12815,-6 12821,-0 12827,-0 12827,-0 12906,-0 12906,-0 12912,-0 12918,-6 12918,-12 12918,-12 12918,-56 12918,-56 12918,-62 12912,-68 12906,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12866.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12866.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12866.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12866.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 277&#45;&gt;278 -->\r\n",
       "<g id=\"edge278\" class=\"edge\"><title>277&#45;&gt;278</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12949.3,-103.726C12937.9,-94.2406 12925.8,-84.1551 12914.4,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12916.6,-71.9905 12906.6,-68.2996 12912.1,-77.3781 12916.6,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 279 -->\r\n",
       "<g id=\"node280\" class=\"node\"><title>279</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M13049,-68C13049,-68 12948,-68 12948,-68 12942,-68 12936,-62 12936,-56 12936,-56 12936,-12 12936,-12 12936,-6 12942,-0 12948,-0 12948,-0 13049,-0 13049,-0 13055,-0 13061,-6 13061,-12 13061,-12 13061,-56 13061,-56 13061,-62 13055,-68 13049,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12998.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 277&#45;&gt;279 -->\r\n",
       "<g id=\"edge279\" class=\"edge\"><title>277&#45;&gt;279</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12998.5,-103.726C12998.5,-95.5175 12998.5,-86.8595 12998.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13002,-78.2996 12998.5,-68.2996 12995,-78.2996 13002,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 281 -->\r\n",
       "<g id=\"node282\" class=\"node\"><title>281</title>\r\n",
       "<path fill=\"#efb084\" stroke=\"black\" d=\"M13298.5,-187C13298.5,-187 13116.5,-187 13116.5,-187 13110.5,-187 13104.5,-181 13104.5,-175 13104.5,-175 13104.5,-116 13104.5,-116 13104.5,-110 13110.5,-104 13116.5,-104 13116.5,-104 13298.5,-104 13298.5,-104 13304.5,-104 13310.5,-110 13310.5,-116 13310.5,-116 13310.5,-175 13310.5,-175 13310.5,-181 13304.5,-187 13298.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 982.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 895</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [650, 245]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13207.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 280&#45;&gt;281 -->\r\n",
       "<g id=\"edge281\" class=\"edge\"><title>280&#45;&gt;281</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13207.5,-222.907C13207.5,-214.649 13207.5,-205.864 13207.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13211,-197.021 13207.5,-187.021 13204,-197.021 13211,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 284 -->\r\n",
       "<g id=\"node285\" class=\"node\"><title>284</title>\r\n",
       "<path fill=\"#f3c3a0\" stroke=\"black\" d=\"M13474.5,-187C13474.5,-187 13340.5,-187 13340.5,-187 13334.5,-187 13328.5,-181 13328.5,-175 13328.5,-175 13328.5,-116 13328.5,-116 13328.5,-110 13334.5,-104 13340.5,-104 13340.5,-104 13474.5,-104 13474.5,-104 13480.5,-104 13486.5,-110 13486.5,-116 13486.5,-116 13486.5,-175 13486.5,-175 13486.5,-181 13480.5,-187 13474.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 540</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [355, 185]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 280&#45;&gt;284 -->\r\n",
       "<g id=\"edge284\" class=\"edge\"><title>280&#45;&gt;284</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13276.6,-223.071C13293.5,-213.172 13311.8,-202.507 13329.1,-192.373\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13331.2,-195.199 13338,-187.128 13327.7,-189.157 13331.2,-195.199\"/>\r\n",
       "</g>\r\n",
       "<!-- 282 -->\r\n",
       "<g id=\"node283\" class=\"node\"><title>282</title>\r\n",
       "<path fill=\"#efb083\" stroke=\"black\" d=\"M13197.5,-68C13197.5,-68 13091.5,-68 13091.5,-68 13085.5,-68 13079.5,-62 13079.5,-56 13079.5,-56 13079.5,-12 13079.5,-12 13079.5,-6 13085.5,-0 13091.5,-0 13091.5,-0 13197.5,-0 13197.5,-0 13203.5,-0 13209.5,-6 13209.5,-12 13209.5,-12 13209.5,-56 13209.5,-56 13209.5,-62 13203.5,-68 13197.5,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13144.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13144.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 892</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13144.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [650, 242]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13144.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 281&#45;&gt;282 -->\r\n",
       "<g id=\"edge282\" class=\"edge\"><title>281&#45;&gt;282</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13184,-103.726C13179.1,-95.0615 13173.8,-85.8962 13168.8,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13171.7,-75.2219 13163.7,-68.2996 13165.6,-78.7128 13171.7,-75.2219\"/>\r\n",
       "</g>\r\n",
       "<!-- 283 -->\r\n",
       "<g id=\"node284\" class=\"node\"><title>283</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13319,-68C13319,-68 13240,-68 13240,-68 13234,-68 13228,-62 13228,-56 13228,-56 13228,-12 13228,-12 13228,-6 13234,-0 13240,-0 13240,-0 13319,-0 13319,-0 13325,-0 13331,-6 13331,-12 13331,-12 13331,-56 13331,-56 13331,-62 13325,-68 13319,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13279.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13279.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13279.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13279.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 281&#45;&gt;283 -->\r\n",
       "<g id=\"edge283\" class=\"edge\"><title>281&#45;&gt;283</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13234.3,-103.726C13240.1,-94.9703 13246.2,-85.7032 13251.9,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13255,-78.5781 13257.6,-68.2996 13249.2,-74.7322 13255,-78.5781\"/>\r\n",
       "</g>\r\n",
       "<!-- 285 -->\r\n",
       "<g id=\"node286\" class=\"node\"><title>285</title>\r\n",
       "<path fill=\"#85c3ef\" stroke=\"black\" d=\"M13442,-68C13442,-68 13361,-68 13361,-68 13355,-68 13349,-62 13349,-56 13349,-56 13349,-12 13349,-12 13349,-6 13355,-0 13361,-0 13361,-0 13442,-0 13442,-0 13448,-0 13454,-6 13454,-12 13454,-12 13454,-56 13454,-56 13454,-62 13448,-68 13442,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13401.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13401.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13401.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13401.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 284&#45;&gt;285 -->\r\n",
       "<g id=\"edge285\" class=\"edge\"><title>284&#45;&gt;285</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13405.3,-103.726C13404.8,-95.5175 13404.3,-86.8595 13403.9,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13407.4,-78.0931 13403.3,-68.2996 13400.4,-78.4761 13407.4,-78.0931\"/>\r\n",
       "</g>\r\n",
       "<!-- 286 -->\r\n",
       "<g id=\"node287\" class=\"node\"><title>286</title>\r\n",
       "<path fill=\"#f2bf9a\" stroke=\"black\" d=\"M13590.5,-68C13590.5,-68 13484.5,-68 13484.5,-68 13478.5,-68 13472.5,-62 13472.5,-56 13472.5,-56 13472.5,-12 13472.5,-12 13472.5,-6 13478.5,-0 13484.5,-0 13484.5,-0 13590.5,-0 13590.5,-0 13596.5,-0 13602.5,-6 13602.5,-12 13602.5,-12 13602.5,-56 13602.5,-56 13602.5,-62 13596.5,-68 13590.5,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13537.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13537.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 522</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13537.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [350, 172]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13537.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 284&#45;&gt;286 -->\r\n",
       "<g id=\"edge286\" class=\"edge\"><title>284&#45;&gt;286</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13455.9,-103.726C13467.1,-94.3318 13478.9,-84.349 13490,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13492.6,-77.4188 13498,-68.2996 13488.1,-72.065 13492.6,-77.4188\"/>\r\n",
       "</g>\r\n",
       "<!-- 288 -->\r\n",
       "<g id=\"node289\" class=\"node\"><title>288</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M13876.5,-425C13876.5,-425 13742.5,-425 13742.5,-425 13736.5,-425 13730.5,-419 13730.5,-413 13730.5,-413 13730.5,-354 13730.5,-354 13730.5,-348 13736.5,-342 13742.5,-342 13742.5,-342 13876.5,-342 13876.5,-342 13882.5,-342 13888.5,-348 13888.5,-354 13888.5,-354 13888.5,-413 13888.5,-413 13888.5,-419 13882.5,-425 13876.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 3.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 156</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [132, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13809.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 287&#45;&gt;288 -->\r\n",
       "<g id=\"edge288\" class=\"edge\"><title>287&#45;&gt;288</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13809.5,-460.907C13809.5,-452.649 13809.5,-443.864 13809.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13813,-435.021 13809.5,-425.021 13806,-435.021 13813,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 297 -->\r\n",
       "<g id=\"node298\" class=\"node\"><title>297</title>\r\n",
       "<path fill=\"#f2be99\" stroke=\"black\" d=\"M14367.5,-425C14367.5,-425 14231.5,-425 14231.5,-425 14225.5,-425 14219.5,-419 14219.5,-413 14219.5,-413 14219.5,-354 14219.5,-354 14219.5,-348 14225.5,-342 14231.5,-342 14231.5,-342 14367.5,-342 14367.5,-342 14373.5,-342 14379.5,-348 14379.5,-354 14379.5,-354 14379.5,-413 14379.5,-413 14379.5,-419 14373.5,-425 14367.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 92</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [62, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 287&#45;&gt;297 -->\r\n",
       "<g id=\"edge297\" class=\"edge\"><title>287&#45;&gt;297</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13921.6,-474.731C14008.7,-453.934 14127.9,-425.465 14209,-406.105\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14210.3,-409.399 14219.2,-403.672 14208.7,-402.59 14210.3,-409.399\"/>\r\n",
       "</g>\r\n",
       "<!-- 289 -->\r\n",
       "<g id=\"node290\" class=\"node\"><title>289</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13783,-298.5C13783,-298.5 13704,-298.5 13704,-298.5 13698,-298.5 13692,-292.5 13692,-286.5 13692,-286.5 13692,-242.5 13692,-242.5 13692,-236.5 13698,-230.5 13704,-230.5 13704,-230.5 13783,-230.5 13783,-230.5 13789,-230.5 13795,-236.5 13795,-242.5 13795,-242.5 13795,-286.5 13795,-286.5 13795,-292.5 13789,-298.5 13783,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13743.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13743.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13743.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13743.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 288&#45;&gt;289 -->\r\n",
       "<g id=\"edge289\" class=\"edge\"><title>288&#45;&gt;289</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13786.6,-341.907C13780.3,-330.763 13773.5,-318.658 13767.2,-307.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13770.2,-305.657 13762.2,-298.667 13764.1,-309.096 13770.2,-305.657\"/>\r\n",
       "</g>\r\n",
       "<!-- 290 -->\r\n",
       "<g id=\"node291\" class=\"node\"><title>290</title>\r\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M13926,-306C13926,-306 13825,-306 13825,-306 13819,-306 13813,-300 13813,-294 13813,-294 13813,-235 13813,-235 13813,-229 13819,-223 13825,-223 13825,-223 13926,-223 13926,-223 13932,-223 13938,-229 13938,-235 13938,-235 13938,-294 13938,-294 13938,-300 13932,-306 13926,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13875.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">Handsets &lt;= 6.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13875.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13875.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 154</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13875.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [132, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13875.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 288&#45;&gt;290 -->\r\n",
       "<g id=\"edge290\" class=\"edge\"><title>288&#45;&gt;290</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13832.4,-341.907C13837.3,-333.195 13842.6,-323.897 13847.6,-314.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13850.8,-316.45 13852.6,-306.021 13844.7,-313.011 13850.8,-316.45\"/>\r\n",
       "</g>\r\n",
       "<!-- 291 -->\r\n",
       "<g id=\"node292\" class=\"node\"><title>291</title>\r\n",
       "<path fill=\"#e99356\" stroke=\"black\" d=\"M13848,-187C13848,-187 13699,-187 13699,-187 13693,-187 13687,-181 13687,-175 13687,-175 13687,-116 13687,-116 13687,-110 13693,-104 13699,-104 13699,-104 13848,-104 13848,-104 13854,-104 13860,-110 13860,-116 13860,-116 13860,-175 13860,-175 13860,-181 13854,-187 13848,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13773.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 31.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13773.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13773.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 149</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13773.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [130, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13773.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 290&#45;&gt;291 -->\r\n",
       "<g id=\"edge291\" class=\"edge\"><title>290&#45;&gt;291</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13840.1,-222.907C13832.2,-213.832 13823.7,-204.121 13815.6,-194.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13818,-192.259 13808.8,-187.021 13812.8,-196.859 13818,-192.259\"/>\r\n",
       "</g>\r\n",
       "<!-- 294 -->\r\n",
       "<g id=\"node295\" class=\"node\"><title>294</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M14063,-187C14063,-187 13890,-187 13890,-187 13884,-187 13878,-181 13878,-175 13878,-175 13878,-116 13878,-116 13878,-110 13884,-104 13890,-104 13890,-104 14063,-104 14063,-104 14069,-104 14075,-110 14075,-116 14075,-116 14075,-175 14075,-175 14075,-181 14069,-187 14063,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13976.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 35.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13976.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13976.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13976.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13976.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 290&#45;&gt;294 -->\r\n",
       "<g id=\"edge294\" class=\"edge\"><title>290&#45;&gt;294</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13910.5,-222.907C13918.4,-213.832 13926.8,-204.121 13934.8,-194.769\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13937.6,-196.878 13941.5,-187.021 13932.3,-192.303 13937.6,-196.878\"/>\r\n",
       "</g>\r\n",
       "<!-- 292 -->\r\n",
       "<g id=\"node293\" class=\"node\"><title>292</title>\r\n",
       "<path fill=\"#e88d4c\" stroke=\"black\" d=\"M13734,-68C13734,-68 13633,-68 13633,-68 13627,-68 13621,-62 13621,-56 13621,-56 13621,-12 13621,-12 13621,-6 13627,-0 13633,-0 13633,-0 13734,-0 13734,-0 13740,-0 13746,-6 13746,-12 13746,-12 13746,-56 13746,-56 13746,-62 13740,-68 13734,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13683.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13683.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13683.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [93, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13683.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 291&#45;&gt;292 -->\r\n",
       "<g id=\"edge292\" class=\"edge\"><title>291&#45;&gt;292</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13740,-103.726C13732.6,-94.6966 13724.7,-85.1235 13717.3,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13719.9,-73.8026 13710.9,-68.2996 13714.5,-78.2474 13719.9,-73.8026\"/>\r\n",
       "</g>\r\n",
       "<!-- 293 -->\r\n",
       "<g id=\"node294\" class=\"node\"><title>293</title>\r\n",
       "<path fill=\"#eca36f\" stroke=\"black\" d=\"M13877,-68C13877,-68 13776,-68 13776,-68 13770,-68 13764,-62 13764,-56 13764,-56 13764,-12 13764,-12 13764,-6 13770,-0 13776,-0 13776,-0 13877,-0 13877,-0 13883,-0 13889,-6 13889,-12 13889,-12 13889,-56 13889,-56 13889,-62 13883,-68 13877,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13826.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13826.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13826.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13826.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 291&#45;&gt;293 -->\r\n",
       "<g id=\"edge293\" class=\"edge\"><title>291&#45;&gt;293</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13793.2,-103.726C13797.4,-95.1527 13801.8,-86.0891 13806,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13809.2,-78.8255 13810.4,-68.2996 13802.9,-75.7758 13809.2,-78.8255\"/>\r\n",
       "</g>\r\n",
       "<!-- 295 -->\r\n",
       "<g id=\"node296\" class=\"node\"><title>295</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13998,-68C13998,-68 13919,-68 13919,-68 13913,-68 13907,-62 13907,-56 13907,-56 13907,-12 13907,-12 13907,-6 13913,-0 13919,-0 13919,-0 13998,-0 13998,-0 14004,-0 14010,-6 14010,-12 14010,-12 14010,-56 14010,-56 14010,-62 14004,-68 13998,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13958.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13958.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13958.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13958.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 294&#45;&gt;295 -->\r\n",
       "<g id=\"edge295\" class=\"edge\"><title>294&#45;&gt;295</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13969.8,-103.726C13968.4,-95.4263 13967,-86.6671 13965.6,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13969,-77.5994 13964,-68.2996 13962.1,-78.7349 13969,-77.5994\"/>\r\n",
       "</g>\r\n",
       "<!-- 296 -->\r\n",
       "<g id=\"node297\" class=\"node\"><title>296</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M14141,-68C14141,-68 14040,-68 14040,-68 14034,-68 14028,-62 14028,-56 14028,-56 14028,-12 14028,-12 14028,-6 14034,-0 14040,-0 14040,-0 14141,-0 14141,-0 14147,-0 14153,-6 14153,-12 14153,-12 14153,-56 14153,-56 14153,-62 14147,-68 14141,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14090.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14090.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14090.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14090.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 294&#45;&gt;296 -->\r\n",
       "<g id=\"edge296\" class=\"edge\"><title>294&#45;&gt;296</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14018.9,-103.726C14028.6,-94.423 14038.9,-84.5428 14048.6,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14051,-77.7511 14055.8,-68.2996 14046.2,-72.7027 14051,-77.7511\"/>\r\n",
       "</g>\r\n",
       "<!-- 298 -->\r\n",
       "<g id=\"node299\" class=\"node\"><title>298</title>\r\n",
       "<path fill=\"#e88e4d\" stroke=\"black\" d=\"M14374.5,-306C14374.5,-306 14224.5,-306 14224.5,-306 14218.5,-306 14212.5,-300 14212.5,-294 14212.5,-294 14212.5,-235 14212.5,-235 14212.5,-229 14218.5,-223 14224.5,-223 14224.5,-223 14374.5,-223 14374.5,-223 14380.5,-223 14386.5,-229 14386.5,-235 14386.5,-235 14386.5,-294 14386.5,-294 14386.5,-300 14380.5,-306 14374.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 198.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [20, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14299.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 297&#45;&gt;298 -->\r\n",
       "<g id=\"edge298\" class=\"edge\"><title>297&#45;&gt;298</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14299.5,-341.907C14299.5,-333.649 14299.5,-324.864 14299.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14303,-316.021 14299.5,-306.021 14296,-316.021 14303,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 303 -->\r\n",
       "<g id=\"node304\" class=\"node\"><title>303</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M14633.5,-306C14633.5,-306 14519.5,-306 14519.5,-306 14513.5,-306 14507.5,-300 14507.5,-294 14507.5,-294 14507.5,-235 14507.5,-235 14507.5,-229 14513.5,-223 14519.5,-223 14519.5,-223 14633.5,-223 14633.5,-223 14639.5,-223 14645.5,-229 14645.5,-235 14645.5,-235 14645.5,-294 14645.5,-294 14645.5,-300 14639.5,-306 14633.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 3.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 297&#45;&gt;303 -->\r\n",
       "<g id=\"edge303\" class=\"edge\"><title>297&#45;&gt;303</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14379.6,-348.659C14416.9,-332.918 14461.1,-314.262 14498.1,-298.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14499.5,-301.817 14507.4,-294.702 14496.8,-295.369 14499.5,-301.817\"/>\r\n",
       "</g>\r\n",
       "<!-- 299 -->\r\n",
       "<g id=\"node300\" class=\"node\"><title>299</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M14290.5,-187C14290.5,-187 14140.5,-187 14140.5,-187 14134.5,-187 14128.5,-181 14128.5,-175 14128.5,-175 14128.5,-116 14128.5,-116 14128.5,-110 14134.5,-104 14140.5,-104 14140.5,-104 14290.5,-104 14290.5,-104 14296.5,-104 14302.5,-110 14302.5,-116 14302.5,-116 14302.5,-175 14302.5,-175 14302.5,-181 14296.5,-187 14290.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14215.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 128.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14215.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14215.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14215.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14215.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 298&#45;&gt;299 -->\r\n",
       "<g id=\"edge299\" class=\"edge\"><title>298&#45;&gt;299</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14270.4,-222.907C14264,-214.014 14257.1,-204.509 14250.6,-195.331\"/>\r\n",
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       "</g>\r\n",
       "<!-- 302 -->\r\n",
       "<g id=\"node303\" class=\"node\"><title>302</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14434,-179.5C14434,-179.5 14333,-179.5 14333,-179.5 14327,-179.5 14321,-173.5 14321,-167.5 14321,-167.5 14321,-123.5 14321,-123.5 14321,-117.5 14327,-111.5 14333,-111.5 14333,-111.5 14434,-111.5 14434,-111.5 14440,-111.5 14446,-117.5 14446,-123.5 14446,-123.5 14446,-167.5 14446,-167.5 14446,-173.5 14440,-179.5 14434,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14383.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14383.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14383.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14383.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 298&#45;&gt;302 -->\r\n",
       "<g id=\"edge302\" class=\"edge\"><title>298&#45;&gt;302</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14328.6,-222.907C14336.7,-211.652 14345.5,-199.418 14353.6,-188.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14356.7,-189.831 14359.7,-179.667 14351,-185.749 14356.7,-189.831\"/>\r\n",
       "</g>\r\n",
       "<!-- 300 -->\r\n",
       "<g id=\"node301\" class=\"node\"><title>300</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14284,-68C14284,-68 14183,-68 14183,-68 14177,-68 14171,-62 14171,-56 14171,-56 14171,-12 14171,-12 14171,-6 14177,-0 14183,-0 14183,-0 14284,-0 14284,-0 14290,-0 14296,-6 14296,-12 14296,-12 14296,-56 14296,-56 14296,-62 14290,-68 14284,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14233.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14233.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14233.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14233.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 299&#45;&gt;300 -->\r\n",
       "<g id=\"edge300\" class=\"edge\"><title>299&#45;&gt;300</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14222.2,-103.726C14223.6,-95.4263 14225,-86.6671 14226.4,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14229.9,-78.7349 14228,-68.2996 14223,-77.5994 14229.9,-78.7349\"/>\r\n",
       "</g>\r\n",
       "<!-- 301 -->\r\n",
       "<g id=\"node302\" class=\"node\"><title>301</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14405,-68C14405,-68 14326,-68 14326,-68 14320,-68 14314,-62 14314,-56 14314,-56 14314,-12 14314,-12 14314,-6 14320,-0 14326,-0 14326,-0 14405,-0 14405,-0 14411,-0 14417,-6 14417,-12 14417,-12 14417,-56 14417,-56 14417,-62 14411,-68 14405,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14365.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14365.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14365.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14365.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 299&#45;&gt;301 -->\r\n",
       "<g id=\"edge301\" class=\"edge\"><title>299&#45;&gt;301</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14271.4,-103.726C14284.5,-94.1494 14298.4,-83.9611 14311.5,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14313.9,-77.0227 14319.9,-68.2996 14309.7,-71.3688 14313.9,-77.0227\"/>\r\n",
       "</g>\r\n",
       "<!-- 304 -->\r\n",
       "<g id=\"node305\" class=\"node\"><title>304</title>\r\n",
       "<path fill=\"#f4c9aa\" stroke=\"black\" d=\"M14676.5,-187C14676.5,-187 14476.5,-187 14476.5,-187 14470.5,-187 14464.5,-181 14464.5,-175 14464.5,-175 14464.5,-116 14464.5,-116 14464.5,-110 14470.5,-104 14476.5,-104 14476.5,-104 14676.5,-104 14676.5,-104 14682.5,-104 14688.5,-110 14688.5,-116 14688.5,-116 14688.5,-175 14688.5,-175 14688.5,-181 14682.5,-187 14676.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 595.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 66</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14576.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 303&#45;&gt;304 -->\r\n",
       "<g id=\"edge304\" class=\"edge\"><title>303&#45;&gt;304</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14576.5,-222.907C14576.5,-214.649 14576.5,-205.864 14576.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14580,-197.021 14576.5,-187.021 14573,-197.021 14580,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 307 -->\r\n",
       "<g id=\"node308\" class=\"node\"><title>307</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14798,-179.5C14798,-179.5 14719,-179.5 14719,-179.5 14713,-179.5 14707,-173.5 14707,-167.5 14707,-167.5 14707,-123.5 14707,-123.5 14707,-117.5 14713,-111.5 14719,-111.5 14719,-111.5 14798,-111.5 14798,-111.5 14804,-111.5 14810,-117.5 14810,-123.5 14810,-123.5 14810,-167.5 14810,-167.5 14810,-173.5 14804,-179.5 14798,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14758.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14758.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14758.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14758.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 303&#45;&gt;307 -->\r\n",
       "<g id=\"edge307\" class=\"edge\"><title>303&#45;&gt;307</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14641.3,-222.873C14659.6,-211.359 14679.4,-198.758 14697.5,-187 14698.4,-186.395 14699.4,-185.784 14700.3,-185.169\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14702.5,-187.926 14709,-179.527 14698.7,-182.066 14702.5,-187.926\"/>\r\n",
       "</g>\r\n",
       "<!-- 305 -->\r\n",
       "<g id=\"node306\" class=\"node\"><title>305</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14544,-68C14544,-68 14465,-68 14465,-68 14459,-68 14453,-62 14453,-56 14453,-56 14453,-12 14453,-12 14453,-6 14459,-0 14465,-0 14465,-0 14544,-0 14544,-0 14550,-0 14556,-6 14556,-12 14556,-12 14556,-56 14556,-56 14556,-62 14550,-68 14544,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14504.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14504.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14504.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14504.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 304&#45;&gt;305 -->\r\n",
       "<g id=\"edge305\" class=\"edge\"><title>304&#45;&gt;305</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14549.7,-103.726C14543.9,-94.9703 14537.8,-85.7032 14532.1,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14534.8,-74.7322 14526.4,-68.2996 14529,-78.5781 14534.8,-74.7322\"/>\r\n",
       "</g>\r\n",
       "<!-- 306 -->\r\n",
       "<g id=\"node307\" class=\"node\"><title>306</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M14687,-68C14687,-68 14586,-68 14586,-68 14580,-68 14574,-62 14574,-56 14574,-56 14574,-12 14574,-12 14574,-6 14580,-0 14586,-0 14586,-0 14687,-0 14687,-0 14693,-0 14699,-6 14699,-12 14699,-12 14699,-56 14699,-56 14699,-62 14693,-68 14687,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14636.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14636.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 63</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14636.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14636.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 304&#45;&gt;306 -->\r\n",
       "<g id=\"edge306\" class=\"edge\"><title>304&#45;&gt;306</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14598.8,-103.726C14603.6,-95.0615 14608.6,-85.8962 14613.4,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14616.5,-78.7513 14618.3,-68.2996 14610.4,-75.3875 14616.5,-78.7513\"/>\r\n",
       "</g>\r\n",
       "<!-- 309 -->\r\n",
       "<g id=\"node310\" class=\"node\"><title>309</title>\r\n",
       "<path fill=\"#eb9c63\" stroke=\"black\" d=\"M15265,-544C15265,-544 15116,-544 15116,-544 15110,-544 15104,-538 15104,-532 15104,-532 15104,-473 15104,-473 15104,-467 15110,-461 15116,-461 15116,-461 15265,-461 15265,-461 15271,-461 15277,-467 15277,-473 15277,-473 15277,-532 15277,-532 15277,-538 15271,-544 15265,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 29.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 308&#45;&gt;309 -->\r\n",
       "<g id=\"edge309\" class=\"edge\"><title>308&#45;&gt;309</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15190.5,-579.907C15190.5,-571.649 15190.5,-562.864 15190.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15194,-554.021 15190.5,-544.021 15187,-554.021 15194,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 318 -->\r\n",
       "<g id=\"node319\" class=\"node\"><title>318</title>\r\n",
       "<path fill=\"#fcefe6\" stroke=\"black\" d=\"M15706.5,-544C15706.5,-544 15454.5,-544 15454.5,-544 15448.5,-544 15442.5,-538 15442.5,-532 15442.5,-532 15442.5,-473 15442.5,-473 15442.5,-467 15448.5,-461 15454.5,-461 15454.5,-461 15706.5,-461 15706.5,-461 15712.5,-461 15718.5,-467 15718.5,-473 15718.5,-473 15718.5,-532 15718.5,-532 15718.5,-538 15712.5,-544 15706.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">NotNewCellphoneUser_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 191</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [102, 89]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 308&#45;&gt;318 -->\r\n",
       "<g id=\"edge318\" class=\"edge\"><title>308&#45;&gt;318</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15295,-589.146C15338.2,-576.196 15388.9,-560.965 15435.6,-546.966\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15436.6,-550.318 15445.2,-544.092 15434.6,-543.613 15436.6,-550.318\"/>\r\n",
       "</g>\r\n",
       "<!-- 310 -->\r\n",
       "<g id=\"node311\" class=\"node\"><title>310</title>\r\n",
       "<path fill=\"#f0b78e\" stroke=\"black\" d=\"M15182,-425C15182,-425 15033,-425 15033,-425 15027,-425 15021,-419 15021,-413 15021,-413 15021,-354 15021,-354 15021,-348 15027,-342 15033,-342 15033,-342 15182,-342 15182,-342 15188,-342 15194,-348 15194,-354 15194,-354 15194,-413 15194,-413 15194,-419 15188,-425 15182,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15107.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 11.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15107.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15107.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15107.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15107.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 309&#45;&gt;310 -->\r\n",
       "<g id=\"edge310\" class=\"edge\"><title>309&#45;&gt;310</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15161.7,-460.907C15155.4,-452.014 15148.7,-442.509 15142.1,-433.331\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15144.9,-431.152 15136.2,-425.021 15139.2,-435.202 15144.9,-431.152\"/>\r\n",
       "</g>\r\n",
       "<!-- 317 -->\r\n",
       "<g id=\"node318\" class=\"node\"><title>317</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15325,-417.5C15325,-417.5 15224,-417.5 15224,-417.5 15218,-417.5 15212,-411.5 15212,-405.5 15212,-405.5 15212,-361.5 15212,-361.5 15212,-355.5 15218,-349.5 15224,-349.5 15224,-349.5 15325,-349.5 15325,-349.5 15331,-349.5 15337,-355.5 15337,-361.5 15337,-361.5 15337,-405.5 15337,-405.5 15337,-411.5 15331,-417.5 15325,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15274.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15274.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15274.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15274.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 309&#45;&gt;317 -->\r\n",
       "<g id=\"edge317\" class=\"edge\"><title>309&#45;&gt;317</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15219.6,-460.907C15227.7,-449.652 15236.5,-437.418 15244.6,-426.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15247.7,-427.831 15250.7,-417.667 15242,-423.749 15247.7,-427.831\"/>\r\n",
       "</g>\r\n",
       "<!-- 311 -->\r\n",
       "<g id=\"node312\" class=\"node\"><title>311</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M15105,-306C15105,-306 14954,-306 14954,-306 14948,-306 14942,-300 14942,-294 14942,-294 14942,-235 14942,-235 14942,-229 14948,-223 14954,-223 14954,-223 15105,-223 15105,-223 15111,-223 15117,-229 15117,-235 15117,-235 15117,-294 15117,-294 15117,-300 15111,-306 15105,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15029.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 40.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15029.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15029.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15029.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15029.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 310&#45;&gt;311 -->\r\n",
       "<g id=\"edge311\" class=\"edge\"><title>310&#45;&gt;311</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15080.4,-341.907C15074.6,-333.105 15068.3,-323.703 15062.2,-314.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15065,-312.4 15056.5,-306.021 15059.1,-316.283 15065,-312.4\"/>\r\n",
       "</g>\r\n",
       "<!-- 316 -->\r\n",
       "<g id=\"node317\" class=\"node\"><title>316</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15226,-298.5C15226,-298.5 15147,-298.5 15147,-298.5 15141,-298.5 15135,-292.5 15135,-286.5 15135,-286.5 15135,-242.5 15135,-242.5 15135,-236.5 15141,-230.5 15147,-230.5 15147,-230.5 15226,-230.5 15226,-230.5 15232,-230.5 15238,-236.5 15238,-242.5 15238,-242.5 15238,-286.5 15238,-286.5 15238,-292.5 15232,-298.5 15226,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15186.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15186.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15186.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15186.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 310&#45;&gt;316 -->\r\n",
       "<g id=\"edge316\" class=\"edge\"><title>310&#45;&gt;316</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15134.9,-341.907C15142.5,-330.652 15150.8,-318.418 15158.4,-307.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15161.4,-308.913 15164.1,-298.667 15155.6,-304.996 15161.4,-308.913\"/>\r\n",
       "</g>\r\n",
       "<!-- 312 -->\r\n",
       "<g id=\"node313\" class=\"node\"><title>312</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M15049,-187C15049,-187 14840,-187 14840,-187 14834,-187 14828,-181 14828,-175 14828,-175 14828,-116 14828,-116 14828,-110 14834,-104 14840,-104 14840,-104 15049,-104 15049,-104 15055,-104 15061,-110 15061,-116 15061,-116 15061,-175 15061,-175 15061,-181 15055,-187 15049,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14944.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 1058.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14944.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14944.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14944.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14944.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 311&#45;&gt;312 -->\r\n",
       "<g id=\"edge312\" class=\"edge\"><title>311&#45;&gt;312</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15000,-222.907C14993.5,-214.014 14986.6,-204.509 14980,-195.331\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14982.6,-193.054 14973.9,-187.021 14977,-197.168 14982.6,-193.054\"/>\r\n",
       "</g>\r\n",
       "<!-- 315 -->\r\n",
       "<g id=\"node316\" class=\"node\"><title>315</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15192,-179.5C15192,-179.5 15091,-179.5 15091,-179.5 15085,-179.5 15079,-173.5 15079,-167.5 15079,-167.5 15079,-123.5 15079,-123.5 15079,-117.5 15085,-111.5 15091,-111.5 15091,-111.5 15192,-111.5 15192,-111.5 15198,-111.5 15204,-117.5 15204,-123.5 15204,-123.5 15204,-167.5 15204,-167.5 15204,-173.5 15198,-179.5 15192,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15141.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15141.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15141.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15141.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 311&#45;&gt;315 -->\r\n",
       "<g id=\"edge315\" class=\"edge\"><title>311&#45;&gt;315</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15068.4,-222.907C15079.4,-211.321 15091.5,-198.698 15102.6,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15105.4,-189.311 15109.8,-179.667 15100.3,-184.47 15105.4,-189.311\"/>\r\n",
       "</g>\r\n",
       "<!-- 313 -->\r\n",
       "<g id=\"node314\" class=\"node\"><title>313</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14882,-68C14882,-68 14781,-68 14781,-68 14775,-68 14769,-62 14769,-56 14769,-56 14769,-12 14769,-12 14769,-6 14775,-0 14781,-0 14781,-0 14882,-0 14882,-0 14888,-0 14894,-6 14894,-12 14894,-12 14894,-56 14894,-56 14894,-62 14888,-68 14882,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14831.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14831.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14831.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14831.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 312&#45;&gt;313 -->\r\n",
       "<g id=\"edge313\" class=\"edge\"><title>312&#45;&gt;313</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14902.4,-103.726C14892.8,-94.423 14882.6,-84.5428 14873,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14875.5,-72.7451 14865.9,-68.2996 14870.6,-77.7721 14875.5,-72.7451\"/>\r\n",
       "</g>\r\n",
       "<!-- 314 -->\r\n",
       "<g id=\"node315\" class=\"node\"><title>314</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15003,-68C15003,-68 14924,-68 14924,-68 14918,-68 14912,-62 14912,-56 14912,-56 14912,-12 14912,-12 14912,-6 14918,-0 14924,-0 14924,-0 15003,-0 15003,-0 15009,-0 15015,-6 15015,-12 15015,-12 15015,-56 15015,-56 15015,-62 15009,-68 15003,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14963.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14963.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14963.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14963.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 312&#45;&gt;314 -->\r\n",
       "<g id=\"edge314\" class=\"edge\"><title>312&#45;&gt;314</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14951.6,-103.726C14953,-95.4263 14954.5,-86.6671 14956,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14959.5,-78.7508 14957.7,-68.2996 14952.6,-77.554 14959.5,-78.7508\"/>\r\n",
       "</g>\r\n",
       "<!-- 319 -->\r\n",
       "<g id=\"node320\" class=\"node\"><title>319</title>\r\n",
       "<path fill=\"#a8d4f4\" stroke=\"black\" d=\"M15673,-425C15673,-425 15488,-425 15488,-425 15482,-425 15476,-419 15476,-413 15476,-413 15476,-354 15476,-354 15476,-348 15482,-342 15488,-342 15488,-342 15673,-342 15673,-342 15679,-342 15685,-348 15685,-354 15685,-354 15685,-413 15685,-413 15685,-419 15679,-425 15673,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 55.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 25]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15580.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 318&#45;&gt;319 -->\r\n",
       "<g id=\"edge319\" class=\"edge\"><title>318&#45;&gt;319</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15580.5,-460.907C15580.5,-452.649 15580.5,-443.864 15580.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15584,-435.021 15580.5,-425.021 15577,-435.021 15584,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 330 -->\r\n",
       "<g id=\"node331\" class=\"node\"><title>330</title>\r\n",
       "<path fill=\"#f8ddc9\" stroke=\"black\" d=\"M16174.5,-425C16174.5,-425 16024.5,-425 16024.5,-425 16018.5,-425 16012.5,-419 16012.5,-413 16012.5,-413 16012.5,-354 16012.5,-354 16012.5,-348 16018.5,-342 16024.5,-342 16024.5,-342 16174.5,-342 16174.5,-342 16180.5,-342 16186.5,-348 16186.5,-354 16186.5,-354 16186.5,-413 16186.5,-413 16186.5,-419 16180.5,-425 16174.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 143.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 152</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [88, 64]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 318&#45;&gt;330 -->\r\n",
       "<g id=\"edge330\" class=\"edge\"><title>318&#45;&gt;330</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15718.6,-470.377C15808,-450.219 15922.2,-424.462 16002.2,-406.436\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"16003.3,-409.78 16012.3,-404.167 16001.7,-402.952 16003.3,-409.78\"/>\r\n",
       "</g>\r\n",
       "<!-- 320 -->\r\n",
       "<g id=\"node321\" class=\"node\"><title>320</title>\r\n",
       "<path fill=\"#83c2ef\" stroke=\"black\" d=\"M15560,-306C15560,-306 15375,-306 15375,-306 15369,-306 15363,-300 15363,-294 15363,-294 15363,-235 15363,-235 15363,-229 15369,-223 15375,-223 15375,-223 15560,-223 15560,-223 15566,-223 15572,-229 15572,-235 15572,-235 15572,-294 15572,-294 15572,-300 15566,-306 15560,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15467.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 18.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15467.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15467.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15467.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15467.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 319&#45;&gt;320 -->\r\n",
       "<g id=\"edge320\" class=\"edge\"><title>319&#45;&gt;320</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15541.3,-341.907C15532.4,-332.742 15523,-322.927 15513.8,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15516.1,-310.782 15506.6,-306.021 15511.1,-315.645 15516.1,-310.782\"/>\r\n",
       "</g>\r\n",
       "<!-- 327 -->\r\n",
       "<g id=\"node328\" class=\"node\"><title>327</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M15784.5,-306C15784.5,-306 15602.5,-306 15602.5,-306 15596.5,-306 15590.5,-300 15590.5,-294 15590.5,-294 15590.5,-235 15590.5,-235 15590.5,-229 15596.5,-223 15602.5,-223 15602.5,-223 15784.5,-223 15784.5,-223 15790.5,-223 15796.5,-229 15796.5,-235 15796.5,-235 15796.5,-294 15796.5,-294 15796.5,-300 15790.5,-306 15784.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15693.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 116.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15693.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15693.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15693.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15693.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 319&#45;&gt;327 -->\r\n",
       "<g id=\"edge327\" class=\"edge\"><title>319&#45;&gt;327</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15619.7,-341.907C15628.6,-332.742 15638,-322.927 15647.2,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15649.9,-315.645 15654.4,-306.021 15644.9,-310.782 15649.9,-315.645\"/>\r\n",
       "</g>\r\n",
       "<!-- 321 -->\r\n",
       "<g id=\"node322\" class=\"node\"><title>321</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M15385,-187C15385,-187 15234,-187 15234,-187 15228,-187 15222,-181 15222,-175 15222,-175 15222,-116 15222,-116 15222,-110 15228,-104 15234,-104 15234,-104 15385,-104 15385,-104 15391,-104 15397,-110 15397,-116 15397,-116 15397,-175 15397,-175 15397,-181 15391,-187 15385,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15309.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 35.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15309.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15309.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15309.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15309.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 320&#45;&gt;321 -->\r\n",
       "<g id=\"edge321\" class=\"edge\"><title>320&#45;&gt;321</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15412.7,-222.907C15399.7,-213.288 15385.7,-202.953 15372.4,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15374.3,-190.159 15364.2,-187.021 15370.2,-195.785 15374.3,-190.159\"/>\r\n",
       "</g>\r\n",
       "<!-- 324 -->\r\n",
       "<g id=\"node325\" class=\"node\"><title>324</title>\r\n",
       "<path fill=\"#64b2eb\" stroke=\"black\" d=\"M15569.5,-187C15569.5,-187 15427.5,-187 15427.5,-187 15421.5,-187 15415.5,-181 15415.5,-175 15415.5,-175 15415.5,-116 15415.5,-116 15415.5,-110 15421.5,-104 15427.5,-104 15427.5,-104 15569.5,-104 15569.5,-104 15575.5,-104 15581.5,-110 15581.5,-116 15581.5,-116 15581.5,-175 15581.5,-175 15581.5,-181 15575.5,-187 15569.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15498.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 28.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15498.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15498.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15498.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15498.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 320&#45;&gt;324 -->\r\n",
       "<g id=\"edge324\" class=\"edge\"><title>320&#45;&gt;324</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15478.3,-222.907C15480.5,-214.468 15482.9,-205.477 15485.2,-196.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15488.6,-197.584 15487.8,-187.021 15481.8,-195.791 15488.6,-197.584\"/>\r\n",
       "</g>\r\n",
       "<!-- 322 -->\r\n",
       "<g id=\"node323\" class=\"node\"><title>322</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15229,-68C15229,-68 15150,-68 15150,-68 15144,-68 15138,-62 15138,-56 15138,-56 15138,-12 15138,-12 15138,-6 15144,-0 15150,-0 15150,-0 15229,-0 15229,-0 15235,-0 15241,-6 15241,-12 15241,-12 15241,-56 15241,-56 15241,-62 15235,-68 15229,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15189.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15189.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15189.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15189.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 321&#45;&gt;322 -->\r\n",
       "<g id=\"edge322\" class=\"edge\"><title>321&#45;&gt;322</title>\r\n",
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       "</g>\r\n",
       "<!-- 323 -->\r\n",
       "<g id=\"node324\" class=\"node\"><title>323</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15372,-68C15372,-68 15271,-68 15271,-68 15265,-68 15259,-62 15259,-56 15259,-56 15259,-12 15259,-12 15259,-6 15265,-0 15271,-0 15271,-0 15372,-0 15372,-0 15378,-0 15384,-6 15384,-12 15384,-12 15384,-56 15384,-56 15384,-62 15378,-68 15372,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15321.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15321.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15321.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15321.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 321&#45;&gt;323 -->\r\n",
       "<g id=\"edge323\" class=\"edge\"><title>321&#45;&gt;323</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"15320.2,-78.6214 15317.9,-68.2996 15313.3,-77.8588 15320.2,-78.6214\"/>\r\n",
       "</g>\r\n",
       "<!-- 325 -->\r\n",
       "<g id=\"node326\" class=\"node\"><title>325</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15526,-68C15526,-68 15425,-68 15425,-68 15419,-68 15413,-62 15413,-56 15413,-56 15413,-12 15413,-12 15413,-6 15419,-0 15425,-0 15425,-0 15526,-0 15526,-0 15532,-0 15538,-6 15538,-12 15538,-12 15538,-56 15538,-56 15538,-62 15532,-68 15526,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15475.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15475.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15475.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15475.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 324&#45;&gt;325 -->\r\n",
       "<g id=\"edge325\" class=\"edge\"><title>324&#45;&gt;325</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15489.9,-103.726C15488.2,-95.4263 15486.4,-86.6671 15484.6,-78.2834\"/>\r\n",
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       "</g>\r\n",
       "<!-- 326 -->\r\n",
       "<g id=\"node327\" class=\"node\"><title>326</title>\r\n",
       "<path fill=\"#53aae8\" stroke=\"black\" d=\"M15649,-68C15649,-68 15568,-68 15568,-68 15562,-68 15556,-62 15556,-56 15556,-56 15556,-12 15556,-12 15556,-6 15562,-0 15568,-0 15568,-0 15649,-0 15649,-0 15655,-0 15661,-6 15661,-12 15661,-12 15661,-56 15661,-56 15661,-62 15655,-68 15649,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15608.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15608.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15608.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15608.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 324&#45;&gt;326 -->\r\n",
       "<g id=\"edge326\" class=\"edge\"><title>324&#45;&gt;326</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15539.5,-103.726C15548.7,-94.5142 15558.5,-84.7364 15567.8,-75.5343\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15570.4,-77.8351 15575,-68.2996 15565.5,-72.8741 15570.4,-77.8351\"/>\r\n",
       "</g>\r\n",
       "<!-- 328 -->\r\n",
       "<g id=\"node329\" class=\"node\"><title>328</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15713,-179.5C15713,-179.5 15612,-179.5 15612,-179.5 15606,-179.5 15600,-173.5 15600,-167.5 15600,-167.5 15600,-123.5 15600,-123.5 15600,-117.5 15606,-111.5 15612,-111.5 15612,-111.5 15713,-111.5 15713,-111.5 15719,-111.5 15725,-117.5 15725,-123.5 15725,-123.5 15725,-167.5 15725,-167.5 15725,-173.5 15719,-179.5 15713,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15662.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15662.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15662.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15662.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 327&#45;&gt;328 -->\r\n",
       "<g id=\"edge328\" class=\"edge\"><title>327&#45;&gt;328</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15682.7,-222.907C15679.9,-212.094 15676.8,-200.376 15673.9,-189.441\"/>\r\n",
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       "</g>\r\n",
       "<!-- 329 -->\r\n",
       "<g id=\"node330\" class=\"node\"><title>329</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15834,-179.5C15834,-179.5 15755,-179.5 15755,-179.5 15749,-179.5 15743,-173.5 15743,-167.5 15743,-167.5 15743,-123.5 15743,-123.5 15743,-117.5 15749,-111.5 15755,-111.5 15755,-111.5 15834,-111.5 15834,-111.5 15840,-111.5 15846,-117.5 15846,-123.5 15846,-123.5 15846,-167.5 15846,-167.5 15846,-173.5 15840,-179.5 15834,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15794.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15794.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15794.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15794.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 327&#45;&gt;329 -->\r\n",
       "<g id=\"edge329\" class=\"edge\"><title>327&#45;&gt;329</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15728.5,-222.907C15738.4,-211.432 15749.2,-198.938 15759.2,-187.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15762,-189.524 15765.9,-179.667 15756.7,-184.95 15762,-189.524\"/>\r\n",
       "</g>\r\n",
       "<!-- 331 -->\r\n",
       "<g id=\"node332\" class=\"node\"><title>331</title>\r\n",
       "<path fill=\"#e8f4fc\" stroke=\"black\" d=\"M16175,-306C16175,-306 16024,-306 16024,-306 16018,-306 16012,-300 16012,-294 16012,-294 16012,-235 16012,-235 16012,-229 16018,-223 16024,-223 16024,-223 16175,-223 16175,-223 16181,-223 16187,-229 16187,-235 16187,-235 16187,-294 16187,-294 16187,-300 16181,-306 16175,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 83</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39, 44]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16099.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 330&#45;&gt;331 -->\r\n",
       "<g id=\"edge331\" class=\"edge\"><title>330&#45;&gt;331</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M16099.5,-341.907C16099.5,-333.649 16099.5,-324.864 16099.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"16103,-316.021 16099.5,-306.021 16096,-316.021 16103,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 338 -->\r\n",
       "<g id=\"node339\" class=\"node\"><title>338</title>\r\n",
       "<path fill=\"#f0b48a\" stroke=\"black\" d=\"M16536,-306C16536,-306 16387,-306 16387,-306 16381,-306 16375,-300 16375,-294 16375,-294 16375,-235 16375,-235 16375,-229 16381,-223 16387,-223 16387,-223 16536,-223 16536,-223 16542,-223 16548,-229 16548,-235 16548,-235 16548,-294 16548,-294 16548,-300 16542,-306 16536,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 26.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [49, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 330&#45;&gt;338 -->\r\n",
       "<g id=\"edge338\" class=\"edge\"><title>330&#45;&gt;338</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M16186.7,-354.327C16240.4,-336.945 16309.5,-314.625 16364.9,-296.708\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"16366.3,-299.936 16374.8,-293.53 16364.2,-293.275 16366.3,-299.936\"/>\r\n",
       "</g>\r\n",
       "<!-- 332 -->\r\n",
       "<g id=\"node333\" class=\"node\"><title>332</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M16076.5,-187C16076.5,-187 15876.5,-187 15876.5,-187 15870.5,-187 15864.5,-181 15864.5,-175 15864.5,-175 15864.5,-116 15864.5,-116 15864.5,-110 15870.5,-104 15876.5,-104 15876.5,-104 16076.5,-104 16076.5,-104 16082.5,-104 16088.5,-110 16088.5,-116 16088.5,-116 16088.5,-175 16088.5,-175 16088.5,-181 16082.5,-187 16076.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15976.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 966.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15976.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15976.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15976.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15976.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 331&#45;&gt;332 -->\r\n",
       "<g id=\"edge332\" class=\"edge\"><title>331&#45;&gt;332</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M16056.8,-222.907C16047,-213.56 16036.5,-203.538 16026.4,-193.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"16028.8,-191.377 16019.1,-187.021 16023.9,-196.449 16028.8,-191.377\"/>\r\n",
       "</g>\r\n",
       "<!-- 335 -->\r\n",
       "<g id=\"node336\" class=\"node\"><title>335</title>\r\n",
       "<path fill=\"#fdf5ef\" stroke=\"black\" d=\"M16326,-187C16326,-187 16119,-187 16119,-187 16113,-187 16107,-181 16107,-175 16107,-175 16107,-116 16107,-116 16107,-110 16113,-104 16119,-104 16119,-104 16326,-104 16326,-104 16332,-104 16338,-110 16338,-116 16338,-116 16338,-175 16338,-175 16338,-181 16332,-187 16326,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"16222.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OwnsComputer_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16222.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16222.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16222.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 34]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16222.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 331&#45;&gt;335 -->\r\n",
       "<g id=\"edge335\" class=\"edge\"><title>331&#45;&gt;335</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M16142.2,-222.907C16152,-213.56 16162.5,-203.538 16172.6,-193.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"16175.1,-196.449 16179.9,-187.021 16170.2,-191.377 16175.1,-196.449\"/>\r\n",
       "</g>\r\n",
       "<!-- 333 -->\r\n",
       "<g id=\"node334\" class=\"node\"><title>333</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15886,-68C15886,-68 15807,-68 15807,-68 15801,-68 15795,-62 15795,-56 15795,-56 15795,-12 15795,-12 15795,-6 15801,-0 15807,-0 15807,-0 15886,-0 15886,-0 15892,-0 15898,-6 15898,-12 15898,-12 15898,-56 15898,-56 15898,-62 15892,-68 15886,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15846.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15846.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15846.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15846.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 332&#45;&gt;333 -->\r\n",
       "<g id=\"edge333\" class=\"edge\"><title>332&#45;&gt;333</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15928.1,-103.726C15916.9,-94.3318 15905.1,-84.349 15894,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15895.9,-72.065 15886,-68.2996 15891.4,-77.4188 15895.9,-72.065\"/>\r\n",
       "</g>\r\n",
       "<!-- 334 -->\r\n",
       "<g id=\"node335\" class=\"node\"><title>334</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M16029,-68C16029,-68 15928,-68 15928,-68 15922,-68 15916,-62 15916,-56 15916,-56 15916,-12 15916,-12 15916,-6 15922,-0 15928,-0 15928,-0 16029,-0 16029,-0 16035,-0 16041,-6 16041,-12 16041,-12 16041,-56 16041,-56 16041,-62 16035,-68 16029,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15978.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15978.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15978.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15978.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 332&#45;&gt;334 -->\r\n",
       "<g id=\"edge334\" class=\"edge\"><title>332&#45;&gt;334</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15977.2,-103.726C15977.4,-95.5175 15977.6,-86.8595 15977.7,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15981.2,-78.3619 15977.9,-68.2996 15974.2,-78.234 15981.2,-78.3619\"/>\r\n",
       "</g>\r\n",
       "<!-- 336 -->\r\n",
       "<g id=\"node337\" class=\"node\"><title>336</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M16175,-68C16175,-68 16074,-68 16074,-68 16068,-68 16062,-62 16062,-56 16062,-56 16062,-12 16062,-12 16062,-6 16068,-0 16074,-0 16074,-0 16175,-0 16175,-0 16181,-0 16187,-6 16187,-12 16187,-12 16187,-56 16187,-56 16187,-62 16181,-68 16175,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"16124.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16124.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16124.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16124.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 335&#45;&gt;336 -->\r\n",
       "<g id=\"edge336\" class=\"edge\"><title>335&#45;&gt;336</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M16186,-103.726C16177.8,-94.6054 16169.2,-84.93 16161,-75.8078\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;131.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"16461.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [37, 7]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"16685.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"16394.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"16815.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
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      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.tree import export_graphviz\n",
    "from sklearn import tree\n",
    "from graphviz import Source\n",
    "from IPython.display import SVG, display\n",
    "\n",
    "# define the decision tree classifier\n",
    "decision_tree = DecisionTreeClassifier(max_depth = 9, random_state = 123,\n",
    "                                       splitter = \"best\", criterion = \"gini\")\n",
    "\n",
    "# calculate the prediction\n",
    "prediction(decision_tree, x_train, x_test, y_train, y_test)\n",
    "\n",
    "# plot the decision tree\n",
    "treeplot(decision_tree, cols, [\"Not churn\", \"Churn\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66872f3c",
   "metadata": {},
   "source": [
    "## Model performances over the testing dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "97b50fdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# put the model name, model class and used columns in a dictionary\n",
    "models = {'With feature selection': [decision_tree, cols]}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa011499",
   "metadata": {},
   "source": [
    "## Model performance metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d4b30db9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_report(model, training_x, testing_x, training_y, testing_y, name):\n",
    "    \"\"\"\n",
    "    Takes in model, training_x, testing_x, training_y, testing_y, name\n",
    "    Puts model report in a dataframe\n",
    "    \"\"\" \n",
    "    model = model.fit(training_x, training_y)\n",
    "    predictions = model.predict(testing_x)\n",
    "    accuracy = accuracy_score(testing_y, predictions)\n",
    "    recallscore = recall_score(testing_y, predictions)\n",
    "    precision = precision_score(testing_y, predictions)\n",
    "    roc_auc = roc_auc_score(testing_y, predictions)\n",
    "    f1score = f1_score(testing_y, predictions) \n",
    "    mcc_metric = matthews_corrcoef(testing_y, predictions)\n",
    "    \n",
    "    df = pd.DataFrame({\"Model\"           : [name],\n",
    "                       \"Accuracy\"        : [accuracy],\n",
    "                       \"Recall\"          : [recallscore],\n",
    "                       \"Precision\"       : [precision],\n",
    "                       \"F1-score\"        : [f1score],\n",
    "                       \"ROC_AUC\"         : [roc_auc],\n",
    "                       \"MCC_metric\"    : [mcc_metric],\n",
    "                      })\n",
    "    return df"
   ]
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  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "89e9b98f",
   "metadata": {
    "scrolled": true
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     "metadata": {},
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    }
   ],
   "source": [
    "# calculate the model performance on the test dataset\n",
    "model_performances_train = pd.DataFrame() \n",
    "for name in models:\n",
    "    model_performances_train = model_performances_train.append(model_report(models[name][0], x_train[models[name][1]], \n",
    "                                                                                x_test[models[name][1]], \n",
    "                                                                                y_train, y_test, name), ignore_index=True)\n",
    "        \n",
    "table_train = ff.create_table(np.round(model_performances_train, 4))\n",
    "# plot the report table\n",
    "py.iplot(table_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fa4c3e7",
   "metadata": {},
   "source": [
    "<a name='cv'></a>\n",
    "# 5 Computing cross-validated metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbaf4220",
   "metadata": {},
   "source": [
    "**cross_val_score** can be used to estimate model's accuracy in a more robust way than with just the traditional train-test split. \n",
    "All the data should be fed inside it, and it will make the necessary train-test splits."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26baf3be",
   "metadata": {},
   "source": [
    "## cross-validated metrics for model without feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "269fb4bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "# define the decision tree classifier\n",
    "clf = DecisionTreeClassifier(max_depth = 9, random_state = 123,\n",
    "                                       splitter = \"best\", criterion = \"gini\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "316814b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average F1-score of 10-fold cross validation = 0.237\n"
     ]
    }
   ],
   "source": [
    "# define the X and y\n",
    "y = df_imputed[\"Churn\"]\n",
    "X =  df_imputed.loc[:,  df_imputed.columns != 'Churn']\n",
    "# calculate the cross validation score using F-1 score as metric\n",
    "scores = cross_val_score(clf, X, y, cv=10, scoring='f1')\n",
    "mean_scores = np.mean(scores)\n",
    "print(\"Average F1-score of 10-fold cross validation = \"+\"{:.3f}\".format(mean_scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0a3c90d",
   "metadata": {},
   "source": [
    "## cross-validated metrics for model with feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ae22d46b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average F1-score of 10-fold cross validation = 0.239\n"
     ]
    }
   ],
   "source": [
    "# define the X and y\n",
    "y = df_imputed[\"Churn\"]\n",
    "X =  df_imputed[cols]\n",
    "# calculate the cross validation score using F-1 score as metric\n",
    "scores = cross_val_score(clf, X, y, cv=10, scoring='f1')\n",
    "mean_scores = np.mean(scores)\n",
    "print(\"Average F1-score of 10-fold cross validation = \"+\"{:.3f}\".format(mean_scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb1e4500",
   "metadata": {},
   "source": [
    "# End"
   ]
  }
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