2022_02_20_churn_summative_part_1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "79654596",
   "metadata": {},
   "source": [
    "# Customer churn prediction Part I\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**: 20 February 2022 <br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3033f1f",
   "metadata": {},
   "source": [
    "**Contents**\n",
    "\n",
    "- [1 Global environment](#env)\n",
    "- [2 Install packages](#install)\n",
    "- [3 Import packages](#import)\n",
    "- [4 Read data](#read)\n",
    "- [5 Exploratory Data Analysis](#eda)\n",
    "- [6 Data Pre-processing](#pre)\n",
    "- [7 Evaluation of the Decision Trees models (without feature selection)](#eval_DT_no_FS)\n",
    "- [8 Feature selection](#select)\n",
    "- [9 File Output](#output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c6197546",
   "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": "a744ab78",
   "metadata": {},
   "source": [
    "<a name='env'></a>\n",
    "# 1 Global environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "467aff1b",
   "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": "295d7b16",
   "metadata": {},
   "source": [
    "<a name='install'></a>\n",
    "# 2 Install packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8eb0e3e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: sklearn-genetic in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (0.5.1)\n",
      "Requirement already satisfied: multiprocess in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from sklearn-genetic) (0.70.12.2)\n",
      "Requirement already satisfied: numpy in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from sklearn-genetic) (1.19.5)\n",
      "Requirement already satisfied: scikit-learn>=0.23 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from sklearn-genetic) (1.0.2)\n",
      "Requirement already satisfied: deap>=1.0.2 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from sklearn-genetic) (1.3.1)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from scikit-learn>=0.23->sklearn-genetic) (1.1.0)\n",
      "Requirement already satisfied: scipy>=1.1.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from scikit-learn>=0.23->sklearn-genetic) (1.7.3)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from scikit-learn>=0.23->sklearn-genetic) (3.1.0)\n",
      "Requirement already satisfied: dill>=0.3.4 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from multiprocess->sklearn-genetic) (0.3.4)\n"
     ]
    }
   ],
   "source": [
    "! pip install sklearn-genetic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f2fd2923",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (1.3.5)\n",
      "Requirement already satisfied: pytz>=2017.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas) (2021.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: numpy>=1.17.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas) (1.19.5)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1a7e49b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (3.5.1)\n",
      "Requirement already satisfied: numpy>=1.17 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (1.19.5)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (2.8.2)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (9.0.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (4.29.1)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (3.0.4)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (1.3.2)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib) (21.3)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install matplotlib "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f687b01b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: seaborn in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (0.11.2)\n",
      "Requirement already satisfied: pandas>=0.23 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from seaborn) (1.3.5)\n",
      "Requirement already satisfied: numpy>=1.15 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from seaborn) (1.19.5)\n",
      "Requirement already satisfied: scipy>=1.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from seaborn) (1.7.3)\n",
      "Requirement already satisfied: matplotlib>=2.2 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from seaborn) (3.5.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (2.8.2)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (21.3)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (4.29.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (3.0.4)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (9.0.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib>=2.2->seaborn) (1.3.2)\n",
      "Requirement already satisfied: pytz>=2017.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas>=0.23->seaborn) (2021.3)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from python-dateutil>=2.7->matplotlib>=2.2->seaborn) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "33bbeec3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: plotly in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (5.6.0)\n",
      "Requirement already satisfied: six in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from plotly) (1.16.0)\n",
      "Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from plotly) (8.0.1)\n"
     ]
    }
   ],
   "source": [
    "! pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "59de4f67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: statsmodels in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (0.13.2)\n",
      "Requirement already satisfied: numpy>=1.17 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from statsmodels) (1.19.5)\n",
      "Requirement already satisfied: pandas>=0.25 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from statsmodels) (1.3.5)\n",
      "Requirement already satisfied: packaging>=21.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from statsmodels) (21.3)\n",
      "Requirement already satisfied: scipy>=1.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from statsmodels) (1.7.3)\n",
      "Requirement already satisfied: patsy>=0.5.2 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from statsmodels) (0.5.2)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from packaging>=21.3->statsmodels) (3.0.4)\n",
      "Requirement already satisfied: pytz>=2017.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas>=0.25->statsmodels) (2021.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from pandas>=0.25->statsmodels) (2.8.2)\n",
      "Requirement already satisfied: six in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from patsy>=0.5.2->statsmodels) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install statsmodels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "788d4f45",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: yellowbrick in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (1.4)\n",
      "Requirement already satisfied: cycler>=0.10.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from yellowbrick) (0.11.0)\n",
      "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.2 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from yellowbrick) (3.5.1)\n",
      "Requirement already satisfied: scipy>=1.0.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from yellowbrick) (1.7.3)\n",
      "Requirement already satisfied: numpy>=1.16.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from yellowbrick) (1.19.5)\n",
      "Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from yellowbrick) (1.0.2)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (9.0.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.3.2)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (4.29.1)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (3.0.4)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (21.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.8.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.16.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from scikit-learn>=1.0.0->yellowbrick) (3.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\kench\\anaconda3\\envs\\churn\\lib\\site-packages (from scikit-learn>=1.0.0->yellowbrick) (1.1.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install -U yellowbrick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f1df7be0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# in anaconda prompt\n",
    "# conda install -c anaconda graphviz python-graphviz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34814007",
   "metadata": {},
   "source": [
    "<a name='import'></a>\n",
    "# 3 Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5d663c0c",
   "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": "0c28c6db",
   "metadata": {},
   "source": [
    "<a name=\"read\"></a>\n",
    "# 4 Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9d1a9fdb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read the 6k small dataset provided \n",
    "df = pd.read_csv('cell2celltrain_Small_6k.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1a9ae5c8",
   "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>ServiceArea</th>\n",
       "      <th>Handsets</th>\n",
       "      <th>HandsetModels</th>\n",
       "      <th>CurrentEquipmentDays</th>\n",
       "      <th>AgeHH1</th>\n",
       "      <th>AgeHH2</th>\n",
       "      <th>ChildrenInHH</th>\n",
       "      <th>HandsetRefurbished</th>\n",
       "      <th>HandsetWebCapable</th>\n",
       "      <th>TruckOwner</th>\n",
       "      <th>RVOwner</th>\n",
       "      <th>Homeownership</th>\n",
       "      <th>BuysViaMailOrder</th>\n",
       "      <th>RespondsToMailOffers</th>\n",
       "      <th>OptOutMailings</th>\n",
       "      <th>NonUSTravel</th>\n",
       "      <th>OwnsComputer</th>\n",
       "      <th>HasCreditCard</th>\n",
       "      <th>RetentionCalls</th>\n",
       "      <th>RetentionOffersAccepted</th>\n",
       "      <th>NewCellphoneUser</th>\n",
       "      <th>NotNewCellphoneUser</th>\n",
       "      <th>ReferralsMadeBySubscriber</th>\n",
       "      <th>IncomeGroup</th>\n",
       "      <th>OwnsMotorcycle</th>\n",
       "      <th>AdjustmentsToCreditRating</th>\n",
       "      <th>HandsetPrice</th>\n",
       "      <th>MadeCallToRetentionTeam</th>\n",
       "      <th>CreditRating</th>\n",
       "      <th>PrizmCode</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>MaritalStatus</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</td>\n",
       "      <td>30</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-112</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>APCFCH703</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>298</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44.83</td>\n",
       "      <td>172</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-12</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>LOULEX606</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>659</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42.63</td>\n",
       "      <td>838</td>\n",
       "      <td>50</td>\n",
       "      <td>0.74</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>28</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>OMAOMA402</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33.49</td>\n",
       "      <td>358</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-16</td>\n",
       "      <td>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</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NSHNSH615</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>52</td>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Town</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.94</td>\n",
       "      <td>1276</td>\n",
       "      <td>60</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-188</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>DALDAL214</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>?</td>\n",
       "      <td>No</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</td>\n",
       "      <td>40</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-9</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NCRGRE336</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>264</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>7-Lowest</td>\n",
       "      <td>Town</td>\n",
       "      <td>Professiol</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6376</th>\n",
       "      <td>66.17</td>\n",
       "      <td>559</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.6</td>\n",
       "      <td>548</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>INDIND317</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>504</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6377</th>\n",
       "      <td>99.61</td>\n",
       "      <td>1147</td>\n",
       "      <td>60</td>\n",
       "      <td>1.73</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>-414</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SFRSCL408</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6378</th>\n",
       "      <td>103.63</td>\n",
       "      <td>891</td>\n",
       "      <td>65</td>\n",
       "      <td>0.74</td>\n",
       "      <td>125</td>\n",
       "      <td>0.2</td>\n",
       "      <td>298</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>HARNEW203</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>?</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6379</th>\n",
       "      <td>34.99</td>\n",
       "      <td>1071</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ATLATL678</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>782</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6380 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     MonthlyRevenue MonthlyMinutes TotalRecurringCharge DirectorAssistedCalls  \\\n",
       "0             30.88            436                   30                  0.25   \n",
       "1             44.83            172                   45                     0   \n",
       "2             42.63            838                   50                  0.74   \n",
       "3             33.49            358                   50                     0   \n",
       "4             60.94           1276                   60                   4.7   \n",
       "...             ...            ...                  ...                   ...   \n",
       "6375          30.48            242                   40                   0.5   \n",
       "6376          66.17            559                   45                     0   \n",
       "6377          99.61           1147                   60                  1.73   \n",
       "6378         103.63            891                   65                  0.74   \n",
       "6379          34.99           1071                   45                     0   \n",
       "\n",
       "     OverageMinutes RoamingCalls PercChangeMinutes PercChangeRevenues  \\\n",
       "0                 1            0              -112                0.1   \n",
       "1                 0            0               -12              -15.5   \n",
       "2                 5            0                28               -2.6   \n",
       "3                 0            0               -16                  0   \n",
       "4                 0            0              -188                0.2   \n",
       "...             ...          ...               ...                ...   \n",
       "6375              0            0                -9                0.5   \n",
       "6376             80          0.6               548               59.3   \n",
       "6377            101            0              -414              -29.6   \n",
       "6378            125          0.2               298               75.7   \n",
       "6379              0            0               128                  0   \n",
       "\n",
       "      DroppedCalls  BlockedCalls  UnsweredCalls  CustomerCareCalls  \\\n",
       "0             11.0           0.3           20.0               11.3   \n",
       "1              0.3           0.3            3.7                0.0   \n",
       "2              4.7           6.3           62.0                7.3   \n",
       "3              1.0           4.0           10.0                0.0   \n",
       "4              5.7          19.7           49.7               22.0   \n",
       "...            ...           ...            ...                ...   \n",
       "6375           6.0           9.7           70.0                1.7   \n",
       "6376           3.0           1.3           20.0                0.0   \n",
       "6377          19.0           1.3           36.7                2.3   \n",
       "6378          12.0           1.3           64.0                1.7   \n",
       "6379           6.3           5.3           20.7                0.3   \n",
       "\n",
       "      ThreewayCalls  ReceivedCalls  OutboundCalls  InboundCalls  \\\n",
       "0               0.0          136.3           24.3           7.0   \n",
       "1               0.0           23.1            6.0           2.3   \n",
       "2               0.0          198.5           36.0          10.0   \n",
       "3               0.0          127.5           32.7          30.0   \n",
       "4               0.0          134.8          218.7           9.0   \n",
       "...             ...            ...            ...           ...   \n",
       "6375            0.3           12.8           27.7           0.7   \n",
       "6376            0.0           26.8            6.7           3.3   \n",
       "6377            0.0          211.4           80.0           2.7   \n",
       "6378            2.0           38.5           31.7           3.0   \n",
       "6379            0.0          373.9           40.3           2.7   \n",
       "\n",
       "      PeakCallsInOut  OffPeakCallsInOut  DroppedBlockedCalls  \\\n",
       "0              158.0               94.7                 11.3   \n",
       "1               31.3               21.3                  0.7   \n",
       "2              113.7              118.3                 11.0   \n",
       "3               90.7               95.7                  5.0   \n",
       "4              214.7              204.7                 25.3   \n",
       "...              ...                ...                  ...   \n",
       "6375            59.0               50.0                 15.7   \n",
       "6376            50.3               33.7                  4.3   \n",
       "6377           263.0              156.7                 20.3   \n",
       "6378           137.3               48.3                 13.3   \n",
       "6379            86.7              118.7                 11.7   \n",
       "\n",
       "      CallForwardingCalls  CallWaitingCalls  MonthsInService  UniqueSubs  \\\n",
       "0                     0.0               2.3               20           1   \n",
       "1                     0.0               0.0               22           1   \n",
       "2                     0.0               3.3                7           1   \n",
       "3                     0.0               0.7               22           4   \n",
       "4                     0.0               2.3               18           2   \n",
       "...                   ...               ...              ...         ...   \n",
       "6375                  0.0               0.0                9           1   \n",
       "6376                  0.0               0.0               17           2   \n",
       "6377                  0.0               8.0               14           1   \n",
       "6378                  0.0               2.3               13           2   \n",
       "6379                  0.0               1.0               26           1   \n",
       "\n",
       "      ActiveSubs ServiceArea  Handsets  HandsetModels  CurrentEquipmentDays  \\\n",
       "0              1   APCFCH703         4              1                   298   \n",
       "1              1   LOULEX606         2              1                   659   \n",
       "2              1   OMAOMA402         2              1                   182   \n",
       "3              4   NSHNSH615         2              2                    11   \n",
       "4              2   DALDAL214         2              2                   257   \n",
       "...          ...         ...       ...            ...                   ...   \n",
       "6375           1   NCRGRE336         1              1                   264   \n",
       "6376           2   INDIND317         1              1                   504   \n",
       "6377           1   SFRSCL408         3              3                    27   \n",
       "6378           2   HARNEW203         2              2                   131   \n",
       "6379           1   ATLATL678         1              1                   782   \n",
       "\n",
       "     AgeHH1 AgeHH2 ChildrenInHH HandsetRefurbished HandsetWebCapable  \\\n",
       "0        58     58           No                 No               Yes   \n",
       "1        28      0           No                 No               Yes   \n",
       "2         0      0           No                 No               Yes   \n",
       "3        52     50          Yes                 No               Yes   \n",
       "4         0      0           No                Yes               Yes   \n",
       "...     ...    ...          ...                ...               ...   \n",
       "6375     50     50          Yes                 No               Yes   \n",
       "6376     60     54           No                 No               Yes   \n",
       "6377      0      0           No                 No               Yes   \n",
       "6378      0      0           No                 No               Yes   \n",
       "6379      0      0           No                 No               Yes   \n",
       "\n",
       "     TruckOwner RVOwner Homeownership BuysViaMailOrder RespondsToMailOffers  \\\n",
       "0            No      No         Known              Yes                  Yes   \n",
       "1           Yes     Yes         Known               No                   No   \n",
       "2            No      No             ?               No                   No   \n",
       "3            No      No         Known              Yes                  Yes   \n",
       "4            No      No             ?               No                   No   \n",
       "...         ...     ...           ...              ...                  ...   \n",
       "6375         No      No         Known              Yes                  Yes   \n",
       "6376         No      No         Known               No                   No   \n",
       "6377         No      No         Known               No                   No   \n",
       "6378         No      No             ?               No                   No   \n",
       "6379         No      No             ?               No                   No   \n",
       "\n",
       "     OptOutMailings NonUSTravel OwnsComputer HasCreditCard  RetentionCalls  \\\n",
       "0                No          No           No           Yes               0   \n",
       "1                No          No           No           Yes               0   \n",
       "2                No          No           No            No               0   \n",
       "3                No          No          Yes           Yes               0   \n",
       "4                No          No           No            No               0   \n",
       "...             ...         ...          ...           ...             ...   \n",
       "6375             No          No          Yes           Yes               0   \n",
       "6376             No          No           No           Yes               0   \n",
       "6377             No          No           No           Yes               0   \n",
       "6378             No          No           No            No               0   \n",
       "6379             No          No           No            No               0   \n",
       "\n",
       "      RetentionOffersAccepted NewCellphoneUser NotNewCellphoneUser  \\\n",
       "0                           0               No                  No   \n",
       "1                           0               No                  No   \n",
       "2                           0               No                  No   \n",
       "3                           0               No                  No   \n",
       "4                           0              Yes                  No   \n",
       "...                       ...              ...                 ...   \n",
       "6375                        0               No                  No   \n",
       "6376                        0               No                  No   \n",
       "6377                        0              Yes                  No   \n",
       "6378                        0              Yes                  No   \n",
       "6379                        0               No                  No   \n",
       "\n",
       "      ReferralsMadeBySubscriber  IncomeGroup OwnsMotorcycle  \\\n",
       "0                             0            8             No   \n",
       "1                             0            7             No   \n",
       "2                             0            0             No   \n",
       "3                             0            8             No   \n",
       "4                             0            0             No   \n",
       "...                         ...          ...            ...   \n",
       "6375                          1            6             No   \n",
       "6376                          0            7             No   \n",
       "6377                          0            8             No   \n",
       "6378                          0            0             No   \n",
       "6379                          0            0             No   \n",
       "\n",
       "      AdjustmentsToCreditRating HandsetPrice MadeCallToRetentionTeam  \\\n",
       "0                             0          150                      No   \n",
       "1                             0           80                      No   \n",
       "2                             0          130                      No   \n",
       "3                             0          150                      No   \n",
       "4                             0           30                      No   \n",
       "...                         ...          ...                     ...   \n",
       "6375                          0            ?                      No   \n",
       "6376                          0            ?                      No   \n",
       "6377                          0          100                      No   \n",
       "6378                          0           10                      No   \n",
       "6379                          1            ?                      No   \n",
       "\n",
       "     CreditRating PrizmCode  Occupation MaritalStatus Churn  \n",
       "0          2-High     Other       Other           Yes   Yes  \n",
       "1          2-High  Suburban       Other            No    No  \n",
       "2           5-Low  Suburban       Other             ?    No  \n",
       "3          2-High      Town       Other           Yes    No  \n",
       "4           5-Low     Other       Other             ?    No  \n",
       "...           ...       ...         ...           ...   ...  \n",
       "6375     7-Lowest      Town  Professiol           Yes    No  \n",
       "6376       2-High  Suburban       Other           Yes    No  \n",
       "6377        5-Low     Other       Other             ?    No  \n",
       "6378        5-Low  Suburban       Other             ?   Yes  \n",
       "6379       2-High     Other       Other             ?    No  \n",
       "\n",
       "[6380 rows x 57 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3296ba44",
   "metadata": {},
   "source": [
    "## replace the '?' by np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fad9ba0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.replace('?', np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "344132ba",
   "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>ServiceArea</th>\n",
       "      <th>Handsets</th>\n",
       "      <th>HandsetModels</th>\n",
       "      <th>CurrentEquipmentDays</th>\n",
       "      <th>AgeHH1</th>\n",
       "      <th>AgeHH2</th>\n",
       "      <th>ChildrenInHH</th>\n",
       "      <th>HandsetRefurbished</th>\n",
       "      <th>HandsetWebCapable</th>\n",
       "      <th>TruckOwner</th>\n",
       "      <th>RVOwner</th>\n",
       "      <th>Homeownership</th>\n",
       "      <th>BuysViaMailOrder</th>\n",
       "      <th>RespondsToMailOffers</th>\n",
       "      <th>OptOutMailings</th>\n",
       "      <th>NonUSTravel</th>\n",
       "      <th>OwnsComputer</th>\n",
       "      <th>HasCreditCard</th>\n",
       "      <th>RetentionCalls</th>\n",
       "      <th>RetentionOffersAccepted</th>\n",
       "      <th>NewCellphoneUser</th>\n",
       "      <th>NotNewCellphoneUser</th>\n",
       "      <th>ReferralsMadeBySubscriber</th>\n",
       "      <th>IncomeGroup</th>\n",
       "      <th>OwnsMotorcycle</th>\n",
       "      <th>AdjustmentsToCreditRating</th>\n",
       "      <th>HandsetPrice</th>\n",
       "      <th>MadeCallToRetentionTeam</th>\n",
       "      <th>CreditRating</th>\n",
       "      <th>PrizmCode</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>MaritalStatus</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</td>\n",
       "      <td>30</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-112</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>APCFCH703</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>298</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44.83</td>\n",
       "      <td>172</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-12</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>LOULEX606</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>659</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42.63</td>\n",
       "      <td>838</td>\n",
       "      <td>50</td>\n",
       "      <td>0.74</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>28</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>OMAOMA402</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33.49</td>\n",
       "      <td>358</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-16</td>\n",
       "      <td>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</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NSHNSH615</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>52</td>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Town</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.94</td>\n",
       "      <td>1276</td>\n",
       "      <td>60</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-188</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>DALDAL214</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</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</td>\n",
       "      <td>40</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-9</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NCRGRE336</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>264</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>7-Lowest</td>\n",
       "      <td>Town</td>\n",
       "      <td>Professiol</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6376</th>\n",
       "      <td>66.17</td>\n",
       "      <td>559</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.6</td>\n",
       "      <td>548</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>INDIND317</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>504</td>\n",
       "      <td>60</td>\n",
       "      <td>54</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6377</th>\n",
       "      <td>99.61</td>\n",
       "      <td>1147</td>\n",
       "      <td>60</td>\n",
       "      <td>1.73</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>-414</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>SFRSCL408</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Known</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6378</th>\n",
       "      <td>103.63</td>\n",
       "      <td>891</td>\n",
       "      <td>65</td>\n",
       "      <td>0.74</td>\n",
       "      <td>125</td>\n",
       "      <td>0.2</td>\n",
       "      <td>298</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>HARNEW203</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>No</td>\n",
       "      <td>5-Low</td>\n",
       "      <td>Suburban</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6379</th>\n",
       "      <td>34.99</td>\n",
       "      <td>1071</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ATLATL678</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>782</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>2-High</td>\n",
       "      <td>Other</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6380 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     MonthlyRevenue MonthlyMinutes TotalRecurringCharge DirectorAssistedCalls  \\\n",
       "0             30.88            436                   30                  0.25   \n",
       "1             44.83            172                   45                     0   \n",
       "2             42.63            838                   50                  0.74   \n",
       "3             33.49            358                   50                     0   \n",
       "4             60.94           1276                   60                   4.7   \n",
       "...             ...            ...                  ...                   ...   \n",
       "6375          30.48            242                   40                   0.5   \n",
       "6376          66.17            559                   45                     0   \n",
       "6377          99.61           1147                   60                  1.73   \n",
       "6378         103.63            891                   65                  0.74   \n",
       "6379          34.99           1071                   45                     0   \n",
       "\n",
       "     OverageMinutes RoamingCalls PercChangeMinutes PercChangeRevenues  \\\n",
       "0                 1            0              -112                0.1   \n",
       "1                 0            0               -12              -15.5   \n",
       "2                 5            0                28               -2.6   \n",
       "3                 0            0               -16                  0   \n",
       "4                 0            0              -188                0.2   \n",
       "...             ...          ...               ...                ...   \n",
       "6375              0            0                -9                0.5   \n",
       "6376             80          0.6               548               59.3   \n",
       "6377            101            0              -414              -29.6   \n",
       "6378            125          0.2               298               75.7   \n",
       "6379              0            0               128                  0   \n",
       "\n",
       "      DroppedCalls  BlockedCalls  UnsweredCalls  CustomerCareCalls  \\\n",
       "0             11.0           0.3           20.0               11.3   \n",
       "1              0.3           0.3            3.7                0.0   \n",
       "2              4.7           6.3           62.0                7.3   \n",
       "3              1.0           4.0           10.0                0.0   \n",
       "4              5.7          19.7           49.7               22.0   \n",
       "...            ...           ...            ...                ...   \n",
       "6375           6.0           9.7           70.0                1.7   \n",
       "6376           3.0           1.3           20.0                0.0   \n",
       "6377          19.0           1.3           36.7                2.3   \n",
       "6378          12.0           1.3           64.0                1.7   \n",
       "6379           6.3           5.3           20.7                0.3   \n",
       "\n",
       "      ThreewayCalls  ReceivedCalls  OutboundCalls  InboundCalls  \\\n",
       "0               0.0          136.3           24.3           7.0   \n",
       "1               0.0           23.1            6.0           2.3   \n",
       "2               0.0          198.5           36.0          10.0   \n",
       "3               0.0          127.5           32.7          30.0   \n",
       "4               0.0          134.8          218.7           9.0   \n",
       "...             ...            ...            ...           ...   \n",
       "6375            0.3           12.8           27.7           0.7   \n",
       "6376            0.0           26.8            6.7           3.3   \n",
       "6377            0.0          211.4           80.0           2.7   \n",
       "6378            2.0           38.5           31.7           3.0   \n",
       "6379            0.0          373.9           40.3           2.7   \n",
       "\n",
       "      PeakCallsInOut  OffPeakCallsInOut  DroppedBlockedCalls  \\\n",
       "0              158.0               94.7                 11.3   \n",
       "1               31.3               21.3                  0.7   \n",
       "2              113.7              118.3                 11.0   \n",
       "3               90.7               95.7                  5.0   \n",
       "4              214.7              204.7                 25.3   \n",
       "...              ...                ...                  ...   \n",
       "6375            59.0               50.0                 15.7   \n",
       "6376            50.3               33.7                  4.3   \n",
       "6377           263.0              156.7                 20.3   \n",
       "6378           137.3               48.3                 13.3   \n",
       "6379            86.7              118.7                 11.7   \n",
       "\n",
       "      CallForwardingCalls  CallWaitingCalls  MonthsInService  UniqueSubs  \\\n",
       "0                     0.0               2.3               20           1   \n",
       "1                     0.0               0.0               22           1   \n",
       "2                     0.0               3.3                7           1   \n",
       "3                     0.0               0.7               22           4   \n",
       "4                     0.0               2.3               18           2   \n",
       "...                   ...               ...              ...         ...   \n",
       "6375                  0.0               0.0                9           1   \n",
       "6376                  0.0               0.0               17           2   \n",
       "6377                  0.0               8.0               14           1   \n",
       "6378                  0.0               2.3               13           2   \n",
       "6379                  0.0               1.0               26           1   \n",
       "\n",
       "      ActiveSubs ServiceArea  Handsets  HandsetModels  CurrentEquipmentDays  \\\n",
       "0              1   APCFCH703         4              1                   298   \n",
       "1              1   LOULEX606         2              1                   659   \n",
       "2              1   OMAOMA402         2              1                   182   \n",
       "3              4   NSHNSH615         2              2                    11   \n",
       "4              2   DALDAL214         2              2                   257   \n",
       "...          ...         ...       ...            ...                   ...   \n",
       "6375           1   NCRGRE336         1              1                   264   \n",
       "6376           2   INDIND317         1              1                   504   \n",
       "6377           1   SFRSCL408         3              3                    27   \n",
       "6378           2   HARNEW203         2              2                   131   \n",
       "6379           1   ATLATL678         1              1                   782   \n",
       "\n",
       "     AgeHH1 AgeHH2 ChildrenInHH HandsetRefurbished HandsetWebCapable  \\\n",
       "0        58     58           No                 No               Yes   \n",
       "1        28      0           No                 No               Yes   \n",
       "2         0      0           No                 No               Yes   \n",
       "3        52     50          Yes                 No               Yes   \n",
       "4         0      0           No                Yes               Yes   \n",
       "...     ...    ...          ...                ...               ...   \n",
       "6375     50     50          Yes                 No               Yes   \n",
       "6376     60     54           No                 No               Yes   \n",
       "6377      0      0           No                 No               Yes   \n",
       "6378      0      0           No                 No               Yes   \n",
       "6379      0      0           No                 No               Yes   \n",
       "\n",
       "     TruckOwner RVOwner Homeownership BuysViaMailOrder RespondsToMailOffers  \\\n",
       "0            No      No         Known              Yes                  Yes   \n",
       "1           Yes     Yes         Known               No                   No   \n",
       "2            No      No           NaN               No                   No   \n",
       "3            No      No         Known              Yes                  Yes   \n",
       "4            No      No           NaN               No                   No   \n",
       "...         ...     ...           ...              ...                  ...   \n",
       "6375         No      No         Known              Yes                  Yes   \n",
       "6376         No      No         Known               No                   No   \n",
       "6377         No      No         Known               No                   No   \n",
       "6378         No      No           NaN               No                   No   \n",
       "6379         No      No           NaN               No                   No   \n",
       "\n",
       "     OptOutMailings NonUSTravel OwnsComputer HasCreditCard  RetentionCalls  \\\n",
       "0                No          No           No           Yes               0   \n",
       "1                No          No           No           Yes               0   \n",
       "2                No          No           No            No               0   \n",
       "3                No          No          Yes           Yes               0   \n",
       "4                No          No           No            No               0   \n",
       "...             ...         ...          ...           ...             ...   \n",
       "6375             No          No          Yes           Yes               0   \n",
       "6376             No          No           No           Yes               0   \n",
       "6377             No          No           No           Yes               0   \n",
       "6378             No          No           No            No               0   \n",
       "6379             No          No           No            No               0   \n",
       "\n",
       "      RetentionOffersAccepted NewCellphoneUser NotNewCellphoneUser  \\\n",
       "0                           0               No                  No   \n",
       "1                           0               No                  No   \n",
       "2                           0               No                  No   \n",
       "3                           0               No                  No   \n",
       "4                           0              Yes                  No   \n",
       "...                       ...              ...                 ...   \n",
       "6375                        0               No                  No   \n",
       "6376                        0               No                  No   \n",
       "6377                        0              Yes                  No   \n",
       "6378                        0              Yes                  No   \n",
       "6379                        0               No                  No   \n",
       "\n",
       "      ReferralsMadeBySubscriber  IncomeGroup OwnsMotorcycle  \\\n",
       "0                             0            8             No   \n",
       "1                             0            7             No   \n",
       "2                             0            0             No   \n",
       "3                             0            8             No   \n",
       "4                             0            0             No   \n",
       "...                         ...          ...            ...   \n",
       "6375                          1            6             No   \n",
       "6376                          0            7             No   \n",
       "6377                          0            8             No   \n",
       "6378                          0            0             No   \n",
       "6379                          0            0             No   \n",
       "\n",
       "      AdjustmentsToCreditRating HandsetPrice MadeCallToRetentionTeam  \\\n",
       "0                             0          150                      No   \n",
       "1                             0           80                      No   \n",
       "2                             0          130                      No   \n",
       "3                             0          150                      No   \n",
       "4                             0           30                      No   \n",
       "...                         ...          ...                     ...   \n",
       "6375                          0          NaN                      No   \n",
       "6376                          0          NaN                      No   \n",
       "6377                          0          100                      No   \n",
       "6378                          0           10                      No   \n",
       "6379                          1          NaN                      No   \n",
       "\n",
       "     CreditRating PrizmCode  Occupation MaritalStatus Churn  \n",
       "0          2-High     Other       Other           Yes   Yes  \n",
       "1          2-High  Suburban       Other            No    No  \n",
       "2           5-Low  Suburban       Other           NaN    No  \n",
       "3          2-High      Town       Other           Yes    No  \n",
       "4           5-Low     Other       Other           NaN    No  \n",
       "...           ...       ...         ...           ...   ...  \n",
       "6375     7-Lowest      Town  Professiol           Yes    No  \n",
       "6376       2-High  Suburban       Other           Yes    No  \n",
       "6377        5-Low     Other       Other           NaN    No  \n",
       "6378        5-Low  Suburban       Other           NaN   Yes  \n",
       "6379       2-High     Other       Other           NaN    No  \n",
       "\n",
       "[6380 rows x 57 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "291a1a55",
   "metadata": {},
   "source": [
    "<a name=\"eda\"></a>\n",
    "# 5 Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb03c420",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6380 entries, 0 to 6379\n",
      "Data columns (total 57 columns):\n",
      " #   Column                     Non-Null Count  Dtype  \n",
      "---  ------                     --------------  -----  \n",
      " 0   MonthlyRevenue             6359 non-null   object \n",
      " 1   MonthlyMinutes             6359 non-null   object \n",
      " 2   TotalRecurringCharge       6359 non-null   object \n",
      " 3   DirectorAssistedCalls      6359 non-null   object \n",
      " 4   OverageMinutes             6359 non-null   object \n",
      " 5   RoamingCalls               6359 non-null   object \n",
      " 6   PercChangeMinutes          6338 non-null   object \n",
      " 7   PercChangeRevenues         6338 non-null   object \n",
      " 8   DroppedCalls               6380 non-null   float64\n",
      " 9   BlockedCalls               6380 non-null   float64\n",
      " 10  UnsweredCalls              6380 non-null   float64\n",
      " 11  CustomerCareCalls          6380 non-null   float64\n",
      " 12  ThreewayCalls              6380 non-null   float64\n",
      " 13  ReceivedCalls              6380 non-null   float64\n",
      " 14  OutboundCalls              6380 non-null   float64\n",
      " 15  InboundCalls               6380 non-null   float64\n",
      " 16  PeakCallsInOut             6380 non-null   float64\n",
      " 17  OffPeakCallsInOut          6380 non-null   float64\n",
      " 18  DroppedBlockedCalls        6380 non-null   float64\n",
      " 19  CallForwardingCalls        6380 non-null   float64\n",
      " 20  CallWaitingCalls           6380 non-null   float64\n",
      " 21  MonthsInService            6380 non-null   int64  \n",
      " 22  UniqueSubs                 6380 non-null   int64  \n",
      " 23  ActiveSubs                 6380 non-null   int64  \n",
      " 24  ServiceArea                6377 non-null   object \n",
      " 25  Handsets                   6380 non-null   int64  \n",
      " 26  HandsetModels              6380 non-null   int64  \n",
      " 27  CurrentEquipmentDays       6380 non-null   int64  \n",
      " 28  AgeHH1                     6270 non-null   object \n",
      " 29  AgeHH2                     6270 non-null   object \n",
      " 30  ChildrenInHH               6380 non-null   object \n",
      " 31  HandsetRefurbished         6380 non-null   object \n",
      " 32  HandsetWebCapable          6380 non-null   object \n",
      " 33  TruckOwner                 6380 non-null   object \n",
      " 34  RVOwner                    6380 non-null   object \n",
      " 35  Homeownership              4259 non-null   object \n",
      " 36  BuysViaMailOrder           6380 non-null   object \n",
      " 37  RespondsToMailOffers       6380 non-null   object \n",
      " 38  OptOutMailings             6380 non-null   object \n",
      " 39  NonUSTravel                6380 non-null   object \n",
      " 40  OwnsComputer               6380 non-null   object \n",
      " 41  HasCreditCard              6380 non-null   object \n",
      " 42  RetentionCalls             6380 non-null   int64  \n",
      " 43  RetentionOffersAccepted    6380 non-null   int64  \n",
      " 44  NewCellphoneUser           6380 non-null   object \n",
      " 45  NotNewCellphoneUser        6380 non-null   object \n",
      " 46  ReferralsMadeBySubscriber  6380 non-null   int64  \n",
      " 47  IncomeGroup                6380 non-null   int64  \n",
      " 48  OwnsMotorcycle             6380 non-null   object \n",
      " 49  AdjustmentsToCreditRating  6380 non-null   int64  \n",
      " 50  HandsetPrice               2781 non-null   object \n",
      " 51  MadeCallToRetentionTeam    6380 non-null   object \n",
      " 52  CreditRating               6380 non-null   object \n",
      " 53  PrizmCode                  6380 non-null   object \n",
      " 54  Occupation                 6380 non-null   object \n",
      " 55  MaritalStatus              3943 non-null   object \n",
      " 56  Churn                      6380 non-null   object \n",
      "dtypes: float64(13), int64(11), object(33)\n",
      "memory usage: 2.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# get data column info\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c46a5c9",
   "metadata": {},
   "source": [
    "## Type casting object columns to numerical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d464de75",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MonthlyRevenue'] = df['MonthlyRevenue'].astype(float)\n",
    "df['MonthlyMinutes'] = df['MonthlyMinutes'].astype(float)\n",
    "df['TotalRecurringCharge'] = df['TotalRecurringCharge'].astype(float)\n",
    "df['DirectorAssistedCalls'] = df['DirectorAssistedCalls'].astype(float)\n",
    "df['OverageMinutes'] = df['OverageMinutes'].astype(float)\n",
    "df['RoamingCalls'] = df['RoamingCalls'].astype(float)\n",
    "df['PercChangeMinutes'] = df['PercChangeMinutes'].astype(float)\n",
    "df['PercChangeRevenues'] = df['PercChangeRevenues'].astype(float)\n",
    "df['AgeHH1'] = df['AgeHH1'].astype(float)\n",
    "df['AgeHH2'] = df['AgeHH2'].astype(float)\n",
    "df['HandsetPrice'] = df['HandsetPrice'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "41839a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6380 entries, 0 to 6379\n",
      "Data columns (total 57 columns):\n",
      " #   Column                     Non-Null Count  Dtype  \n",
      "---  ------                     --------------  -----  \n",
      " 0   MonthlyRevenue             6359 non-null   float64\n",
      " 1   MonthlyMinutes             6359 non-null   float64\n",
      " 2   TotalRecurringCharge       6359 non-null   float64\n",
      " 3   DirectorAssistedCalls      6359 non-null   float64\n",
      " 4   OverageMinutes             6359 non-null   float64\n",
      " 5   RoamingCalls               6359 non-null   float64\n",
      " 6   PercChangeMinutes          6338 non-null   float64\n",
      " 7   PercChangeRevenues         6338 non-null   float64\n",
      " 8   DroppedCalls               6380 non-null   float64\n",
      " 9   BlockedCalls               6380 non-null   float64\n",
      " 10  UnsweredCalls              6380 non-null   float64\n",
      " 11  CustomerCareCalls          6380 non-null   float64\n",
      " 12  ThreewayCalls              6380 non-null   float64\n",
      " 13  ReceivedCalls              6380 non-null   float64\n",
      " 14  OutboundCalls              6380 non-null   float64\n",
      " 15  InboundCalls               6380 non-null   float64\n",
      " 16  PeakCallsInOut             6380 non-null   float64\n",
      " 17  OffPeakCallsInOut          6380 non-null   float64\n",
      " 18  DroppedBlockedCalls        6380 non-null   float64\n",
      " 19  CallForwardingCalls        6380 non-null   float64\n",
      " 20  CallWaitingCalls           6380 non-null   float64\n",
      " 21  MonthsInService            6380 non-null   int64  \n",
      " 22  UniqueSubs                 6380 non-null   int64  \n",
      " 23  ActiveSubs                 6380 non-null   int64  \n",
      " 24  ServiceArea                6377 non-null   object \n",
      " 25  Handsets                   6380 non-null   int64  \n",
      " 26  HandsetModels              6380 non-null   int64  \n",
      " 27  CurrentEquipmentDays       6380 non-null   int64  \n",
      " 28  AgeHH1                     6270 non-null   float64\n",
      " 29  AgeHH2                     6270 non-null   float64\n",
      " 30  ChildrenInHH               6380 non-null   object \n",
      " 31  HandsetRefurbished         6380 non-null   object \n",
      " 32  HandsetWebCapable          6380 non-null   object \n",
      " 33  TruckOwner                 6380 non-null   object \n",
      " 34  RVOwner                    6380 non-null   object \n",
      " 35  Homeownership              4259 non-null   object \n",
      " 36  BuysViaMailOrder           6380 non-null   object \n",
      " 37  RespondsToMailOffers       6380 non-null   object \n",
      " 38  OptOutMailings             6380 non-null   object \n",
      " 39  NonUSTravel                6380 non-null   object \n",
      " 40  OwnsComputer               6380 non-null   object \n",
      " 41  HasCreditCard              6380 non-null   object \n",
      " 42  RetentionCalls             6380 non-null   int64  \n",
      " 43  RetentionOffersAccepted    6380 non-null   int64  \n",
      " 44  NewCellphoneUser           6380 non-null   object \n",
      " 45  NotNewCellphoneUser        6380 non-null   object \n",
      " 46  ReferralsMadeBySubscriber  6380 non-null   int64  \n",
      " 47  IncomeGroup                6380 non-null   int64  \n",
      " 48  OwnsMotorcycle             6380 non-null   object \n",
      " 49  AdjustmentsToCreditRating  6380 non-null   int64  \n",
      " 50  HandsetPrice               2781 non-null   float64\n",
      " 51  MadeCallToRetentionTeam    6380 non-null   object \n",
      " 52  CreditRating               6380 non-null   object \n",
      " 53  PrizmCode                  6380 non-null   object \n",
      " 54  Occupation                 6380 non-null   object \n",
      " 55  MaritalStatus              3943 non-null   object \n",
      " 56  Churn                      6380 non-null   object \n",
      "dtypes: float64(24), int64(11), object(22)\n",
      "memory usage: 2.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# get data column info\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e2fe833c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def overview(df, message):\n",
    "    print(f'{message}:\\n')\n",
    "    print(\"Number of rows:\", df.shape[0])\n",
    "    print(\"\\nNumber of features:\", df.shape[1])\n",
    "    print(\"\\nFeatures:\")\n",
    "    print(df.columns.tolist())\n",
    "    print(\"\\nNumber of missing values:\", df.isnull().sum().values.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c93ad5c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overview of the whole dataset:\n",
      "\n",
      "Number of rows: 6380\n",
      "\n",
      "Number of features: 57\n",
      "\n",
      "Features:\n",
      "['MonthlyRevenue', 'MonthlyMinutes', 'TotalRecurringCharge', 'DirectorAssistedCalls', 'OverageMinutes', 'RoamingCalls', 'PercChangeMinutes', 'PercChangeRevenues', 'DroppedCalls', 'BlockedCalls', 'UnsweredCalls', 'CustomerCareCalls', 'ThreewayCalls', 'ReceivedCalls', 'OutboundCalls', 'InboundCalls', 'PeakCallsInOut', 'OffPeakCallsInOut', 'DroppedBlockedCalls', 'CallForwardingCalls', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'ActiveSubs', 'ServiceArea', 'Handsets', 'HandsetModels', 'CurrentEquipmentDays', 'AgeHH1', 'AgeHH2', 'ChildrenInHH', 'HandsetRefurbished', 'HandsetWebCapable', 'TruckOwner', 'RVOwner', 'Homeownership', 'BuysViaMailOrder', 'RespondsToMailOffers', 'OptOutMailings', 'NonUSTravel', 'OwnsComputer', 'HasCreditCard', 'RetentionCalls', 'RetentionOffersAccepted', 'NewCellphoneUser', 'NotNewCellphoneUser', 'ReferralsMadeBySubscriber', 'IncomeGroup', 'OwnsMotorcycle', 'AdjustmentsToCreditRating', 'HandsetPrice', 'MadeCallToRetentionTeam', 'CreditRating', 'PrizmCode', 'Occupation', 'MaritalStatus', 'Churn']\n",
      "\n",
      "Number of missing values: 8590\n"
     ]
    }
   ],
   "source": [
    "overview(df, 'Overview of the whole dataset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f7580aa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def null_values(df, rate=0):\n",
    "    \"\"\"show null values with percentage\"\"\"\n",
    "    x = pd.concat([df.isnull().sum(), 100 * df.isnull().sum()/df.shape[0]],axis=1).rename(columns={0:'Number of missing records', 1:'Percentage (%)'})\n",
    "    return x[x['Percentage (%)']>rate].sort_values('Percentage (%)', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4d48ac38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number of missing records</th>\n",
       "      <th>Percentage (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HandsetPrice</th>\n",
       "      <td>3599</td>\n",
       "      <td>56.410658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>2437</td>\n",
       "      <td>38.197492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Homeownership</th>\n",
       "      <td>2121</td>\n",
       "      <td>33.244514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeHH1</th>\n",
       "      <td>110</td>\n",
       "      <td>1.724138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeHH2</th>\n",
       "      <td>110</td>\n",
       "      <td>1.724138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercChangeMinutes</th>\n",
       "      <td>42</td>\n",
       "      <td>0.658307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercChangeRevenues</th>\n",
       "      <td>42</td>\n",
       "      <td>0.658307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyRevenue</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyMinutes</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalRecurringCharge</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DirectorAssistedCalls</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverageMinutes</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoamingCalls</th>\n",
       "      <td>21</td>\n",
       "      <td>0.329154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ServiceArea</th>\n",
       "      <td>3</td>\n",
       "      <td>0.047022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Number of missing records  Percentage (%)\n",
       "HandsetPrice                                3599       56.410658\n",
       "MaritalStatus                               2437       38.197492\n",
       "Homeownership                               2121       33.244514\n",
       "AgeHH1                                       110        1.724138\n",
       "AgeHH2                                       110        1.724138\n",
       "PercChangeMinutes                             42        0.658307\n",
       "PercChangeRevenues                            42        0.658307\n",
       "MonthlyRevenue                                21        0.329154\n",
       "MonthlyMinutes                                21        0.329154\n",
       "TotalRecurringCharge                          21        0.329154\n",
       "DirectorAssistedCalls                         21        0.329154\n",
       "OverageMinutes                                21        0.329154\n",
       "RoamingCalls                                  21        0.329154\n",
       "ServiceArea                                    3        0.047022"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_values(df, rate=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b3de14f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def summary(df, pred=None):\n",
    "    obs = df.shape[0]\n",
    "    Types = df.dtypes\n",
    "    Counts = df.apply(lambda x: x.count())\n",
    "    Min = df.min()\n",
    "    Max = df.max()\n",
    "    Median = df.quantile(0.5)\n",
    "    Mean = df.mean()\n",
    "    Mode = df.mode().loc[0]\n",
    "    Uniques = df.apply(lambda x: x.unique().shape[0])\n",
    "    Nulls = df.apply(lambda x: x.isnull().sum())\n",
    "    print('Data shape:', df.shape)\n",
    "\n",
    "    if pred is None:\n",
    "        cols = ['Types', 'Counts', 'Uniques', 'Nulls', 'Min', 'Max', 'Mean', 'Median','Mode']\n",
    "        str = pd.concat([Types, Counts, Uniques, Nulls, Min, Max, Mean, Median, Mode], axis = 1, sort=True)\n",
    "\n",
    "    str.columns = cols\n",
    "    print('___________________________\\nData Types:')\n",
    "    print(str.Types.value_counts())\n",
    "    print('___________________________')\n",
    "    return str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "12c86c27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape: (6380, 57)\n",
      "___________________________\n",
      "Data Types:\n",
      "float64    24\n",
      "object     22\n",
      "int64      11\n",
      "Name: Types, dtype: int64\n",
      "___________________________\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Types</th>\n",
       "      <th>Counts</th>\n",
       "      <th>Uniques</th>\n",
       "      <th>Nulls</th>\n",
       "      <th>Min</th>\n",
       "      <th>Max</th>\n",
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       "      <th>Mode</th>\n",
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       "      <td>98.0</td>\n",
       "      <td>31.128230</td>\n",
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       "    <tr>\n",
       "      <th>AgeHH2</th>\n",
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       "      <td>6270</td>\n",
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       "      <td>110</td>\n",
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       "      <td>98.0</td>\n",
       "      <td>21.175120</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>144.7</td>\n",
       "      <td>4.068072</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>No</td>\n",
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       "      <th>CallForwardingCalls</th>\n",
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       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>0.023934</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>CallWaitingCalls</th>\n",
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       "      <td>6380</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>1.950862</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChildrenInHH</th>\n",
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       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>Churn</th>\n",
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       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>CreditRating</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1-Highest</td>\n",
       "      <td>7-Lowest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CurrentEquipmentDays</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>1091</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>1695</td>\n",
       "      <td>382.086207</td>\n",
       "      <td>329.00</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerCareCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>1.806583</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>DirectorAssistedCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>86</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>159.39</td>\n",
       "      <td>0.973702</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DroppedBlockedCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>187.3</td>\n",
       "      <td>10.305658</td>\n",
       "      <td>5.70</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>DroppedCalls</th>\n",
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       "      <td>6380</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>166.3</td>\n",
       "      <td>6.176693</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetModels</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>1.560031</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetPrice</th>\n",
       "      <td>float64</td>\n",
       "      <td>2781</td>\n",
       "      <td>16</td>\n",
       "      <td>3599</td>\n",
       "      <td>10.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>83.531104</td>\n",
       "      <td>60.00</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetRefurbished</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetWebCapable</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Handsets</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>1.807680</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>HasCreditCard</th>\n",
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       "      <td>Yes</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Homeownership</th>\n",
       "      <td>object</td>\n",
       "      <td>4259</td>\n",
       "      <td>2</td>\n",
       "      <td>2121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Known</td>\n",
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       "    <tr>\n",
       "      <th>InboundCalls</th>\n",
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       "      <td>6380</td>\n",
       "      <td>257</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>344.7</td>\n",
       "      <td>8.204734</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>IncomeGroup</th>\n",
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       "      <td>6380</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4.319592</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MadeCallToRetentionTeam</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>object</td>\n",
       "      <td>3943</td>\n",
       "      <td>3</td>\n",
       "      <td>2437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyMinutes</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>1619</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7359.0</td>\n",
       "      <td>531.206794</td>\n",
       "      <td>366.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyRevenue</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>4066</td>\n",
       "      <td>21</td>\n",
       "      <td>-6.17</td>\n",
       "      <td>776.27</td>\n",
       "      <td>59.130495</td>\n",
       "      <td>48.56</td>\n",
       "      <td>29.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthsInService</th>\n",
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       "      <td>6380</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>59</td>\n",
       "      <td>18.880721</td>\n",
       "      <td>16.00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NewCellphoneUser</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NonUSTravel</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotNewCellphoneUser</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occupation</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Clerical</td>\n",
       "      <td>Student</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OffPeakCallsInOut</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>937</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1399.3</td>\n",
       "      <td>68.777335</td>\n",
       "      <td>36.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OptOutMailings</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OutboundCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>463</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>540.7</td>\n",
       "      <td>25.636787</td>\n",
       "      <td>13.70</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverageMinutes</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>377</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2278.0</td>\n",
       "      <td>40.096556</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OwnsComputer</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OwnsMotorcycle</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PeakCallsInOut</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>1040</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1591.0</td>\n",
       "      <td>91.013276</td>\n",
       "      <td>62.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercChangeMinutes</th>\n",
       "      <td>float64</td>\n",
       "      <td>6338</td>\n",
       "      <td>1160</td>\n",
       "      <td>42</td>\n",
       "      <td>-2458.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>-9.410066</td>\n",
       "      <td>-4.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercChangeRevenues</th>\n",
       "      <td>float64</td>\n",
       "      <td>6338</td>\n",
       "      <td>1329</td>\n",
       "      <td>42</td>\n",
       "      <td>-552.4</td>\n",
       "      <td>741.1</td>\n",
       "      <td>-0.923541</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PrizmCode</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Town</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RVOwner</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ReceivedCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>2594</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2692.4</td>\n",
       "      <td>115.784545</td>\n",
       "      <td>52.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ReferralsMadeBySubscriber</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.052665</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RespondsToMailOffers</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RetentionCalls</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.036364</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RetentionOffersAccepted</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.017555</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoamingCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>230</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.6</td>\n",
       "      <td>1.154804</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ServiceArea</th>\n",
       "      <td>object</td>\n",
       "      <td>6377</td>\n",
       "      <td>520</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NYCBRO917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ThreewayCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.305000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalRecurringCharge</th>\n",
       "      <td>float64</td>\n",
       "      <td>6359</td>\n",
       "      <td>153</td>\n",
       "      <td>21</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>47.092625</td>\n",
       "      <td>45.00</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TruckOwner</th>\n",
       "      <td>object</td>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UniqueSubs</th>\n",
       "      <td>int64</td>\n",
       "      <td>6380</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>1.502821</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnsweredCalls</th>\n",
       "      <td>float64</td>\n",
       "      <td>6380</td>\n",
       "      <td>509</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>663.3</td>\n",
       "      <td>28.705878</td>\n",
       "      <td>16.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Types  Counts  Uniques  Nulls        Min  \\\n",
       "ActiveSubs                   int64    6380        8      0          0   \n",
       "AdjustmentsToCreditRating    int64    6380        8      0          0   \n",
       "AgeHH1                     float64    6270       41    110        0.0   \n",
       "AgeHH2                     float64    6270       43    110        0.0   \n",
       "BlockedCalls               float64    6380      179      0        0.0   \n",
       "BuysViaMailOrder            object    6380        2      0         No   \n",
       "CallForwardingCalls        float64    6380       10      0        0.0   \n",
       "CallWaitingCalls           float64    6380      116      0        0.0   \n",
       "ChildrenInHH                object    6380        2      0         No   \n",
       "Churn                       object    6380        2      0         No   \n",
       "CreditRating                object    6380        7      0  1-Highest   \n",
       "CurrentEquipmentDays         int64    6380     1091      0         -3   \n",
       "CustomerCareCalls          float64    6380      105      0        0.0   \n",
       "DirectorAssistedCalls      float64    6359       86     21        0.0   \n",
       "DroppedBlockedCalls        float64    6380      249      0        0.0   \n",
       "DroppedCalls               float64    6380      182      0        0.0   \n",
       "HandsetModels                int64    6380       10      0          1   \n",
       "HandsetPrice               float64    2781       16   3599       10.0   \n",
       "HandsetRefurbished          object    6380        2      0         No   \n",
       "HandsetWebCapable           object    6380        2      0         No   \n",
       "Handsets                     int64    6380       15      0          1   \n",
       "HasCreditCard               object    6380        2      0         No   \n",
       "Homeownership               object    4259        2   2121        NaN   \n",
       "InboundCalls               float64    6380      257      0        0.0   \n",
       "IncomeGroup                  int64    6380       10      0          0   \n",
       "MadeCallToRetentionTeam     object    6380        2      0         No   \n",
       "MaritalStatus               object    3943        3   2437        NaN   \n",
       "MonthlyMinutes             float64    6359     1619     21        0.0   \n",
       "MonthlyRevenue             float64    6359     4066     21      -6.17   \n",
       "MonthsInService              int64    6380       54      0          6   \n",
       "NewCellphoneUser            object    6380        2      0         No   \n",
       "NonUSTravel                 object    6380        2      0         No   \n",
       "NotNewCellphoneUser         object    6380        2      0         No   \n",
       "Occupation                  object    6380        8      0   Clerical   \n",
       "OffPeakCallsInOut          float64    6380      937      0        0.0   \n",
       "OptOutMailings              object    6380        2      0         No   \n",
       "OutboundCalls              float64    6380      463      0        0.0   \n",
       "OverageMinutes             float64    6359      377     21        0.0   \n",
       "OwnsComputer                object    6380        2      0         No   \n",
       "OwnsMotorcycle              object    6380        2      0         No   \n",
       "PeakCallsInOut             float64    6380     1040      0        0.0   \n",
       "PercChangeMinutes          float64    6338     1160     42    -2458.0   \n",
       "PercChangeRevenues         float64    6338     1329     42     -552.4   \n",
       "PrizmCode                   object    6380        4      0      Other   \n",
       "RVOwner                     object    6380        2      0         No   \n",
       "ReceivedCalls              float64    6380     2594      0        0.0   \n",
       "ReferralsMadeBySubscriber    int64    6380        6      0          0   \n",
       "RespondsToMailOffers        object    6380        2      0         No   \n",
       "RetentionCalls               int64    6380        4      0          0   \n",
       "RetentionOffersAccepted      int64    6380        4      0          0   \n",
       "RoamingCalls               float64    6359      230     21        0.0   \n",
       "ServiceArea                 object    6377      520      3        NaN   \n",
       "ThreewayCalls              float64    6380       39      0        0.0   \n",
       "TotalRecurringCharge       float64    6359      153     21       -6.0   \n",
       "TruckOwner                  object    6380        2      0         No   \n",
       "UniqueSubs                   int64    6380        8      0          1   \n",
       "UnsweredCalls              float64    6380      509      0        0.0   \n",
       "\n",
       "                                Max        Mean  Median       Mode  \n",
       "ActiveSubs                        9    1.346082    1.00          1  \n",
       "AdjustmentsToCreditRating         9    0.055956    0.00          0  \n",
       "AgeHH1                         98.0   31.128230   36.00        0.0  \n",
       "AgeHH2                         98.0   21.175120    0.00        0.0  \n",
       "BlockedCalls                  144.7    4.068072    1.00        0.0  \n",
       "BuysViaMailOrder                Yes         NaN     NaN         No  \n",
       "CallForwardingCalls            81.3    0.023934    0.00        0.0  \n",
       "CallWaitingCalls              182.0    1.950862    0.30        0.0  \n",
       "ChildrenInHH                    Yes         NaN     NaN         No  \n",
       "Churn                           Yes         NaN     NaN         No  \n",
       "CreditRating               7-Lowest         NaN     NaN     2-High  \n",
       "CurrentEquipmentDays           1695  382.086207  329.00        291  \n",
       "CustomerCareCalls              85.7    1.806583    0.00        0.0  \n",
       "DirectorAssistedCalls        159.39    0.973702    0.25        0.0  \n",
       "DroppedBlockedCalls           187.3   10.305658    5.70        0.0  \n",
       "DroppedCalls                  166.3    6.176693    3.00        0.0  \n",
       "HandsetModels                    10    1.560031    1.00          1  \n",
       "HandsetPrice                  500.0   83.531104   60.00       30.0  \n",
       "HandsetRefurbished              Yes         NaN     NaN         No  \n",
       "HandsetWebCapable               Yes         NaN     NaN        Yes  \n",
       "Handsets                         19    1.807680    1.00          1  \n",
       "HasCreditCard                   Yes         NaN     NaN        Yes  \n",
       "Homeownership                   NaN         NaN     NaN      Known  \n",
       "InboundCalls                  344.7    8.204734    2.30        0.0  \n",
       "IncomeGroup                       9    4.319592    5.00          0  \n",
       "MadeCallToRetentionTeam         Yes         NaN     NaN         No  \n",
       "MaritalStatus                   NaN         NaN     NaN        Yes  \n",
       "MonthlyMinutes               7359.0  531.206794  366.00        0.0  \n",
       "MonthlyRevenue               776.27   59.130495   48.56      29.99  \n",
       "MonthsInService                  59   18.880721   16.00         11  \n",
       "NewCellphoneUser                Yes         NaN     NaN         No  \n",
       "NonUSTravel                     Yes         NaN     NaN         No  \n",
       "NotNewCellphoneUser             Yes         NaN     NaN         No  \n",
       "Occupation                  Student         NaN     NaN      Other  \n",
       "OffPeakCallsInOut            1399.3   68.777335   36.30        0.0  \n",
       "OptOutMailings                  Yes         NaN     NaN         No  \n",
       "OutboundCalls                 540.7   25.636787   13.70        0.0  \n",
       "OverageMinutes               2278.0   40.096556    2.00        0.0  \n",
       "OwnsComputer                    Yes         NaN     NaN         No  \n",
       "OwnsMotorcycle                  Yes         NaN     NaN         No  \n",
       "PeakCallsInOut               1591.0   91.013276   62.30        0.0  \n",
       "PercChangeMinutes            2398.0   -9.410066   -4.00        0.0  \n",
       "PercChangeRevenues            741.1   -0.923541   -0.30        0.0  \n",
       "PrizmCode                      Town         NaN     NaN      Other  \n",
       "RVOwner                         Yes         NaN     NaN         No  \n",
       "ReceivedCalls                2692.4  115.784545   52.30        0.0  \n",
       "ReferralsMadeBySubscriber         7    0.052665    0.00          0  \n",
       "RespondsToMailOffers            Yes         NaN     NaN         No  \n",
       "RetentionCalls                    4    0.036364    0.00          0  \n",
       "RetentionOffersAccepted           3    0.017555    0.00          0  \n",
       "RoamingCalls                  144.6    1.154804    0.00        0.0  \n",
       "ServiceArea                     NaN         NaN     NaN  NYCBRO917  \n",
       "ThreewayCalls                  43.0    0.305000    0.00        0.0  \n",
       "TotalRecurringCharge          400.0   47.092625   45.00       30.0  \n",
       "TruckOwner                      Yes         NaN     NaN         No  \n",
       "UniqueSubs                       10    1.502821    1.00          1  \n",
       "UnsweredCalls                 663.3   28.705878   16.30        0.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcaf5b73",
   "metadata": {},
   "source": [
    "## Customer churn in data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "291b0a4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Customer churn in data')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the proportion of churn vs not churn as pie chart\n",
    "def fmt(x):\n",
    "    return '{:.2f}%\\n({:.0f})'.format(x, total*x/100)\n",
    "\n",
    "values = df[\"Churn\"]\n",
    "v_counts = values.value_counts()\n",
    "total = len(values)\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.pie(v_counts, labels=v_counts.index, autopct=fmt, shadow=True)\n",
    "plt.title(\"Customer churn in data\",size=20.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1aa9bfa4",
   "metadata": {},
   "source": [
    "<a name=\"pre\"></a>\n",
    "# 6 Data Pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bba0a5d5",
   "metadata": {},
   "source": [
    "## Encoding of Churn column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "340ebbd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# encode Churn column as 1/0 binary numerical column\n",
    "df_use = pd.DataFrame()\n",
    "df_use[\"Churn\"] = df.Churn\n",
    "df = df.drop(['Churn'], axis=1)\n",
    "df_use[\"Churn\"] = df_use[\"Churn\"].map({'Yes': 1, 'No': 0})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2991a80",
   "metadata": {},
   "source": [
    "## Frequency Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a6eed73d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get categorical comumns and numerical columns\n",
    "cat_cols = [col for col in df.columns if df[col].dtype=='object']\n",
    "num_cols = [col for col in df.columns if df[col].dtype!='object']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "75d8b954",
   "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>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ServiceArea</th>\n",
       "      <td>6377</td>\n",
       "      <td>519</td>\n",
       "      <td>NYCBRO917</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ChildrenInHH</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>4856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetRefurbished</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HandsetWebCapable</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TruckOwner</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RVOwner</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Homeownership</th>\n",
       "      <td>4259</td>\n",
       "      <td>1</td>\n",
       "      <td>Known</td>\n",
       "      <td>4259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BuysViaMailOrder</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>4098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RespondsToMailOffers</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>3990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OptOutMailings</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>6283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NonUSTravel</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>6025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OwnsComputer</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasCreditCard</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NewCellphoneUser</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NotNewCellphoneUser</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>5506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OwnsMotorcycle</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>6292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MadeCallToRetentionTeam</th>\n",
       "      <td>6380</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>6162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CreditRating</th>\n",
       "      <td>6380</td>\n",
       "      <td>7</td>\n",
       "      <td>2-High</td>\n",
       "      <td>2309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PrizmCode</th>\n",
       "      <td>6380</td>\n",
       "      <td>4</td>\n",
       "      <td>Other</td>\n",
       "      <td>3083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occupation</th>\n",
       "      <td>6380</td>\n",
       "      <td>8</td>\n",
       "      <td>Other</td>\n",
       "      <td>4750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>3943</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        count unique        top  freq\n",
       "ServiceArea              6377    519  NYCBRO917   204\n",
       "ChildrenInHH             6380      2         No  4856\n",
       "HandsetRefurbished       6380      2         No  5514\n",
       "HandsetWebCapable        6380      2        Yes  5742\n",
       "TruckOwner               6380      2         No  5181\n",
       "RVOwner                  6380      2         No  5854\n",
       "Homeownership            4259      1      Known  4259\n",
       "BuysViaMailOrder         6380      2         No  4098\n",
       "RespondsToMailOffers     6380      2         No  3990\n",
       "OptOutMailings           6380      2         No  6283\n",
       "NonUSTravel              6380      2         No  6025\n",
       "OwnsComputer             6380      2         No  5203\n",
       "HasCreditCard            6380      2        Yes  4294\n",
       "NewCellphoneUser         6380      2         No  5112\n",
       "NotNewCellphoneUser      6380      2         No  5506\n",
       "OwnsMotorcycle           6380      2         No  6292\n",
       "MadeCallToRetentionTeam  6380      2         No  6162\n",
       "CreditRating             6380      7     2-High  2309\n",
       "PrizmCode                6380      4      Other  3083\n",
       "Occupation               6380      8      Other  4750\n",
       "MaritalStatus            3943      2        Yes  2367"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[cat_cols].describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9f377742",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Frequency Encoding\n",
    "def frequency_encoder(cat_cols, df):\n",
    "  for col in cat_cols:\n",
    "    if col in df.columns:\n",
    "      df = df.join(df[col].map(df[col].value_counts(normalize=True)).to_frame().add_suffix('_frequency'))\n",
    "  return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "da538b4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use frequency encoder to encode categorical columns\n",
    "df = frequency_encoder(cat_cols, df)\n",
    "# drop the original categorical columns\n",
    "df = df.drop(cat_cols, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "959cde55",
   "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",
       "    </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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>298</td>\n",
       "      <td>58.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</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",
       "    </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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>659</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>80.0</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",
       "    </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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>130.0</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>NaN</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>NaN</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</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>52.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</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",
       "    </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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>257</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0</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>NaN</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>NaN</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",
       "    </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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>264</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</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",
       "    </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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>504</td>\n",
       "      <td>60.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</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",
       "    </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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</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>NaN</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</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.0</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>NaN</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>NaN</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</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>782</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</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>NaN</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>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6380 rows × 56 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           1   \n",
       "1                     0.0               0.0               22           1   \n",
       "2                     0.0               3.3                7           1   \n",
       "3                     0.0               0.7               22           4   \n",
       "4                     0.0               2.3               18           2   \n",
       "...                   ...               ...              ...         ...   \n",
       "6375                  0.0               0.0                9           1   \n",
       "6376                  0.0               0.0               17           2   \n",
       "6377                  0.0               8.0               14           1   \n",
       "6378                  0.0               2.3               13           2   \n",
       "6379                  0.0               1.0               26           1   \n",
       "\n",
       "      ActiveSubs  Handsets  HandsetModels  CurrentEquipmentDays  AgeHH1  \\\n",
       "0              1         4              1                   298    58.0   \n",
       "1              1         2              1                   659    28.0   \n",
       "2              1         2              1                   182     0.0   \n",
       "3              4         2              2                    11    52.0   \n",
       "4              2         2              2                   257     0.0   \n",
       "...          ...       ...            ...                   ...     ...   \n",
       "6375           1         1              1                   264    50.0   \n",
       "6376           2         1              1                   504    60.0   \n",
       "6377           1         3              3                    27     0.0   \n",
       "6378           2         2              2                   131     0.0   \n",
       "6379           1         1              1                   782     0.0   \n",
       "\n",
       "      AgeHH2  RetentionCalls  RetentionOffersAccepted  \\\n",
       "0       58.0               0                        0   \n",
       "1        0.0               0                        0   \n",
       "2        0.0               0                        0   \n",
       "3       50.0               0                        0   \n",
       "4        0.0               0                        0   \n",
       "...      ...             ...                      ...   \n",
       "6375    50.0               0                        0   \n",
       "6376    54.0               0                        0   \n",
       "6377     0.0               0                        0   \n",
       "6378     0.0               0                        0   \n",
       "6379     0.0               0                        0   \n",
       "\n",
       "      ReferralsMadeBySubscriber  IncomeGroup  AdjustmentsToCreditRating  \\\n",
       "0                             0            8                          0   \n",
       "1                             0            7                          0   \n",
       "2                             0            0                          0   \n",
       "3                             0            8                          0   \n",
       "4                             0            0                          0   \n",
       "...                         ...          ...                        ...   \n",
       "6375                          1            6                          0   \n",
       "6376                          0            7                          0   \n",
       "6377                          0            8                          0   \n",
       "6378                          0            0                          0   \n",
       "6379                          0            0                          1   \n",
       "\n",
       "      HandsetPrice  ServiceArea_frequency  ChildrenInHH_frequency  \\\n",
       "0            150.0               0.018190                0.761129   \n",
       "1             80.0               0.001411                0.761129   \n",
       "2            130.0               0.004548                0.761129   \n",
       "3            150.0               0.007370                0.238871   \n",
       "4             30.0               0.029951                0.761129   \n",
       "...            ...                    ...                     ...   \n",
       "6375           NaN               0.002195                0.238871   \n",
       "6376           NaN               0.009409                0.761129   \n",
       "6377         100.0               0.010663                0.761129   \n",
       "6378          10.0               0.003293                0.761129   \n",
       "6379           NaN               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                      NaN   \n",
       "3                 0.812069           0.917555                      1.0   \n",
       "4                 0.812069           0.917555                      NaN   \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                      NaN   \n",
       "6379              0.812069           0.917555                      NaN   \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                      NaN  \n",
       "3                0.150313              0.744514                 0.600304  \n",
       "4                0.483229              0.744514                      NaN  \n",
       "...                   ...                   ...                      ...  \n",
       "6375             0.150313              0.166301                 0.600304  \n",
       "6376             0.322257              0.744514                 0.600304  \n",
       "6377             0.483229              0.744514                      NaN  \n",
       "6378             0.322257              0.744514                      NaN  \n",
       "6379             0.483229              0.744514                      NaN  \n",
       "\n",
       "[6380 rows x 56 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1eff8371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6380, 56)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88bc6786",
   "metadata": {},
   "source": [
    "## Multivariate Imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7a9be03a",
   "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>Number of missing records</th>\n",
       "      <th>Percentage (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Number of missing records, Percentage (%)]\n",
       "Index: []"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use multivariate imputation, the initial strategy is median\n",
    "from sklearn.experimental import enable_iterative_imputer\n",
    "from sklearn.impute import IterativeImputer\n",
    "\n",
    "idf = df.copy()\n",
    "\n",
    "imp_median = IterativeImputer(missing_values=np.nan, initial_strategy='median', random_state=42)\n",
    "df_imputed_bayesian = pd.DataFrame(imp_median.fit_transform(idf), index=idf.index, columns=idf.columns)\n",
    "# to check if the imputation works, if it works, the null_values() should return an empty dataframe\n",
    "null_values(df_imputed_bayesian)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0588ea1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get a copy of the imputed data\n",
    "df = df_imputed_bayesian.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5a372d66",
   "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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6380 rows × 56 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",
       "[6380 rows x 56 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df33e2e6",
   "metadata": {},
   "source": [
    "<a name=\"eval_DT_no_FS\"></a>\n",
    "# 7 Evaluation of the Decision Trees models (without feature selection)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20474ba3",
   "metadata": {},
   "source": [
    "## Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "16978b97",
   "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": 29,
   "id": "8a982117",
   "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 = list(df.columns)\n",
    "X = df\n",
    "target = df_use[\"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, \n",
    "                                                    test_size = .25, random_state = 111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a231c04b",
   "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": 31,
   "id": "5f3594d4",
   "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      0.88      0.81      1160\n",
      "           1       0.41      0.22      0.29       435\n",
      "\n",
      "    accuracy                           0.70      1595\n",
      "   macro avg       0.58      0.55      0.55      1595\n",
      "weighted avg       0.66      0.70      0.67      1595\n",
      "\n",
      "Accuracy Score: 0.7009404388714734\n"
     ]
    },
    {
     "data": {
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       "<text text-anchor=\"middle\" x=\"5826.5\" y=\"-1123.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 295.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5826.5\" y=\"-1108.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5826.5\" y=\"-1093.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4785</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5826.5\" y=\"-1078.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3409, 1376]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5826.5\" 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=\"4127.5\" 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=\"4127.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-989.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
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       "<!-- 0&#45;&gt;162 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M5938.82,-1089.29C6249.59,-1069.35 7121.89,-1013.36 7486.31,-989.974\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7486.66,-993.459 7496.41,-989.325 7486.21,-986.473 7486.66,-993.459\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7479.9\" y=\"-1004.4\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\r\n",
       "</g>\r\n",
       "<!-- 2 -->\r\n",
       "<g id=\"node3\" class=\"node\"><title>2</title>\r\n",
       "<path fill=\"#f1bd97\" stroke=\"black\" d=\"M1868,-901C1868,-901 1725,-901 1725,-901 1719,-901 1713,-895 1713,-889 1713,-889 1713,-830 1713,-830 1713,-824 1719,-818 1725,-818 1725,-818 1868,-818 1868,-818 1874,-818 1880,-824 1880,-830 1880,-830 1880,-889 1880,-889 1880,-895 1874,-901 1868,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 9.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 378</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [256, 122]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;2 -->\r\n",
       "<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3995.92,-970.896C3572.97,-949.666 2254.65,-883.496 1890.51,-865.219\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1890.44,-861.711 1880.27,-864.705 1890.09,-868.702 1890.44,-861.711\"/>\r\n",
       "</g>\r\n",
       "<!-- 77 -->\r\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\r\n",
       "<path fill=\"#eb9e67\" stroke=\"black\" d=\"M4194.5,-901C4194.5,-901 4060.5,-901 4060.5,-901 4054.5,-901 4048.5,-895 4048.5,-889 4048.5,-889 4048.5,-830 4048.5,-830 4048.5,-824 4054.5,-818 4060.5,-818 4060.5,-818 4194.5,-818 4194.5,-818 4200.5,-818 4206.5,-824 4206.5,-830 4206.5,-830 4206.5,-889 4206.5,-889 4206.5,-895 4200.5,-901 4194.5,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4127.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4127.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4127.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1663</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4127.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1348, 315]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4127.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 1&#45;&gt;77 -->\r\n",
       "<g id=\"edge77\" class=\"edge\"><title>1&#45;&gt;77</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4127.5,-936.907C4127.5,-928.649 4127.5,-919.864 4127.5,-911.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4131,-911.021 4127.5,-901.021 4124,-911.021 4131,-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=\"M1446.5,-782C1446.5,-782 1276.5,-782 1276.5,-782 1270.5,-782 1264.5,-776 1264.5,-770 1264.5,-770 1264.5,-711 1264.5,-711 1264.5,-705 1270.5,-699 1276.5,-699 1276.5,-699 1446.5,-699 1446.5,-699 1452.5,-699 1458.5,-705 1458.5,-711 1458.5,-711 1458.5,-770 1458.5,-770 1458.5,-776 1452.5,-782 1446.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CustomerCareCalls &lt;= 21.7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" 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=\"M1712.89,-836.01C1643.33,-817.302 1543.87,-790.551 1468.51,-770.282\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1469.08,-766.81 1458.51,-767.592 1467.26,-773.57 1469.08,-766.81\"/>\r\n",
       "</g>\r\n",
       "<!-- 20 -->\r\n",
       "<g id=\"node21\" class=\"node\"><title>20</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M1861,-782C1861,-782 1732,-782 1732,-782 1726,-782 1720,-776 1720,-770 1720,-770 1720,-711 1720,-711 1720,-705 1726,-699 1732,-699 1732,-699 1861,-699 1861,-699 1867,-699 1873,-705 1873,-711 1873,-711 1873,-770 1873,-770 1873,-776 1867,-782 1861,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReceivedCalls &lt;= 3.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 297</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [187, 110]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1796.5\" 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=\"M1796.5,-817.907C1796.5,-809.649 1796.5,-800.864 1796.5,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1800,-792.021 1796.5,-782.021 1793,-792.021 1800,-792.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 4 -->\r\n",
       "<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
       "<path fill=\"#e99356\" stroke=\"black\" d=\"M1062,-663C1062,-663 849,-663 849,-663 843,-663 837,-657 837,-651 837,-651 837,-592 837,-592 837,-586 843,-580 849,-580 849,-580 1062,-580 1062,-580 1068,-580 1074,-586 1074,-592 1074,-592 1074,-651 1074,-651 1074,-657 1068,-663 1062,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OwnsMotorcycle_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 79</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" 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=\"M1264.25,-711.476C1210.14,-695.882 1142.12,-676.28 1083.71,-659.447\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1084.62,-656.068 1074.05,-656.662 1082.69,-662.795 1084.62,-656.068\"/>\r\n",
       "</g>\r\n",
       "<!-- 19 -->\r\n",
       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1401,-655.5C1401,-655.5 1322,-655.5 1322,-655.5 1316,-655.5 1310,-649.5 1310,-643.5 1310,-643.5 1310,-599.5 1310,-599.5 1310,-593.5 1316,-587.5 1322,-587.5 1322,-587.5 1401,-587.5 1401,-587.5 1407,-587.5 1413,-593.5 1413,-599.5 1413,-599.5 1413,-643.5 1413,-643.5 1413,-649.5 1407,-655.5 1401,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1361.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>3&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1361.5,-698.907C1361.5,-688.204 1361.5,-676.615 1361.5,-665.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1365,-665.667 1361.5,-655.667 1358,-665.667 1365,-665.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 5 -->\r\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M844,-536.5C844,-536.5 765,-536.5 765,-536.5 759,-536.5 753,-530.5 753,-524.5 753,-524.5 753,-480.5 753,-480.5 753,-474.5 759,-468.5 765,-468.5 765,-468.5 844,-468.5 844,-468.5 850,-468.5 856,-474.5 856,-480.5 856,-480.5 856,-524.5 856,-524.5 856,-530.5 850,-536.5 844,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"804.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"804.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"804.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"804.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M903.111,-579.907C887.731,-567.99 870.934,-554.976 855.633,-543.12\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"857.354,-540.025 847.305,-536.667 853.066,-545.559 857.354,-540.025\"/>\r\n",
       "</g>\r\n",
       "<!-- 6 -->\r\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
       "<path fill=\"#e89153\" stroke=\"black\" d=\"M1025,-544C1025,-544 886,-544 886,-544 880,-544 874,-538 874,-532 874,-532 874,-473 874,-473 874,-467 880,-461 886,-461 886,-461 1025,-461 1025,-461 1031,-461 1037,-467 1037,-473 1037,-473 1037,-532 1037,-532 1037,-538 1031,-544 1025,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetPrice &lt;= 300.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>4&#45;&gt;6</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M955.5,-579.907C955.5,-571.649 955.5,-562.864 955.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"959,-554.021 955.5,-544.021 952,-554.021 959,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<path fill=\"#e89050\" stroke=\"black\" d=\"M726,-425C726,-425 617,-425 617,-425 611,-425 605,-419 605,-413 605,-413 605,-354 605,-354 605,-348 611,-342 617,-342 617,-342 726,-342 726,-342 732,-342 738,-348 738,-354 738,-354 738,-413 738,-413 738,-419 732,-425 726,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ActiveSubs &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [69, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>6&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M873.717,-464.911C870.609,-463.581 867.529,-462.274 864.5,-461 826.223,-444.904 783.311,-427.803 747.687,-413.86\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"748.908,-410.58 738.32,-410.201 746.361,-417.1 748.908,-410.58\"/>\r\n",
       "</g>\r\n",
       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M995,-417.5C995,-417.5 916,-417.5 916,-417.5 910,-417.5 904,-411.5 904,-405.5 904,-405.5 904,-361.5 904,-361.5 904,-355.5 910,-349.5 916,-349.5 916,-349.5 995,-349.5 995,-349.5 1001,-349.5 1007,-355.5 1007,-361.5 1007,-361.5 1007,-405.5 1007,-405.5 1007,-411.5 1001,-417.5 995,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 6&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>6&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M955.5,-460.907C955.5,-450.204 955.5,-438.615 955.5,-427.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"959,-427.667 955.5,-417.667 952,-427.667 959,-427.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 8 -->\r\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
       "<path fill=\"#e78c4b\" stroke=\"black\" d=\"M513.5,-306C513.5,-306 331.5,-306 331.5,-306 325.5,-306 319.5,-300 319.5,-294 319.5,-294 319.5,-235 319.5,-235 319.5,-229 325.5,-223 331.5,-223 331.5,-223 513.5,-223 513.5,-223 519.5,-223 525.5,-229 525.5,-235 525.5,-235 525.5,-294 525.5,-294 525.5,-300 519.5,-306 513.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DirectorAssistedCalls &lt;= 0.12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 73</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [67, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" 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=\"M604.773,-351.146C578.255,-338.686 547.244,-324.115 518.399,-310.561\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"519.658,-307.285 509.118,-306.2 516.681,-313.621 519.658,-307.285\"/>\r\n",
       "</g>\r\n",
       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M722,-306C722,-306 621,-306 621,-306 615,-306 609,-300 609,-294 609,-294 609,-235 609,-235 609,-229 615,-223 621,-223 621,-223 722,-223 722,-223 728,-223 734,-229 734,-235 734,-235 734,-294 734,-294 734,-300 728,-306 722,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH2 &lt;= 40.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"671.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 7&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>7&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M671.5,-341.907C671.5,-333.649 671.5,-324.864 671.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"675,-316.021 671.5,-306.021 668,-316.021 675,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 9 -->\r\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
       "<path fill=\"#eca26d\" stroke=\"black\" d=\"M280.5,-187C280.5,-187 80.5,-187 80.5,-187 74.5,-187 68.5,-181 68.5,-175 68.5,-175 68.5,-116 68.5,-116 68.5,-110 74.5,-104 80.5,-104 80.5,-104 280.5,-104 280.5,-104 286.5,-104 292.5,-110 292.5,-116 292.5,-116 292.5,-175 292.5,-175 292.5,-181 286.5,-187 280.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"180.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 148.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"180.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"180.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"180.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"180.5\" 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=\"M338.539,-222.907C317.516,-212.743 294.842,-201.781 273.412,-191.42\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"274.839,-188.223 264.312,-187.021 271.792,-194.525 274.839,-188.223\"/>\r\n",
       "</g>\r\n",
       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<path fill=\"#e6843d\" stroke=\"black\" d=\"M522.5,-187C522.5,-187 322.5,-187 322.5,-187 316.5,-187 310.5,-181 310.5,-175 310.5,-175 310.5,-116 310.5,-116 310.5,-110 316.5,-104 322.5,-104 322.5,-104 522.5,-104 522.5,-104 528.5,-104 534.5,-110 534.5,-116 534.5,-116 534.5,-175 534.5,-175 534.5,-181 528.5,-187 522.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 250.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.04</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"422.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 8&#45;&gt;12 -->\r\n",
       "<g id=\"edge12\" class=\"edge\"><title>8&#45;&gt;12</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M422.5,-222.907C422.5,-214.649 422.5,-205.864 422.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"426,-197.021 422.5,-187.021 419,-197.021 426,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 10 -->\r\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
       "<path fill=\"#fbeade\" 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 = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"62.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 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=\"M136.561,-103.726C126.536,-94.423 115.889,-84.5428 105.886,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"108.095,-72.5362 98.3845,-68.2996 103.334,-77.6673 108.095,-72.5362\"/>\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 = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"205.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 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=\"M189.809,-103.726C191.704,-95.4263 193.704,-86.6671 195.618,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"199.084,-78.8278 197.897,-68.2996 192.259,-77.2697 199.084,-78.8278\"/>\r\n",
       "</g>\r\n",
       "<!-- 13 -->\r\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M424,-68C424,-68 323,-68 323,-68 317,-68 311,-62 311,-56 311,-56 311,-12 311,-12 311,-6 317,-0 323,-0 323,-0 424,-0 424,-0 430,-0 436,-6 436,-12 436,-12 436,-56 436,-56 436,-62 430,-68 424,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"373.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"373.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"373.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [47, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"373.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>12&#45;&gt;13</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M404.254,-103.726C400.418,-95.1527 396.362,-86.0891 392.498,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"395.681,-75.9978 388.401,-68.2996 389.291,-78.857 395.681,-75.9978\"/>\r\n",
       "</g>\r\n",
       "<!-- 14 -->\r\n",
       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M567,-68C567,-68 466,-68 466,-68 460,-68 454,-62 454,-56 454,-56 454,-12 454,-12 454,-6 460,-0 466,-0 466,-0 567,-0 567,-0 573,-0 579,-6 579,-12 579,-12 579,-56 579,-56 579,-62 573,-68 567,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"516.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"516.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"516.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"516.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>12&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M457.502,-103.726C465.254,-94.6966 473.472,-85.1235 481.234,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"484.056,-78.1671 487.914,-68.2996 478.745,-73.6075 484.056,-78.1671\"/>\r\n",
       "</g>\r\n",
       "<!-- 16 -->\r\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M644,-179.5C644,-179.5 565,-179.5 565,-179.5 559,-179.5 553,-173.5 553,-167.5 553,-167.5 553,-123.5 553,-123.5 553,-117.5 559,-111.5 565,-111.5 565,-111.5 644,-111.5 644,-111.5 650,-111.5 656,-117.5 656,-123.5 656,-123.5 656,-167.5 656,-167.5 656,-173.5 650,-179.5 644,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"604.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"604.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"604.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"604.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;16 -->\r\n",
       "<g id=\"edge16\" class=\"edge\"><title>15&#45;&gt;16</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M648.255,-222.907C641.873,-211.763 634.941,-199.658 628.516,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"631.5,-186.606 623.493,-179.667 625.425,-190.084 631.5,-186.606\"/>\r\n",
       "</g>\r\n",
       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M787,-179.5C787,-179.5 686,-179.5 686,-179.5 680,-179.5 674,-173.5 674,-167.5 674,-167.5 674,-123.5 674,-123.5 674,-117.5 680,-111.5 686,-111.5 686,-111.5 787,-111.5 787,-111.5 793,-111.5 799,-117.5 799,-123.5 799,-123.5 799,-167.5 799,-167.5 799,-173.5 793,-179.5 787,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"736.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 15&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>15&#45;&gt;17</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M694.051,-222.907C700.243,-211.763 706.968,-199.658 713.2,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"716.277,-190.108 718.074,-179.667 710.158,-186.709 716.277,-190.108\"/>\r\n",
       "</g>\r\n",
       "<!-- 21 -->\r\n",
       "<g id=\"node22\" class=\"node\"><title>21</title>\r\n",
       "<path fill=\"#b2d9f5\" stroke=\"black\" d=\"M1750,-663C1750,-663 1565,-663 1565,-663 1559,-663 1553,-657 1553,-651 1553,-651 1553,-592 1553,-592 1553,-586 1559,-580 1565,-580 1565,-580 1750,-580 1750,-580 1756,-580 1762,-586 1762,-592 1762,-592 1762,-651 1762,-651 1762,-657 1756,-663 1750,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 38.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M1748.27,-698.907C1737.06,-689.469 1725.03,-679.343 1713.51,-669.649\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1715.54,-666.783 1705.64,-663.021 1711.04,-672.138 1715.54,-666.783\"/>\r\n",
       "</g>\r\n",
       "<!-- 36 -->\r\n",
       "<g id=\"node37\" class=\"node\"><title>36</title>\r\n",
       "<path fill=\"#f3c3a0\" stroke=\"black\" d=\"M2128,-663C2128,-663 1979,-663 1979,-663 1973,-663 1967,-657 1967,-651 1967,-651 1967,-592 1967,-592 1967,-586 1973,-580 1979,-580 1979,-580 2128,-580 2128,-580 2134,-580 2140,-586 2140,-592 2140,-592 2140,-651 2140,-651 2140,-657 2134,-663 2128,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 38.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 268</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [176, 92]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;36 -->\r\n",
       "<g id=\"edge36\" class=\"edge\"><title>20&#45;&gt;36</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1873.26,-704.555C1899.7,-692.516 1929.66,-678.879 1957.45,-666.229\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1959.13,-669.309 1966.78,-661.98 1956.23,-662.938 1959.13,-669.309\"/>\r\n",
       "</g>\r\n",
       "<!-- 22 -->\r\n",
       "<g id=\"node23\" class=\"node\"><title>22</title>\r\n",
       "<path fill=\"#f7d9c4\" stroke=\"black\" d=\"M1518,-544C1518,-544 1321,-544 1321,-544 1315,-544 1309,-538 1309,-532 1309,-532 1309,-473 1309,-473 1309,-467 1315,-461 1321,-461 1321,-461 1518,-461 1518,-461 1524,-461 1530,-467 1530,-473 1530,-473 1530,-532 1530,-532 1530,-538 1524,-544 1518,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MaritalStatus_frequency &lt;= 0.52</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" 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=\"M1574.93,-579.907C1554.34,-569.789 1532.15,-558.879 1511.16,-548.559\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1512.45,-545.292 1501.93,-544.021 1509.36,-551.574 1512.45,-545.292\"/>\r\n",
       "</g>\r\n",
       "<!-- 33 -->\r\n",
       "<g id=\"node34\" class=\"node\"><title>33</title>\r\n",
       "<path fill=\"#4ba6e7\" stroke=\"black\" d=\"M1714.5,-544C1714.5,-544 1600.5,-544 1600.5,-544 1594.5,-544 1588.5,-538 1588.5,-532 1588.5,-532 1588.5,-473 1588.5,-473 1588.5,-467 1594.5,-461 1600.5,-461 1600.5,-461 1714.5,-461 1714.5,-461 1720.5,-461 1726.5,-467 1726.5,-473 1726.5,-473 1726.5,-532 1726.5,-532 1726.5,-538 1720.5,-544 1714.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 3.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1657.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 21&#45;&gt;33 -->\r\n",
       "<g id=\"edge33\" class=\"edge\"><title>21&#45;&gt;33</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1657.5,-579.907C1657.5,-571.649 1657.5,-562.864 1657.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1661,-554.021 1657.5,-544.021 1654,-554.021 1661,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 23 -->\r\n",
       "<g id=\"node24\" class=\"node\"><title>23</title>\r\n",
       "<path fill=\"#c6e3f8\" stroke=\"black\" d=\"M1305.5,-425C1305.5,-425 1105.5,-425 1105.5,-425 1099.5,-425 1093.5,-419 1093.5,-413 1093.5,-413 1093.5,-354 1093.5,-354 1093.5,-348 1099.5,-342 1105.5,-342 1105.5,-342 1305.5,-342 1305.5,-342 1311.5,-342 1317.5,-348 1317.5,-354 1317.5,-354 1317.5,-413 1317.5,-413 1317.5,-419 1311.5,-425 1305.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 206.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M1345.25,-460.907C1326.91,-450.879 1307.15,-440.075 1288.42,-429.837\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1290.07,-426.747 1279.61,-425.021 1286.71,-432.889 1290.07,-426.747\"/>\r\n",
       "</g>\r\n",
       "<!-- 32 -->\r\n",
       "<g id=\"node33\" class=\"node\"><title>32</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1470,-417.5C1470,-417.5 1369,-417.5 1369,-417.5 1363,-417.5 1357,-411.5 1357,-405.5 1357,-405.5 1357,-361.5 1357,-361.5 1357,-355.5 1363,-349.5 1369,-349.5 1369,-349.5 1470,-349.5 1470,-349.5 1476,-349.5 1482,-355.5 1482,-361.5 1482,-361.5 1482,-405.5 1482,-405.5 1482,-411.5 1476,-417.5 1470,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1419.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 22&#45;&gt;32 -->\r\n",
       "<g id=\"edge32\" class=\"edge\"><title>22&#45;&gt;32</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1419.5,-460.907C1419.5,-450.204 1419.5,-438.615 1419.5,-427.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1423,-427.667 1419.5,-417.667 1416,-427.667 1423,-427.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 24 -->\r\n",
       "<g id=\"node25\" class=\"node\"><title>24</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M1076,-306C1076,-306 947,-306 947,-306 941,-306 935,-300 935,-294 935,-294 935,-235 935,-235 935,-229 941,-223 947,-223 947,-223 1076,-223 1076,-223 1082,-223 1088,-229 1088,-235 1088,-235 1088,-294 1088,-294 1088,-300 1082,-306 1076,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RetentionCalls &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" 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=\"M1138.19,-341.907C1121.79,-332.016 1104.14,-321.368 1087.37,-311.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1089.06,-308.188 1078.69,-306.021 1085.44,-314.182 1089.06,-308.188\"/>\r\n",
       "</g>\r\n",
       "<!-- 27 -->\r\n",
       "<g id=\"node28\" class=\"node\"><title>27</title>\r\n",
       "<path fill=\"#5aade9\" stroke=\"black\" d=\"M1272,-306C1272,-306 1139,-306 1139,-306 1133,-306 1127,-300 1127,-294 1127,-294 1127,-235 1127,-235 1127,-229 1133,-223 1139,-223 1139,-223 1272,-223 1272,-223 1278,-223 1284,-229 1284,-235 1284,-235 1284,-294 1284,-294 1284,-300 1278,-306 1272,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedCalls &lt;= 0.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1205.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 23&#45;&gt;27 -->\r\n",
       "<g id=\"edge27\" class=\"edge\"><title>23&#45;&gt;27</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1205.5,-341.907C1205.5,-333.649 1205.5,-324.864 1205.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1209,-316.021 1205.5,-306.021 1202,-316.021 1209,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 25 -->\r\n",
       "<g id=\"node26\" class=\"node\"><title>25</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M930,-179.5C930,-179.5 829,-179.5 829,-179.5 823,-179.5 817,-173.5 817,-167.5 817,-167.5 817,-123.5 817,-123.5 817,-117.5 823,-111.5 829,-111.5 829,-111.5 930,-111.5 930,-111.5 936,-111.5 942,-117.5 942,-123.5 942,-123.5 942,-167.5 942,-167.5 942,-173.5 936,-179.5 930,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"879.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"879.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"879.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"879.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M965.703,-222.907C952.383,-211.101 937.847,-198.217 924.571,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"926.724,-183.681 916.919,-179.667 922.081,-188.919 926.724,-183.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 26 -->\r\n",
       "<g id=\"node27\" class=\"node\"><title>26</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1051,-179.5C1051,-179.5 972,-179.5 972,-179.5 966,-179.5 960,-173.5 960,-167.5 960,-167.5 960,-123.5 960,-123.5 960,-117.5 966,-111.5 972,-111.5 972,-111.5 1051,-111.5 1051,-111.5 1057,-111.5 1063,-117.5 1063,-123.5 1063,-123.5 1063,-167.5 1063,-167.5 1063,-173.5 1057,-179.5 1051,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1011.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 24&#45;&gt;26 -->\r\n",
       "<g id=\"edge26\" class=\"edge\"><title>24&#45;&gt;26</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1011.5,-222.907C1011.5,-212.204 1011.5,-200.615 1011.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1015,-189.667 1011.5,-179.667 1008,-189.667 1015,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 28 -->\r\n",
       "<g id=\"node29\" class=\"node\"><title>28</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1172,-179.5C1172,-179.5 1093,-179.5 1093,-179.5 1087,-179.5 1081,-173.5 1081,-167.5 1081,-167.5 1081,-123.5 1081,-123.5 1081,-117.5 1087,-111.5 1093,-111.5 1093,-111.5 1172,-111.5 1172,-111.5 1178,-111.5 1184,-117.5 1184,-123.5 1184,-123.5 1184,-167.5 1184,-167.5 1184,-173.5 1178,-179.5 1172,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1132.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1132.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1132.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1132.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;28 -->\r\n",
       "<g id=\"edge28\" class=\"edge\"><title>27&#45;&gt;28</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1180.17,-222.907C1173.22,-211.763 1165.67,-199.658 1158.67,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1161.46,-186.298 1153.19,-179.667 1155.52,-190.004 1161.46,-186.298\"/>\r\n",
       "</g>\r\n",
       "<!-- 29 -->\r\n",
       "<g id=\"node30\" class=\"node\"><title>29</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M1346.5,-187C1346.5,-187 1214.5,-187 1214.5,-187 1208.5,-187 1202.5,-181 1202.5,-175 1202.5,-175 1202.5,-116 1202.5,-116 1202.5,-110 1208.5,-104 1214.5,-104 1214.5,-104 1346.5,-104 1346.5,-104 1352.5,-104 1358.5,-110 1358.5,-116 1358.5,-116 1358.5,-175 1358.5,-175 1358.5,-181 1352.5,-187 1346.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1280.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 6.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1280.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1280.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1280.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1280.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 27&#45;&gt;29 -->\r\n",
       "<g id=\"edge29\" class=\"edge\"><title>27&#45;&gt;29</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1231.52,-222.907C1237.16,-214.105 1243.19,-204.703 1249.02,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1252.07,-197.328 1254.53,-187.021 1246.18,-193.551 1252.07,-197.328\"/>\r\n",
       "</g>\r\n",
       "<!-- 30 -->\r\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1172,-68C1172,-68 1071,-68 1071,-68 1065,-68 1059,-62 1059,-56 1059,-56 1059,-12 1059,-12 1059,-6 1065,-0 1071,-0 1071,-0 1172,-0 1172,-0 1178,-0 1184,-6 1184,-12 1184,-12 1184,-56 1184,-56 1184,-62 1178,-68 1172,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1121.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1121.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1121.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1121.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 29&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>29&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1221.29,-103.726C1207.18,-94.0078 1192.16,-83.6597 1178.16,-74.0222\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1179.82,-70.9146 1169.6,-68.1252 1175.85,-76.6797 1179.82,-70.9146\"/>\r\n",
       "</g>\r\n",
       "<!-- 31 -->\r\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1293,-68C1293,-68 1214,-68 1214,-68 1208,-68 1202,-62 1202,-56 1202,-56 1202,-12 1202,-12 1202,-6 1208,-0 1214,-0 1214,-0 1293,-0 1293,-0 1299,-0 1305,-6 1305,-12 1305,-12 1305,-56 1305,-56 1305,-62 1299,-68 1293,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1253.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1253.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1253.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1253.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 29&#45;&gt;31 -->\r\n",
       "<g id=\"edge31\" class=\"edge\"><title>29&#45;&gt;31</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1270.45,-103.726C1268.4,-95.4263 1266.24,-86.6671 1264.17,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1267.5,-77.1709 1261.71,-68.2996 1260.71,-78.8467 1267.5,-77.1709\"/>\r\n",
       "</g>\r\n",
       "<!-- 34 -->\r\n",
       "<g id=\"node35\" class=\"node\"><title>34</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1599,-417.5C1599,-417.5 1518,-417.5 1518,-417.5 1512,-417.5 1506,-411.5 1506,-405.5 1506,-405.5 1506,-361.5 1506,-361.5 1506,-355.5 1512,-349.5 1518,-349.5 1518,-349.5 1599,-349.5 1599,-349.5 1605,-349.5 1611,-355.5 1611,-361.5 1611,-361.5 1611,-405.5 1611,-405.5 1611,-411.5 1605,-417.5 1599,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1558.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1558.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1558.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1558.5\" y=\"-357.3\" 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=\"M1623.15,-460.907C1613.44,-449.432 1602.87,-436.938 1593.14,-425.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1595.7,-423.04 1586.56,-417.667 1590.35,-427.562 1595.7,-423.04\"/>\r\n",
       "</g>\r\n",
       "<!-- 35 -->\r\n",
       "<g id=\"node36\" class=\"node\"><title>35</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1742,-417.5C1742,-417.5 1641,-417.5 1641,-417.5 1635,-417.5 1629,-411.5 1629,-405.5 1629,-405.5 1629,-361.5 1629,-361.5 1629,-355.5 1635,-349.5 1641,-349.5 1641,-349.5 1742,-349.5 1742,-349.5 1748,-349.5 1754,-355.5 1754,-361.5 1754,-361.5 1754,-405.5 1754,-405.5 1754,-411.5 1748,-417.5 1742,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1691.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1691.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1691.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1691.5\" y=\"-357.3\" 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=\"M1669.3,-460.907C1672.44,-450.094 1675.84,-438.376 1679.02,-427.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1682.43,-428.246 1681.86,-417.667 1675.71,-426.293 1682.43,-428.246\"/>\r\n",
       "</g>\r\n",
       "<!-- 37 -->\r\n",
       "<g id=\"node38\" class=\"node\"><title>37</title>\r\n",
       "<path fill=\"#efb285\" stroke=\"black\" d=\"M2117.5,-544C2117.5,-544 1989.5,-544 1989.5,-544 1983.5,-544 1977.5,-538 1977.5,-532 1977.5,-532 1977.5,-473 1977.5,-473 1977.5,-467 1983.5,-461 1989.5,-461 1989.5,-461 2117.5,-461 2117.5,-461 2123.5,-461 2129.5,-467 2129.5,-473 2129.5,-473 2129.5,-532 2129.5,-532 2129.5,-538 2123.5,-544 2117.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">InboundCalls &lt;= 2.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 169</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [122, 47]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2053.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;37 -->\r\n",
       "<g id=\"edge37\" class=\"edge\"><title>36&#45;&gt;37</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2053.5,-579.907C2053.5,-571.649 2053.5,-562.864 2053.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2057,-554.021 2053.5,-544.021 2050,-554.021 2057,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 60 -->\r\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\r\n",
       "<path fill=\"#fbeade\" stroke=\"black\" d=\"M3062.5,-544C3062.5,-544 2880.5,-544 2880.5,-544 2874.5,-544 2868.5,-538 2868.5,-532 2868.5,-532 2868.5,-473 2868.5,-473 2868.5,-467 2874.5,-461 2880.5,-461 2880.5,-461 3062.5,-461 3062.5,-461 3068.5,-461 3074.5,-467 3074.5,-473 3074.5,-473 3074.5,-532 3074.5,-532 3074.5,-538 3068.5,-544 3062.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DirectorAssistedCalls &lt;= 6.93</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 99</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [54, 45]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 36&#45;&gt;60 -->\r\n",
       "<g id=\"edge60\" class=\"edge\"><title>36&#45;&gt;60</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2140.28,-609.44C2307.16,-588.171 2672.7,-541.582 2858.4,-517.915\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2858.99,-521.368 2868.47,-516.632 2858.1,-514.424 2858.99,-521.368\"/>\r\n",
       "</g>\r\n",
       "<!-- 38 -->\r\n",
       "<g id=\"node39\" class=\"node\"><title>38</title>\r\n",
       "<path fill=\"#f6d3ba\" stroke=\"black\" d=\"M2048.5,-425C2048.5,-425 1796.5,-425 1796.5,-425 1790.5,-425 1784.5,-419 1784.5,-413 1784.5,-413 1784.5,-354 1784.5,-354 1784.5,-348 1790.5,-342 1796.5,-342 1796.5,-342 2048.5,-342 2048.5,-342 2054.5,-342 2060.5,-348 2060.5,-354 2060.5,-354 2060.5,-413 2060.5,-413 2060.5,-419 2054.5,-425 2048.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1922.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">NotNewCellphoneUser_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1922.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1922.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 66</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1922.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [40, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1922.5\" 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=\"M2008.05,-460.907C1997.58,-451.56 1986.36,-441.538 1975.6,-431.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1977.66,-429.072 1967.87,-425.021 1973,-434.293 1977.66,-429.072\"/>\r\n",
       "</g>\r\n",
       "<!-- 51 -->\r\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\r\n",
       "<path fill=\"#eca16c\" stroke=\"black\" d=\"M2276.5,-425C2276.5,-425 2090.5,-425 2090.5,-425 2084.5,-425 2078.5,-419 2078.5,-413 2078.5,-413 2078.5,-354 2078.5,-354 2078.5,-348 2084.5,-342 2090.5,-342 2090.5,-342 2276.5,-342 2276.5,-342 2282.5,-342 2288.5,-348 2288.5,-354 2288.5,-354 2288.5,-413 2288.5,-413 2288.5,-419 2282.5,-425 2276.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2183.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2183.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2183.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 103</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2183.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [82, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2183.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 37&#45;&gt;51 -->\r\n",
       "<g id=\"edge51\" class=\"edge\"><title>37&#45;&gt;51</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2098.6,-460.907C2108.99,-451.56 2120.12,-441.538 2130.8,-431.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2133.39,-434.312 2138.48,-425.021 2128.7,-429.109 2133.39,-434.312\"/>\r\n",
       "</g>\r\n",
       "<!-- 39 -->\r\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\r\n",
       "<path fill=\"#88c4ef\" stroke=\"black\" d=\"M1767.5,-306C1767.5,-306 1627.5,-306 1627.5,-306 1621.5,-306 1615.5,-300 1615.5,-294 1615.5,-294 1615.5,-235 1615.5,-235 1615.5,-229 1621.5,-223 1627.5,-223 1627.5,-223 1767.5,-223 1767.5,-223 1773.5,-223 1779.5,-229 1779.5,-235 1779.5,-235 1779.5,-294 1779.5,-294 1779.5,-300 1773.5,-306 1767.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 5.65</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M1844.44,-341.907C1825.07,-331.834 1804.19,-320.977 1784.42,-310.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1785.91,-307.529 1775.42,-306.021 1782.68,-313.74 1785.91,-307.529\"/>\r\n",
       "</g>\r\n",
       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<path fill=\"#f1b991\" stroke=\"black\" d=\"M1994.5,-306C1994.5,-306 1856.5,-306 1856.5,-306 1850.5,-306 1844.5,-300 1844.5,-294 1844.5,-294 1844.5,-235 1844.5,-235 1844.5,-229 1850.5,-223 1856.5,-223 1856.5,-223 1994.5,-223 1994.5,-223 2000.5,-223 2006.5,-229 2006.5,-235 2006.5,-235 2006.5,-294 2006.5,-294 2006.5,-300 2000.5,-306 1994.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ThreewayCalls &lt;= 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>38&#45;&gt;46</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1923.54,-341.907C1923.75,-333.558 1923.98,-324.671 1924.2,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1927.7,-316.107 1924.46,-306.021 1920.71,-315.928 1927.7,-316.107\"/>\r\n",
       "</g>\r\n",
       "<!-- 40 -->\r\n",
       "<g id=\"node41\" class=\"node\"><title>40</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M1562,-187C1562,-187 1427,-187 1427,-187 1421,-187 1415,-181 1415,-175 1415,-175 1415,-116 1415,-116 1415,-110 1421,-104 1427,-104 1427,-104 1562,-104 1562,-104 1568,-104 1574,-110 1574,-116 1574,-116 1574,-175 1574,-175 1574,-181 1568,-187 1562,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1494.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PeakCallsInOut &lt;= 7.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1494.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1494.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1494.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1494.5\" 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=\"M1627.07,-222.907C1609.91,-213.016 1591.43,-202.368 1573.89,-192.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1575.22,-188.982 1564.81,-187.021 1571.72,-195.047 1575.22,-188.982\"/>\r\n",
       "</g>\r\n",
       "<!-- 43 -->\r\n",
       "<g id=\"node44\" class=\"node\"><title>43</title>\r\n",
       "<path fill=\"#4fa8e8\" stroke=\"black\" d=\"M1790.5,-187C1790.5,-187 1604.5,-187 1604.5,-187 1598.5,-187 1592.5,-181 1592.5,-175 1592.5,-175 1592.5,-116 1592.5,-116 1592.5,-110 1598.5,-104 1604.5,-104 1604.5,-104 1790.5,-104 1790.5,-104 1796.5,-104 1802.5,-110 1802.5,-116 1802.5,-116 1802.5,-175 1802.5,-175 1802.5,-181 1796.5,-187 1790.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1697.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M1697.5,-222.907C1697.5,-214.649 1697.5,-205.864 1697.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1701,-197.021 1697.5,-187.021 1694,-197.021 1701,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 41 -->\r\n",
       "<g id=\"node42\" class=\"node\"><title>41</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1414,-68C1414,-68 1335,-68 1335,-68 1329,-68 1323,-62 1323,-56 1323,-56 1323,-12 1323,-12 1323,-6 1329,-0 1335,-0 1335,-0 1414,-0 1414,-0 1420,-0 1426,-6 1426,-12 1426,-12 1426,-56 1426,-56 1426,-62 1420,-68 1414,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1374.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1374.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1374.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1374.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M1449.82,-103.726C1439.62,-94.423 1428.79,-84.5428 1418.62,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1420.74,-72.4547 1410.99,-68.2996 1416.02,-77.6255 1420.74,-72.4547\"/>\r\n",
       "</g>\r\n",
       "<!-- 42 -->\r\n",
       "<g id=\"node43\" class=\"node\"><title>42</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1557,-68C1557,-68 1456,-68 1456,-68 1450,-68 1444,-62 1444,-56 1444,-56 1444,-12 1444,-12 1444,-6 1450,-0 1456,-0 1456,-0 1557,-0 1557,-0 1563,-0 1569,-6 1569,-12 1569,-12 1569,-56 1569,-56 1569,-62 1563,-68 1557,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1506.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1506.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1506.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1506.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;42 -->\r\n",
       "<g id=\"edge42\" class=\"edge\"><title>40&#45;&gt;42</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1498.97,-103.726C1499.88,-95.4263 1500.84,-86.6671 1501.76,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1505.24,-78.6214 1502.85,-68.2996 1498.28,-77.8588 1505.24,-78.6214\"/>\r\n",
       "</g>\r\n",
       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M1700,-68C1700,-68 1599,-68 1599,-68 1593,-68 1587,-62 1587,-56 1587,-56 1587,-12 1587,-12 1587,-6 1593,-0 1599,-0 1599,-0 1700,-0 1700,-0 1706,-0 1712,-6 1712,-12 1712,-12 1712,-56 1712,-56 1712,-62 1706,-68 1700,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1649.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 43&#45;&gt;44 -->\r\n",
       "<g id=\"edge44\" class=\"edge\"><title>43&#45;&gt;44</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1679.63,-103.726C1675.91,-95.2439 1671.98,-86.2819 1668.23,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1671.32,-76.0531 1664.1,-68.2996 1664.91,-78.8635 1671.32,-76.0531\"/>\r\n",
       "</g>\r\n",
       "<!-- 45 -->\r\n",
       "<g id=\"node46\" class=\"node\"><title>45</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M1821,-68C1821,-68 1742,-68 1742,-68 1736,-68 1730,-62 1730,-56 1730,-56 1730,-12 1730,-12 1730,-6 1736,-0 1742,-0 1742,-0 1821,-0 1821,-0 1827,-0 1833,-6 1833,-12 1833,-12 1833,-56 1833,-56 1833,-62 1827,-68 1821,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1781.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1781.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1781.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1781.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 43&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>43&#45;&gt;45</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1728.78,-103.726C1735.64,-94.7878 1742.9,-85.3168 1749.78,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1752.65,-78.3643 1755.96,-68.2996 1747.09,-74.1036 1752.65,-78.3643\"/>\r\n",
       "</g>\r\n",
       "<!-- 47 -->\r\n",
       "<g id=\"node48\" class=\"node\"><title>47</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M2018,-187C2018,-187 1833,-187 1833,-187 1827,-187 1821,-181 1821,-175 1821,-175 1821,-116 1821,-116 1821,-110 1827,-104 1833,-104 1833,-104 2018,-104 2018,-104 2024,-104 2030,-110 2030,-116 2030,-116 2030,-175 2030,-175 2030,-181 2024,-187 2018,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedBlockedCalls &lt;= 7.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1925.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 46&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>46&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1925.5,-222.907C1925.5,-214.649 1925.5,-205.864 1925.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1929,-197.021 1925.5,-187.021 1922,-197.021 1929,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 50 -->\r\n",
       "<g id=\"node51\" class=\"node\"><title>50</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2161,-179.5C2161,-179.5 2060,-179.5 2060,-179.5 2054,-179.5 2048,-173.5 2048,-167.5 2048,-167.5 2048,-123.5 2048,-123.5 2048,-117.5 2054,-111.5 2060,-111.5 2060,-111.5 2161,-111.5 2161,-111.5 2167,-111.5 2173,-117.5 2173,-123.5 2173,-123.5 2173,-167.5 2173,-167.5 2173,-173.5 2167,-179.5 2161,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2110.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2110.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 46&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>46&#45;&gt;50</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1989.68,-222.907C2009.05,-210.659 2030.25,-197.252 2049.41,-185.135\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2051.48,-187.97 2058.06,-179.667 2047.73,-182.054 2051.48,-187.97\"/>\r\n",
       "</g>\r\n",
       "<!-- 48 -->\r\n",
       "<g id=\"node49\" class=\"node\"><title>48</title>\r\n",
       "<path fill=\"#f1bb94\" stroke=\"black\" d=\"M1964,-68C1964,-68 1863,-68 1863,-68 1857,-68 1851,-62 1851,-56 1851,-56 1851,-12 1851,-12 1851,-6 1857,-0 1863,-0 1863,-0 1964,-0 1964,-0 1970,-0 1976,-6 1976,-12 1976,-12 1976,-56 1976,-56 1976,-62 1970,-68 1964,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1913.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1913.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1913.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1913.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 47&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>47&#45;&gt;48</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1921.03,-103.726C1920.12,-95.4263 1919.16,-86.6671 1918.24,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1921.72,-77.8588 1917.15,-68.2996 1914.76,-78.6214 1921.72,-77.8588\"/>\r\n",
       "</g>\r\n",
       "<!-- 49 -->\r\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M2085,-68C2085,-68 2006,-68 2006,-68 2000,-68 1994,-62 1994,-56 1994,-56 1994,-12 1994,-12 1994,-6 2000,-0 2006,-0 2006,-0 2085,-0 2085,-0 2091,-0 2097,-6 2097,-12 2097,-12 2097,-56 2097,-56 2097,-62 2091,-68 2085,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2045.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2045.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2045.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2045.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 47&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>47&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1970.18,-103.726C1980.38,-94.423 1991.21,-84.5428 2001.38,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2003.98,-77.6255 2009.01,-68.2996 1999.26,-72.4547 2003.98,-77.6255\"/>\r\n",
       "</g>\r\n",
       "<!-- 52 -->\r\n",
       "<g id=\"node53\" class=\"node\"><title>52</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2195,-298.5C2195,-298.5 2116,-298.5 2116,-298.5 2110,-298.5 2104,-292.5 2104,-286.5 2104,-286.5 2104,-242.5 2104,-242.5 2104,-236.5 2110,-230.5 2116,-230.5 2116,-230.5 2195,-230.5 2195,-230.5 2201,-230.5 2207,-236.5 2207,-242.5 2207,-242.5 2207,-286.5 2207,-286.5 2207,-292.5 2201,-298.5 2195,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2155.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2155.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2155.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2155.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M2173.79,-341.907C2171.2,-331.094 2168.39,-319.376 2165.78,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2169.17,-307.578 2163.44,-298.667 2162.36,-309.207 2169.17,-307.578\"/>\r\n",
       "</g>\r\n",
       "<!-- 53 -->\r\n",
       "<g id=\"node54\" class=\"node\"><title>53</title>\r\n",
       "<path fill=\"#eb9d64\" stroke=\"black\" d=\"M2388,-306C2388,-306 2237,-306 2237,-306 2231,-306 2225,-300 2225,-294 2225,-294 2225,-235 2225,-235 2225,-229 2231,-223 2237,-223 2237,-223 2388,-223 2388,-223 2394,-223 2400,-229 2400,-235 2400,-235 2400,-294 2400,-294 2400,-300 2394,-306 2388,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2312.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 38.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2312.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2312.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 100</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2312.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [82, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2312.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M2228.26,-341.907C2238.56,-332.56 2249.61,-322.538 2260.21,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2262.77,-315.332 2267.82,-306.021 2258.06,-310.146 2262.77,-315.332\"/>\r\n",
       "</g>\r\n",
       "<!-- 54 -->\r\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\r\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M2371.5,-187C2371.5,-187 2219.5,-187 2219.5,-187 2213.5,-187 2207.5,-181 2207.5,-175 2207.5,-175 2207.5,-116 2207.5,-116 2207.5,-110 2213.5,-104 2219.5,-104 2219.5,-104 2371.5,-104 2371.5,-104 2377.5,-104 2383.5,-110 2383.5,-116 2383.5,-116 2383.5,-175 2383.5,-175 2383.5,-181 2377.5,-187 2371.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2295.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PeakCallsInOut &lt;= 15.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2295.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2295.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2295.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [80, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2295.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 53&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>53&#45;&gt;54</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2306.6,-222.907C2305.39,-214.558 2304.1,-205.671 2302.84,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2306.29,-196.414 2301.39,-187.021 2299.36,-197.42 2306.29,-196.414\"/>\r\n",
       "</g>\r\n",
       "<!-- 57 -->\r\n",
       "<g id=\"node58\" class=\"node\"><title>57</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M2553.5,-187C2553.5,-187 2413.5,-187 2413.5,-187 2407.5,-187 2401.5,-181 2401.5,-175 2401.5,-175 2401.5,-116 2401.5,-116 2401.5,-110 2407.5,-104 2413.5,-104 2413.5,-104 2553.5,-104 2553.5,-104 2559.5,-104 2565.5,-110 2565.5,-116 2565.5,-116 2565.5,-175 2565.5,-175 2565.5,-181 2559.5,-187 2553.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2483.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 19.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2483.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2483.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2483.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2483.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 53&#45;&gt;57 -->\r\n",
       "<g id=\"edge57\" class=\"edge\"><title>53&#45;&gt;57</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2371.83,-222.907C2386.02,-213.197 2401.28,-202.758 2415.81,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2418,-195.556 2424.28,-187.021 2414.05,-189.779 2418,-195.556\"/>\r\n",
       "</g>\r\n",
       "<!-- 55 -->\r\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2206,-68C2206,-68 2127,-68 2127,-68 2121,-68 2115,-62 2115,-56 2115,-56 2115,-12 2115,-12 2115,-6 2121,-0 2127,-0 2127,-0 2206,-0 2206,-0 2212,-0 2218,-6 2218,-12 2218,-12 2218,-56 2218,-56 2218,-62 2212,-68 2206,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2166.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2166.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2166.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2166.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 54&#45;&gt;55 -->\r\n",
       "<g id=\"edge55\" class=\"edge\"><title>54&#45;&gt;55</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2247.47,-103.726C2236.4,-94.3318 2224.64,-84.349 2213.61,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2215.62,-72.1026 2205.73,-68.2996 2211.09,-77.4393 2215.62,-72.1026\"/>\r\n",
       "</g>\r\n",
       "<!-- 56 -->\r\n",
       "<g id=\"node57\" class=\"node\"><title>56</title>\r\n",
       "<path fill=\"#ea975c\" stroke=\"black\" d=\"M2349,-68C2349,-68 2248,-68 2248,-68 2242,-68 2236,-62 2236,-56 2236,-56 2236,-12 2236,-12 2236,-6 2242,-0 2248,-0 2248,-0 2349,-0 2349,-0 2355,-0 2361,-6 2361,-12 2361,-12 2361,-56 2361,-56 2361,-62 2355,-68 2349,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2298.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2298.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2298.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [80, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2298.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 54&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>54&#45;&gt;56</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2296.62,-103.726C2296.84,-95.5175 2297.08,-86.8595 2297.31,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2300.81,-78.3917 2297.59,-68.2996 2293.82,-78.2 2300.81,-78.3917\"/>\r\n",
       "</g>\r\n",
       "<!-- 58 -->\r\n",
       "<g id=\"node59\" class=\"node\"><title>58</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M2492,-68C2492,-68 2391,-68 2391,-68 2385,-68 2379,-62 2379,-56 2379,-56 2379,-12 2379,-12 2379,-6 2385,-0 2391,-0 2391,-0 2492,-0 2492,-0 2498,-0 2504,-6 2504,-12 2504,-12 2504,-56 2504,-56 2504,-62 2498,-68 2492,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2441.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2441.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2441.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2441.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;58 -->\r\n",
       "<g id=\"edge58\" class=\"edge\"><title>57&#45;&gt;58</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2467.86,-103.726C2464.61,-95.2439 2461.17,-86.2819 2457.89,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2461.12,-76.3829 2454.27,-68.2996 2454.59,-78.8898 2461.12,-76.3829\"/>\r\n",
       "</g>\r\n",
       "<!-- 59 -->\r\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2613,-68C2613,-68 2534,-68 2534,-68 2528,-68 2522,-62 2522,-56 2522,-56 2522,-12 2522,-12 2522,-6 2528,-0 2534,-0 2534,-0 2613,-0 2613,-0 2619,-0 2625,-6 2625,-12 2625,-12 2625,-56 2625,-56 2625,-62 2619,-68 2613,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2573.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2573.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2573.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2573.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 57&#45;&gt;59 -->\r\n",
       "<g id=\"edge59\" class=\"edge\"><title>57&#45;&gt;59</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2517.01,-103.726C2524.43,-94.6966 2532.3,-85.1235 2539.73,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2542.48,-78.2474 2546.13,-68.2996 2537.08,-73.8026 2542.48,-78.2474\"/>\r\n",
       "</g>\r\n",
       "<!-- 61 -->\r\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\r\n",
       "<path fill=\"#f6fbfe\" stroke=\"black\" d=\"M3066,-425C3066,-425 2877,-425 2877,-425 2871,-425 2865,-419 2865,-413 2865,-413 2865,-354 2865,-354 2865,-348 2871,-342 2877,-342 2877,-342 3066,-342 3066,-342 3072,-342 3078,-348 3078,-354 3078,-354 3078,-413 3078,-413 3078,-419 3072,-425 3066,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= 20.6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 86</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [42, 44]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2971.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 60&#45;&gt;61 -->\r\n",
       "<g id=\"edge61\" class=\"edge\"><title>60&#45;&gt;61</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2971.5,-460.907C2971.5,-452.649 2971.5,-443.864 2971.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2975,-435.021 2971.5,-425.021 2968,-435.021 2975,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 74 -->\r\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\r\n",
       "<path fill=\"#e78c49\" stroke=\"black\" d=\"M3334.5,-425C3334.5,-425 3148.5,-425 3148.5,-425 3142.5,-425 3136.5,-419 3136.5,-413 3136.5,-413 3136.5,-354 3136.5,-354 3136.5,-348 3142.5,-342 3148.5,-342 3148.5,-342 3334.5,-342 3334.5,-342 3340.5,-342 3346.5,-348 3346.5,-354 3346.5,-354 3346.5,-413 3346.5,-413 3346.5,-419 3340.5,-425 3334.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 60&#45;&gt;74 -->\r\n",
       "<g id=\"edge74\" class=\"edge\"><title>60&#45;&gt;74</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3065.18,-460.907C3088.94,-450.607 3114.61,-439.487 3138.8,-429.004\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3140.21,-432.208 3147.99,-425.021 3137.42,-425.785 3140.21,-432.208\"/>\r\n",
       "</g>\r\n",
       "<!-- 62 -->\r\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\r\n",
       "<path fill=\"#f9e2d1\" stroke=\"black\" d=\"M2981,-306C2981,-306 2880,-306 2880,-306 2874,-306 2868,-300 2868,-294 2868,-294 2868,-235 2868,-235 2868,-229 2874,-223 2880,-223 2880,-223 2981,-223 2981,-223 2987,-223 2993,-229 2993,-235 2993,-235 2993,-294 2993,-294 2993,-300 2987,-306 2981,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2930.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH1 &lt;= 35.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2930.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2930.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 69</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2930.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2930.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 61&#45;&gt;62 -->\r\n",
       "<g id=\"edge62\" class=\"edge\"><title>61&#45;&gt;62</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2957.28,-341.907C2954.32,-333.468 2951.17,-324.477 2948.1,-315.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2951.31,-314.301 2944.7,-306.021 2944.7,-316.616 2951.31,-314.301\"/>\r\n",
       "</g>\r\n",
       "<!-- 69 -->\r\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\r\n",
       "<path fill=\"#63b2eb\" stroke=\"black\" d=\"M3159.5,-306C3159.5,-306 3023.5,-306 3023.5,-306 3017.5,-306 3011.5,-300 3011.5,-294 3011.5,-294 3011.5,-235 3011.5,-235 3011.5,-229 3017.5,-223 3023.5,-223 3023.5,-223 3159.5,-223 3159.5,-223 3165.5,-223 3171.5,-229 3171.5,-235 3171.5,-235 3171.5,-294 3171.5,-294 3171.5,-300 3165.5,-306 3159.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 3.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 61&#45;&gt;69 -->\r\n",
       "<g id=\"edge69\" class=\"edge\"><title>61&#45;&gt;69</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3013.13,-341.907C3022.63,-332.651 3032.8,-322.732 3042.57,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3045.22,-315.508 3049.94,-306.021 3040.34,-310.496 3045.22,-315.508\"/>\r\n",
       "</g>\r\n",
       "<!-- 63 -->\r\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\r\n",
       "<path fill=\"#eeae80\" stroke=\"black\" d=\"M2832.5,-187C2832.5,-187 2718.5,-187 2718.5,-187 2712.5,-187 2706.5,-181 2706.5,-175 2706.5,-175 2706.5,-116 2706.5,-116 2706.5,-110 2712.5,-104 2718.5,-104 2718.5,-104 2832.5,-104 2832.5,-104 2838.5,-104 2844.5,-110 2844.5,-116 2844.5,-116 2844.5,-175 2844.5,-175 2844.5,-181 2838.5,-187 2832.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2775.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2775.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2775.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2775.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2775.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;63 -->\r\n",
       "<g id=\"edge63\" class=\"edge\"><title>62&#45;&gt;63</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2876.72,-222.907C2863.98,-213.288 2850.29,-202.953 2837.22,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2839.27,-190.252 2829.18,-187.021 2835.05,-195.839 2839.27,-190.252\"/>\r\n",
       "</g>\r\n",
       "<!-- 66 -->\r\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M3008.5,-187C3008.5,-187 2874.5,-187 2874.5,-187 2868.5,-187 2862.5,-181 2862.5,-175 2862.5,-175 2862.5,-116 2862.5,-116 2862.5,-110 2868.5,-104 2874.5,-104 2874.5,-104 3008.5,-104 3008.5,-104 3014.5,-104 3020.5,-110 3020.5,-116 3020.5,-116 3020.5,-175 3020.5,-175 3020.5,-181 3014.5,-187 3008.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2941.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RoamingCalls &lt;= 2.55</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2941.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2941.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2941.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2941.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;66 -->\r\n",
       "<g id=\"edge66\" class=\"edge\"><title>62&#45;&gt;66</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2934.32,-222.907C2935.1,-214.558 2935.94,-205.671 2936.75,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2940.24,-197.305 2937.69,-187.021 2933.27,-196.649 2940.24,-197.305\"/>\r\n",
       "</g>\r\n",
       "<!-- 64 -->\r\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\r\n",
       "<path fill=\"#eca470\" stroke=\"black\" d=\"M2756,-68C2756,-68 2655,-68 2655,-68 2649,-68 2643,-62 2643,-56 2643,-56 2643,-12 2643,-12 2643,-6 2649,-0 2655,-0 2655,-0 2756,-0 2756,-0 2762,-0 2768,-6 2768,-12 2768,-12 2768,-56 2768,-56 2768,-62 2762,-68 2756,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2705.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2705.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2705.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2705.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M2749.43,-103.726C2743.84,-94.9703 2737.91,-85.7032 2732.29,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2735.12,-74.8399 2726.79,-68.2996 2729.22,-78.6103 2735.12,-74.8399\"/>\r\n",
       "</g>\r\n",
       "<!-- 65 -->\r\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M2877,-68C2877,-68 2798,-68 2798,-68 2792,-68 2786,-62 2786,-56 2786,-56 2786,-12 2786,-12 2786,-6 2792,-0 2798,-0 2798,-0 2877,-0 2877,-0 2883,-0 2889,-6 2889,-12 2889,-12 2889,-56 2889,-56 2889,-62 2883,-68 2877,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2837.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2837.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2837.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2837.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 63&#45;&gt;65 -->\r\n",
       "<g id=\"edge65\" class=\"edge\"><title>63&#45;&gt;65</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2798.59,-103.726C2803.49,-95.0615 2808.68,-85.8962 2813.62,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2816.76,-78.726 2818.65,-68.2996 2810.67,-75.277 2816.76,-78.726\"/>\r\n",
       "</g>\r\n",
       "<!-- 67 -->\r\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\r\n",
       "<path fill=\"#8ec7f0\" stroke=\"black\" d=\"M3000,-68C3000,-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 3000,-0 3000,-0 3006,-0 3012,-6 3012,-12 3012,-12 3012,-56 3012,-56 3012,-62 3006,-68 3000,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2959.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2959.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2959.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2959.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M2948.2,-103.726C2949.57,-95.4263 2951.01,-86.6671 2952.38,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2955.86,-78.7349 2954.03,-68.2996 2948.95,-77.5994 2955.86,-78.7349\"/>\r\n",
       "</g>\r\n",
       "<!-- 68 -->\r\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3143,-68C3143,-68 3042,-68 3042,-68 3036,-68 3030,-62 3030,-56 3030,-56 3030,-12 3030,-12 3030,-6 3036,-0 3042,-0 3042,-0 3143,-0 3143,-0 3149,-0 3155,-6 3155,-12 3155,-12 3155,-56 3155,-56 3155,-62 3149,-68 3143,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3092.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3092.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3092.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3092.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M2997.73,-103.726C3011.06,-94.0582 3025.25,-83.767 3038.48,-74.172\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3040.54,-77.0036 3046.58,-68.2996 3036.43,-71.3368 3040.54,-77.0036\"/>\r\n",
       "</g>\r\n",
       "<!-- 70 -->\r\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3132,-179.5C3132,-179.5 3051,-179.5 3051,-179.5 3045,-179.5 3039,-173.5 3039,-167.5 3039,-167.5 3039,-123.5 3039,-123.5 3039,-117.5 3045,-111.5 3051,-111.5 3051,-111.5 3132,-111.5 3132,-111.5 3138,-111.5 3144,-117.5 3144,-123.5 3144,-123.5 3144,-167.5 3144,-167.5 3144,-173.5 3138,-179.5 3132,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3091.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M3091.5,-222.907C3091.5,-212.204 3091.5,-200.615 3091.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3095,-189.667 3091.5,-179.667 3088,-189.667 3095,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 71 -->\r\n",
       "<g id=\"node72\" class=\"node\"><title>71</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M3376.5,-187C3376.5,-187 3174.5,-187 3174.5,-187 3168.5,-187 3162.5,-181 3162.5,-175 3162.5,-175 3162.5,-116 3162.5,-116 3162.5,-110 3168.5,-104 3174.5,-104 3174.5,-104 3376.5,-104 3376.5,-104 3382.5,-104 3388.5,-110 3388.5,-116 3388.5,-116 3388.5,-175 3388.5,-175 3388.5,-181 3382.5,-187 3376.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3275.5\" 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=\"3275.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3275.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3275.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3275.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;71 -->\r\n",
       "<g id=\"edge71\" class=\"edge\"><title>69&#45;&gt;71</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3155.34,-222.907C3170.75,-213.106 3187.33,-202.563 3203.11,-192.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3205.21,-195.34 3211.77,-187.021 3201.46,-189.433 3205.21,-195.34\"/>\r\n",
       "</g>\r\n",
       "<!-- 72 -->\r\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3298,-68C3298,-68 3219,-68 3219,-68 3213,-68 3207,-62 3207,-56 3207,-56 3207,-12 3207,-12 3207,-6 3213,-0 3219,-0 3219,-0 3298,-0 3298,-0 3304,-0 3310,-6 3310,-12 3310,-12 3310,-56 3310,-56 3310,-62 3304,-68 3298,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3258.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3258.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3258.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3258.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M3269.17,-103.726C3267.88,-95.4263 3266.52,-86.6671 3265.22,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3268.66,-77.6442 3263.67,-68.2996 3261.75,-78.7182 3268.66,-77.6442\"/>\r\n",
       "</g>\r\n",
       "<!-- 73 -->\r\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3441,-68C3441,-68 3340,-68 3340,-68 3334,-68 3328,-62 3328,-56 3328,-56 3328,-12 3328,-12 3328,-6 3334,-0 3340,-0 3340,-0 3441,-0 3441,-0 3447,-0 3453,-6 3453,-12 3453,-12 3453,-56 3453,-56 3453,-62 3447,-68 3441,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3390.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3390.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3390.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3390.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M3318.32,-103.726C3328.09,-94.423 3338.47,-84.5428 3348.22,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3350.7,-77.7301 3355.53,-68.2996 3345.87,-72.6606 3350.7,-77.7301\"/>\r\n",
       "</g>\r\n",
       "<!-- 75 -->\r\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3281,-298.5C3281,-298.5 3202,-298.5 3202,-298.5 3196,-298.5 3190,-292.5 3190,-286.5 3190,-286.5 3190,-242.5 3190,-242.5 3190,-236.5 3196,-230.5 3202,-230.5 3202,-230.5 3281,-230.5 3281,-230.5 3287,-230.5 3293,-236.5 3293,-242.5 3293,-242.5 3293,-286.5 3293,-286.5 3293,-292.5 3287,-298.5 3281,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3241.5\" y=\"-238.3\" 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=\"M3241.5,-341.907C3241.5,-331.204 3241.5,-319.615 3241.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3245,-308.667 3241.5,-298.667 3238,-308.667 3245,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 76 -->\r\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3424,-298.5C3424,-298.5 3323,-298.5 3323,-298.5 3317,-298.5 3311,-292.5 3311,-286.5 3311,-286.5 3311,-242.5 3311,-242.5 3311,-236.5 3317,-230.5 3323,-230.5 3323,-230.5 3424,-230.5 3424,-230.5 3430,-230.5 3436,-236.5 3436,-242.5 3436,-242.5 3436,-286.5 3436,-286.5 3436,-292.5 3430,-298.5 3424,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3373.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3373.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3373.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3373.5\" y=\"-238.3\" 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=\"M3287.3,-341.907C3300.62,-330.101 3315.15,-317.217 3328.43,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3330.92,-307.919 3336.08,-298.667 3326.28,-302.681 3330.92,-307.919\"/>\r\n",
       "</g>\r\n",
       "<!-- 78 -->\r\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\r\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M4056,-782C4056,-782 3913,-782 3913,-782 3907,-782 3901,-776 3901,-770 3901,-770 3901,-711 3901,-711 3901,-705 3907,-699 3913,-699 3913,-699 4056,-699 4056,-699 4062,-699 4068,-705 4068,-711 4068,-711 4068,-770 4068,-770 4068,-776 4062,-782 4056,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 6.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 77&#45;&gt;78 -->\r\n",
       "<g id=\"edge78\" class=\"edge\"><title>77&#45;&gt;78</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4077.89,-817.907C4066.24,-808.379 4053.74,-798.148 4041.79,-788.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4043.98,-785.644 4034.03,-782.021 4039.55,-791.062 4043.98,-785.644\"/>\r\n",
       "</g>\r\n",
       "<!-- 83 -->\r\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\r\n",
       "<path fill=\"#eb9e66\" stroke=\"black\" d=\"M4363.5,-782C4363.5,-782 4177.5,-782 4177.5,-782 4171.5,-782 4165.5,-776 4165.5,-770 4165.5,-770 4165.5,-711 4165.5,-711 4165.5,-705 4171.5,-699 4177.5,-699 4177.5,-699 4363.5,-699 4363.5,-699 4369.5,-699 4375.5,-705 4375.5,-711 4375.5,-711 4375.5,-770 4375.5,-770 4375.5,-776 4369.5,-782 4363.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" 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=\"4270.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1654</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1346, 308]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 77&#45;&gt;83 -->\r\n",
       "<g id=\"edge83\" class=\"edge\"><title>77&#45;&gt;83</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4177.11,-817.907C4188.76,-808.379 4201.26,-798.148 4213.21,-788.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4215.45,-791.062 4220.97,-782.021 4211.02,-785.644 4215.45,-791.062\"/>\r\n",
       "</g>\r\n",
       "<!-- 79 -->\r\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3872,-655.5C3872,-655.5 3771,-655.5 3771,-655.5 3765,-655.5 3759,-649.5 3759,-643.5 3759,-643.5 3759,-599.5 3759,-599.5 3759,-593.5 3765,-587.5 3771,-587.5 3771,-587.5 3872,-587.5 3872,-587.5 3878,-587.5 3884,-593.5 3884,-599.5 3884,-599.5 3884,-643.5 3884,-643.5 3884,-649.5 3878,-655.5 3872,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3821.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3821.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3821.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3821.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 78&#45;&gt;79 -->\r\n",
       "<g id=\"edge79\" class=\"edge\"><title>78&#45;&gt;79</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3927.95,-698.907C3911.19,-686.88 3892.88,-673.735 3876.24,-661.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3877.87,-658.655 3867.71,-655.667 3873.79,-664.342 3877.87,-658.655\"/>\r\n",
       "</g>\r\n",
       "<!-- 80 -->\r\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\r\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M4054.5,-663C4054.5,-663 3914.5,-663 3914.5,-663 3908.5,-663 3902.5,-657 3902.5,-651 3902.5,-651 3902.5,-592 3902.5,-592 3902.5,-586 3908.5,-580 3914.5,-580 3914.5,-580 4054.5,-580 4054.5,-580 4060.5,-580 4066.5,-586 4066.5,-592 4066.5,-592 4066.5,-651 4066.5,-651 4066.5,-657 4060.5,-663 4054.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 78&#45;&gt;80 -->\r\n",
       "<g id=\"edge80\" class=\"edge\"><title>78&#45;&gt;80</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3984.5,-698.907C3984.5,-690.649 3984.5,-681.864 3984.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3988,-673.021 3984.5,-663.021 3981,-673.021 3988,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 81 -->\r\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3892,-536.5C3892,-536.5 3813,-536.5 3813,-536.5 3807,-536.5 3801,-530.5 3801,-524.5 3801,-524.5 3801,-480.5 3801,-480.5 3801,-474.5 3807,-468.5 3813,-468.5 3813,-468.5 3892,-468.5 3892,-468.5 3898,-468.5 3904,-474.5 3904,-480.5 3904,-480.5 3904,-524.5 3904,-524.5 3904,-530.5 3898,-536.5 3892,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3852.5\" y=\"-476.3\" 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=\"M3938.7,-579.907C3925.38,-568.101 3910.85,-555.217 3897.57,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3899.72,-540.681 3889.92,-536.667 3895.08,-545.919 3899.72,-540.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 82 -->\r\n",
       "<g id=\"node83\" class=\"node\"><title>82</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4035,-536.5C4035,-536.5 3934,-536.5 3934,-536.5 3928,-536.5 3922,-530.5 3922,-524.5 3922,-524.5 3922,-480.5 3922,-480.5 3922,-474.5 3928,-468.5 3934,-468.5 3934,-468.5 4035,-468.5 4035,-468.5 4041,-468.5 4047,-474.5 4047,-480.5 4047,-480.5 4047,-524.5 4047,-524.5 4047,-530.5 4041,-536.5 4035,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3984.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M3984.5,-579.907C3984.5,-569.204 3984.5,-557.615 3984.5,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3988,-546.667 3984.5,-536.667 3981,-546.667 3988,-546.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 84 -->\r\n",
       "<g id=\"node85\" class=\"node\"><title>84</title>\r\n",
       "<path fill=\"#eeaf81\" stroke=\"black\" d=\"M4345.5,-663C4345.5,-663 4195.5,-663 4195.5,-663 4189.5,-663 4183.5,-657 4183.5,-651 4183.5,-651 4183.5,-592 4183.5,-592 4183.5,-586 4189.5,-580 4195.5,-580 4195.5,-580 4345.5,-580 4345.5,-580 4351.5,-580 4357.5,-586 4357.5,-592 4357.5,-592 4357.5,-651 4357.5,-651 4357.5,-657 4351.5,-663 4345.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 403.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 281</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [206, 75]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4270.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 83&#45;&gt;84 -->\r\n",
       "<g id=\"edge84\" class=\"edge\"><title>83&#45;&gt;84</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4270.5,-698.907C4270.5,-690.649 4270.5,-681.864 4270.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4274,-673.021 4270.5,-663.021 4267,-673.021 4274,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 117 -->\r\n",
       "<g id=\"node118\" class=\"node\"><title>117</title>\r\n",
       "<path fill=\"#ea9b61\" stroke=\"black\" d=\"M5765,-663C5765,-663 5616,-663 5616,-663 5610,-663 5604,-657 5604,-651 5604,-651 5604,-592 5604,-592 5604,-586 5610,-580 5616,-580 5616,-580 5765,-580 5765,-580 5771,-580 5777,-586 5777,-592 5777,-592 5777,-651 5777,-651 5777,-657 5771,-663 5765,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 76.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1373</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1140, 233]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 83&#45;&gt;117 -->\r\n",
       "<g id=\"edge117\" class=\"edge\"><title>83&#45;&gt;117</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4375.78,-730.825C4641.63,-708.921 5337.05,-651.622 5593.6,-630.484\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5593.97,-633.965 5603.65,-629.656 5593.4,-626.989 5593.97,-633.965\"/>\r\n",
       "</g>\r\n",
       "<!-- 85 -->\r\n",
       "<g id=\"node86\" class=\"node\"><title>85</title>\r\n",
       "<path fill=\"#cee6f8\" stroke=\"black\" d=\"M4176,-544C4176,-544 4077,-544 4077,-544 4071,-544 4065,-538 4065,-532 4065,-532 4065,-473 4065,-473 4065,-467 4071,-461 4077,-461 4077,-461 4176,-461 4176,-461 4182,-461 4188,-467 4188,-473 4188,-473 4188,-532 4188,-532 4188,-538 4182,-544 4176,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4126.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH2 &lt;= 22.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4126.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4126.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4126.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [15, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4126.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M4220.54,-579.907C4208.81,-570.379 4196.22,-560.148 4184.19,-550.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4186.34,-547.61 4176.37,-544.021 4181.93,-553.043 4186.34,-547.61\"/>\r\n",
       "</g>\r\n",
       "<!-- 98 -->\r\n",
       "<g id=\"node99\" class=\"node\"><title>98</title>\r\n",
       "<path fill=\"#eca572\" stroke=\"black\" d=\"M4422,-544C4422,-544 4275,-544 4275,-544 4269,-544 4263,-538 4263,-532 4263,-532 4263,-473 4263,-473 4263,-467 4269,-461 4275,-461 4275,-461 4422,-461 4422,-461 4428,-461 4434,-467 4434,-473 4434,-473 4434,-532 4434,-532 4434,-538 4428,-544 4422,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OutboundCalls &lt;= 13.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 246</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [191, 55]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 84&#45;&gt;98 -->\r\n",
       "<g id=\"edge98\" class=\"edge\"><title>84&#45;&gt;98</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4297.56,-579.907C4303.43,-571.105 4309.7,-561.703 4315.76,-552.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4318.85,-554.283 4321.49,-544.021 4313.03,-550.4 4318.85,-554.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 86 -->\r\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M3848.5,-425C3848.5,-425 3700.5,-425 3700.5,-425 3694.5,-425 3688.5,-419 3688.5,-413 3688.5,-413 3688.5,-354 3688.5,-354 3688.5,-348 3694.5,-342 3700.5,-342 3700.5,-342 3848.5,-342 3848.5,-342 3854.5,-342 3860.5,-348 3860.5,-354 3860.5,-354 3860.5,-413 3860.5,-413 3860.5,-419 3854.5,-425 3848.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CallWaitingCalls &lt;= 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-349.8\" 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=\"M4064.61,-465.021C4061.56,-463.597 4058.52,-462.247 4055.5,-461 3995.78,-436.304 3925.64,-417.197 3870.37,-404.256\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3871.12,-400.835 3860.58,-401.991 3869.54,-407.655 3871.12,-400.835\"/>\r\n",
       "</g>\r\n",
       "<!-- 95 -->\r\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\r\n",
       "<path fill=\"#4ba6e7\" stroke=\"black\" d=\"M4167.5,-425C4167.5,-425 4027.5,-425 4027.5,-425 4021.5,-425 4015.5,-419 4015.5,-413 4015.5,-413 4015.5,-354 4015.5,-354 4015.5,-348 4021.5,-342 4027.5,-342 4027.5,-342 4167.5,-342 4167.5,-342 4173.5,-342 4179.5,-348 4179.5,-354 4179.5,-354 4179.5,-413 4179.5,-413 4179.5,-419 4173.5,-425 4167.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 85&#45;&gt;95 -->\r\n",
       "<g id=\"edge95\" class=\"edge\"><title>85&#45;&gt;95</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4116.44,-460.907C4114.35,-452.468 4112.12,-443.477 4109.95,-434.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4113.35,-433.885 4107.54,-425.021 4106.55,-435.569 4113.35,-433.885\"/>\r\n",
       "</g>\r\n",
       "<!-- 87 -->\r\n",
       "<g id=\"node88\" class=\"node\"><title>87</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M3634.5,-306C3634.5,-306 3476.5,-306 3476.5,-306 3470.5,-306 3464.5,-300 3464.5,-294 3464.5,-294 3464.5,-235 3464.5,-235 3464.5,-229 3470.5,-223 3476.5,-223 3476.5,-223 3634.5,-223 3634.5,-223 3640.5,-223 3646.5,-229 3646.5,-235 3646.5,-235 3646.5,-294 3646.5,-294 3646.5,-300 3640.5,-306 3634.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3555.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyRevenue &lt;= 32.59</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3555.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3555.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3555.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3555.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M3698.52,-341.907C3679.75,-331.879 3659.52,-321.075 3640.36,-310.837\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3641.82,-307.646 3631.35,-306.021 3638.52,-313.82 3641.82,-307.646\"/>\r\n",
       "</g>\r\n",
       "<!-- 90 -->\r\n",
       "<g id=\"node91\" class=\"node\"><title>90</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M3872,-306C3872,-306 3677,-306 3677,-306 3671,-306 3665,-300 3665,-294 3665,-294 3665,-235 3665,-235 3665,-229 3671,-223 3677,-223 3677,-223 3872,-223 3872,-223 3878,-223 3884,-229 3884,-235 3884,-235 3884,-294 3884,-294 3884,-300 3878,-306 3872,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CreditRating_frequency &lt;= 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3774.5\" y=\"-230.8\" 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=\"M3774.5,-341.907C3774.5,-333.649 3774.5,-324.864 3774.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3778,-316.021 3774.5,-306.021 3771,-316.021 3778,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 88 -->\r\n",
       "<g id=\"node89\" class=\"node\"><title>88</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3520,-179.5C3520,-179.5 3419,-179.5 3419,-179.5 3413,-179.5 3407,-173.5 3407,-167.5 3407,-167.5 3407,-123.5 3407,-123.5 3407,-117.5 3413,-111.5 3419,-111.5 3419,-111.5 3520,-111.5 3520,-111.5 3526,-111.5 3532,-117.5 3532,-123.5 3532,-123.5 3532,-167.5 3532,-167.5 3532,-173.5 3526,-179.5 3520,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3469.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3469.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3469.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3469.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M3525.66,-222.907C3517.31,-211.542 3508.22,-199.178 3499.84,-187.774\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3502.62,-185.652 3493.88,-179.667 3496.98,-189.797 3502.62,-185.652\"/>\r\n",
       "</g>\r\n",
       "<!-- 89 -->\r\n",
       "<g id=\"node90\" class=\"node\"><title>89</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3641,-179.5C3641,-179.5 3562,-179.5 3562,-179.5 3556,-179.5 3550,-173.5 3550,-167.5 3550,-167.5 3550,-123.5 3550,-123.5 3550,-117.5 3556,-111.5 3562,-111.5 3562,-111.5 3641,-111.5 3641,-111.5 3647,-111.5 3653,-117.5 3653,-123.5 3653,-123.5 3653,-167.5 3653,-167.5 3653,-173.5 3647,-179.5 3641,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3601.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3601.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3601.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3601.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M3571.46,-222.907C3575.75,-211.983 3580.41,-200.137 3584.75,-189.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3588.06,-190.254 3588.46,-179.667 3581.54,-187.693 3588.06,-190.254\"/>\r\n",
       "</g>\r\n",
       "<!-- 91 -->\r\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3784,-179.5C3784,-179.5 3683,-179.5 3683,-179.5 3677,-179.5 3671,-173.5 3671,-167.5 3671,-167.5 3671,-123.5 3671,-123.5 3671,-117.5 3677,-111.5 3683,-111.5 3683,-111.5 3784,-111.5 3784,-111.5 3790,-111.5 3796,-117.5 3796,-123.5 3796,-123.5 3796,-167.5 3796,-167.5 3796,-173.5 3790,-179.5 3784,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3733.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3733.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3733.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3733.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 90&#45;&gt;91 -->\r\n",
       "<g id=\"edge91\" class=\"edge\"><title>90&#45;&gt;91</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3760.28,-222.907C3756.45,-211.983 3752.3,-200.137 3748.43,-189.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3751.73,-187.947 3745.12,-179.667 3745.13,-190.262 3751.73,-187.947\"/>\r\n",
       "</g>\r\n",
       "<!-- 92 -->\r\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M3935,-187C3935,-187 3826,-187 3826,-187 3820,-187 3814,-181 3814,-175 3814,-175 3814,-116 3814,-116 3814,-110 3820,-104 3826,-104 3826,-104 3935,-104 3935,-104 3941,-104 3947,-110 3947,-116 3947,-116 3947,-175 3947,-175 3947,-181 3941,-187 3935,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3880.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ActiveSubs &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3880.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3880.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3880.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3880.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 90&#45;&gt;92 -->\r\n",
       "<g id=\"edge92\" class=\"edge\"><title>90&#45;&gt;92</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3811.28,-222.907C3819.58,-213.742 3828.47,-203.927 3837.02,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3839.67,-196.782 3843.79,-187.021 3834.48,-192.082 3839.67,-196.782\"/>\r\n",
       "</g>\r\n",
       "<!-- 93 -->\r\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M3816,-68C3816,-68 3737,-68 3737,-68 3731,-68 3725,-62 3725,-56 3725,-56 3725,-12 3725,-12 3725,-6 3731,-0 3737,-0 3737,-0 3816,-0 3816,-0 3822,-0 3828,-6 3828,-12 3828,-12 3828,-56 3828,-56 3828,-62 3822,-68 3816,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3776.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3776.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3776.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3776.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;93 -->\r\n",
       "<g id=\"edge93\" class=\"edge\"><title>92&#45;&gt;93</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3841.77,-103.726C3833.11,-94.6054 3823.92,-84.93 3815.26,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3817.55,-73.1401 3808.13,-68.2996 3812.48,-77.9608 3817.55,-73.1401\"/>\r\n",
       "</g>\r\n",
       "<!-- 94 -->\r\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M3959,-68C3959,-68 3858,-68 3858,-68 3852,-68 3846,-62 3846,-56 3846,-56 3846,-12 3846,-12 3846,-6 3852,-0 3858,-0 3858,-0 3959,-0 3959,-0 3965,-0 3971,-6 3971,-12 3971,-12 3971,-56 3971,-56 3971,-62 3965,-68 3959,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3908.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3908.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3908.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3908.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;94 -->\r\n",
       "<g id=\"edge94\" class=\"edge\"><title>92&#45;&gt;94</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3890.93,-103.726C3893.07,-95.3351 3895.34,-86.4745 3897.5,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3900.9,-78.855 3899.99,-68.2996 3894.12,-77.1208 3900.9,-78.855\"/>\r\n",
       "</g>\r\n",
       "<!-- 96 -->\r\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4015,-298.5C4015,-298.5 3914,-298.5 3914,-298.5 3908,-298.5 3902,-292.5 3902,-286.5 3902,-286.5 3902,-242.5 3902,-242.5 3902,-236.5 3908,-230.5 3914,-230.5 3914,-230.5 4015,-230.5 4015,-230.5 4021,-230.5 4027,-236.5 4027,-242.5 4027,-242.5 4027,-286.5 4027,-286.5 4027,-292.5 4021,-298.5 4015,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3964.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3964.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3964.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3964.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M4051.36,-341.907C4037.93,-330.101 4023.29,-317.217 4009.91,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4012.02,-302.644 4002.2,-298.667 4007.4,-307.9 4012.02,-302.644\"/>\r\n",
       "</g>\r\n",
       "<!-- 97 -->\r\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4138,-298.5C4138,-298.5 4057,-298.5 4057,-298.5 4051,-298.5 4045,-292.5 4045,-286.5 4045,-286.5 4045,-242.5 4045,-242.5 4045,-236.5 4051,-230.5 4057,-230.5 4057,-230.5 4138,-230.5 4138,-230.5 4144,-230.5 4150,-236.5 4150,-242.5 4150,-242.5 4150,-286.5 4150,-286.5 4150,-292.5 4144,-298.5 4138,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4097.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M4097.5,-341.907C4097.5,-331.204 4097.5,-319.615 4097.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4101,-308.667 4097.5,-298.667 4094,-308.667 4101,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 99 -->\r\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4415.5,-425C4415.5,-425 4281.5,-425 4281.5,-425 4275.5,-425 4269.5,-419 4269.5,-413 4269.5,-413 4269.5,-354 4269.5,-354 4269.5,-348 4275.5,-342 4281.5,-342 4281.5,-342 4415.5,-342 4415.5,-342 4421.5,-342 4427.5,-348 4427.5,-354 4427.5,-354 4427.5,-413 4427.5,-413 4427.5,-419 4421.5,-425 4415.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RoamingCalls &lt;= 26.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4348.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 98&#45;&gt;99 -->\r\n",
       "<g id=\"edge99\" class=\"edge\"><title>98&#45;&gt;99</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4348.5,-460.907C4348.5,-452.649 4348.5,-443.864 4348.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4352,-435.021 4348.5,-425.021 4345,-435.021 4352,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 106 -->\r\n",
       "<g id=\"node107\" class=\"node\"><title>106</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M4647,-425C4647,-425 4508,-425 4508,-425 4502,-425 4496,-419 4496,-413 4496,-413 4496,-354 4496,-354 4496,-348 4502,-342 4508,-342 4508,-342 4647,-342 4647,-342 4653,-342 4659,-348 4659,-354 4659,-354 4659,-413 4659,-413 4659,-419 4653,-425 4647,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OutboundCalls &lt;= 94.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 212</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [159, 53]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 98&#45;&gt;106 -->\r\n",
       "<g id=\"edge106\" class=\"edge\"><title>98&#45;&gt;106</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4427.95,-460.907C4447.67,-450.834 4468.92,-439.977 4489.04,-429.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4490.88,-432.687 4498.19,-425.021 4487.69,-426.454 4490.88,-432.687\"/>\r\n",
       "</g>\r\n",
       "<!-- 100 -->\r\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\r\n",
       "<path fill=\"#e6853f\" stroke=\"black\" d=\"M4294.5,-306C4294.5,-306 4180.5,-306 4180.5,-306 4174.5,-306 4168.5,-300 4168.5,-294 4168.5,-294 4168.5,-235 4168.5,-235 4168.5,-229 4174.5,-223 4180.5,-223 4180.5,-223 4294.5,-223 4294.5,-223 4300.5,-223 4306.5,-229 4306.5,-235 4306.5,-235 4306.5,-294 4306.5,-294 4306.5,-300 4300.5,-306 4294.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4237.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UniqueSubs &lt;= 3.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4237.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.06</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4237.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4237.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4237.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;100 -->\r\n",
       "<g id=\"edge100\" class=\"edge\"><title>99&#45;&gt;100</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4309.99,-341.907C4301.29,-332.742 4291.98,-322.927 4283.03,-313.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4285.36,-310.867 4275.94,-306.021 4280.29,-315.684 4285.36,-310.867\"/>\r\n",
       "</g>\r\n",
       "<!-- 105 -->\r\n",
       "<g id=\"node106\" class=\"node\"><title>105</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4416,-298.5C4416,-298.5 4337,-298.5 4337,-298.5 4331,-298.5 4325,-292.5 4325,-286.5 4325,-286.5 4325,-242.5 4325,-242.5 4325,-236.5 4331,-230.5 4337,-230.5 4337,-230.5 4416,-230.5 4416,-230.5 4422,-230.5 4428,-236.5 4428,-242.5 4428,-242.5 4428,-286.5 4428,-286.5 4428,-292.5 4422,-298.5 4416,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4376.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4376.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4376.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4376.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 99&#45;&gt;105 -->\r\n",
       "<g id=\"edge105\" class=\"edge\"><title>99&#45;&gt;105</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4358.21,-341.907C4360.8,-331.094 4363.61,-319.376 4366.22,-308.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4369.64,-309.207 4368.56,-298.667 4362.83,-307.578 4369.64,-309.207\"/>\r\n",
       "</g>\r\n",
       "<!-- 101 -->\r\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4078,-179.5C4078,-179.5 3977,-179.5 3977,-179.5 3971,-179.5 3965,-173.5 3965,-167.5 3965,-167.5 3965,-123.5 3965,-123.5 3965,-117.5 3971,-111.5 3977,-111.5 3977,-111.5 4078,-111.5 4078,-111.5 4084,-111.5 4090,-117.5 4090,-123.5 4090,-123.5 4090,-167.5 4090,-167.5 4090,-173.5 4084,-179.5 4078,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4027.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4027.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4027.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4027.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;101 -->\r\n",
       "<g id=\"edge101\" class=\"edge\"><title>100&#45;&gt;101</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4168.31,-225.255C4146.3,-213.058 4121.86,-199.488 4099.5,-187 4098.17,-186.257 4096.83,-185.506 4095.47,-184.749\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4096.86,-181.514 4086.42,-179.683 4093.44,-187.622 4096.86,-181.514\"/>\r\n",
       "</g>\r\n",
       "<!-- 102 -->\r\n",
       "<g id=\"node103\" class=\"node\"><title>102</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M4302.5,-187C4302.5,-187 4120.5,-187 4120.5,-187 4114.5,-187 4108.5,-181 4108.5,-175 4108.5,-175 4108.5,-116 4108.5,-116 4108.5,-110 4114.5,-104 4120.5,-104 4120.5,-104 4302.5,-104 4302.5,-104 4308.5,-104 4314.5,-110 4314.5,-116 4314.5,-116 4314.5,-175 4314.5,-175 4314.5,-181 4308.5,-187 4302.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DirectorAssistedCalls &lt;= 0.99</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 100&#45;&gt;102 -->\r\n",
       "<g id=\"edge102\" class=\"edge\"><title>100&#45;&gt;102</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4228.48,-222.907C4226.62,-214.558 4224.65,-205.671 4222.73,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4226.09,-196.023 4220.5,-187.021 4219.26,-197.542 4226.09,-196.023\"/>\r\n",
       "</g>\r\n",
       "<!-- 103 -->\r\n",
       "<g id=\"node104\" class=\"node\"><title>103</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4130,-68C4130,-68 4029,-68 4029,-68 4023,-68 4017,-62 4017,-56 4017,-56 4017,-12 4017,-12 4017,-6 4023,-0 4029,-0 4029,-0 4130,-0 4130,-0 4136,-0 4142,-6 4142,-12 4142,-12 4142,-56 4142,-56 4142,-62 4136,-68 4130,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4079.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4079.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4079.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4079.5\" y=\"-7.8\" 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=\"M4162.35,-103.726C4150.91,-94.2406 4138.76,-84.1551 4127.38,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4129.57,-71.9905 4119.64,-68.2996 4125.1,-77.3781 4129.57,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 104 -->\r\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4251,-68C4251,-68 4172,-68 4172,-68 4166,-68 4160,-62 4160,-56 4160,-56 4160,-12 4160,-12 4160,-6 4166,-0 4172,-0 4172,-0 4251,-0 4251,-0 4257,-0 4263,-6 4263,-12 4263,-12 4263,-56 4263,-56 4263,-62 4257,-68 4251,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 102&#45;&gt;104 -->\r\n",
       "<g id=\"edge104\" class=\"edge\"><title>102&#45;&gt;104</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4211.5,-103.726C4211.5,-95.5175 4211.5,-86.8595 4211.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4215,-78.2996 4211.5,-68.2996 4208,-78.2996 4215,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 107 -->\r\n",
       "<g id=\"node108\" class=\"node\"><title>107</title>\r\n",
       "<path fill=\"#efb489\" stroke=\"black\" d=\"M4678.5,-306C4678.5,-306 4476.5,-306 4476.5,-306 4470.5,-306 4464.5,-300 4464.5,-294 4464.5,-294 4464.5,-235 4464.5,-235 4464.5,-229 4470.5,-223 4476.5,-223 4476.5,-223 4678.5,-223 4678.5,-223 4684.5,-223 4690.5,-229 4690.5,-235 4690.5,-235 4690.5,-294 4690.5,-294 4690.5,-300 4684.5,-306 4678.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= &#45;45.95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 178</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [127, 51]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4577.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;107 -->\r\n",
       "<g id=\"edge107\" class=\"edge\"><title>106&#45;&gt;107</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4577.5,-341.907C4577.5,-333.649 4577.5,-324.864 4577.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4581,-316.021 4577.5,-306.021 4574,-316.021 4581,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 114 -->\r\n",
       "<g id=\"node115\" class=\"node\"><title>114</title>\r\n",
       "<path fill=\"#e78945\" stroke=\"black\" d=\"M4857.5,-306C4857.5,-306 4729.5,-306 4729.5,-306 4723.5,-306 4717.5,-300 4717.5,-294 4717.5,-294 4717.5,-235 4717.5,-235 4717.5,-229 4723.5,-223 4729.5,-223 4729.5,-223 4857.5,-223 4857.5,-223 4863.5,-223 4869.5,-229 4869.5,-235 4869.5,-235 4869.5,-294 4869.5,-294 4869.5,-300 4863.5,-306 4857.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BlockedCalls &lt;= 24.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 106&#45;&gt;114 -->\r\n",
       "<g id=\"edge114\" class=\"edge\"><title>106&#45;&gt;114</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4652.44,-341.907C4670.95,-331.879 4690.9,-321.075 4709.8,-310.837\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4711.57,-313.861 4718.69,-306.021 4708.23,-307.706 4711.57,-313.861\"/>\r\n",
       "</g>\r\n",
       "<!-- 108 -->\r\n",
       "<g id=\"node109\" class=\"node\"><title>108</title>\r\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M4464.5,-187C4464.5,-187 4344.5,-187 4344.5,-187 4338.5,-187 4332.5,-181 4332.5,-175 4332.5,-175 4332.5,-116 4332.5,-116 4332.5,-110 4338.5,-104 4344.5,-104 4344.5,-104 4464.5,-104 4464.5,-104 4470.5,-104 4476.5,-110 4476.5,-116 4476.5,-116 4476.5,-175 4476.5,-175 4476.5,-181 4470.5,-187 4464.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4404.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">InboundCalls &lt;= 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4404.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4404.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 57</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4404.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [48, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4404.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 107&#45;&gt;108 -->\r\n",
       "<g id=\"edge108\" class=\"edge\"><title>107&#45;&gt;108</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4517.48,-222.907C4503.12,-213.197 4487.69,-202.758 4472.98,-192.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4474.66,-189.724 4464.42,-187.021 4470.74,-195.522 4474.66,-189.724\"/>\r\n",
       "</g>\r\n",
       "<!-- 111 -->\r\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\r\n",
       "<path fill=\"#f3c4a2\" stroke=\"black\" d=\"M4700.5,-187C4700.5,-187 4506.5,-187 4506.5,-187 4500.5,-187 4494.5,-181 4494.5,-175 4494.5,-175 4494.5,-116 4494.5,-116 4494.5,-110 4500.5,-104 4506.5,-104 4506.5,-104 4700.5,-104 4700.5,-104 4706.5,-104 4712.5,-110 4712.5,-116 4712.5,-116 4712.5,-175 4712.5,-175 4712.5,-181 4706.5,-187 4700.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4603.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= &#45;27.6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4603.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4603.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 121</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4603.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [79, 42]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4603.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 107&#45;&gt;111 -->\r\n",
       "<g id=\"edge111\" class=\"edge\"><title>107&#45;&gt;111</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4586.52,-222.907C4588.38,-214.558 4590.35,-205.671 4592.27,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4595.74,-197.542 4594.5,-187.021 4588.91,-196.023 4595.74,-197.542\"/>\r\n",
       "</g>\r\n",
       "<!-- 109 -->\r\n",
       "<g id=\"node110\" class=\"node\"><title>109</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M4373,-68C4373,-68 4294,-68 4294,-68 4288,-68 4282,-62 4282,-56 4282,-56 4282,-12 4282,-12 4282,-6 4288,-0 4294,-0 4294,-0 4373,-0 4373,-0 4379,-0 4385,-6 4385,-12 4385,-12 4385,-56 4385,-56 4385,-62 4379,-68 4373,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4333.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4333.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4333.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4333.5\" 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=\"M4378.06,-103.726C4372.38,-94.9703 4366.38,-85.7032 4360.67,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4363.47,-74.786 4355.09,-68.2996 4357.6,-78.5943 4363.47,-74.786\"/>\r\n",
       "</g>\r\n",
       "<!-- 110 -->\r\n",
       "<g id=\"node111\" class=\"node\"><title>110</title>\r\n",
       "<path fill=\"#e89153\" stroke=\"black\" d=\"M4516,-68C4516,-68 4415,-68 4415,-68 4409,-68 4403,-62 4403,-56 4403,-56 4403,-12 4403,-12 4403,-6 4409,-0 4415,-0 4415,-0 4516,-0 4516,-0 4522,-0 4528,-6 4528,-12 4528,-12 4528,-56 4528,-56 4528,-62 4522,-68 4516,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4465.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4465.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 52</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4465.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [46, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4465.5\" 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=\"M4427.21,-103.726C4432.04,-95.0615 4437.15,-85.8962 4442,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4445.14,-78.7389 4446.95,-68.2996 4439.03,-75.3322 4445.14,-78.7389\"/>\r\n",
       "</g>\r\n",
       "<!-- 112 -->\r\n",
       "<g id=\"node113\" class=\"node\"><title>112</title>\r\n",
       "<path fill=\"#e4f2fb\" stroke=\"black\" d=\"M4647,-68C4647,-68 4558,-68 4558,-68 4552,-68 4546,-62 4546,-56 4546,-56 4546,-12 4546,-12 4546,-6 4552,-0 4558,-0 4558,-0 4647,-0 4647,-0 4653,-0 4659,-6 4659,-12 4659,-12 4659,-56 4659,-56 4659,-62 4653,-68 4647,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4602.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4602.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4602.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4602.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M4603.13,-103.726C4603.05,-95.5175 4602.97,-86.8595 4602.9,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4606.4,-78.2672 4602.8,-68.2996 4599.4,-78.3312 4606.4,-78.2672\"/>\r\n",
       "</g>\r\n",
       "<!-- 113 -->\r\n",
       "<g id=\"node114\" class=\"node\"><title>113</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M4790,-68C4790,-68 4689,-68 4689,-68 4683,-68 4677,-62 4677,-56 4677,-56 4677,-12 4677,-12 4677,-6 4683,-0 4689,-0 4689,-0 4790,-0 4790,-0 4796,-0 4802,-6 4802,-12 4802,-12 4802,-56 4802,-56 4802,-62 4796,-68 4790,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4739.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4739.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 80</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4739.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [60, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4739.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 111&#45;&gt;113 -->\r\n",
       "<g id=\"edge113\" class=\"edge\"><title>111&#45;&gt;113</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4654.14,-103.726C4665.92,-94.2406 4678.45,-84.1551 4690.17,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4692.55,-77.2972 4698.14,-68.2996 4688.16,-71.8448 4692.55,-77.2972\"/>\r\n",
       "</g>\r\n",
       "<!-- 115 -->\r\n",
       "<g id=\"node116\" class=\"node\"><title>115</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M4844,-179.5C4844,-179.5 4743,-179.5 4743,-179.5 4737,-179.5 4731,-173.5 4731,-167.5 4731,-167.5 4731,-123.5 4731,-123.5 4731,-117.5 4737,-111.5 4743,-111.5 4743,-111.5 4844,-111.5 4844,-111.5 4850,-111.5 4856,-117.5 4856,-123.5 4856,-123.5 4856,-167.5 4856,-167.5 4856,-173.5 4850,-179.5 4844,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [32, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4793.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 114&#45;&gt;115 -->\r\n",
       "<g id=\"edge115\" class=\"edge\"><title>114&#45;&gt;115</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4793.5,-222.907C4793.5,-212.204 4793.5,-200.615 4793.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4797,-189.667 4793.5,-179.667 4790,-189.667 4797,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 116 -->\r\n",
       "<g id=\"node117\" class=\"node\"><title>116</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M4965,-179.5C4965,-179.5 4886,-179.5 4886,-179.5 4880,-179.5 4874,-173.5 4874,-167.5 4874,-167.5 4874,-123.5 4874,-123.5 4874,-117.5 4880,-111.5 4886,-111.5 4886,-111.5 4965,-111.5 4965,-111.5 4971,-111.5 4977,-117.5 4977,-123.5 4977,-123.5 4977,-167.5 4977,-167.5 4977,-173.5 4971,-179.5 4965,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4925.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4925.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4925.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4925.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 114&#45;&gt;116 -->\r\n",
       "<g id=\"edge116\" class=\"edge\"><title>114&#45;&gt;116</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4839.3,-222.907C4852.62,-211.101 4867.15,-198.217 4880.43,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4882.92,-188.919 4888.08,-179.667 4878.28,-183.681 4882.92,-188.919\"/>\r\n",
       "</g>\r\n",
       "<!-- 118 -->\r\n",
       "<g id=\"node119\" class=\"node\"><title>118</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M5765.5,-544C5765.5,-544 5615.5,-544 5615.5,-544 5609.5,-544 5603.5,-538 5603.5,-532 5603.5,-532 5603.5,-473 5603.5,-473 5603.5,-467 5609.5,-461 5615.5,-461 5615.5,-461 5765.5,-461 5765.5,-461 5771.5,-461 5777.5,-467 5777.5,-473 5777.5,-473 5777.5,-532 5777.5,-532 5777.5,-538 5771.5,-544 5765.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 251.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1152</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [975, 177]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5690.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;118 -->\r\n",
       "<g id=\"edge118\" class=\"edge\"><title>117&#45;&gt;118</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5690.5,-579.907C5690.5,-571.649 5690.5,-562.864 5690.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5694,-554.021 5690.5,-544.021 5687,-554.021 5694,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 141 -->\r\n",
       "<g id=\"node142\" class=\"node\"><title>141</title>\r\n",
       "<path fill=\"#eeac7c\" stroke=\"black\" d=\"M6583,-544C6583,-544 6458,-544 6458,-544 6452,-544 6446,-538 6446,-532 6446,-532 6446,-473 6446,-473 6446,-467 6452,-461 6458,-461 6458,-461 6583,-461 6583,-461 6589,-461 6595,-467 6595,-473 6595,-473 6595,-532 6595,-532 6595,-538 6589,-544 6583,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedCalls &lt;= 5.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 221</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [165, 56]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 117&#45;&gt;141 -->\r\n",
       "<g id=\"edge141\" class=\"edge\"><title>117&#45;&gt;141</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5777.37,-608.255C5937.43,-585.692 6277.04,-537.819 6435.61,-515.466\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6436.38,-518.893 6445.79,-514.031 6435.4,-511.961 6436.38,-518.893\"/>\r\n",
       "</g>\r\n",
       "<!-- 119 -->\r\n",
       "<g id=\"node120\" class=\"node\"><title>119</title>\r\n",
       "<path fill=\"#eca26d\" stroke=\"black\" d=\"M5584,-425C5584,-425 5441,-425 5441,-425 5435,-425 5429,-419 5429,-413 5429,-413 5429,-354 5429,-354 5429,-348 5435,-342 5441,-342 5441,-342 5584,-342 5584,-342 5590,-342 5596,-348 5596,-354 5596,-354 5596,-413 5596,-413 5596,-419 5590,-425 5584,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 9.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 403</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [319, 84]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-349.8\" 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=\"M5628.74,-460.907C5613.83,-451.106 5597.79,-440.563 5582.53,-430.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5584.43,-427.589 5574.15,-425.021 5580.58,-433.438 5584.43,-427.589\"/>\r\n",
       "</g>\r\n",
       "<!-- 132 -->\r\n",
       "<g id=\"node133\" class=\"node\"><title>132</title>\r\n",
       "<path fill=\"#e99355\" stroke=\"black\" d=\"M5942,-425C5942,-425 5793,-425 5793,-425 5787,-425 5781,-419 5781,-413 5781,-413 5781,-354 5781,-354 5781,-348 5787,-342 5793,-342 5793,-342 5942,-342 5942,-342 5948,-342 5954,-348 5954,-354 5954,-354 5954,-413 5954,-413 5954,-419 5948,-425 5942,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 253.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 749</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [656, 93]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 118&#45;&gt;132 -->\r\n",
       "<g id=\"edge132\" class=\"edge\"><title>118&#45;&gt;132</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5751.91,-460.907C5766.6,-451.197 5782.39,-440.758 5797.44,-430.811\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5799.79,-433.455 5806.2,-425.021 5795.93,-427.615 5799.79,-433.455\"/>\r\n",
       "</g>\r\n",
       "<!-- 120 -->\r\n",
       "<g id=\"node121\" class=\"node\"><title>120</title>\r\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M5294,-306C5294,-306 5133,-306 5133,-306 5127,-306 5121,-300 5121,-294 5121,-294 5121,-235 5121,-235 5121,-229 5127,-223 5133,-223 5133,-223 5294,-223 5294,-223 5300,-223 5306,-229 5306,-235 5306,-235 5306,-294 5306,-294 5306,-300 5300,-306 5294,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CustomerCareCalls &lt;= 8.8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 195</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-230.8\" 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=\"M5428.81,-349.753C5393.77,-336.039 5352.69,-319.965 5315.86,-305.554\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5316.68,-302.118 5306.1,-301.734 5314.13,-308.637 5316.68,-302.118\"/>\r\n",
       "</g>\r\n",
       "<!-- 125 -->\r\n",
       "<g id=\"node126\" class=\"node\"><title>125</title>\r\n",
       "<path fill=\"#efaf82\" stroke=\"black\" d=\"M5598.5,-306C5598.5,-306 5426.5,-306 5426.5,-306 5420.5,-306 5414.5,-300 5414.5,-294 5414.5,-294 5414.5,-235 5414.5,-235 5414.5,-229 5420.5,-223 5426.5,-223 5426.5,-223 5598.5,-223 5598.5,-223 5604.5,-223 5610.5,-229 5610.5,-235 5610.5,-235 5610.5,-294 5610.5,-294 5610.5,-300 5604.5,-306 5598.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OffPeakCallsInOut &lt;= 36.65</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [152, 56]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5512.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 119&#45;&gt;125 -->\r\n",
       "<g id=\"edge125\" class=\"edge\"><title>119&#45;&gt;125</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5512.5,-341.907C5512.5,-333.649 5512.5,-324.864 5512.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5516,-316.021 5512.5,-306.021 5509,-316.021 5516,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 121 -->\r\n",
       "<g id=\"node122\" class=\"node\"><title>121</title>\r\n",
       "<path fill=\"#e99558\" stroke=\"black\" d=\"M5132,-187C5132,-187 5007,-187 5007,-187 5001,-187 4995,-181 4995,-175 4995,-175 4995,-116 4995,-116 4995,-110 5001,-104 5007,-104 5007,-104 5132,-104 5132,-104 5138,-104 5144,-110 5144,-116 5144,-116 5144,-175 5144,-175 5144,-181 5138,-187 5132,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5069.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IncomeGroup &lt;= 5.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5069.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5069.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 193</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5069.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [167, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5069.5\" y=\"-111.8\" 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=\"M5163.54,-222.907C5151.81,-213.379 5139.22,-203.148 5127.19,-193.37\"/>\r\n",
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       "</g>\r\n",
       "<!-- 124 -->\r\n",
       "<g id=\"node125\" class=\"node\"><title>124</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M5253,-179.5C5253,-179.5 5174,-179.5 5174,-179.5 5168,-179.5 5162,-173.5 5162,-167.5 5162,-167.5 5162,-123.5 5162,-123.5 5162,-117.5 5168,-111.5 5174,-111.5 5174,-111.5 5253,-111.5 5253,-111.5 5259,-111.5 5265,-117.5 5265,-123.5 5265,-123.5 5265,-167.5 5265,-167.5 5265,-173.5 5259,-179.5 5253,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5213.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 120&#45;&gt;124 -->\r\n",
       "<g id=\"edge124\" class=\"edge\"><title>120&#45;&gt;124</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5213.5,-222.907C5213.5,-212.204 5213.5,-200.615 5213.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5217,-189.667 5213.5,-179.667 5210,-189.667 5217,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 122 -->\r\n",
       "<g id=\"node123\" class=\"node\"><title>122</title>\r\n",
       "<path fill=\"#eca26c\" stroke=\"black\" d=\"M4984,-68C4984,-68 4883,-68 4883,-68 4877,-68 4871,-62 4871,-56 4871,-56 4871,-12 4871,-12 4871,-6 4877,-0 4883,-0 4883,-0 4984,-0 4984,-0 4990,-0 4996,-6 4996,-12 4996,-12 4996,-56 4996,-56 4996,-62 4990,-68 4984,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4933.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4933.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 102</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4933.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [81, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4933.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;122 -->\r\n",
       "<g id=\"edge122\" class=\"edge\"><title>121&#45;&gt;122</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5018.86,-103.726C5007.08,-94.2406 4994.55,-84.1551 4982.83,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4984.84,-71.8448 4974.86,-68.2996 4980.45,-77.2972 4984.84,-71.8448\"/>\r\n",
       "</g>\r\n",
       "<!-- 123 -->\r\n",
       "<g id=\"node124\" class=\"node\"><title>123</title>\r\n",
       "<path fill=\"#e78845\" stroke=\"black\" d=\"M5127,-68C5127,-68 5026,-68 5026,-68 5020,-68 5014,-62 5014,-56 5014,-56 5014,-12 5014,-12 5014,-6 5020,-0 5026,-0 5026,-0 5127,-0 5127,-0 5133,-0 5139,-6 5139,-12 5139,-12 5139,-56 5139,-56 5139,-62 5133,-68 5127,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5076.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5076.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 91</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5076.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5076.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 121&#45;&gt;123 -->\r\n",
       "<g id=\"edge123\" class=\"edge\"><title>121&#45;&gt;123</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5072.11,-103.726C5072.64,-95.4263 5073.2,-86.6671 5073.73,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5077.23,-78.5025 5074.37,-68.2996 5070.24,-78.0559 5077.23,-78.5025\"/>\r\n",
       "</g>\r\n",
       "<!-- 126 -->\r\n",
       "<g id=\"node127\" class=\"node\"><title>126</title>\r\n",
       "<path fill=\"#eda674\" stroke=\"black\" d=\"M5434,-187C5434,-187 5295,-187 5295,-187 5289,-187 5283,-181 5283,-175 5283,-175 5283,-116 5283,-116 5283,-110 5289,-104 5295,-104 5295,-104 5434,-104 5434,-104 5440,-104 5446,-110 5446,-116 5446,-116 5446,-175 5446,-175 5446,-181 5440,-187 5434,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5364.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OutboundCalls &lt;= 3.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5364.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5364.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 184</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5364.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [142, 42]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5364.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 125&#45;&gt;126 -->\r\n",
       "<g id=\"edge126\" class=\"edge\"><title>125&#45;&gt;126</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5461.15,-222.907C5449.1,-213.379 5436.16,-203.148 5423.79,-193.37\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5425.77,-190.477 5415.76,-187.021 5421.43,-195.968 5425.77,-190.477\"/>\r\n",
       "</g>\r\n",
       "<!-- 129 -->\r\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\r\n",
       "<path fill=\"#c6e3f8\" stroke=\"black\" d=\"M5728.5,-187C5728.5,-187 5476.5,-187 5476.5,-187 5470.5,-187 5464.5,-181 5464.5,-175 5464.5,-175 5464.5,-116 5464.5,-116 5464.5,-110 5470.5,-104 5476.5,-104 5476.5,-104 5728.5,-104 5728.5,-104 5734.5,-104 5740.5,-110 5740.5,-116 5740.5,-116 5740.5,-175 5740.5,-175 5740.5,-181 5734.5,-187 5728.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" 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=\"5602.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5602.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 125&#45;&gt;129 -->\r\n",
       "<g id=\"edge129\" class=\"edge\"><title>125&#45;&gt;129</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5543.73,-222.907C5550.64,-213.923 5558.03,-204.315 5565.15,-195.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5568.01,-197.081 5571.33,-187.021 5562.46,-192.813 5568.01,-197.081\"/>\r\n",
       "</g>\r\n",
       "<!-- 127 -->\r\n",
       "<g id=\"node128\" class=\"node\"><title>127</title>\r\n",
       "<path fill=\"#f2c19e\" stroke=\"black\" d=\"M5277,-68C5277,-68 5176,-68 5176,-68 5170,-68 5164,-62 5164,-56 5164,-56 5164,-12 5164,-12 5164,-6 5170,-0 5176,-0 5176,-0 5277,-0 5277,-0 5283,-0 5289,-6 5289,-12 5289,-12 5289,-56 5289,-56 5289,-62 5283,-68 5277,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5226.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5226.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5226.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [51, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5226.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M5313.11,-103.726C5301.16,-94.2406 5288.45,-84.1551 5276.55,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5278.48,-71.7736 5268.47,-68.2996 5274.12,-77.2571 5278.48,-71.7736\"/>\r\n",
       "</g>\r\n",
       "<!-- 128 -->\r\n",
       "<g id=\"node129\" class=\"node\"><title>128</title>\r\n",
       "<path fill=\"#ea975c\" stroke=\"black\" d=\"M5420,-68C5420,-68 5319,-68 5319,-68 5313,-68 5307,-62 5307,-56 5307,-56 5307,-12 5307,-12 5307,-6 5313,-0 5319,-0 5319,-0 5420,-0 5420,-0 5426,-0 5432,-6 5432,-12 5432,-12 5432,-56 5432,-56 5432,-62 5426,-68 5420,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5369.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5369.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 107</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5369.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [91, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5369.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 126&#45;&gt;128 -->\r\n",
       "<g id=\"edge128\" class=\"edge\"><title>126&#45;&gt;128</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5366.36,-103.726C5366.74,-95.5175 5367.13,-86.8595 5367.51,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5371.02,-78.4489 5367.98,-68.2996 5364.03,-78.1295 5371.02,-78.4489\"/>\r\n",
       "</g>\r\n",
       "<!-- 130 -->\r\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M5568,-68C5568,-68 5467,-68 5467,-68 5461,-68 5455,-62 5455,-56 5455,-56 5455,-12 5455,-12 5455,-6 5461,-0 5467,-0 5467,-0 5568,-0 5568,-0 5574,-0 5580,-6 5580,-12 5580,-12 5580,-56 5580,-56 5580,-62 5574,-68 5568,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5517.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5517.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5517.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5517.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;130 -->\r\n",
       "<g id=\"edge130\" class=\"edge\"><title>129&#45;&gt;130</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5570.85,-103.726C5563.91,-94.7878 5556.56,-85.3168 5549.6,-76.3558\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5552.25,-74.0528 5543.35,-68.2996 5546.72,-78.3451 5552.25,-74.0528\"/>\r\n",
       "</g>\r\n",
       "<!-- 131 -->\r\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M5691,-68C5691,-68 5610,-68 5610,-68 5604,-68 5598,-62 5598,-56 5598,-56 5598,-12 5598,-12 5598,-6 5604,-0 5610,-0 5610,-0 5691,-0 5691,-0 5697,-0 5703,-6 5703,-12 5703,-12 5703,-56 5703,-56 5703,-62 5697,-68 5691,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5650.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5650.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5650.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5650.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;131 -->\r\n",
       "<g id=\"edge131\" class=\"edge\"><title>129&#45;&gt;131</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5620.37,-103.726C5624.09,-95.2439 5628.02,-86.2819 5631.77,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5635.09,-78.8635 5635.9,-68.2996 5628.68,-76.0531 5635.09,-78.8635\"/>\r\n",
       "</g>\r\n",
       "<!-- 133 -->\r\n",
       "<g id=\"node134\" class=\"node\"><title>133</title>\r\n",
       "<path fill=\"#e99254\" stroke=\"black\" d=\"M5964.5,-306C5964.5,-306 5770.5,-306 5770.5,-306 5764.5,-306 5758.5,-300 5758.5,-294 5758.5,-294 5758.5,-235 5758.5,-235 5758.5,-229 5764.5,-223 5770.5,-223 5770.5,-223 5964.5,-223 5964.5,-223 5970.5,-223 5976.5,-229 5976.5,-235 5976.5,-235 5976.5,-294 5976.5,-294 5976.5,-300 5970.5,-306 5964.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.01</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 747</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [656, 91]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" 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=\"M5867.5,-341.907C5867.5,-333.649 5867.5,-324.864 5867.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5871,-316.021 5867.5,-306.021 5864,-316.021 5871,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 140 -->\r\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6086,-298.5C6086,-298.5 6007,-298.5 6007,-298.5 6001,-298.5 5995,-292.5 5995,-286.5 5995,-286.5 5995,-242.5 5995,-242.5 5995,-236.5 6001,-230.5 6007,-230.5 6007,-230.5 6086,-230.5 6086,-230.5 6092,-230.5 6098,-236.5 6098,-242.5 6098,-242.5 6098,-286.5 6098,-286.5 6098,-292.5 6092,-298.5 6086,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6046.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6046.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6046.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6046.5\" y=\"-238.3\" 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=\"M5930.35,-341.933C5948.2,-330.364 5967.64,-317.719 5985.5,-306 5986.4,-305.407 5987.31,-304.809 5988.23,-304.207\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5990.17,-307.121 5996.59,-298.698 5986.32,-301.275 5990.17,-307.121\"/>\r\n",
       "</g>\r\n",
       "<!-- 134 -->\r\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M5964.5,-187C5964.5,-187 5770.5,-187 5770.5,-187 5764.5,-187 5758.5,-181 5758.5,-175 5758.5,-175 5758.5,-116 5758.5,-116 5758.5,-110 5764.5,-104 5770.5,-104 5770.5,-104 5964.5,-104 5964.5,-104 5970.5,-104 5976.5,-110 5976.5,-116 5976.5,-116 5976.5,-175 5976.5,-175 5976.5,-181 5970.5,-187 5964.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.01</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 459</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [389, 70]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5867.5\" 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=\"M5867.5,-222.907C5867.5,-214.649 5867.5,-205.864 5867.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5871,-197.021 5867.5,-187.021 5864,-197.021 5871,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 137 -->\r\n",
       "<g id=\"node138\" class=\"node\"><title>137</title>\r\n",
       "<path fill=\"#e78b49\" stroke=\"black\" d=\"M6258.5,-187C6258.5,-187 6006.5,-187 6006.5,-187 6000.5,-187 5994.5,-181 5994.5,-175 5994.5,-175 5994.5,-116 5994.5,-116 5994.5,-110 6000.5,-104 6006.5,-104 6006.5,-104 6258.5,-104 6258.5,-104 6264.5,-104 6270.5,-110 6270.5,-116 6270.5,-116 6270.5,-175 6270.5,-175 6270.5,-181 6264.5,-187 6258.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6132.5\" 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=\"6132.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6132.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 288</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6132.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [267, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6132.5\" 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",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"6032.99,-194.262 6040.72,-187.021 6030.16,-187.858 6032.99,-194.262\"/>\r\n",
       "</g>\r\n",
       "<!-- 135 -->\r\n",
       "<g id=\"node136\" class=\"node\"><title>135</title>\r\n",
       "<path fill=\"#e99659\" stroke=\"black\" d=\"M5870,-68C5870,-68 5769,-68 5769,-68 5763,-68 5757,-62 5757,-56 5757,-56 5757,-12 5757,-12 5757,-6 5763,-0 5769,-0 5769,-0 5870,-0 5870,-0 5876,-0 5882,-6 5882,-12 5882,-12 5882,-56 5882,-56 5882,-62 5876,-68 5870,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5819.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5819.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 442</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5819.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [380, 62]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5819.5\" 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=\"M5849.63,-103.726C5845.91,-95.2439 5841.98,-86.2819 5838.23,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5841.32,-76.0531 5834.1,-68.2996 5834.91,-78.8635 5841.32,-76.0531\"/>\r\n",
       "</g>\r\n",
       "<!-- 136 -->\r\n",
       "<g id=\"node137\" class=\"node\"><title>136</title>\r\n",
       "<path fill=\"#fcf1e9\" stroke=\"black\" d=\"M6013,-68C6013,-68 5912,-68 5912,-68 5906,-68 5900,-62 5900,-56 5900,-56 5900,-12 5900,-12 5900,-6 5906,-0 5912,-0 5912,-0 6013,-0 6013,-0 6019,-0 6025,-6 6025,-12 6025,-12 6025,-56 6025,-56 6025,-62 6019,-68 6013,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5962.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5962.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5962.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5962.5\" 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=\"M5902.87,-103.726C5910.71,-94.6966 5919.01,-85.1235 5926.86,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5929.7,-78.1467 5933.61,-68.2996 5924.41,-73.5595 5929.7,-78.1467\"/>\r\n",
       "</g>\r\n",
       "<!-- 138 -->\r\n",
       "<g id=\"node139\" class=\"node\"><title>138</title>\r\n",
       "<path fill=\"#eda572\" stroke=\"black\" d=\"M6174,-68C6174,-68 6073,-68 6073,-68 6067,-68 6061,-62 6061,-56 6061,-56 6061,-12 6061,-12 6061,-6 6067,-0 6073,-0 6073,-0 6174,-0 6174,-0 6180,-0 6186,-6 6186,-12 6186,-12 6186,-56 6186,-56 6186,-62 6180,-68 6174,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6123.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6123.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6123.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [38, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6123.5\" 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=\"M6129.15,-103.726C6128.47,-95.4263 6127.75,-86.6671 6127.06,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6130.54,-77.9793 6126.24,-68.2996 6123.57,-78.5527 6130.54,-77.9793\"/>\r\n",
       "</g>\r\n",
       "<!-- 139 -->\r\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\r\n",
       "<path fill=\"#e68742\" stroke=\"black\" d=\"M6317,-68C6317,-68 6216,-68 6216,-68 6210,-68 6204,-62 6204,-56 6204,-56 6204,-12 6204,-12 6204,-6 6210,-0 6216,-0 6216,-0 6317,-0 6317,-0 6323,-0 6329,-6 6329,-12 6329,-12 6329,-56 6329,-56 6329,-62 6323,-68 6317,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6266.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6266.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 239</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6266.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [229, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6266.5\" 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=\"M6182.4,-103.726C6194,-94.2406 6206.35,-84.1551 6217.9,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6220.22,-77.3375 6225.75,-68.2996 6215.79,-71.9171 6220.22,-77.3375\"/>\r\n",
       "</g>\r\n",
       "<!-- 142 -->\r\n",
       "<g id=\"node143\" class=\"node\"><title>142</title>\r\n",
       "<path fill=\"#fae5d6\" stroke=\"black\" d=\"M6616.5,-425C6616.5,-425 6424.5,-425 6424.5,-425 6418.5,-425 6412.5,-419 6412.5,-413 6412.5,-413 6412.5,-354 6412.5,-354 6412.5,-348 6418.5,-342 6424.5,-342 6424.5,-342 6616.5,-342 6616.5,-342 6622.5,-342 6628.5,-348 6628.5,-354 6628.5,-354 6628.5,-413 6628.5,-413 6628.5,-419 6622.5,-425 6616.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 92.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 27]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6520.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 141&#45;&gt;142 -->\r\n",
       "<g id=\"edge142\" class=\"edge\"><title>141&#45;&gt;142</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6520.5,-460.907C6520.5,-452.649 6520.5,-443.864 6520.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6524,-435.021 6520.5,-425.021 6517,-435.021 6524,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 153 -->\r\n",
       "<g id=\"node154\" class=\"node\"><title>153</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M6929.5,-425C6929.5,-425 6783.5,-425 6783.5,-425 6777.5,-425 6771.5,-419 6771.5,-413 6771.5,-413 6771.5,-354 6771.5,-354 6771.5,-348 6777.5,-342 6783.5,-342 6783.5,-342 6929.5,-342 6929.5,-342 6935.5,-342 6941.5,-348 6941.5,-354 6941.5,-354 6941.5,-413 6941.5,-413 6941.5,-419 6935.5,-425 6929.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReceivedCalls &lt;= 29.55</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 160</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 141&#45;&gt;153 -->\r\n",
       "<g id=\"edge153\" class=\"edge\"><title>141&#45;&gt;153</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6595.07,-475.534C6644.21,-458.422 6708.99,-435.864 6761.77,-417.485\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6763.19,-420.698 6771.48,-414.104 6760.89,-414.088 6763.19,-420.698\"/>\r\n",
       "</g>\r\n",
       "<!-- 143 -->\r\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M6524,-306C6524,-306 6343,-306 6343,-306 6337,-306 6331,-300 6331,-294 6331,-294 6331,-235 6331,-235 6331,-229 6337,-223 6343,-223 6343,-223 6524,-223 6524,-223 6530,-223 6536,-229 6536,-235 6536,-235 6536,-294 6536,-294 6536,-300 6530,-306 6524,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6433.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= 8.7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6433.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6433.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6433.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6433.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;143 -->\r\n",
       "<g id=\"edge143\" class=\"edge\"><title>142&#45;&gt;143</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6490.32,-341.907C6483.64,-332.923 6476.49,-323.315 6469.6,-314.05\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6472.41,-311.957 6463.63,-306.021 6466.79,-316.134 6472.41,-311.957\"/>\r\n",
       "</g>\r\n",
       "<!-- 146 -->\r\n",
       "<g id=\"node147\" class=\"node\"><title>146</title>\r\n",
       "<path fill=\"#f2be99\" stroke=\"black\" d=\"M6736.5,-306C6736.5,-306 6566.5,-306 6566.5,-306 6560.5,-306 6554.5,-300 6554.5,-294 6554.5,-294 6554.5,-235 6554.5,-235 6554.5,-229 6560.5,-223 6566.5,-223 6566.5,-223 6736.5,-223 6736.5,-223 6742.5,-223 6748.5,-229 6748.5,-235 6748.5,-235 6748.5,-294 6748.5,-294 6748.5,-300 6742.5,-306 6736.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6651.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CustomerCareCalls &lt;= 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6651.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6651.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6651.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [31, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6651.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;146 -->\r\n",
       "<g id=\"edge146\" class=\"edge\"><title>142&#45;&gt;146</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6565.95,-341.907C6576.42,-332.56 6587.64,-322.538 6598.4,-312.929\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6601,-315.293 6606.13,-306.021 6596.34,-310.072 6601,-315.293\"/>\r\n",
       "</g>\r\n",
       "<!-- 144 -->\r\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6402,-179.5C6402,-179.5 6301,-179.5 6301,-179.5 6295,-179.5 6289,-173.5 6289,-167.5 6289,-167.5 6289,-123.5 6289,-123.5 6289,-117.5 6295,-111.5 6301,-111.5 6301,-111.5 6402,-111.5 6402,-111.5 6408,-111.5 6414,-117.5 6414,-123.5 6414,-123.5 6414,-167.5 6414,-167.5 6414,-173.5 6408,-179.5 6402,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6351.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6351.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6351.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6351.5\" y=\"-119.3\" 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=\"M6405.05,-222.907C6397.16,-211.652 6388.59,-199.418 6380.66,-188.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6383.35,-185.847 6374.75,-179.667 6377.62,-189.865 6383.35,-185.847\"/>\r\n",
       "</g>\r\n",
       "<!-- 145 -->\r\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6525,-179.5C6525,-179.5 6444,-179.5 6444,-179.5 6438,-179.5 6432,-173.5 6432,-167.5 6432,-167.5 6432,-123.5 6432,-123.5 6432,-117.5 6438,-111.5 6444,-111.5 6444,-111.5 6525,-111.5 6525,-111.5 6531,-111.5 6537,-117.5 6537,-123.5 6537,-123.5 6537,-167.5 6537,-167.5 6537,-173.5 6531,-179.5 6525,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6484.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6484.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6484.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6484.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;145 -->\r\n",
       "<g id=\"edge145\" class=\"edge\"><title>143&#45;&gt;145</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6451.19,-222.907C6455.96,-211.983 6461.12,-200.137 6465.93,-189.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6469.26,-190.232 6470.04,-179.667 6462.84,-187.435 6469.26,-190.232\"/>\r\n",
       "</g>\r\n",
       "<!-- 147 -->\r\n",
       "<g id=\"node148\" class=\"node\"><title>147</title>\r\n",
       "<path fill=\"#dbedfa\" stroke=\"black\" d=\"M6718,-187C6718,-187 6567,-187 6567,-187 6561,-187 6555,-181 6555,-175 6555,-175 6555,-116 6555,-116 6555,-110 6561,-104 6567,-104 6567,-104 6718,-104 6718,-104 6724,-104 6730,-110 6730,-116 6730,-116 6730,-175 6730,-175 6730,-181 6724,-187 6718,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 25.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 146&#45;&gt;147 -->\r\n",
       "<g id=\"edge147\" class=\"edge\"><title>146&#45;&gt;147</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6648.38,-222.907C6647.74,-214.558 6647.05,-205.671 6646.39,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6649.87,-196.723 6645.62,-187.021 6642.89,-197.26 6649.87,-196.723\"/>\r\n",
       "</g>\r\n",
       "<!-- 150 -->\r\n",
       "<g id=\"node151\" class=\"node\"><title>150</title>\r\n",
       "<path fill=\"#ea985d\" stroke=\"black\" d=\"M6945,-187C6945,-187 6760,-187 6760,-187 6754,-187 6748,-181 6748,-175 6748,-175 6748,-116 6748,-116 6748,-110 6754,-104 6760,-104 6760,-104 6945,-104 6945,-104 6951,-104 6957,-110 6957,-116 6957,-116 6957,-175 6957,-175 6957,-181 6951,-187 6945,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6852.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TruckOwner_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6852.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6852.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6852.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [22, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6852.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 146&#45;&gt;150 -->\r\n",
       "<g id=\"edge150\" class=\"edge\"><title>146&#45;&gt;150</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6721.24,-222.907C6738.23,-213.016 6756.52,-202.368 6773.9,-192.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6776.01,-195.076 6782.89,-187.021 6772.48,-189.027 6776.01,-195.076\"/>\r\n",
       "</g>\r\n",
       "<!-- 148 -->\r\n",
       "<g id=\"node149\" class=\"node\"><title>148</title>\r\n",
       "<path fill=\"#93caf1\" stroke=\"black\" d=\"M6550,-68C6550,-68 6469,-68 6469,-68 6463,-68 6457,-62 6457,-56 6457,-56 6457,-12 6457,-12 6457,-6 6463,-0 6469,-0 6469,-0 6550,-0 6550,-0 6556,-0 6562,-6 6562,-12 6562,-12 6562,-56 6562,-56 6562,-62 6556,-68 6550,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6509.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6509.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6509.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6509.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 147&#45;&gt;148 -->\r\n",
       "<g id=\"edge148\" class=\"edge\"><title>147&#45;&gt;148</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6592.98,-103.726C6581.45,-94.2406 6569.2,-84.1551 6557.74,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6559.89,-71.9536 6549.95,-68.2996 6555.44,-77.3577 6559.89,-71.9536\"/>\r\n",
       "</g>\r\n",
       "<!-- 149 -->\r\n",
       "<g id=\"node150\" class=\"node\"><title>149</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M6693,-68C6693,-68 6592,-68 6592,-68 6586,-68 6580,-62 6580,-56 6580,-56 6580,-12 6580,-12 6580,-6 6586,-0 6592,-0 6592,-0 6693,-0 6693,-0 6699,-0 6705,-6 6705,-12 6705,-12 6705,-56 6705,-56 6705,-62 6699,-68 6693,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6642.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 147&#45;&gt;149 -->\r\n",
       "<g id=\"edge149\" class=\"edge\"><title>147&#45;&gt;149</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6642.5,-103.726C6642.5,-95.5175 6642.5,-86.8595 6642.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6646,-78.2996 6642.5,-68.2996 6639,-78.2996 6646,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 151 -->\r\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M6814,-68C6814,-68 6735,-68 6735,-68 6729,-68 6723,-62 6723,-56 6723,-56 6723,-12 6723,-12 6723,-6 6729,-0 6735,-0 6735,-0 6814,-0 6814,-0 6820,-0 6826,-6 6826,-12 6826,-12 6826,-56 6826,-56 6826,-62 6820,-68 6814,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6774.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6774.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6774.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6774.5\" y=\"-7.8\" 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=\"M6823.46,-103.726C6817.15,-94.879 6810.48,-85.51 6804.15,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6806.87,-74.4138 6798.22,-68.2996 6801.17,-78.4751 6806.87,-74.4138\"/>\r\n",
       "</g>\r\n",
       "<!-- 152 -->\r\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\r\n",
       "<path fill=\"#e78d4c\" stroke=\"black\" d=\"M6957,-68C6957,-68 6856,-68 6856,-68 6850,-68 6844,-62 6844,-56 6844,-56 6844,-12 6844,-12 6844,-6 6850,-0 6856,-0 6856,-0 6957,-0 6957,-0 6963,-0 6969,-6 6969,-12 6969,-12 6969,-56 6969,-56 6969,-62 6963,-68 6957,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6906.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6906.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6906.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6906.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 150&#45;&gt;152 -->\r\n",
       "<g id=\"edge152\" class=\"edge\"><title>150&#45;&gt;152</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6872.61,-103.726C6876.84,-95.1527 6881.31,-86.0891 6885.56,-77.4555\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6888.79,-78.8164 6890.08,-68.2996 6882.52,-75.7203 6888.79,-78.8164\"/>\r\n",
       "</g>\r\n",
       "<!-- 154 -->\r\n",
       "<g id=\"node155\" class=\"node\"><title>154</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M6896,-298.5C6896,-298.5 6817,-298.5 6817,-298.5 6811,-298.5 6805,-292.5 6805,-286.5 6805,-286.5 6805,-242.5 6805,-242.5 6805,-236.5 6811,-230.5 6817,-230.5 6817,-230.5 6896,-230.5 6896,-230.5 6902,-230.5 6908,-236.5 6908,-242.5 6908,-242.5 6908,-286.5 6908,-286.5 6908,-292.5 6902,-298.5 6896,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"6856.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 153&#45;&gt;154 -->\r\n",
       "<g id=\"edge154\" class=\"edge\"><title>153&#45;&gt;154</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6856.5,-341.907C6856.5,-331.204 6856.5,-319.615 6856.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6860,-308.667 6856.5,-298.667 6853,-308.667 6860,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 155 -->\r\n",
       "<g id=\"node156\" class=\"node\"><title>155</title>\r\n",
       "<path fill=\"#ea9b62\" stroke=\"black\" d=\"M7146,-306C7146,-306 6957,-306 6957,-306 6951,-306 6945,-300 6945,-294 6945,-294 6945,-235 6945,-235 6945,-229 6951,-223 6957,-223 6957,-223 7146,-223 7146,-223 7152,-223 7158,-229 7158,-235 7158,-235 7158,-294 7158,-294 7158,-300 7152,-306 7146,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7051.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= 33.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7051.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7051.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 158</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7051.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 27]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7051.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 153&#45;&gt;155 -->\r\n",
       "<g id=\"edge155\" class=\"edge\"><title>153&#45;&gt;155</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M6924.15,-341.907C6940.64,-332.016 6958.39,-321.368 6975.24,-311.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"6977.19,-314.167 6983.97,-306.021 6973.59,-308.165 6977.19,-314.167\"/>\r\n",
       "</g>\r\n",
       "<!-- 156 -->\r\n",
       "<g id=\"node157\" class=\"node\"><title>156</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M7136,-187C7136,-187 6987,-187 6987,-187 6981,-187 6975,-181 6975,-175 6975,-175 6975,-116 6975,-116 6975,-110 6981,-104 6987,-104 6987,-104 7136,-104 7136,-104 7142,-104 7148,-110 7148,-116 7148,-116 7148,-175 7148,-175 7148,-181 7142,-187 7136,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7061.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 240.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7061.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7061.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 98</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7061.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [87, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7061.5\" y=\"-111.8\" 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=\"M7054.97,-222.907C7055.68,-214.558 7056.44,-205.671 7057.18,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7060.67,-197.283 7058.04,-187.021 7053.7,-196.686 7060.67,-197.283\"/>\r\n",
       "</g>\r\n",
       "<!-- 159 -->\r\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\r\n",
       "<path fill=\"#eeaf81\" stroke=\"black\" d=\"M7373.5,-187C7373.5,-187 7253.5,-187 7253.5,-187 7247.5,-187 7241.5,-181 7241.5,-175 7241.5,-175 7241.5,-116 7241.5,-116 7241.5,-110 7247.5,-104 7253.5,-104 7253.5,-104 7373.5,-104 7373.5,-104 7379.5,-104 7385.5,-110 7385.5,-116 7385.5,-116 7385.5,-175 7385.5,-175 7385.5,-181 7379.5,-187 7373.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BlockedCalls &lt;= 5.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [44, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 155&#45;&gt;159 -->\r\n",
       "<g id=\"edge159\" class=\"edge\"><title>155&#45;&gt;159</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7142.4,-222.907C7171.48,-209.921 7203.48,-195.632 7231.86,-182.959\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7233.63,-186.001 7241.33,-178.728 7230.77,-179.61 7233.63,-186.001\"/>\r\n",
       "</g>\r\n",
       "<!-- 157 -->\r\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\r\n",
       "<path fill=\"#e88e4e\" stroke=\"black\" d=\"M7100,-68C7100,-68 6999,-68 6999,-68 6993,-68 6987,-62 6987,-56 6987,-56 6987,-12 6987,-12 6987,-6 6993,-0 6999,-0 6999,-0 7100,-0 7100,-0 7106,-0 7112,-6 7112,-12 7112,-12 7112,-56 7112,-56 7112,-62 7106,-68 7100,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7049.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7049.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7049.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [86, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7049.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;157 -->\r\n",
       "<g id=\"edge157\" class=\"edge\"><title>156&#45;&gt;157</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7057.03,-103.726C7056.12,-95.4263 7055.16,-86.6671 7054.24,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7057.72,-77.8588 7053.15,-68.2996 7050.76,-78.6214 7057.72,-77.8588\"/>\r\n",
       "</g>\r\n",
       "<!-- 158 -->\r\n",
       "<g id=\"node159\" class=\"node\"><title>158</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7221,-68C7221,-68 7142,-68 7142,-68 7136,-68 7130,-62 7130,-56 7130,-56 7130,-12 7130,-12 7130,-6 7136,-0 7142,-0 7142,-0 7221,-0 7221,-0 7227,-0 7233,-6 7233,-12 7233,-12 7233,-56 7233,-56 7233,-62 7227,-68 7221,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7181.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7181.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7181.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7181.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 156&#45;&gt;158 -->\r\n",
       "<g id=\"edge158\" class=\"edge\"><title>156&#45;&gt;158</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7106.18,-103.726C7116.38,-94.423 7127.21,-84.5428 7137.38,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7139.98,-77.6255 7145.01,-68.2996 7135.26,-72.4547 7139.98,-77.6255\"/>\r\n",
       "</g>\r\n",
       "<!-- 160 -->\r\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\r\n",
       "<path fill=\"#e89050\" stroke=\"black\" d=\"M7364,-68C7364,-68 7263,-68 7263,-68 7257,-68 7251,-62 7251,-56 7251,-56 7251,-12 7251,-12 7251,-6 7257,-0 7263,-0 7263,-0 7364,-0 7364,-0 7370,-0 7376,-6 7376,-12 7376,-12 7376,-56 7376,-56 7376,-62 7370,-68 7364,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7313.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;160 -->\r\n",
       "<g id=\"edge160\" class=\"edge\"><title>159&#45;&gt;160</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7313.5,-103.726C7313.5,-95.5175 7313.5,-86.8595 7313.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7317,-78.2996 7313.5,-68.2996 7310,-78.2996 7317,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 161 -->\r\n",
       "<g id=\"node162\" class=\"node\"><title>161</title>\r\n",
       "<path fill=\"#deeffb\" stroke=\"black\" d=\"M7495,-68C7495,-68 7406,-68 7406,-68 7400,-68 7394,-62 7394,-56 7394,-56 7394,-12 7394,-12 7394,-6 7400,-0 7406,-0 7406,-0 7495,-0 7495,-0 7501,-0 7507,-6 7507,-12 7507,-12 7507,-56 7507,-56 7507,-62 7501,-68 7495,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7450.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7450.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7450.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [10, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7450.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M7364.51,-103.726C7376.38,-94.2406 7389,-84.1551 7400.81,-74.7159\"/>\r\n",
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       "</g>\r\n",
       "<!-- 163 -->\r\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\r\n",
       "<path fill=\"#c8e4f8\" stroke=\"black\" d=\"M7738.5,-901C7738.5,-901 7560.5,-901 7560.5,-901 7554.5,-901 7548.5,-895 7548.5,-889 7548.5,-889 7548.5,-830 7548.5,-830 7548.5,-824 7554.5,-818 7560.5,-818 7560.5,-818 7738.5,-818 7738.5,-818 7744.5,-818 7750.5,-824 7750.5,-830 7750.5,-830 7750.5,-889 7750.5,-889 7750.5,-895 7744.5,-901 7738.5,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" 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=\"7649.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 81</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [34, 47]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7649.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 162&#45;&gt;163 -->\r\n",
       "<g id=\"edge163\" class=\"edge\"><title>162&#45;&gt;163</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7649.5,-936.907C7649.5,-928.649 7649.5,-919.864 7649.5,-911.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7653,-911.021 7649.5,-901.021 7646,-911.021 7653,-911.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 194 -->\r\n",
       "<g id=\"node195\" class=\"node\"><title>194</title>\r\n",
       "<path fill=\"#f2c09d\" stroke=\"black\" d=\"M10254,-901C10254,-901 10103,-901 10103,-901 10097,-901 10091,-895 10091,-889 10091,-889 10091,-830 10091,-830 10091,-824 10097,-818 10103,-818 10103,-818 10254,-818 10254,-818 10260,-818 10266,-824 10266,-830 10266,-830 10266,-889 10266,-889 10266,-895 10260,-901 10254,-901\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-885.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 12.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-870.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-855.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2663</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-840.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1771, 892]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-825.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 162&#45;&gt;194 -->\r\n",
       "<g id=\"edge194\" class=\"edge\"><title>162&#45;&gt;194</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7802.95,-970.401C8274.73,-948.575 9695.2,-882.859 10080.9,-865.014\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10081.1,-868.509 10090.9,-864.55 10080.8,-861.516 10081.1,-868.509\"/>\r\n",
       "</g>\r\n",
       "<!-- 164 -->\r\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\r\n",
       "<path fill=\"#7ebfee\" stroke=\"black\" d=\"M7635,-782C7635,-782 7450,-782 7450,-782 7444,-782 7438,-776 7438,-770 7438,-770 7438,-711 7438,-711 7438,-705 7444,-699 7450,-699 7450,-699 7635,-699 7635,-699 7641,-699 7647,-705 7647,-711 7647,-711 7647,-770 7647,-770 7647,-776 7641,-782 7635,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7542.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 61.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7542.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7542.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7542.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7542.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 163&#45;&gt;164 -->\r\n",
       "<g id=\"edge164\" class=\"edge\"><title>163&#45;&gt;164</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7612.38,-817.907C7603.99,-808.742 7595.02,-798.927 7586.39,-789.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7588.89,-787.038 7579.56,-782.021 7583.72,-791.762 7588.89,-787.038\"/>\r\n",
       "</g>\r\n",
       "<!-- 175 -->\r\n",
       "<g id=\"node176\" class=\"node\"><title>175</title>\r\n",
       "<path fill=\"#fbebdf\" stroke=\"black\" d=\"M7835.5,-782C7835.5,-782 7677.5,-782 7677.5,-782 7671.5,-782 7665.5,-776 7665.5,-770 7665.5,-770 7665.5,-711 7665.5,-711 7665.5,-705 7671.5,-699 7677.5,-699 7677.5,-699 7835.5,-699 7835.5,-699 7841.5,-699 7847.5,-705 7847.5,-711 7847.5,-711 7847.5,-770 7847.5,-770 7847.5,-776 7841.5,-782 7835.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7756.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyRevenue &lt;= 22.97</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7756.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7756.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7756.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7756.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 163&#45;&gt;175 -->\r\n",
       "<g id=\"edge175\" class=\"edge\"><title>163&#45;&gt;175</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7686.62,-817.907C7695.01,-808.742 7703.98,-798.927 7712.61,-789.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7715.28,-791.762 7719.44,-782.021 7710.11,-787.038 7715.28,-791.762\"/>\r\n",
       "</g>\r\n",
       "<!-- 165 -->\r\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\r\n",
       "<path fill=\"#67b4eb\" stroke=\"black\" d=\"M7461.5,-663C7461.5,-663 7249.5,-663 7249.5,-663 7243.5,-663 7237.5,-657 7237.5,-651 7237.5,-651 7237.5,-592 7237.5,-592 7237.5,-586 7243.5,-580 7249.5,-580 7249.5,-580 7461.5,-580 7461.5,-580 7467.5,-580 7473.5,-586 7473.5,-592 7473.5,-592 7473.5,-651 7473.5,-651 7473.5,-657 7467.5,-663 7461.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7355.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AdjustmentsToCreditRating &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7355.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7355.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7355.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7355.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;165 -->\r\n",
       "<g id=\"edge165\" class=\"edge\"><title>164&#45;&gt;165</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7477.62,-698.907C7461.96,-689.106 7445.1,-678.563 7429.07,-668.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7430.6,-665.358 7420.26,-663.021 7426.89,-671.292 7430.6,-665.358\"/>\r\n",
       "</g>\r\n",
       "<!-- 174 -->\r\n",
       "<g id=\"node175\" class=\"node\"><title>174</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7605,-655.5C7605,-655.5 7504,-655.5 7504,-655.5 7498,-655.5 7492,-649.5 7492,-643.5 7492,-643.5 7492,-599.5 7492,-599.5 7492,-593.5 7498,-587.5 7504,-587.5 7504,-587.5 7605,-587.5 7605,-587.5 7611,-587.5 7617,-593.5 7617,-599.5 7617,-599.5 7617,-643.5 7617,-643.5 7617,-649.5 7611,-655.5 7605,-655.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7554.5\" y=\"-640.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7554.5\" y=\"-625.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7554.5\" y=\"-610.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7554.5\" y=\"-595.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;174 -->\r\n",
       "<g id=\"edge174\" class=\"edge\"><title>164&#45;&gt;174</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7546.66,-698.907C7547.76,-688.204 7548.95,-676.615 7550.06,-665.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7553.56,-665.972 7551.1,-655.667 7546.6,-665.258 7553.56,-665.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 166 -->\r\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\r\n",
       "<path fill=\"#57ace9\" stroke=\"black\" d=\"M7379.5,-544C7379.5,-544 7193.5,-544 7193.5,-544 7187.5,-544 7181.5,-538 7181.5,-532 7181.5,-532 7181.5,-473 7181.5,-473 7181.5,-467 7187.5,-461 7193.5,-461 7193.5,-461 7379.5,-461 7379.5,-461 7385.5,-461 7391.5,-467 7391.5,-473 7391.5,-473 7391.5,-532 7391.5,-532 7391.5,-538 7385.5,-544 7379.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7286.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7286.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7286.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7286.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7286.5\" y=\"-468.8\" 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=\"M7331.56,-579.907C7326.42,-571.195 7320.94,-561.897 7315.63,-552.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7318.49,-550.857 7310.4,-544.021 7312.46,-554.412 7318.49,-550.857\"/>\r\n",
       "</g>\r\n",
       "<!-- 173 -->\r\n",
       "<g id=\"node174\" class=\"node\"><title>173</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7523,-536.5C7523,-536.5 7422,-536.5 7422,-536.5 7416,-536.5 7410,-530.5 7410,-524.5 7410,-524.5 7410,-480.5 7410,-480.5 7410,-474.5 7416,-468.5 7422,-468.5 7422,-468.5 7523,-468.5 7523,-468.5 7529,-468.5 7535,-474.5 7535,-480.5 7535,-480.5 7535,-524.5 7535,-524.5 7535,-530.5 7529,-536.5 7523,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7472.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7472.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7472.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7472.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 165&#45;&gt;173 -->\r\n",
       "<g id=\"edge173\" class=\"edge\"><title>165&#45;&gt;173</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7396.09,-579.907C7407.79,-568.211 7420.54,-555.457 7432.22,-543.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7434.74,-546.213 7439.33,-536.667 7429.79,-541.263 7434.74,-546.213\"/>\r\n",
       "</g>\r\n",
       "<!-- 167 -->\r\n",
       "<g id=\"node168\" class=\"node\"><title>167</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M7360.5,-425C7360.5,-425 7210.5,-425 7210.5,-425 7204.5,-425 7198.5,-419 7198.5,-413 7198.5,-413 7198.5,-354 7198.5,-354 7198.5,-348 7204.5,-342 7210.5,-342 7210.5,-342 7360.5,-342 7360.5,-342 7366.5,-342 7372.5,-348 7372.5,-354 7372.5,-354 7372.5,-413 7372.5,-413 7372.5,-419 7366.5,-425 7360.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7285.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 163.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7285.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7285.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7285.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7285.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M7286.15,-460.907C7286.08,-452.649 7286.01,-443.864 7285.93,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7289.43,-434.99 7285.85,-425.021 7282.43,-435.05 7289.43,-434.99\"/>\r\n",
       "</g>\r\n",
       "<!-- 170 -->\r\n",
       "<g id=\"node171\" class=\"node\"><title>170</title>\r\n",
       "<path fill=\"#42a1e6\" stroke=\"black\" d=\"M7604.5,-425C7604.5,-425 7402.5,-425 7402.5,-425 7396.5,-425 7390.5,-419 7390.5,-413 7390.5,-413 7390.5,-354 7390.5,-354 7390.5,-348 7396.5,-342 7402.5,-342 7402.5,-342 7604.5,-342 7604.5,-342 7610.5,-342 7616.5,-348 7616.5,-354 7616.5,-354 7616.5,-413 7616.5,-413 7616.5,-419 7610.5,-425 7604.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7503.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= &#45;62.55</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7503.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.08</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7503.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7503.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7503.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 166&#45;&gt;170 -->\r\n",
       "<g id=\"edge170\" class=\"edge\"><title>166&#45;&gt;170</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7361.79,-460.907C7380.39,-450.879 7400.43,-440.075 7419.41,-429.837\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7421.2,-432.847 7428.35,-425.021 7417.88,-426.686 7421.2,-432.847\"/>\r\n",
       "</g>\r\n",
       "<!-- 168 -->\r\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7289,-298.5C7289,-298.5 7188,-298.5 7188,-298.5 7182,-298.5 7176,-292.5 7176,-286.5 7176,-286.5 7176,-242.5 7176,-242.5 7176,-236.5 7182,-230.5 7188,-230.5 7188,-230.5 7289,-230.5 7289,-230.5 7295,-230.5 7301,-236.5 7301,-242.5 7301,-242.5 7301,-286.5 7301,-286.5 7301,-292.5 7295,-298.5 7289,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7238.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7238.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7238.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7238.5\" y=\"-238.3\" 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=\"M7269.19,-341.907C7264.81,-330.983 7260.05,-319.137 7255.62,-308.107\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7258.8,-306.642 7251.82,-298.667 7252.3,-309.251 7258.8,-306.642\"/>\r\n",
       "</g>\r\n",
       "<!-- 169 -->\r\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7410,-298.5C7410,-298.5 7331,-298.5 7331,-298.5 7325,-298.5 7319,-292.5 7319,-286.5 7319,-286.5 7319,-242.5 7319,-242.5 7319,-236.5 7325,-230.5 7331,-230.5 7331,-230.5 7410,-230.5 7410,-230.5 7416,-230.5 7422,-236.5 7422,-242.5 7422,-242.5 7422,-286.5 7422,-286.5 7422,-292.5 7416,-298.5 7410,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7370.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7370.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7370.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7370.5\" y=\"-238.3\" 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=\"M7314.99,-341.907C7323.25,-330.542 7332.23,-318.178 7340.51,-306.774\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7343.36,-308.814 7346.4,-298.667 7337.7,-304.7 7343.36,-308.814\"/>\r\n",
       "</g>\r\n",
       "<!-- 171 -->\r\n",
       "<g id=\"node172\" class=\"node\"><title>171</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7553,-298.5C7553,-298.5 7452,-298.5 7452,-298.5 7446,-298.5 7440,-292.5 7440,-286.5 7440,-286.5 7440,-242.5 7440,-242.5 7440,-236.5 7446,-230.5 7452,-230.5 7452,-230.5 7553,-230.5 7553,-230.5 7559,-230.5 7565,-236.5 7565,-242.5 7565,-242.5 7565,-286.5 7565,-286.5 7565,-292.5 7559,-298.5 7553,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7502.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7502.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7502.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7502.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M7503.15,-341.907C7503.06,-331.204 7502.96,-319.615 7502.87,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7506.37,-308.637 7502.78,-298.667 7499.37,-308.697 7506.37,-308.637\"/>\r\n",
       "</g>\r\n",
       "<!-- 172 -->\r\n",
       "<g id=\"node173\" class=\"node\"><title>172</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7676,-298.5C7676,-298.5 7595,-298.5 7595,-298.5 7589,-298.5 7583,-292.5 7583,-286.5 7583,-286.5 7583,-242.5 7583,-242.5 7583,-236.5 7589,-230.5 7595,-230.5 7595,-230.5 7676,-230.5 7676,-230.5 7682,-230.5 7688,-236.5 7688,-242.5 7688,-242.5 7688,-286.5 7688,-286.5 7688,-292.5 7682,-298.5 7676,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7635.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7635.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7635.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7635.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M7549.3,-341.907C7562.62,-330.101 7577.15,-317.217 7590.43,-305.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7592.92,-307.919 7598.08,-298.667 7588.28,-302.681 7592.92,-307.919\"/>\r\n",
       "</g>\r\n",
       "<!-- 176 -->\r\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\r\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M7820.5,-663C7820.5,-663 7670.5,-663 7670.5,-663 7664.5,-663 7658.5,-657 7658.5,-651 7658.5,-651 7658.5,-592 7658.5,-592 7658.5,-586 7664.5,-580 7670.5,-580 7670.5,-580 7820.5,-580 7820.5,-580 7826.5,-580 7832.5,-586 7832.5,-592 7832.5,-592 7832.5,-651 7832.5,-651 7832.5,-657 7826.5,-663 7820.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7745.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyRevenue &lt;= 7.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7745.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7745.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7745.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7745.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;176 -->\r\n",
       "<g id=\"edge176\" class=\"edge\"><title>175&#45;&gt;176</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7752.68,-698.907C7751.9,-690.558 7751.06,-681.671 7750.25,-673.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7753.73,-672.649 7749.31,-663.021 7746.76,-673.305 7753.73,-672.649\"/>\r\n",
       "</g>\r\n",
       "<!-- 179 -->\r\n",
       "<g id=\"node180\" class=\"node\"><title>179</title>\r\n",
       "<path fill=\"#f3c5a4\" stroke=\"black\" d=\"M8014,-663C8014,-663 7863,-663 7863,-663 7857,-663 7851,-657 7851,-651 7851,-651 7851,-592 7851,-592 7851,-586 7857,-580 7863,-580 7863,-580 8014,-580 8014,-580 8020,-580 8026,-586 8026,-592 8026,-592 8026,-651 8026,-651 8026,-657 8020,-663 8014,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7938.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 24.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7938.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7938.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7938.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7938.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 175&#45;&gt;179 -->\r\n",
       "<g id=\"edge179\" class=\"edge\"><title>175&#45;&gt;179</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7819.64,-698.907C7834.89,-689.106 7851.29,-678.563 7866.89,-668.533\"/>\r\n",
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       "</g>\r\n",
       "<!-- 177 -->\r\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7669,-536.5C7669,-536.5 7568,-536.5 7568,-536.5 7562,-536.5 7556,-530.5 7556,-524.5 7556,-524.5 7556,-480.5 7556,-480.5 7556,-474.5 7562,-468.5 7568,-468.5 7568,-468.5 7669,-468.5 7669,-468.5 7675,-468.5 7681,-474.5 7681,-480.5 7681,-480.5 7681,-524.5 7681,-524.5 7681,-530.5 7675,-536.5 7669,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7618.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7618.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7618.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7618.5\" y=\"-476.3\" 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=\"M7701.44,-579.907C7688.62,-568.101 7674.64,-555.217 7661.86,-543.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7664.23,-540.868 7654.5,-536.667 7659.48,-546.017 7664.23,-540.868\"/>\r\n",
       "</g>\r\n",
       "<!-- 178 -->\r\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7790,-536.5C7790,-536.5 7711,-536.5 7711,-536.5 7705,-536.5 7699,-530.5 7699,-524.5 7699,-524.5 7699,-480.5 7699,-480.5 7699,-474.5 7705,-468.5 7711,-468.5 7711,-468.5 7790,-468.5 7790,-468.5 7796,-468.5 7802,-474.5 7802,-480.5 7802,-480.5 7802,-524.5 7802,-524.5 7802,-530.5 7796,-536.5 7790,-536.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-521.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-506.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-491.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7750.5\" y=\"-476.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 176&#45;&gt;178 -->\r\n",
       "<g id=\"edge178\" class=\"edge\"><title>176&#45;&gt;178</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7747.23,-579.907C7747.69,-569.204 7748.19,-557.615 7748.65,-546.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7752.15,-546.807 7749.08,-536.667 7745.16,-546.508 7752.15,-546.807\"/>\r\n",
       "</g>\r\n",
       "<!-- 180 -->\r\n",
       "<g id=\"node181\" class=\"node\"><title>180</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M8032,-544C8032,-544 7837,-544 7837,-544 7831,-544 7825,-538 7825,-532 7825,-532 7825,-473 7825,-473 7825,-467 7831,-461 7837,-461 7837,-461 8032,-461 8032,-461 8038,-461 8044,-467 8044,-473 8044,-473 8044,-532 8044,-532 8044,-538 8038,-544 8032,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CreditRating_frequency &lt;= 0.07</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;180 -->\r\n",
       "<g id=\"edge180\" class=\"edge\"><title>179&#45;&gt;180</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7937.11,-579.907C7936.83,-571.558 7936.52,-562.671 7936.23,-554.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7939.73,-553.895 7935.89,-544.021 7932.73,-554.135 7939.73,-553.895\"/>\r\n",
       "</g>\r\n",
       "<!-- 187 -->\r\n",
       "<g id=\"node188\" class=\"node\"><title>187</title>\r\n",
       "<path fill=\"#bddef6\" stroke=\"black\" d=\"M8229.5,-544C8229.5,-544 8093.5,-544 8093.5,-544 8087.5,-544 8081.5,-538 8081.5,-532 8081.5,-532 8081.5,-473 8081.5,-473 8081.5,-467 8087.5,-461 8093.5,-461 8093.5,-461 8229.5,-461 8229.5,-461 8235.5,-461 8241.5,-467 8241.5,-473 8241.5,-473 8241.5,-532 8241.5,-532 8241.5,-538 8235.5,-544 8229.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetModels &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 179&#45;&gt;187 -->\r\n",
       "<g id=\"edge187\" class=\"edge\"><title>179&#45;&gt;187</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8015.87,-579.907C8035.07,-569.834 8055.76,-558.977 8075.35,-548.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8077.04,-551.766 8084.27,-544.021 8073.79,-545.568 8077.04,-551.766\"/>\r\n",
       "</g>\r\n",
       "<!-- 181 -->\r\n",
       "<g id=\"node182\" class=\"node\"><title>181</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7792,-417.5C7792,-417.5 7713,-417.5 7713,-417.5 7707,-417.5 7701,-411.5 7701,-405.5 7701,-405.5 7701,-361.5 7701,-361.5 7701,-355.5 7707,-349.5 7713,-349.5 7713,-349.5 7792,-349.5 7792,-349.5 7798,-349.5 7804,-355.5 7804,-361.5 7804,-361.5 7804,-405.5 7804,-405.5 7804,-411.5 7798,-417.5 7792,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7752.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7752.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7752.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7752.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;181 -->\r\n",
       "<g id=\"edge181\" class=\"edge\"><title>180&#45;&gt;181</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7869.65,-460.873C7851.43,-449.359 7831.65,-436.758 7813.5,-425 7812.57,-424.395 7811.63,-423.784 7810.68,-423.169\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7812.33,-420.066 7802.04,-417.527 7808.5,-425.926 7812.33,-420.066\"/>\r\n",
       "</g>\r\n",
       "<!-- 182 -->\r\n",
       "<g id=\"node183\" class=\"node\"><title>182</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M8034.5,-425C8034.5,-425 7834.5,-425 7834.5,-425 7828.5,-425 7822.5,-419 7822.5,-413 7822.5,-413 7822.5,-354 7822.5,-354 7822.5,-348 7828.5,-342 7834.5,-342 7834.5,-342 8034.5,-342 8034.5,-342 8040.5,-342 8046.5,-348 8046.5,-354 8046.5,-354 8046.5,-413 8046.5,-413 8046.5,-419 8040.5,-425 8034.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 327.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7934.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 180&#45;&gt;182 -->\r\n",
       "<g id=\"edge182\" class=\"edge\"><title>180&#45;&gt;182</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7934.5,-460.907C7934.5,-452.649 7934.5,-443.864 7934.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7938,-435.021 7934.5,-425.021 7931,-435.021 7938,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 183 -->\r\n",
       "<g id=\"node184\" class=\"node\"><title>183</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M7843,-306C7843,-306 7718,-306 7718,-306 7712,-306 7706,-300 7706,-294 7706,-294 7706,-235 7706,-235 7706,-229 7712,-223 7718,-223 7718,-223 7843,-223 7843,-223 7849,-223 7855,-229 7855,-235 7855,-235 7855,-294 7855,-294 7855,-300 7849,-306 7843,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7780.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">IncomeGroup &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7780.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7780.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7780.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7780.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;183 -->\r\n",
       "<g id=\"edge183\" class=\"edge\"><title>182&#45;&gt;183</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7881.07,-341.907C7868.41,-332.288 7854.81,-321.953 7841.82,-312.09\"/>\r\n",
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       "<!-- 186 -->\r\n",
       "<g id=\"node187\" class=\"node\"><title>186</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7986,-298.5C7986,-298.5 7885,-298.5 7885,-298.5 7879,-298.5 7873,-292.5 7873,-286.5 7873,-286.5 7873,-242.5 7873,-242.5 7873,-236.5 7879,-230.5 7885,-230.5 7885,-230.5 7986,-230.5 7986,-230.5 7992,-230.5 7998,-236.5 7998,-242.5 7998,-242.5 7998,-286.5 7998,-286.5 7998,-292.5 7992,-298.5 7986,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7935.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7935.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7935.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7935.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 182&#45;&gt;186 -->\r\n",
       "<g id=\"edge186\" class=\"edge\"><title>182&#45;&gt;186</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M7934.85,-341.907C7934.94,-331.204 7935.04,-319.615 7935.13,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7938.63,-308.697 7935.22,-298.667 7931.63,-308.637 7938.63,-308.697\"/>\r\n",
       "</g>\r\n",
       "<!-- 184 -->\r\n",
       "<g id=\"node185\" class=\"node\"><title>184</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M7765,-179.5C7765,-179.5 7664,-179.5 7664,-179.5 7658,-179.5 7652,-173.5 7652,-167.5 7652,-167.5 7652,-123.5 7652,-123.5 7652,-117.5 7658,-111.5 7664,-111.5 7664,-111.5 7765,-111.5 7765,-111.5 7771,-111.5 7777,-117.5 7777,-123.5 7777,-123.5 7777,-167.5 7777,-167.5 7777,-173.5 7771,-179.5 7765,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7714.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7714.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7714.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7714.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M7757.6,-222.907C7751.31,-211.763 7744.49,-199.658 7738.16,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7741.17,-186.657 7733.21,-179.667 7735.07,-190.096 7741.17,-186.657\"/>\r\n",
       "</g>\r\n",
       "<!-- 185 -->\r\n",
       "<g id=\"node186\" class=\"node\"><title>185</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M7886,-179.5C7886,-179.5 7807,-179.5 7807,-179.5 7801,-179.5 7795,-173.5 7795,-167.5 7795,-167.5 7795,-123.5 7795,-123.5 7795,-117.5 7801,-111.5 7807,-111.5 7807,-111.5 7886,-111.5 7886,-111.5 7892,-111.5 7898,-117.5 7898,-123.5 7898,-123.5 7898,-167.5 7898,-167.5 7898,-173.5 7892,-179.5 7886,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"7846.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7846.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7846.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"7846.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M7803.4,-222.907C7809.69,-211.763 7816.51,-199.658 7822.84,-188.439\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"7825.93,-190.096 7827.79,-179.667 7819.83,-186.657 7825.93,-190.096\"/>\r\n",
       "</g>\r\n",
       "<!-- 188 -->\r\n",
       "<g id=\"node189\" class=\"node\"><title>188</title>\r\n",
       "<path fill=\"#7bbeee\" stroke=\"black\" d=\"M8246.5,-425C8246.5,-425 8076.5,-425 8076.5,-425 8070.5,-425 8064.5,-419 8064.5,-413 8064.5,-413 8064.5,-354 8064.5,-354 8064.5,-348 8070.5,-342 8076.5,-342 8076.5,-342 8246.5,-342 8246.5,-342 8252.5,-342 8258.5,-348 8258.5,-354 8258.5,-354 8258.5,-413 8258.5,-413 8258.5,-419 8252.5,-425 8246.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8161.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 187&#45;&gt;188 -->\r\n",
       "<g id=\"edge188\" class=\"edge\"><title>187&#45;&gt;188</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8161.5,-460.907C8161.5,-452.649 8161.5,-443.864 8161.5,-435.302\"/>\r\n",
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       "</g>\r\n",
       "<!-- 193 -->\r\n",
       "<g id=\"node194\" class=\"node\"><title>193</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8390,-417.5C8390,-417.5 8289,-417.5 8289,-417.5 8283,-417.5 8277,-411.5 8277,-405.5 8277,-405.5 8277,-361.5 8277,-361.5 8277,-355.5 8283,-349.5 8289,-349.5 8289,-349.5 8390,-349.5 8390,-349.5 8396,-349.5 8402,-355.5 8402,-361.5 8402,-361.5 8402,-405.5 8402,-405.5 8402,-411.5 8396,-417.5 8390,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8339.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8339.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8339.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8339.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 187&#45;&gt;193 -->\r\n",
       "<g id=\"edge193\" class=\"edge\"><title>187&#45;&gt;193</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8223.26,-460.907C8241.72,-448.769 8261.92,-435.493 8280.22,-423.462\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8282.61,-426.084 8289.04,-417.667 8278.76,-420.235 8282.61,-426.084\"/>\r\n",
       "</g>\r\n",
       "<!-- 189 -->\r\n",
       "<g id=\"node190\" class=\"node\"><title>189</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8129,-298.5C8129,-298.5 8028,-298.5 8028,-298.5 8022,-298.5 8016,-292.5 8016,-286.5 8016,-286.5 8016,-242.5 8016,-242.5 8016,-236.5 8022,-230.5 8028,-230.5 8028,-230.5 8129,-230.5 8129,-230.5 8135,-230.5 8141,-236.5 8141,-242.5 8141,-242.5 8141,-286.5 8141,-286.5 8141,-292.5 8135,-298.5 8129,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8078.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8078.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8078.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8078.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M8132.7,-341.907C8124.72,-330.652 8116.04,-318.418 8108.02,-307.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8110.67,-304.798 8102.03,-298.667 8104.96,-308.848 8110.67,-304.798\"/>\r\n",
       "</g>\r\n",
       "<!-- 190 -->\r\n",
       "<g id=\"node191\" class=\"node\"><title>190</title>\r\n",
       "<path fill=\"#4fa8e8\" stroke=\"black\" d=\"M8280,-306C8280,-306 8171,-306 8171,-306 8165,-306 8159,-300 8159,-294 8159,-294 8159,-235 8159,-235 8159,-229 8165,-223 8171,-223 8171,-223 8280,-223 8280,-223 8286,-223 8292,-229 8292,-235 8292,-235 8292,-294 8292,-294 8292,-300 8286,-306 8280,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ActiveSubs &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M8183.7,-341.907C8188.47,-333.195 8193.56,-323.897 8198.48,-314.893\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8201.61,-316.474 8203.33,-306.021 8195.47,-313.114 8201.61,-316.474\"/>\r\n",
       "</g>\r\n",
       "<!-- 191 -->\r\n",
       "<g id=\"node192\" class=\"node\"><title>191</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8133,-179.5C8133,-179.5 8054,-179.5 8054,-179.5 8048,-179.5 8042,-173.5 8042,-167.5 8042,-167.5 8042,-123.5 8042,-123.5 8042,-117.5 8048,-111.5 8054,-111.5 8054,-111.5 8133,-111.5 8133,-111.5 8139,-111.5 8145,-117.5 8145,-123.5 8145,-123.5 8145,-167.5 8145,-167.5 8145,-173.5 8139,-179.5 8133,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8093.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8093.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8093.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8093.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 190&#45;&gt;191 -->\r\n",
       "<g id=\"edge191\" class=\"edge\"><title>190&#45;&gt;191</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8179.7,-222.907C8166.38,-211.101 8151.85,-198.217 8138.57,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8140.72,-183.681 8130.92,-179.667 8136.08,-188.919 8140.72,-183.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 192 -->\r\n",
       "<g id=\"node193\" class=\"node\"><title>192</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8276,-179.5C8276,-179.5 8175,-179.5 8175,-179.5 8169,-179.5 8163,-173.5 8163,-167.5 8163,-167.5 8163,-123.5 8163,-123.5 8163,-117.5 8169,-111.5 8175,-111.5 8175,-111.5 8276,-111.5 8276,-111.5 8282,-111.5 8288,-117.5 8288,-123.5 8288,-123.5 8288,-167.5 8288,-167.5 8288,-173.5 8282,-179.5 8276,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8225.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 190&#45;&gt;192 -->\r\n",
       "<g id=\"edge192\" class=\"edge\"><title>190&#45;&gt;192</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8225.5,-222.907C8225.5,-212.204 8225.5,-200.615 8225.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8229,-189.667 8225.5,-179.667 8222,-189.667 8229,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 195 -->\r\n",
       "<g id=\"node196\" class=\"node\"><title>195</title>\r\n",
       "<path fill=\"#f7d8c1\" stroke=\"black\" d=\"M10253,-782C10253,-782 10104,-782 10104,-782 10098,-782 10092,-776 10092,-770 10092,-770 10092,-711 10092,-711 10092,-705 10098,-699 10104,-699 10104,-699 10253,-699 10253,-699 10259,-699 10265,-705 10265,-711 10265,-711 10265,-770 10265,-770 10265,-776 10259,-782 10253,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 533</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [316, 217]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10178.5\" y=\"-706.8\" 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=\"M10178.5,-817.907C10178.5,-809.649 10178.5,-800.864 10178.5,-792.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10182,-792.021 10178.5,-782.021 10175,-792.021 10182,-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=\"M13582.5,-782C13582.5,-782 13382.5,-782 13382.5,-782 13376.5,-782 13370.5,-776 13370.5,-770 13370.5,-770 13370.5,-711 13370.5,-711 13370.5,-705 13376.5,-699 13382.5,-699 13382.5,-699 13582.5,-699 13582.5,-699 13588.5,-699 13594.5,-705 13594.5,-711 13594.5,-711 13594.5,-770 13594.5,-770 13594.5,-776 13588.5,-782 13582.5,-782\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-766.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 932.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-751.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-736.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2130</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-721.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1455, 675]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 194&#45;&gt;262 -->\r\n",
       "<g id=\"edge262\" class=\"edge\"><title>194&#45;&gt;262</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10266,-855.401C10722.3,-839.242 12828,-764.677 13360.1,-745.835\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13360.2,-749.332 13370.1,-745.48 13360,-742.337 13360.2,-749.332\"/>\r\n",
       "</g>\r\n",
       "<!-- 196 -->\r\n",
       "<g id=\"node197\" class=\"node\"><title>196</title>\r\n",
       "<path fill=\"#f4c9ab\" stroke=\"black\" d=\"M9756.5,-663C9756.5,-663 9616.5,-663 9616.5,-663 9610.5,-663 9604.5,-657 9604.5,-651 9604.5,-651 9604.5,-592 9604.5,-592 9604.5,-586 9610.5,-580 9616.5,-580 9616.5,-580 9756.5,-580 9756.5,-580 9762.5,-580 9768.5,-586 9768.5,-592 9768.5,-592 9768.5,-651 9768.5,-651 9768.5,-657 9762.5,-663 9756.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OverageMinutes &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 397</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [252, 145]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-587.8\" 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=\"M10092,-718.919C10004.1,-698.031 9868.63,-665.811 9778.78,-644.445\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9779.41,-640.998 9768.88,-642.089 9777.79,-647.808 9779.41,-640.998\"/>\r\n",
       "</g>\r\n",
       "<!-- 231 -->\r\n",
       "<g id=\"node232\" class=\"node\"><title>231</title>\r\n",
       "<path fill=\"#e9f4fc\" stroke=\"black\" d=\"M10786,-663C10786,-663 10601,-663 10601,-663 10595,-663 10589,-657 10589,-651 10589,-651 10589,-592 10589,-592 10589,-586 10595,-580 10601,-580 10601,-580 10786,-580 10786,-580 10792,-580 10798,-586 10798,-592 10798,-592 10798,-651 10798,-651 10798,-657 10792,-663 10786,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 49.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 136</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [64, 72]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 195&#45;&gt;231 -->\r\n",
       "<g id=\"edge231\" class=\"edge\"><title>195&#45;&gt;231</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10265.3,-719.785C10351.4,-700.223 10483.8,-670.131 10578.6,-648.597\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10579.6,-651.972 10588.5,-646.343 10578,-645.146 10579.6,-651.972\"/>\r\n",
       "</g>\r\n",
       "<!-- 197 -->\r\n",
       "<g id=\"node198\" class=\"node\"><title>197</title>\r\n",
       "<path fill=\"#f7d9c3\" stroke=\"black\" d=\"M9032,-544C9032,-544 8907,-544 8907,-544 8901,-544 8895,-538 8895,-532 8895,-532 8895,-473 8895,-473 8895,-467 8901,-461 8907,-461 8907,-461 9032,-461 9032,-461 9038,-461 9044,-467 9044,-473 9044,-473 9044,-532 9044,-532 9044,-538 9038,-544 9032,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedCalls &lt;= 6.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 275</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [162, 113]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-468.8\" 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=\"M9604.25,-607.079C9467.08,-584.695 9192.99,-539.969 9054.2,-517.322\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9054.48,-513.82 9044.04,-515.664 9053.35,-520.729 9054.48,-513.82\"/>\r\n",
       "</g>\r\n",
       "<!-- 214 -->\r\n",
       "<g id=\"node215\" class=\"node\"><title>214</title>\r\n",
       "<path fill=\"#eeae7f\" stroke=\"black\" d=\"M9786.5,-544C9786.5,-544 9586.5,-544 9586.5,-544 9580.5,-544 9574.5,-538 9574.5,-532 9574.5,-532 9574.5,-473 9574.5,-473 9574.5,-467 9580.5,-461 9586.5,-461 9586.5,-461 9786.5,-461 9786.5,-461 9792.5,-461 9798.5,-467 9798.5,-473 9798.5,-473 9798.5,-532 9798.5,-532 9798.5,-538 9792.5,-544 9786.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 310.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 122</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [90, 32]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9686.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 196&#45;&gt;214 -->\r\n",
       "<g id=\"edge214\" class=\"edge\"><title>196&#45;&gt;214</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9686.5,-579.907C9686.5,-571.649 9686.5,-562.864 9686.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9690,-554.021 9686.5,-544.021 9683,-554.021 9690,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 198 -->\r\n",
       "<g id=\"node199\" class=\"node\"><title>198</title>\r\n",
       "<path fill=\"#f5ceb1\" stroke=\"black\" d=\"M8753.5,-425C8753.5,-425 8559.5,-425 8559.5,-425 8553.5,-425 8547.5,-419 8547.5,-413 8547.5,-413 8547.5,-354 8547.5,-354 8547.5,-348 8553.5,-342 8559.5,-342 8559.5,-342 8753.5,-342 8753.5,-342 8759.5,-342 8765.5,-348 8765.5,-354 8765.5,-354 8765.5,-413 8765.5,-413 8765.5,-419 8759.5,-425 8753.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.02</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 238</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [148, 90]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-349.8\" 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=\"M8894.93,-473.624C8858.86,-460.142 8814.71,-443.639 8774.25,-428.514\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8775.46,-425.229 8764.86,-425.006 8773,-431.786 8775.46,-425.229\"/>\r\n",
       "</g>\r\n",
       "<!-- 205 -->\r\n",
       "<g id=\"node206\" class=\"node\"><title>205</title>\r\n",
       "<path fill=\"#b2d9f5\" stroke=\"black\" d=\"M9024,-425C9024,-425 8915,-425 8915,-425 8909,-425 8903,-419 8903,-413 8903,-413 8903,-354 8903,-354 8903,-348 8909,-342 8915,-342 8915,-342 9024,-342 9024,-342 9030,-342 9036,-348 9036,-354 9036,-354 9036,-413 9036,-413 9036,-419 9030,-425 9024,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ActiveSubs &lt;= 1.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [14, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8969.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 197&#45;&gt;205 -->\r\n",
       "<g id=\"edge205\" class=\"edge\"><title>197&#45;&gt;205</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8969.5,-460.907C8969.5,-452.649 8969.5,-443.864 8969.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8973,-435.021 8969.5,-425.021 8966,-435.021 8973,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 199 -->\r\n",
       "<g id=\"node200\" class=\"node\"><title>199</title>\r\n",
       "<path fill=\"#f7d8c1\" stroke=\"black\" d=\"M8563.5,-306C8563.5,-306 8381.5,-306 8381.5,-306 8375.5,-306 8369.5,-300 8369.5,-294 8369.5,-294 8369.5,-235 8369.5,-235 8369.5,-229 8375.5,-223 8381.5,-223 8381.5,-223 8563.5,-223 8563.5,-223 8569.5,-223 8575.5,-229 8575.5,-235 8575.5,-235 8575.5,-294 8575.5,-294 8575.5,-300 8569.5,-306 8563.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8472.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 257.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8472.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8472.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 221</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8472.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [131, 90]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8472.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M8592.66,-341.907C8577.25,-332.106 8560.67,-321.563 8544.89,-311.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8546.54,-308.433 8536.23,-306.021 8542.79,-314.34 8546.54,-308.433\"/>\r\n",
       "</g>\r\n",
       "<!-- 204 -->\r\n",
       "<g id=\"node205\" class=\"node\"><title>204</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8707,-298.5C8707,-298.5 8606,-298.5 8606,-298.5 8600,-298.5 8594,-292.5 8594,-286.5 8594,-286.5 8594,-242.5 8594,-242.5 8594,-236.5 8600,-230.5 8606,-230.5 8606,-230.5 8707,-230.5 8707,-230.5 8713,-230.5 8719,-236.5 8719,-242.5 8719,-242.5 8719,-286.5 8719,-286.5 8719,-292.5 8713,-298.5 8707,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8656.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 198&#45;&gt;204 -->\r\n",
       "<g id=\"edge204\" class=\"edge\"><title>198&#45;&gt;204</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8656.5,-341.907C8656.5,-331.204 8656.5,-319.615 8656.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8660,-308.667 8656.5,-298.667 8653,-308.667 8660,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 200 -->\r\n",
       "<g id=\"node201\" class=\"node\"><title>200</title>\r\n",
       "<path fill=\"#f8dcc9\" stroke=\"black\" d=\"M8476.5,-187C8476.5,-187 8318.5,-187 8318.5,-187 8312.5,-187 8306.5,-181 8306.5,-175 8306.5,-175 8306.5,-116 8306.5,-116 8306.5,-110 8312.5,-104 8318.5,-104 8318.5,-104 8476.5,-104 8476.5,-104 8482.5,-104 8488.5,-110 8488.5,-116 8488.5,-116 8488.5,-175 8488.5,-175 8488.5,-181 8482.5,-187 8476.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8397.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyRevenue &lt;= 39.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8397.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8397.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 214</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8397.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [124, 90]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8397.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;200 -->\r\n",
       "<g id=\"edge200\" class=\"edge\"><title>199&#45;&gt;200</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8446.48,-222.907C8440.84,-214.105 8434.81,-204.703 8428.98,-195.612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8431.82,-193.551 8423.47,-187.021 8425.93,-197.328 8431.82,-193.551\"/>\r\n",
       "</g>\r\n",
       "<!-- 203 -->\r\n",
       "<g id=\"node204\" class=\"node\"><title>203</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M8620,-179.5C8620,-179.5 8519,-179.5 8519,-179.5 8513,-179.5 8507,-173.5 8507,-167.5 8507,-167.5 8507,-123.5 8507,-123.5 8507,-117.5 8513,-111.5 8519,-111.5 8519,-111.5 8620,-111.5 8620,-111.5 8626,-111.5 8632,-117.5 8632,-123.5 8632,-123.5 8632,-167.5 8632,-167.5 8632,-173.5 8626,-179.5 8620,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8569.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8569.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8569.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8569.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 199&#45;&gt;203 -->\r\n",
       "<g id=\"edge203\" class=\"edge\"><title>199&#45;&gt;203</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8506.15,-222.907C8515.67,-211.432 8526.03,-198.938 8535.56,-187.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8538.31,-189.599 8542,-179.667 8532.93,-185.131 8538.31,-189.599\"/>\r\n",
       "</g>\r\n",
       "<!-- 201 -->\r\n",
       "<g id=\"node202\" class=\"node\"><title>201</title>\r\n",
       "<path fill=\"#f3c7a6\" stroke=\"black\" d=\"M8380,-68C8380,-68 8279,-68 8279,-68 8273,-68 8267,-62 8267,-56 8267,-56 8267,-12 8267,-12 8267,-6 8273,-0 8279,-0 8279,-0 8380,-0 8380,-0 8386,-0 8392,-6 8392,-12 8392,-12 8392,-56 8392,-56 8392,-62 8386,-68 8380,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8329.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8329.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 132</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8329.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [85, 47]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8329.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;201 -->\r\n",
       "<g id=\"edge201\" class=\"edge\"><title>200&#45;&gt;201</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8372.18,-103.726C8366.74,-94.9703 8360.99,-85.7032 8355.52,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8358.43,-74.9484 8350.18,-68.2996 8352.48,-78.6413 8358.43,-74.9484\"/>\r\n",
       "</g>\r\n",
       "<!-- 202 -->\r\n",
       "<g id=\"node203\" class=\"node\"><title>202</title>\r\n",
       "<path fill=\"#edf6fd\" stroke=\"black\" d=\"M8511,-68C8511,-68 8422,-68 8422,-68 8416,-68 8410,-62 8410,-56 8410,-56 8410,-12 8410,-12 8410,-6 8416,-0 8422,-0 8422,-0 8511,-0 8511,-0 8517,-0 8523,-6 8523,-12 8523,-12 8523,-56 8523,-56 8523,-62 8517,-68 8511,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8466.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8466.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 82</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8466.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [39, 43]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8466.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 200&#45;&gt;202 -->\r\n",
       "<g id=\"edge202\" class=\"edge\"><title>200&#45;&gt;202</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8423.19,-103.726C8428.71,-94.9703 8434.55,-85.7032 8440.09,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8443.15,-78.6259 8445.52,-68.2996 8437.22,-74.8941 8443.15,-78.6259\"/>\r\n",
       "</g>\r\n",
       "<!-- 206 -->\r\n",
       "<g id=\"node207\" class=\"node\"><title>206</title>\r\n",
       "<path fill=\"#fdf5f0\" stroke=\"black\" d=\"M8937.5,-306C8937.5,-306 8749.5,-306 8749.5,-306 8743.5,-306 8737.5,-300 8737.5,-294 8737.5,-294 8737.5,-235 8737.5,-235 8737.5,-229 8743.5,-223 8749.5,-223 8749.5,-223 8937.5,-223 8937.5,-223 8943.5,-223 8949.5,-229 8949.5,-235 8949.5,-235 8949.5,-294 8949.5,-294 8949.5,-300 8943.5,-306 8937.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" 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=\"8843.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-230.8\" 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=\"M8925.78,-341.907C8915.72,-332.56 8904.93,-322.538 8894.58,-312.929\"/>\r\n",
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       "</g>\r\n",
       "<!-- 211 -->\r\n",
       "<g id=\"node212\" class=\"node\"><title>211</title>\r\n",
       "<path fill=\"#4ba6e7\" stroke=\"black\" d=\"M9195.5,-306C9195.5,-306 8979.5,-306 8979.5,-306 8973.5,-306 8967.5,-300 8967.5,-294 8967.5,-294 8967.5,-235 8967.5,-235 8967.5,-229 8973.5,-223 8979.5,-223 8979.5,-223 9195.5,-223 9195.5,-223 9201.5,-223 9207.5,-229 9207.5,-235 9207.5,-235 9207.5,-294 9207.5,-294 9207.5,-300 9201.5,-306 9195.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9087.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReferralsMadeBySubscriber &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9087.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9087.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9087.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9087.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 205&#45;&gt;211 -->\r\n",
       "<g id=\"edge211\" class=\"edge\"><title>205&#45;&gt;211</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9010.44,-341.907C9019.78,-332.651 9029.78,-322.732 9039.38,-313.209\"/>\r\n",
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       "</g>\r\n",
       "<!-- 207 -->\r\n",
       "<g id=\"node208\" class=\"node\"><title>207</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M8741,-179.5C8741,-179.5 8662,-179.5 8662,-179.5 8656,-179.5 8650,-173.5 8650,-167.5 8650,-167.5 8650,-123.5 8650,-123.5 8650,-117.5 8656,-111.5 8662,-111.5 8662,-111.5 8741,-111.5 8741,-111.5 8747,-111.5 8753,-117.5 8753,-123.5 8753,-123.5 8753,-167.5 8753,-167.5 8753,-173.5 8747,-179.5 8741,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8701.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8701.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8701.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8701.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 206&#45;&gt;207 -->\r\n",
       "<g id=\"edge207\" class=\"edge\"><title>206&#45;&gt;207</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8794.23,-222.907C8779.77,-210.99 8763.97,-197.976 8749.59,-186.12\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8751.7,-183.325 8741.75,-179.667 8747.25,-188.727 8751.7,-183.325\"/>\r\n",
       "</g>\r\n",
       "<!-- 208 -->\r\n",
       "<g id=\"node209\" class=\"node\"><title>208</title>\r\n",
       "<path fill=\"#f5cfb3\" stroke=\"black\" d=\"M8903.5,-187C8903.5,-187 8783.5,-187 8783.5,-187 8777.5,-187 8771.5,-181 8771.5,-175 8771.5,-175 8771.5,-116 8771.5,-116 8771.5,-110 8777.5,-104 8783.5,-104 8783.5,-104 8903.5,-104 8903.5,-104 8909.5,-104 8915.5,-110 8915.5,-116 8915.5,-116 8915.5,-175 8915.5,-175 8915.5,-181 8909.5,-187 8903.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BlockedCalls &lt;= 3.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [13, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8843.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 206&#45;&gt;208 -->\r\n",
       "<g id=\"edge208\" class=\"edge\"><title>206&#45;&gt;208</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8843.5,-222.907C8843.5,-214.649 8843.5,-205.864 8843.5,-197.302\"/>\r\n",
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       "</g>\r\n",
       "<!-- 209 -->\r\n",
       "<g id=\"node210\" class=\"node\"><title>209</title>\r\n",
       "<path fill=\"#eca36f\" stroke=\"black\" d=\"M8828,-68C8828,-68 8727,-68 8727,-68 8721,-68 8715,-62 8715,-56 8715,-56 8715,-12 8715,-12 8715,-6 8721,-0 8727,-0 8727,-0 8828,-0 8828,-0 8834,-0 8840,-6 8840,-12 8840,-12 8840,-56 8840,-56 8840,-62 8834,-68 8828,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8777.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.34</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8777.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8777.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [11, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8777.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 208&#45;&gt;209 -->\r\n",
       "<g id=\"edge209\" class=\"edge\"><title>208&#45;&gt;209</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8818.92,-103.726C8813.65,-94.9703 8808.06,-85.7032 8802.76,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8805.73,-75.0574 8797.57,-68.2996 8799.74,-78.671 8805.73,-75.0574\"/>\r\n",
       "</g>\r\n",
       "<!-- 210 -->\r\n",
       "<g id=\"node211\" class=\"node\"><title>210</title>\r\n",
       "<path fill=\"#88c4ef\" stroke=\"black\" d=\"M8949,-68C8949,-68 8870,-68 8870,-68 8864,-68 8858,-62 8858,-56 8858,-56 8858,-12 8858,-12 8858,-6 8864,-0 8870,-0 8870,-0 8949,-0 8949,-0 8955,-0 8961,-6 8961,-12 8961,-12 8961,-56 8961,-56 8961,-62 8955,-68 8949,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8909.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8909.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8909.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8909.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 208&#45;&gt;210 -->\r\n",
       "<g id=\"edge210\" class=\"edge\"><title>208&#45;&gt;210</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M8868.08,-103.726C8873.35,-94.9703 8878.94,-85.7032 8884.24,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"8887.26,-78.671 8889.43,-68.2996 8881.27,-75.0574 8887.26,-78.671\"/>\r\n",
       "</g>\r\n",
       "<!-- 212 -->\r\n",
       "<g id=\"node213\" class=\"node\"><title>212</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9027,-179.5C9027,-179.5 8946,-179.5 8946,-179.5 8940,-179.5 8934,-173.5 8934,-167.5 8934,-167.5 8934,-123.5 8934,-123.5 8934,-117.5 8940,-111.5 8946,-111.5 8946,-111.5 9027,-111.5 9027,-111.5 9033,-111.5 9039,-117.5 9039,-123.5 9039,-123.5 9039,-167.5 9039,-167.5 9039,-173.5 9033,-179.5 9027,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"8986.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8986.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8986.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"8986.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 211&#45;&gt;212 -->\r\n",
       "<g id=\"edge212\" class=\"edge\"><title>211&#45;&gt;212</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9052.46,-222.907C9042.55,-211.432 9031.77,-198.938 9021.84,-187.442\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9024.32,-184.95 9015.13,-179.667 9019.02,-189.524 9024.32,-184.95\"/>\r\n",
       "</g>\r\n",
       "<!-- 213 -->\r\n",
       "<g id=\"node214\" class=\"node\"><title>213</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9170,-179.5C9170,-179.5 9069,-179.5 9069,-179.5 9063,-179.5 9057,-173.5 9057,-167.5 9057,-167.5 9057,-123.5 9057,-123.5 9057,-117.5 9063,-111.5 9069,-111.5 9069,-111.5 9170,-111.5 9170,-111.5 9176,-111.5 9182,-117.5 9182,-123.5 9182,-123.5 9182,-167.5 9182,-167.5 9182,-173.5 9176,-179.5 9170,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9119.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9119.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9119.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9119.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 211&#45;&gt;213 -->\r\n",
       "<g id=\"edge213\" class=\"edge\"><title>211&#45;&gt;213</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9098.6,-222.907C9101.56,-212.094 9104.76,-200.376 9107.76,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9111.17,-190.236 9110.43,-179.667 9104.41,-188.389 9111.17,-190.236\"/>\r\n",
       "</g>\r\n",
       "<!-- 215 -->\r\n",
       "<g id=\"node216\" class=\"node\"><title>215</title>\r\n",
       "<path fill=\"#e78c49\" stroke=\"black\" d=\"M9654.5,-425C9654.5,-425 9504.5,-425 9504.5,-425 9498.5,-425 9492.5,-419 9492.5,-413 9492.5,-413 9492.5,-354 9492.5,-354 9492.5,-348 9498.5,-342 9504.5,-342 9504.5,-342 9654.5,-342 9654.5,-342 9660.5,-342 9666.5,-348 9666.5,-354 9666.5,-354 9666.5,-413 9666.5,-413 9666.5,-419 9660.5,-425 9654.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 269.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-349.8\" 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=\"M9649.38,-460.907C9640.99,-451.742 9632.02,-441.927 9623.39,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9625.89,-430.038 9616.56,-425.021 9620.72,-434.762 9625.89,-430.038\"/>\r\n",
       "</g>\r\n",
       "<!-- 220 -->\r\n",
       "<g id=\"node221\" class=\"node\"><title>220</title>\r\n",
       "<path fill=\"#f1ba93\" stroke=\"black\" d=\"M9884.5,-425C9884.5,-425 9702.5,-425 9702.5,-425 9696.5,-425 9690.5,-419 9690.5,-413 9690.5,-413 9690.5,-354 9690.5,-354 9690.5,-348 9696.5,-342 9702.5,-342 9702.5,-342 9884.5,-342 9884.5,-342 9890.5,-342 9896.5,-348 9896.5,-354 9896.5,-354 9896.5,-413 9896.5,-413 9896.5,-419 9890.5,-425 9884.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DirectorAssistedCalls &lt;= 1.12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 96</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [66, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 214&#45;&gt;220 -->\r\n",
       "<g id=\"edge220\" class=\"edge\"><title>214&#45;&gt;220</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9723.62,-460.907C9732.01,-451.742 9740.98,-441.927 9749.61,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9752.28,-434.762 9756.44,-425.021 9747.11,-430.038 9752.28,-434.762\"/>\r\n",
       "</g>\r\n",
       "<!-- 216 -->\r\n",
       "<g id=\"node217\" class=\"node\"><title>216</title>\r\n",
       "<path fill=\"#efb388\" stroke=\"black\" d=\"M9482.5,-306C9482.5,-306 9306.5,-306 9306.5,-306 9300.5,-306 9294.5,-300 9294.5,-294 9294.5,-294 9294.5,-235 9294.5,-235 9294.5,-229 9300.5,-223 9306.5,-223 9306.5,-223 9482.5,-223 9482.5,-223 9488.5,-223 9494.5,-229 9494.5,-235 9494.5,-235 9494.5,-294 9494.5,-294 9494.5,-300 9488.5,-306 9482.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedBlockedCalls &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 7</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 215&#45;&gt;216 -->\r\n",
       "<g id=\"edge216\" class=\"edge\"><title>215&#45;&gt;216</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9515.32,-341.907C9499.82,-332.106 9483.15,-321.563 9467.29,-311.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9468.89,-308.408 9458.57,-306.021 9465.15,-314.324 9468.89,-308.408\"/>\r\n",
       "</g>\r\n",
       "<!-- 219 -->\r\n",
       "<g id=\"node220\" class=\"node\"><title>219</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9630,-298.5C9630,-298.5 9529,-298.5 9529,-298.5 9523,-298.5 9517,-292.5 9517,-286.5 9517,-286.5 9517,-242.5 9517,-242.5 9517,-236.5 9523,-230.5 9529,-230.5 9529,-230.5 9630,-230.5 9630,-230.5 9636,-230.5 9642,-236.5 9642,-242.5 9642,-242.5 9642,-286.5 9642,-286.5 9642,-292.5 9636,-298.5 9630,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [19, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9579.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 215&#45;&gt;219 -->\r\n",
       "<g id=\"edge219\" class=\"edge\"><title>215&#45;&gt;219</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9579.5,-341.907C9579.5,-331.204 9579.5,-319.615 9579.5,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9583,-308.667 9579.5,-298.667 9576,-308.667 9583,-308.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 217 -->\r\n",
       "<g id=\"node218\" class=\"node\"><title>217</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9313,-179.5C9313,-179.5 9212,-179.5 9212,-179.5 9206,-179.5 9200,-173.5 9200,-167.5 9200,-167.5 9200,-123.5 9200,-123.5 9200,-117.5 9206,-111.5 9212,-111.5 9212,-111.5 9313,-111.5 9313,-111.5 9319,-111.5 9325,-117.5 9325,-123.5 9325,-123.5 9325,-167.5 9325,-167.5 9325,-173.5 9319,-179.5 9313,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9262.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9262.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9262.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9262.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 216&#45;&gt;217 -->\r\n",
       "<g id=\"edge217\" class=\"edge\"><title>216&#45;&gt;217</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9348.7,-222.907C9335.38,-211.101 9320.85,-198.217 9307.57,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9309.72,-183.681 9299.92,-179.667 9305.08,-188.919 9309.72,-183.681\"/>\r\n",
       "</g>\r\n",
       "<!-- 218 -->\r\n",
       "<g id=\"node219\" class=\"node\"><title>218</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M9434,-179.5C9434,-179.5 9355,-179.5 9355,-179.5 9349,-179.5 9343,-173.5 9343,-167.5 9343,-167.5 9343,-123.5 9343,-123.5 9343,-117.5 9349,-111.5 9355,-111.5 9355,-111.5 9434,-111.5 9434,-111.5 9440,-111.5 9446,-117.5 9446,-123.5 9446,-123.5 9446,-167.5 9446,-167.5 9446,-173.5 9440,-179.5 9434,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9394.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 216&#45;&gt;218 -->\r\n",
       "<g id=\"edge218\" class=\"edge\"><title>216&#45;&gt;218</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9394.5,-222.907C9394.5,-212.204 9394.5,-200.615 9394.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9398,-189.667 9394.5,-179.667 9391,-189.667 9398,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 221 -->\r\n",
       "<g id=\"node222\" class=\"node\"><title>221</title>\r\n",
       "<path fill=\"#f4ccae\" stroke=\"black\" d=\"M9856,-306C9856,-306 9731,-306 9731,-306 9725,-306 9719,-300 9719,-294 9719,-294 9719,-235 9719,-235 9719,-229 9725,-223 9731,-223 9731,-223 9856,-223 9856,-223 9862,-223 9868,-229 9868,-235 9868,-235 9868,-294 9868,-294 9868,-300 9862,-306 9856,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedCalls &lt;= 7.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [49, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9793.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M9793.5,-341.907C9793.5,-333.649 9793.5,-324.864 9793.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9797,-316.021 9793.5,-306.021 9790,-316.021 9797,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 228 -->\r\n",
       "<g id=\"node229\" class=\"node\"><title>228</title>\r\n",
       "<path fill=\"#e78845\" stroke=\"black\" d=\"M10086,-306C10086,-306 9901,-306 9901,-306 9895,-306 9889,-300 9889,-294 9889,-294 9889,-235 9889,-235 9889,-229 9895,-223 9901,-223 9901,-223 10086,-223 10086,-223 10092,-223 10098,-229 10098,-235 10098,-235 10098,-294 10098,-294 10098,-300 10092,-306 10086,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 15.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 220&#45;&gt;228 -->\r\n",
       "<g id=\"edge228\" class=\"edge\"><title>220&#45;&gt;228</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9862.89,-341.907C9879.8,-332.016 9898,-321.368 9915.29,-311.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9917.37,-314.091 9924.23,-306.021 9913.83,-308.049 9917.37,-314.091\"/>\r\n",
       "</g>\r\n",
       "<!-- 222 -->\r\n",
       "<g id=\"node223\" class=\"node\"><title>222</title>\r\n",
       "<path fill=\"#f0b990\" stroke=\"black\" d=\"M9676.5,-187C9676.5,-187 9476.5,-187 9476.5,-187 9470.5,-187 9464.5,-181 9464.5,-175 9464.5,-175 9464.5,-116 9464.5,-116 9464.5,-110 9470.5,-104 9476.5,-104 9476.5,-104 9676.5,-104 9676.5,-104 9682.5,-104 9688.5,-110 9688.5,-116 9688.5,-116 9688.5,-175 9688.5,-175 9688.5,-181 9682.5,-187 9676.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9576.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 332.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9576.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9576.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 62</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9576.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [43, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9576.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M9718.82,-223.235C9700.09,-213.135 9679.86,-202.229 9660.7,-191.897\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9662.15,-188.703 9651.68,-187.037 9658.83,-194.864 9662.15,-188.703\"/>\r\n",
       "</g>\r\n",
       "<!-- 225 -->\r\n",
       "<g id=\"node226\" class=\"node\"><title>225</title>\r\n",
       "<path fill=\"#b0d8f5\" stroke=\"black\" d=\"M9912,-187C9912,-187 9719,-187 9719,-187 9713,-187 9707,-181 9707,-175 9707,-175 9707,-116 9707,-116 9707,-110 9713,-104 9719,-104 9719,-104 9912,-104 9912,-104 9918,-104 9924,-110 9924,-116 9924,-116 9924,-175 9924,-175 9924,-181 9918,-187 9912,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9815.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedBlockedCalls &lt;= 31.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9815.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9815.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9815.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9815.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 221&#45;&gt;225 -->\r\n",
       "<g id=\"edge225\" class=\"edge\"><title>221&#45;&gt;225</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9801.13,-222.907C9802.7,-214.558 9804.37,-205.671 9806,-197.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9809.47,-197.495 9807.88,-187.021 9802.59,-196.202 9809.47,-197.495\"/>\r\n",
       "</g>\r\n",
       "<!-- 223 -->\r\n",
       "<g id=\"node224\" class=\"node\"><title>223</title>\r\n",
       "<path fill=\"#fae7da\" stroke=\"black\" d=\"M9511,-68C9511,-68 9410,-68 9410,-68 9404,-68 9398,-62 9398,-56 9398,-56 9398,-12 9398,-12 9398,-6 9404,-0 9410,-0 9410,-0 9511,-0 9511,-0 9517,-0 9523,-6 9523,-12 9523,-12 9523,-56 9523,-56 9523,-62 9517,-68 9511,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9460.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9460.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9460.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9460.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 222&#45;&gt;223 -->\r\n",
       "<g id=\"edge223\" class=\"edge\"><title>222&#45;&gt;223</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9533.31,-103.726C9523.45,-94.423 9512.98,-84.5428 9503.15,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9505.45,-72.6189 9495.78,-68.2996 9500.65,-77.7092 9505.45,-72.6189\"/>\r\n",
       "</g>\r\n",
       "<!-- 224 -->\r\n",
       "<g id=\"node225\" class=\"node\"><title>224</title>\r\n",
       "<path fill=\"#eb9d65\" stroke=\"black\" d=\"M9654,-68C9654,-68 9553,-68 9553,-68 9547,-68 9541,-62 9541,-56 9541,-56 9541,-12 9541,-12 9541,-6 9547,-0 9553,-0 9553,-0 9654,-0 9654,-0 9660,-0 9666,-6 9666,-12 9666,-12 9666,-56 9666,-56 9666,-62 9660,-68 9654,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9603.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9603.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9603.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [27, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9603.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 222&#45;&gt;224 -->\r\n",
       "<g id=\"edge224\" class=\"edge\"><title>222&#45;&gt;224</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9586.55,-103.726C9588.6,-95.4263 9590.76,-86.6671 9592.83,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9596.29,-78.8467 9595.29,-68.2996 9589.5,-77.1709 9596.29,-78.8467\"/>\r\n",
       "</g>\r\n",
       "<!-- 226 -->\r\n",
       "<g id=\"node227\" class=\"node\"><title>226</title>\r\n",
       "<path fill=\"#61b1ea\" stroke=\"black\" d=\"M9830,-68C9830,-68 9749,-68 9749,-68 9743,-68 9737,-62 9737,-56 9737,-56 9737,-12 9737,-12 9737,-6 9743,-0 9749,-0 9749,-0 9830,-0 9830,-0 9836,-0 9842,-6 9842,-12 9842,-12 9842,-56 9842,-56 9842,-62 9836,-68 9830,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9789.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9789.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9789.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9789.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 225&#45;&gt;226 -->\r\n",
       "<g id=\"edge226\" class=\"edge\"><title>225&#45;&gt;226</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9805.82,-103.726C9803.85,-95.4263 9801.77,-86.6671 9799.78,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9803.12,-77.2205 9797.41,-68.2996 9796.31,-78.8377 9803.12,-77.2205\"/>\r\n",
       "</g>\r\n",
       "<!-- 227 -->\r\n",
       "<g id=\"node228\" class=\"node\"><title>227</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M9973,-68C9973,-68 9872,-68 9872,-68 9866,-68 9860,-62 9860,-56 9860,-56 9860,-12 9860,-12 9860,-6 9866,-0 9872,-0 9872,-0 9973,-0 9973,-0 9979,-0 9985,-6 9985,-12 9985,-12 9985,-56 9985,-56 9985,-62 9979,-68 9973,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9922.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9922.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9922.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9922.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 225&#45;&gt;227 -->\r\n",
       "<g id=\"edge227\" class=\"edge\"><title>225&#45;&gt;227</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M9855.34,-103.726C9864.34,-94.5142 9873.9,-84.7364 9882.89,-75.5343\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9885.47,-77.898 9889.96,-68.2996 9880.47,-73.0057 9885.47,-77.898\"/>\r\n",
       "</g>\r\n",
       "<!-- 229 -->\r\n",
       "<g id=\"node230\" class=\"node\"><title>229</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10033,-179.5C10033,-179.5 9954,-179.5 9954,-179.5 9948,-179.5 9942,-173.5 9942,-167.5 9942,-167.5 9942,-123.5 9942,-123.5 9942,-117.5 9948,-111.5 9954,-111.5 9954,-111.5 10033,-111.5 10033,-111.5 10039,-111.5 10045,-117.5 10045,-123.5 10045,-123.5 10045,-167.5 10045,-167.5 10045,-173.5 10039,-179.5 10033,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"9993.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M9993.5,-222.907C9993.5,-212.204 9993.5,-200.615 9993.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"9997,-189.667 9993.5,-179.667 9990,-189.667 9997,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 230 -->\r\n",
       "<g id=\"node231\" class=\"node\"><title>230</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10176,-179.5C10176,-179.5 10075,-179.5 10075,-179.5 10069,-179.5 10063,-173.5 10063,-167.5 10063,-167.5 10063,-123.5 10063,-123.5 10063,-117.5 10069,-111.5 10075,-111.5 10075,-111.5 10176,-111.5 10176,-111.5 10182,-111.5 10188,-117.5 10188,-123.5 10188,-123.5 10188,-167.5 10188,-167.5 10188,-173.5 10182,-179.5 10176,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10125.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 228&#45;&gt;230 -->\r\n",
       "<g id=\"edge230\" class=\"edge\"><title>228&#45;&gt;230</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10039.3,-222.907C10052.6,-211.101 10067.2,-198.217 10080.4,-186.45\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10082.9,-188.919 10088.1,-179.667 10078.3,-183.681 10082.9,-188.919\"/>\r\n",
       "</g>\r\n",
       "<!-- 232 -->\r\n",
       "<g id=\"node233\" class=\"node\"><title>232</title>\r\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M10786.5,-544C10786.5,-544 10600.5,-544 10600.5,-544 10594.5,-544 10588.5,-538 10588.5,-532 10588.5,-532 10588.5,-473 10588.5,-473 10588.5,-467 10594.5,-461 10600.5,-461 10600.5,-461 10786.5,-461 10786.5,-461 10792.5,-461 10798.5,-467 10798.5,-473 10798.5,-473 10798.5,-532 10798.5,-532 10798.5,-538 10792.5,-544 10786.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [28, 49]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10693.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 231&#45;&gt;232 -->\r\n",
       "<g id=\"edge232\" class=\"edge\"><title>231&#45;&gt;232</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10693.5,-579.907C10693.5,-571.649 10693.5,-562.864 10693.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10697,-554.021 10693.5,-544.021 10690,-554.021 10697,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 249 -->\r\n",
       "<g id=\"node250\" class=\"node\"><title>249</title>\r\n",
       "<path fill=\"#f6d2b8\" stroke=\"black\" d=\"M11351,-544C11351,-544 11250,-544 11250,-544 11244,-544 11238,-538 11238,-532 11238,-532 11238,-473 11238,-473 11238,-467 11244,-461 11250,-461 11250,-461 11351,-461 11351,-461 11357,-461 11363,-467 11363,-473 11363,-473 11363,-532 11363,-532 11363,-538 11357,-544 11351,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH2 &lt;= 47.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 23]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 231&#45;&gt;249 -->\r\n",
       "<g id=\"edge249\" class=\"edge\"><title>231&#45;&gt;249</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10798.2,-600.32C10920.9,-576.668 11121,-538.092 11227.9,-517.497\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11228.8,-520.891 11237.9,-515.562 11227.4,-514.018 11228.8,-520.891\"/>\r\n",
       "</g>\r\n",
       "<!-- 233 -->\r\n",
       "<g id=\"node234\" class=\"node\"><title>233</title>\r\n",
       "<path fill=\"#69b5eb\" stroke=\"black\" d=\"M10696,-425C10696,-425 10475,-425 10475,-425 10469,-425 10463,-419 10463,-413 10463,-413 10463,-354 10463,-354 10463,-348 10469,-342 10475,-342 10475,-342 10696,-342 10696,-342 10702,-342 10708,-348 10708,-354 10708,-354 10708,-413 10708,-413 10708,-419 10702,-425 10696,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10585.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">BuysViaMailOrder_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10585.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10585.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10585.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10585.5\" y=\"-349.8\" 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=\"M10656,-460.907C10647.6,-451.742 10638.5,-441.927 10629.8,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10632.3,-429.995 10622.9,-425.021 10627.1,-434.743 10632.3,-429.995\"/>\r\n",
       "</g>\r\n",
       "<!-- 240 -->\r\n",
       "<g id=\"node241\" class=\"node\"><title>240</title>\r\n",
       "<path fill=\"#fef9f6\" stroke=\"black\" d=\"M10863,-425C10863,-425 10738,-425 10738,-425 10732,-425 10726,-419 10726,-413 10726,-413 10726,-354 10726,-354 10726,-348 10732,-342 10738,-342 10738,-342 10863,-342 10863,-342 10869,-342 10875,-348 10875,-354 10875,-354 10875,-413 10875,-413 10875,-419 10869,-425 10863,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10800.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RoamingCalls &lt;= 0.1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10800.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10800.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10800.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10800.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 232&#45;&gt;240 -->\r\n",
       "<g id=\"edge240\" class=\"edge\"><title>232&#45;&gt;240</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10730.6,-460.907C10739,-451.742 10748,-441.927 10756.6,-432.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10759.3,-434.762 10763.4,-425.021 10754.1,-430.038 10759.3,-434.762\"/>\r\n",
       "</g>\r\n",
       "<!-- 234 -->\r\n",
       "<g id=\"node235\" class=\"node\"><title>234</title>\r\n",
       "<path fill=\"#b7dbf6\" stroke=\"black\" d=\"M10516.5,-306C10516.5,-306 10328.5,-306 10328.5,-306 10322.5,-306 10316.5,-300 10316.5,-294 10316.5,-294 10316.5,-235 10316.5,-235 10316.5,-229 10322.5,-223 10328.5,-223 10328.5,-223 10516.5,-223 10516.5,-223 10522.5,-223 10528.5,-229 10528.5,-235 10528.5,-235 10528.5,-294 10528.5,-294 10528.5,-300 10522.5,-306 10516.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10422.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MaritalStatus_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10422.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10422.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10422.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [7, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10422.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M10528.9,-341.907C10515.5,-332.288 10501.1,-321.953 10487.4,-312.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10489.1,-309.009 10479,-306.021 10485,-314.695 10489.1,-309.009\"/>\r\n",
       "</g>\r\n",
       "<!-- 239 -->\r\n",
       "<g id=\"node240\" class=\"node\"><title>239</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M10640,-298.5C10640,-298.5 10559,-298.5 10559,-298.5 10553,-298.5 10547,-292.5 10547,-286.5 10547,-286.5 10547,-242.5 10547,-242.5 10547,-236.5 10553,-230.5 10559,-230.5 10559,-230.5 10640,-230.5 10640,-230.5 10646,-230.5 10652,-236.5 10652,-242.5 10652,-242.5 10652,-286.5 10652,-286.5 10652,-292.5 10646,-298.5 10640,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10599.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10599.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10599.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10599.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 233&#45;&gt;239 -->\r\n",
       "<g id=\"edge239\" class=\"edge\"><title>233&#45;&gt;239</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10590.4,-341.907C10591.6,-331.204 10593,-319.615 10594.3,-308.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10597.8,-309.012 10595.5,-298.667 10590.9,-308.18 10597.8,-309.012\"/>\r\n",
       "</g>\r\n",
       "<!-- 235 -->\r\n",
       "<g id=\"node236\" class=\"node\"><title>235</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10319,-179.5C10319,-179.5 10218,-179.5 10218,-179.5 10212,-179.5 10206,-173.5 10206,-167.5 10206,-167.5 10206,-123.5 10206,-123.5 10206,-117.5 10212,-111.5 10218,-111.5 10218,-111.5 10319,-111.5 10319,-111.5 10325,-111.5 10331,-117.5 10331,-123.5 10331,-123.5 10331,-167.5 10331,-167.5 10331,-173.5 10325,-179.5 10319,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10268.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10268.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10268.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10268.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M10369.1,-222.907C10353.2,-210.88 10335.9,-197.735 10320.2,-185.791\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10322.2,-182.93 10312.2,-179.667 10318,-188.503 10322.2,-182.93\"/>\r\n",
       "</g>\r\n",
       "<!-- 236 -->\r\n",
       "<g id=\"node237\" class=\"node\"><title>236</title>\r\n",
       "<path fill=\"#81c1ee\" stroke=\"black\" d=\"M10547.5,-187C10547.5,-187 10361.5,-187 10361.5,-187 10355.5,-187 10349.5,-181 10349.5,-175 10349.5,-175 10349.5,-116 10349.5,-116 10349.5,-110 10355.5,-104 10361.5,-104 10361.5,-104 10547.5,-104 10547.5,-104 10553.5,-104 10559.5,-110 10559.5,-116 10559.5,-116 10559.5,-175 10559.5,-175 10559.5,-181 10553.5,-187 10547.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10454.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;248.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10454.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10454.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10454.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10454.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M10433.6,-222.907C10435.9,-214.468 10438.4,-205.477 10440.8,-196.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10444.2,-197.59 10443.4,-187.021 10437.4,-195.743 10444.2,-197.59\"/>\r\n",
       "</g>\r\n",
       "<!-- 237 -->\r\n",
       "<g id=\"node238\" class=\"node\"><title>237</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10396,-68C10396,-68 10295,-68 10295,-68 10289,-68 10283,-62 10283,-56 10283,-56 10283,-12 10283,-12 10283,-6 10289,-0 10295,-0 10295,-0 10396,-0 10396,-0 10402,-0 10408,-6 10408,-12 10408,-12 10408,-56 10408,-56 10408,-62 10402,-68 10396,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10345.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10345.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10345.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10345.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 236&#45;&gt;237 -->\r\n",
       "<g id=\"edge237\" class=\"edge\"><title>236&#45;&gt;237</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10413.9,-103.726C10404.7,-94.5142 10395,-84.7364 10385.8,-75.5343\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10388.2,-72.9176 10378.6,-68.2996 10383.2,-77.8561 10388.2,-72.9176\"/>\r\n",
       "</g>\r\n",
       "<!-- 238 -->\r\n",
       "<g id=\"node239\" class=\"node\"><title>238</title>\r\n",
       "<path fill=\"#5dafea\" stroke=\"black\" d=\"M10519,-68C10519,-68 10438,-68 10438,-68 10432,-68 10426,-62 10426,-56 10426,-56 10426,-12 10426,-12 10426,-6 10432,-0 10438,-0 10438,-0 10519,-0 10519,-0 10525,-0 10531,-6 10531,-12 10531,-12 10531,-56 10531,-56 10531,-62 10525,-68 10519,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10478.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.26</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10478.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 13</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10478.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10478.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 236&#45;&gt;238 -->\r\n",
       "<g id=\"edge238\" class=\"edge\"><title>236&#45;&gt;238</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10463.4,-103.726C10465.3,-95.4263 10467.2,-86.6671 10469,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10472.5,-78.8171 10471.2,-68.2996 10465.6,-77.3184 10472.5,-78.8171\"/>\r\n",
       "</g>\r\n",
       "<!-- 241 -->\r\n",
       "<g id=\"node242\" class=\"node\"><title>241</title>\r\n",
       "<path fill=\"#b6dbf5\" stroke=\"black\" d=\"M10866.5,-306C10866.5,-306 10708.5,-306 10708.5,-306 10702.5,-306 10696.5,-300 10696.5,-294 10696.5,-294 10696.5,-235 10696.5,-235 10696.5,-229 10702.5,-223 10708.5,-223 10708.5,-223 10866.5,-223 10866.5,-223 10872.5,-223 10878.5,-229 10878.5,-235 10878.5,-235 10878.5,-294 10878.5,-294 10878.5,-300 10872.5,-306 10866.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10787.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 1069.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10787.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10787.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10787.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10787.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 240&#45;&gt;241 -->\r\n",
       "<g id=\"edge241\" class=\"edge\"><title>240&#45;&gt;241</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10796,-341.907C10795.1,-333.558 10794.1,-324.671 10793.1,-316.02\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10796.6,-315.573 10792,-306.021 10789.6,-316.346 10796.6,-315.573\"/>\r\n",
       "</g>\r\n",
       "<!-- 246 -->\r\n",
       "<g id=\"node247\" class=\"node\"><title>246</title>\r\n",
       "<path fill=\"#e88f4f\" stroke=\"black\" d=\"M11102.5,-306C11102.5,-306 10908.5,-306 10908.5,-306 10902.5,-306 10896.5,-300 10896.5,-294 10896.5,-294 10896.5,-235 10896.5,-235 10896.5,-229 10902.5,-223 10908.5,-223 10908.5,-223 11102.5,-223 11102.5,-223 11108.5,-223 11114.5,-229 11114.5,-235 11114.5,-235 11114.5,-294 11114.5,-294 11114.5,-300 11108.5,-306 11102.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11005.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= &#45;56.8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11005.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11005.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11005.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11005.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 240&#45;&gt;246 -->\r\n",
       "<g id=\"edge246\" class=\"edge\"><title>240&#45;&gt;246</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10871.6,-341.907C10889,-332.016 10907.6,-321.368 10925.3,-311.254\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10927.6,-314.017 10934.5,-306.021 10924.1,-307.938 10927.6,-314.017\"/>\r\n",
       "</g>\r\n",
       "<!-- 242 -->\r\n",
       "<g id=\"node243\" class=\"node\"><title>242</title>\r\n",
       "<path fill=\"#97cbf1\" stroke=\"black\" d=\"M10775,-187C10775,-187 10590,-187 10590,-187 10584,-187 10578,-181 10578,-175 10578,-175 10578,-116 10578,-116 10578,-110 10584,-104 10590,-104 10590,-104 10775,-104 10775,-104 10781,-104 10787,-110 10787,-116 10787,-116 10787,-175 10787,-175 10787,-181 10781,-187 10775,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10682.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10682.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10682.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10682.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10682.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 241&#45;&gt;242 -->\r\n",
       "<g id=\"edge242\" class=\"edge\"><title>241&#45;&gt;242</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10751.1,-222.907C10742.8,-213.742 10734,-203.927 10725.6,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10728.1,-192.126 10718.9,-187.021 10722.9,-196.801 10728.1,-192.126\"/>\r\n",
       "</g>\r\n",
       "<!-- 245 -->\r\n",
       "<g id=\"node246\" class=\"node\"><title>245</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M10918,-179.5C10918,-179.5 10817,-179.5 10817,-179.5 10811,-179.5 10805,-173.5 10805,-167.5 10805,-167.5 10805,-123.5 10805,-123.5 10805,-117.5 10811,-111.5 10817,-111.5 10817,-111.5 10918,-111.5 10918,-111.5 10924,-111.5 10930,-117.5 10930,-123.5 10930,-123.5 10930,-167.5 10930,-167.5 10930,-173.5 10924,-179.5 10918,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10867.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10867.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10867.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10867.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 241&#45;&gt;245 -->\r\n",
       "<g id=\"edge245\" class=\"edge\"><title>241&#45;&gt;245</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10815.3,-222.907C10823,-211.652 10831.3,-199.418 10839.1,-188.106\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10842.1,-189.897 10844.8,-179.667 10836.3,-185.946 10842.1,-189.897\"/>\r\n",
       "</g>\r\n",
       "<!-- 243 -->\r\n",
       "<g id=\"node244\" class=\"node\"><title>243</title>\r\n",
       "<path fill=\"#f5cdb0\" stroke=\"black\" d=\"M10709,-68C10709,-68 10608,-68 10608,-68 10602,-68 10596,-62 10596,-56 10596,-56 10596,-12 10596,-12 10596,-6 10602,-0 10608,-0 10608,-0 10709,-0 10709,-0 10715,-0 10721,-6 10721,-12 10721,-12 10721,-56 10721,-56 10721,-62 10715,-68 10709,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10658.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10658.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10658.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10658.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 242&#45;&gt;243 -->\r\n",
       "<g id=\"edge243\" class=\"edge\"><title>242&#45;&gt;243</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M10673.6,-103.726C10671.7,-95.4263 10669.8,-86.6671 10668,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"10671.4,-77.3184 10665.8,-68.2996 10664.5,-78.8171 10671.4,-77.3184\"/>\r\n",
       "</g>\r\n",
       "<!-- 244 -->\r\n",
       "<g id=\"node245\" class=\"node\"><title>244</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M10832,-68C10832,-68 10751,-68 10751,-68 10745,-68 10739,-62 10739,-56 10739,-56 10739,-12 10739,-12 10739,-6 10745,-0 10751,-0 10751,-0 10832,-0 10832,-0 10838,-0 10844,-6 10844,-12 10844,-12 10844,-56 10844,-56 10844,-62 10838,-68 10832,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10791.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10791.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10791.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10791.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"10753.8,-77.8561 10758.4,-68.2996 10748.8,-72.9176 10753.8,-77.8561\"/>\r\n",
       "</g>\r\n",
       "<!-- 247 -->\r\n",
       "<g id=\"node248\" class=\"node\"><title>247</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11039,-179.5C11039,-179.5 10960,-179.5 10960,-179.5 10954,-179.5 10948,-173.5 10948,-167.5 10948,-167.5 10948,-123.5 10948,-123.5 10948,-117.5 10954,-111.5 10960,-111.5 10960,-111.5 11039,-111.5 11039,-111.5 11045,-111.5 11051,-117.5 11051,-123.5 11051,-123.5 11051,-167.5 11051,-167.5 11051,-173.5 11045,-179.5 11039,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"10999.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10999.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10999.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"10999.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M11003.4,-222.907C11002.9,-212.204 11002.3,-200.615 11001.7,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11005.2,-189.475 11001.2,-179.667 10998.2,-189.833 11005.2,-189.475\"/>\r\n",
       "</g>\r\n",
       "<!-- 248 -->\r\n",
       "<g id=\"node249\" class=\"node\"><title>248</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11182,-179.5C11182,-179.5 11081,-179.5 11081,-179.5 11075,-179.5 11069,-173.5 11069,-167.5 11069,-167.5 11069,-123.5 11069,-123.5 11069,-117.5 11075,-111.5 11081,-111.5 11081,-111.5 11182,-111.5 11182,-111.5 11188,-111.5 11194,-117.5 11194,-123.5 11194,-123.5 11194,-167.5 11194,-167.5 11194,-173.5 11188,-179.5 11182,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11131.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11131.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11131.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [9, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11131.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 246&#45;&gt;248 -->\r\n",
       "<g id=\"edge248\" class=\"edge\"><title>246&#45;&gt;248</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11049.2,-222.907C11061.8,-211.211 11075.5,-198.457 11088.1,-186.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11090.8,-189.036 11095.8,-179.667 11086.1,-183.907 11090.8,-189.036\"/>\r\n",
       "</g>\r\n",
       "<!-- 250 -->\r\n",
       "<g id=\"node251\" class=\"node\"><title>250</title>\r\n",
       "<path fill=\"#f2c09c\" stroke=\"black\" d=\"M11400.5,-425C11400.5,-425 11200.5,-425 11200.5,-425 11194.5,-425 11188.5,-419 11188.5,-413 11188.5,-413 11188.5,-354 11188.5,-354 11188.5,-348 11194.5,-342 11200.5,-342 11200.5,-342 11400.5,-342 11400.5,-342 11406.5,-342 11412.5,-348 11412.5,-354 11412.5,-354 11412.5,-413 11412.5,-413 11412.5,-419 11406.5,-425 11400.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 335.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 54</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 249&#45;&gt;250 -->\r\n",
       "<g id=\"edge250\" class=\"edge\"><title>249&#45;&gt;250</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11300.5,-460.907C11300.5,-452.649 11300.5,-443.864 11300.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11304,-435.021 11300.5,-425.021 11297,-435.021 11304,-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=\"M11522,-417.5C11522,-417.5 11443,-417.5 11443,-417.5 11437,-417.5 11431,-411.5 11431,-405.5 11431,-405.5 11431,-361.5 11431,-361.5 11431,-355.5 11437,-349.5 11443,-349.5 11443,-349.5 11522,-349.5 11522,-349.5 11528,-349.5 11534,-355.5 11534,-361.5 11534,-361.5 11534,-405.5 11534,-405.5 11534,-411.5 11528,-417.5 11522,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11482.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11482.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11482.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11482.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 249&#45;&gt;261 -->\r\n",
       "<g id=\"edge261\" class=\"edge\"><title>249&#45;&gt;261</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11363.2,-462.257C11382,-450.375 11402.6,-437.231 11421.5,-425 11422.4,-424.395 11423.4,-423.784 11424.3,-423.169\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11426.5,-425.926 11433,-417.527 11422.7,-420.066 11426.5,-425.926\"/>\r\n",
       "</g>\r\n",
       "<!-- 251 -->\r\n",
       "<g id=\"node252\" class=\"node\"><title>251</title>\r\n",
       "<path fill=\"#eca06a\" stroke=\"black\" d=\"M11426.5,-306C11426.5,-306 11174.5,-306 11174.5,-306 11168.5,-306 11162.5,-300 11162.5,-294 11162.5,-294 11162.5,-235 11162.5,-235 11162.5,-229 11168.5,-223 11174.5,-223 11174.5,-223 11426.5,-223 11426.5,-223 11432.5,-223 11438.5,-229 11438.5,-235 11438.5,-235 11438.5,-294 11438.5,-294 11438.5,-300 11432.5,-306 11426.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">NotNewCellphoneUser_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11300.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 250&#45;&gt;251 -->\r\n",
       "<g id=\"edge251\" class=\"edge\"><title>250&#45;&gt;251</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11300.5,-341.907C11300.5,-333.649 11300.5,-324.864 11300.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11304,-316.021 11300.5,-306.021 11297,-316.021 11304,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 256 -->\r\n",
       "<g id=\"node257\" class=\"node\"><title>256</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M11640.5,-306C11640.5,-306 11492.5,-306 11492.5,-306 11486.5,-306 11480.5,-300 11480.5,-294 11480.5,-294 11480.5,-235 11480.5,-235 11480.5,-229 11486.5,-223 11492.5,-223 11492.5,-223 11640.5,-223 11640.5,-223 11646.5,-223 11652.5,-229 11652.5,-235 11652.5,-235 11652.5,-294 11652.5,-294 11652.5,-300 11646.5,-306 11640.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CallWaitingCalls &lt;= 0.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 250&#45;&gt;256 -->\r\n",
       "<g id=\"edge256\" class=\"edge\"><title>250&#45;&gt;256</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11392.8,-341.907C11418,-330.798 11445.5,-318.734 11470.9,-307.545\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11472.4,-310.696 11480.2,-303.466 11469.6,-304.288 11472.4,-310.696\"/>\r\n",
       "</g>\r\n",
       "<!-- 252 -->\r\n",
       "<g id=\"node253\" class=\"node\"><title>252</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11303,-179.5C11303,-179.5 11224,-179.5 11224,-179.5 11218,-179.5 11212,-173.5 11212,-167.5 11212,-167.5 11212,-123.5 11212,-123.5 11212,-117.5 11218,-111.5 11224,-111.5 11224,-111.5 11303,-111.5 11303,-111.5 11309,-111.5 11315,-117.5 11315,-123.5 11315,-123.5 11315,-167.5 11315,-167.5 11315,-173.5 11309,-179.5 11303,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11263.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11263.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11263.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11263.5\" y=\"-119.3\" 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=\"M11287.7,-222.907C11284.2,-212.094 11280.5,-200.376 11277.1,-189.441\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11280.3,-188.146 11274,-179.667 11273.7,-190.257 11280.3,-188.146\"/>\r\n",
       "</g>\r\n",
       "<!-- 253 -->\r\n",
       "<g id=\"node254\" class=\"node\"><title>253</title>\r\n",
       "<path fill=\"#e9965a\" stroke=\"black\" d=\"M11473.5,-187C11473.5,-187 11345.5,-187 11345.5,-187 11339.5,-187 11333.5,-181 11333.5,-175 11333.5,-175 11333.5,-116 11333.5,-116 11333.5,-110 11339.5,-104 11345.5,-104 11345.5,-104 11473.5,-104 11473.5,-104 11479.5,-104 11485.5,-110 11485.5,-116 11485.5,-116 11485.5,-175 11485.5,-175 11485.5,-181 11479.5,-187 11473.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11409.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">InboundCalls &lt;= 81.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11409.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11409.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11409.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11409.5\" y=\"-111.8\" 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=\"M11338.3,-222.907C11346.9,-213.742 11356,-203.927 11364.8,-194.489\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11367.5,-196.723 11371.7,-187.021 11362.4,-191.952 11367.5,-196.723\"/>\r\n",
       "</g>\r\n",
       "<!-- 254 -->\r\n",
       "<g id=\"node255\" class=\"node\"><title>254</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M11364,-68C11364,-68 11263,-68 11263,-68 11257,-68 11251,-62 11251,-56 11251,-56 11251,-12 11251,-12 11251,-6 11257,-0 11263,-0 11263,-0 11364,-0 11364,-0 11370,-0 11376,-6 11376,-12 11376,-12 11376,-56 11376,-56 11376,-62 11370,-68 11364,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11313.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11313.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11313.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [24, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11313.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 253&#45;&gt;254 -->\r\n",
       "<g id=\"edge254\" class=\"edge\"><title>253&#45;&gt;254</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11373.8,-103.726C11365.8,-94.6966 11357.4,-85.1235 11349.5,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11351.9,-73.5117 11342.7,-68.2996 11346.7,-78.1263 11351.9,-73.5117\"/>\r\n",
       "</g>\r\n",
       "<!-- 255 -->\r\n",
       "<g id=\"node256\" class=\"node\"><title>255</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11485,-68C11485,-68 11406,-68 11406,-68 11400,-68 11394,-62 11394,-56 11394,-56 11394,-12 11394,-12 11394,-6 11400,-0 11406,-0 11406,-0 11485,-0 11485,-0 11491,-0 11497,-6 11497,-12 11497,-12 11497,-56 11497,-56 11497,-62 11491,-68 11485,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11445.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11445.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11445.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11445.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 253&#45;&gt;255 -->\r\n",
       "<g id=\"edge255\" class=\"edge\"><title>253&#45;&gt;255</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11422.9,-103.726C11425.7,-95.3351 11428.6,-86.4745 11431.4,-78.0072\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11434.8,-78.8925 11434.6,-68.2996 11428.1,-76.7062 11434.8,-78.8925\"/>\r\n",
       "</g>\r\n",
       "<!-- 257 -->\r\n",
       "<g id=\"node258\" class=\"node\"><title>257</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M11617,-179.5C11617,-179.5 11516,-179.5 11516,-179.5 11510,-179.5 11504,-173.5 11504,-167.5 11504,-167.5 11504,-123.5 11504,-123.5 11504,-117.5 11510,-111.5 11516,-111.5 11516,-111.5 11617,-111.5 11617,-111.5 11623,-111.5 11629,-117.5 11629,-123.5 11629,-123.5 11629,-167.5 11629,-167.5 11629,-173.5 11623,-179.5 11617,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11566.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 256&#45;&gt;257 -->\r\n",
       "<g id=\"edge257\" class=\"edge\"><title>256&#45;&gt;257</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11566.5,-222.907C11566.5,-212.204 11566.5,-200.615 11566.5,-189.776\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11570,-189.667 11566.5,-179.667 11563,-189.667 11570,-189.667\"/>\r\n",
       "</g>\r\n",
       "<!-- 258 -->\r\n",
       "<g id=\"node259\" class=\"node\"><title>258</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M11829.5,-187C11829.5,-187 11659.5,-187 11659.5,-187 11653.5,-187 11647.5,-181 11647.5,-175 11647.5,-175 11647.5,-116 11647.5,-116 11647.5,-110 11653.5,-104 11659.5,-104 11659.5,-104 11829.5,-104 11829.5,-104 11835.5,-104 11841.5,-110 11841.5,-116 11841.5,-116 11841.5,-175 11841.5,-175 11841.5,-181 11835.5,-187 11829.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CustomerCareCalls &lt;= 2.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 256&#45;&gt;258 -->\r\n",
       "<g id=\"edge258\" class=\"edge\"><title>256&#45;&gt;258</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11628.3,-222.907C11643.2,-213.106 11659.2,-202.563 11674.5,-192.533\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11676.4,-195.438 11682.9,-187.021 11672.6,-189.589 11676.4,-195.438\"/>\r\n",
       "</g>\r\n",
       "<!-- 259 -->\r\n",
       "<g id=\"node260\" class=\"node\"><title>259</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M11663,-68C11663,-68 11562,-68 11562,-68 11556,-68 11550,-62 11550,-56 11550,-56 11550,-12 11550,-12 11550,-6 11556,-0 11562,-0 11562,-0 11663,-0 11663,-0 11669,-0 11675,-6 11675,-12 11675,-12 11675,-56 11675,-56 11675,-62 11669,-68 11663,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11612.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11612.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11612.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11612.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 258&#45;&gt;259 -->\r\n",
       "<g id=\"edge259\" class=\"edge\"><title>258&#45;&gt;259</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11695.3,-103.726C11683.9,-94.2406 11671.8,-84.1551 11660.4,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11662.6,-71.9905 11652.6,-68.2996 11658.1,-77.3781 11662.6,-71.9905\"/>\r\n",
       "</g>\r\n",
       "<!-- 260 -->\r\n",
       "<g id=\"node261\" class=\"node\"><title>260</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M11784,-68C11784,-68 11705,-68 11705,-68 11699,-68 11693,-62 11693,-56 11693,-56 11693,-12 11693,-12 11693,-6 11699,-0 11705,-0 11705,-0 11784,-0 11784,-0 11790,-0 11796,-6 11796,-12 11796,-12 11796,-56 11796,-56 11796,-62 11790,-68 11784,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11744.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M11744.5,-103.726C11744.5,-95.5175 11744.5,-86.8595 11744.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11748,-78.2996 11744.5,-68.2996 11741,-78.2996 11748,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 263 -->\r\n",
       "<g id=\"node264\" class=\"node\"><title>263</title>\r\n",
       "<path fill=\"#f0b88f\" stroke=\"black\" d=\"M13555.5,-663C13555.5,-663 13409.5,-663 13409.5,-663 13403.5,-663 13397.5,-657 13397.5,-651 13397.5,-651 13397.5,-592 13397.5,-592 13397.5,-586 13403.5,-580 13409.5,-580 13409.5,-580 13555.5,-580 13555.5,-580 13561.5,-580 13567.5,-586 13567.5,-592 13567.5,-592 13567.5,-651 13567.5,-651 13567.5,-657 13561.5,-663 13555.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ReceivedCalls &lt;= 259.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1922</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1339, 583]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13482.5\" 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=\"M13482.5,-698.907C13482.5,-690.649 13482.5,-681.864 13482.5,-673.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13486,-673.021 13482.5,-663.021 13479,-673.021 13486,-673.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 314 -->\r\n",
       "<g id=\"node315\" class=\"node\"><title>314</title>\r\n",
       "<path fill=\"#fae5d6\" stroke=\"black\" d=\"M15138.5,-663C15138.5,-663 15004.5,-663 15004.5,-663 14998.5,-663 14992.5,-657 14992.5,-651 14992.5,-651 14992.5,-592 14992.5,-592 14992.5,-586 14998.5,-580 15004.5,-580 15004.5,-580 15138.5,-580 15138.5,-580 15144.5,-580 15150.5,-586 15150.5,-592 15150.5,-592 15150.5,-651 15150.5,-651 15150.5,-657 15144.5,-663 15138.5,-663\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-647.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">RoamingCalls &lt;= 6.55</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-632.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-617.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-602.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [116, 92]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-587.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 262&#45;&gt;314 -->\r\n",
       "<g id=\"edge314\" class=\"edge\"><title>262&#45;&gt;314</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13594.6,-731.249C13894.4,-709.172 14710.7,-649.068 14982.3,-629.07\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14982.8,-632.544 14992.5,-628.319 14982.2,-625.563 14982.8,-632.544\"/>\r\n",
       "</g>\r\n",
       "<!-- 264 -->\r\n",
       "<g id=\"node265\" class=\"node\"><title>264</title>\r\n",
       "<path fill=\"#f1bb94\" stroke=\"black\" d=\"M13290.5,-544C13290.5,-544 13104.5,-544 13104.5,-544 13098.5,-544 13092.5,-538 13092.5,-532 13092.5,-532 13092.5,-473 13092.5,-473 13092.5,-467 13098.5,-461 13104.5,-461 13104.5,-461 13290.5,-461 13290.5,-461 13296.5,-461 13302.5,-467 13302.5,-473 13302.5,-473 13302.5,-532 13302.5,-532 13302.5,-538 13296.5,-544 13290.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;149.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1757</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1203, 554]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" 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=\"M13397.4,-585.555C13368.5,-573.716 13335.9,-560.333 13305.6,-547.861\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13306.8,-544.583 13296.2,-544.023 13304.1,-551.058 13306.8,-544.583\"/>\r\n",
       "</g>\r\n",
       "<!-- 293 -->\r\n",
       "<g id=\"node294\" class=\"node\"><title>293</title>\r\n",
       "<path fill=\"#eb9c63\" stroke=\"black\" d=\"M13878.5,-544C13878.5,-544 13738.5,-544 13738.5,-544 13732.5,-544 13726.5,-538 13726.5,-532 13726.5,-532 13726.5,-473 13726.5,-473 13726.5,-467 13732.5,-461 13738.5,-461 13738.5,-461 13878.5,-461 13878.5,-461 13884.5,-461 13890.5,-467 13890.5,-473 13890.5,-473 13890.5,-532 13890.5,-532 13890.5,-538 13884.5,-544 13878.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CallWaitingCalls &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 165</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [136, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 263&#45;&gt;293 -->\r\n",
       "<g id=\"edge293\" class=\"edge\"><title>263&#45;&gt;293</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13567.7,-589.912C13613.5,-573.475 13670,-553.197 13716.8,-536.417\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13718.1,-539.673 13726.3,-533.001 13715.7,-533.084 13718.1,-539.673\"/>\r\n",
       "</g>\r\n",
       "<!-- 265 -->\r\n",
       "<g id=\"node266\" class=\"node\"><title>265</title>\r\n",
       "<path fill=\"#fae8db\" stroke=\"black\" d=\"M12495.5,-425C12495.5,-425 12295.5,-425 12295.5,-425 12289.5,-425 12283.5,-419 12283.5,-413 12283.5,-413 12283.5,-354 12283.5,-354 12283.5,-348 12289.5,-342 12295.5,-342 12295.5,-342 12495.5,-342 12495.5,-342 12501.5,-342 12507.5,-348 12507.5,-354 12507.5,-354 12507.5,-413 12507.5,-413 12507.5,-419 12501.5,-425 12495.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 379.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 171</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [94, 77]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" 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=\"M13092.2,-486.144C12944.1,-464.532 12674.7,-425.231 12517.8,-402.347\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12518.1,-398.844 12507.7,-400.864 12517.1,-405.771 12518.1,-398.844\"/>\r\n",
       "</g>\r\n",
       "<!-- 278 -->\r\n",
       "<g id=\"node279\" class=\"node\"><title>278</title>\r\n",
       "<path fill=\"#f0b78e\" stroke=\"black\" d=\"M13254.5,-425C13254.5,-425 13140.5,-425 13140.5,-425 13134.5,-425 13128.5,-419 13128.5,-413 13128.5,-413 13128.5,-354 13128.5,-354 13128.5,-348 13134.5,-342 13140.5,-342 13140.5,-342 13254.5,-342 13254.5,-342 13260.5,-342 13266.5,-348 13266.5,-354 13266.5,-354 13266.5,-413 13266.5,-413 13266.5,-419 13260.5,-425 13254.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH1 &lt;= 39.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1586</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1109, 477]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13197.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 264&#45;&gt;278 -->\r\n",
       "<g id=\"edge278\" class=\"edge\"><title>264&#45;&gt;278</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13197.5,-460.907C13197.5,-452.649 13197.5,-443.864 13197.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13201,-435.021 13197.5,-425.021 13194,-435.021 13201,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 266 -->\r\n",
       "<g id=\"node267\" class=\"node\"><title>266</title>\r\n",
       "<path fill=\"#77bced\" stroke=\"black\" d=\"M12199,-306C12199,-306 12050,-306 12050,-306 12044,-306 12038,-300 12038,-294 12038,-294 12038,-235 12038,-235 12038,-229 12044,-223 12050,-223 12050,-223 12199,-223 12199,-223 12205,-223 12211,-229 12211,-235 12211,-235 12211,-294 12211,-294 12211,-300 12205,-306 12199,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 16.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-230.8\" 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=\"M12301.5,-341.907C12275.2,-330.572 12246.7,-318.243 12220.3,-306.864\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12221.7,-303.632 12211.1,-302.881 12218.9,-310.059 12221.7,-303.632\"/>\r\n",
       "</g>\r\n",
       "<!-- 271 -->\r\n",
       "<g id=\"node272\" class=\"node\"><title>271</title>\r\n",
       "<path fill=\"#f7d7c1\" stroke=\"black\" d=\"M12470.5,-306C12470.5,-306 12320.5,-306 12320.5,-306 12314.5,-306 12308.5,-300 12308.5,-294 12308.5,-294 12308.5,-235 12308.5,-235 12308.5,-229 12314.5,-223 12320.5,-223 12320.5,-223 12470.5,-223 12470.5,-223 12476.5,-223 12482.5,-229 12482.5,-235 12482.5,-235 12482.5,-294 12482.5,-294 12482.5,-300 12476.5,-306 12470.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 292.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 150</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [89, 61]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12395.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 265&#45;&gt;271 -->\r\n",
       "<g id=\"edge271\" class=\"edge\"><title>265&#45;&gt;271</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12395.5,-341.907C12395.5,-333.649 12395.5,-324.864 12395.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12399,-316.021 12395.5,-306.021 12392,-316.021 12399,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 267 -->\r\n",
       "<g id=\"node268\" class=\"node\"><title>267</title>\r\n",
       "<path fill=\"#ffffff\" stroke=\"black\" d=\"M12042,-187C12042,-187 11891,-187 11891,-187 11885,-187 11879,-181 11879,-175 11879,-175 11879,-116 11879,-116 11879,-110 11885,-104 11891,-104 11891,-104 12042,-104 12042,-104 12048,-104 12054,-110 12054,-116 12054,-116 12054,-175 12054,-175 12054,-181 12048,-187 12042,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11966.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 20.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11966.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11966.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11966.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11966.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 266&#45;&gt;267 -->\r\n",
       "<g id=\"edge267\" class=\"edge\"><title>266&#45;&gt;267</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12069.7,-222.907C12056.7,-213.288 12042.7,-202.953 12029.4,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12031.3,-190.159 12021.2,-187.021 12027.2,-195.785 12031.3,-190.159\"/>\r\n",
       "</g>\r\n",
       "<!-- 270 -->\r\n",
       "<g id=\"node271\" class=\"node\"><title>270</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12165,-179.5C12165,-179.5 12084,-179.5 12084,-179.5 12078,-179.5 12072,-173.5 12072,-167.5 12072,-167.5 12072,-123.5 12072,-123.5 12072,-117.5 12078,-111.5 12084,-111.5 12084,-111.5 12165,-111.5 12165,-111.5 12171,-111.5 12177,-117.5 12177,-123.5 12177,-123.5 12177,-167.5 12177,-167.5 12177,-173.5 12171,-179.5 12165,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12124.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 266&#45;&gt;270 -->\r\n",
       "<g id=\"edge270\" class=\"edge\"><title>266&#45;&gt;270</title>\r\n",
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       "</g>\r\n",
       "<!-- 268 -->\r\n",
       "<g id=\"node269\" class=\"node\"><title>268</title>\r\n",
       "<path fill=\"#ea9a61\" stroke=\"black\" d=\"M11927,-68C11927,-68 11826,-68 11826,-68 11820,-68 11814,-62 11814,-56 11814,-56 11814,-12 11814,-12 11814,-6 11820,-0 11826,-0 11826,-0 11927,-0 11927,-0 11933,-0 11939,-6 11939,-12 11939,-12 11939,-56 11939,-56 11939,-62 11933,-68 11927,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"11876.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11876.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11876.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"11876.5\" y=\"-7.8\" 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=\"M11933,-103.726C11925.6,-94.6966 11917.7,-85.1235 11910.3,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11912.9,-73.8026 11903.9,-68.2996 11907.5,-78.2474 11912.9,-73.8026\"/>\r\n",
       "</g>\r\n",
       "<!-- 269 -->\r\n",
       "<g id=\"node270\" class=\"node\"><title>269</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12048,-68C12048,-68 11969,-68 11969,-68 11963,-68 11957,-62 11957,-56 11957,-56 11957,-12 11957,-12 11957,-6 11963,-0 11969,-0 11969,-0 12048,-0 12048,-0 12054,-0 12060,-6 12060,-12 12060,-12 12060,-56 12060,-56 12060,-62 12054,-68 12048,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12008.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12008.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12008.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12008.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 267&#45;&gt;269 -->\r\n",
       "<g id=\"edge269\" class=\"edge\"><title>267&#45;&gt;269</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M11982.1,-103.726C11985.4,-95.2439 11988.8,-86.2819 11992.1,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"11995.4,-78.8898 11995.7,-68.2996 11988.9,-76.3829 11995.4,-78.8898\"/>\r\n",
       "</g>\r\n",
       "<!-- 272 -->\r\n",
       "<g id=\"node273\" class=\"node\"><title>272</title>\r\n",
       "<path fill=\"#aad5f4\" stroke=\"black\" d=\"M12340,-187C12340,-187 12207,-187 12207,-187 12201,-187 12195,-181 12195,-175 12195,-175 12195,-116 12195,-116 12195,-110 12201,-104 12207,-104 12207,-104 12340,-104 12340,-104 12346,-104 12352,-110 12352,-116 12352,-116 12352,-175 12352,-175 12352,-181 12346,-187 12340,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DroppedCalls &lt;= 4.85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 33</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 21]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M12353.2,-222.907C12343.5,-213.651 12333.2,-203.732 12323.2,-194.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12325.4,-191.416 12315.8,-187.021 12320.5,-196.469 12325.4,-191.416\"/>\r\n",
       "</g>\r\n",
       "<!-- 275 -->\r\n",
       "<g id=\"node276\" class=\"node\"><title>275</title>\r\n",
       "<path fill=\"#f3c2a0\" stroke=\"black\" d=\"M12567,-187C12567,-187 12382,-187 12382,-187 12376,-187 12370,-181 12370,-175 12370,-175 12370,-116 12370,-116 12370,-110 12376,-104 12382,-104 12382,-104 12567,-104 12567,-104 12573,-104 12579,-110 12579,-116 12579,-116 12579,-175 12579,-175 12579,-181 12573,-187 12567,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12474.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">TotalRecurringCharge &lt;= 48.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12474.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12474.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 117</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12474.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [77, 40]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12474.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 271&#45;&gt;275 -->\r\n",
       "<g id=\"edge275\" class=\"edge\"><title>271&#45;&gt;275</title>\r\n",
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       "</g>\r\n",
       "<!-- 273 -->\r\n",
       "<g id=\"node274\" class=\"node\"><title>273</title>\r\n",
       "<path fill=\"#fbeade\" stroke=\"black\" d=\"M12191,-68C12191,-68 12090,-68 12090,-68 12084,-68 12078,-62 12078,-56 12078,-56 12078,-12 12078,-12 12078,-6 12084,-0 12090,-0 12090,-0 12191,-0 12191,-0 12197,-0 12203,-6 12203,-12 12203,-12 12203,-56 12203,-56 12203,-62 12197,-68 12191,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12140.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12140.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12140.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [12, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12140.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 272&#45;&gt;273 -->\r\n",
       "<g id=\"edge273\" class=\"edge\"><title>272&#45;&gt;273</title>\r\n",
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       "</g>\r\n",
       "<!-- 274 -->\r\n",
       "<g id=\"node275\" class=\"node\"><title>274</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M12314,-68C12314,-68 12233,-68 12233,-68 12227,-68 12221,-62 12221,-56 12221,-56 12221,-12 12221,-12 12221,-6 12227,-0 12233,-0 12233,-0 12314,-0 12314,-0 12320,-0 12326,-6 12326,-12 12326,-12 12326,-56 12326,-56 12326,-62 12320,-68 12314,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 11</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12273.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 272&#45;&gt;274 -->\r\n",
       "<g id=\"edge274\" class=\"edge\"><title>272&#45;&gt;274</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12273.5,-103.726C12273.5,-95.5175 12273.5,-86.8595 12273.5,-78.56\"/>\r\n",
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       "</g>\r\n",
       "<!-- 276 -->\r\n",
       "<g id=\"node277\" class=\"node\"><title>276</title>\r\n",
       "<path fill=\"#eda774\" stroke=\"black\" d=\"M12457,-68C12457,-68 12356,-68 12356,-68 12350,-68 12344,-62 12344,-56 12344,-56 12344,-12 12344,-12 12344,-6 12350,-0 12356,-0 12356,-0 12457,-0 12457,-0 12463,-0 12469,-6 12469,-12 12469,-12 12469,-56 12469,-56 12469,-62 12463,-68 12457,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12406.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12406.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 61</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12406.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [47, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12406.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M12449.2,-103.726C12443.7,-94.9703 12438,-85.7032 12432.5,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12435.4,-74.9484 12427.2,-68.2996 12429.5,-78.6413 12435.4,-74.9484\"/>\r\n",
       "</g>\r\n",
       "<!-- 277 -->\r\n",
       "<g id=\"node278\" class=\"node\"><title>277</title>\r\n",
       "<path fill=\"#fceee5\" stroke=\"black\" d=\"M12600,-68C12600,-68 12499,-68 12499,-68 12493,-68 12487,-62 12487,-56 12487,-56 12487,-12 12487,-12 12487,-6 12493,-0 12499,-0 12499,-0 12600,-0 12600,-0 12606,-0 12612,-6 12612,-12 12612,-12 12612,-56 12612,-56 12612,-62 12606,-68 12600,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12549.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12549.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 56</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12549.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [30, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12549.5\" y=\"-7.8\" 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=\"M12502.4,-103.726C12508.5,-94.879 12514.9,-85.51 12521,-76.6303\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12523.9,-78.5277 12526.7,-68.2996 12518.2,-74.5721 12523.9,-78.5277\"/>\r\n",
       "</g>\r\n",
       "<!-- 279 -->\r\n",
       "<g id=\"node280\" class=\"node\"><title>279</title>\r\n",
       "<path fill=\"#f2c19d\" stroke=\"black\" d=\"M13176,-306C13176,-306 12981,-306 12981,-306 12975,-306 12969,-300 12969,-294 12969,-294 12969,-235 12969,-235 12969,-229 12975,-223 12981,-223 12981,-223 13176,-223 13176,-223 13182,-223 13188,-229 13188,-235 13188,-235 13188,-294 13188,-294 13188,-300 13182,-306 13176,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CreditRating_frequency &lt;= 0.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.45</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 844</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [560, 284]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 278&#45;&gt;279 -->\r\n",
       "<g id=\"edge279\" class=\"edge\"><title>278&#45;&gt;279</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13156.2,-341.907C13146.8,-332.651 13136.7,-322.732 13127,-313.209\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13129.3,-310.536 13119.7,-306.021 13124.4,-315.527 13129.3,-310.536\"/>\r\n",
       "</g>\r\n",
       "<!-- 286 -->\r\n",
       "<g id=\"node287\" class=\"node\"><title>286</title>\r\n",
       "<path fill=\"#eead7f\" stroke=\"black\" d=\"M13408.5,-306C13408.5,-306 13226.5,-306 13226.5,-306 13220.5,-306 13214.5,-300 13214.5,-294 13214.5,-294 13214.5,-235 13214.5,-235 13214.5,-229 13220.5,-223 13226.5,-223 13226.5,-223 13408.5,-223 13408.5,-223 13414.5,-223 13420.5,-229 13420.5,-235 13420.5,-235 13420.5,-294 13420.5,-294 13420.5,-300 13414.5,-306 13408.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= 342.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 742</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [549, 193]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 278&#45;&gt;286 -->\r\n",
       "<g id=\"edge286\" class=\"edge\"><title>278&#45;&gt;286</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13239.1,-341.907C13248.6,-332.651 13258.8,-322.732 13268.6,-313.209\"/>\r\n",
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       "</g>\r\n",
       "<!-- 280 -->\r\n",
       "<g id=\"node281\" class=\"node\"><title>280</title>\r\n",
       "<path fill=\"#edaa79\" stroke=\"black\" d=\"M12935.5,-187C12935.5,-187 12735.5,-187 12735.5,-187 12729.5,-187 12723.5,-181 12723.5,-175 12723.5,-175 12723.5,-116 12723.5,-116 12723.5,-110 12729.5,-104 12735.5,-104 12735.5,-104 12935.5,-104 12935.5,-104 12941.5,-104 12947.5,-110 12947.5,-116 12947.5,-116 12947.5,-175 12947.5,-175 12947.5,-181 12941.5,-187 12935.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CurrentEquipmentDays &lt;= 477.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 200</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [151, 49]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 279&#45;&gt;280 -->\r\n",
       "<g id=\"edge280\" class=\"edge\"><title>279&#45;&gt;280</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12994.2,-222.907C12973.1,-212.743 12950.3,-201.781 12928.8,-191.42\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12930.2,-188.206 12919.7,-187.021 12927.2,-194.513 12930.2,-188.206\"/>\r\n",
       "</g>\r\n",
       "<!-- 283 -->\r\n",
       "<g id=\"node284\" class=\"node\"><title>283</title>\r\n",
       "<path fill=\"#f4c9ab\" stroke=\"black\" d=\"M13172.5,-187C13172.5,-187 12984.5,-187 12984.5,-187 12978.5,-187 12972.5,-181 12972.5,-175 12972.5,-175 12972.5,-116 12972.5,-116 12972.5,-110 12978.5,-104 12984.5,-104 12984.5,-104 13172.5,-104 13172.5,-104 13178.5,-104 13184.5,-110 13184.5,-116 13184.5,-116 13184.5,-175 13184.5,-175 13184.5,-181 13178.5,-187 13172.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MaritalStatus_frequency &lt;= 0.4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 644</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [409, 235]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13078.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 279&#45;&gt;283 -->\r\n",
       "<g id=\"edge283\" class=\"edge\"><title>279&#45;&gt;283</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13078.5,-222.907C13078.5,-214.649 13078.5,-205.864 13078.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13082,-197.021 13078.5,-187.021 13075,-197.021 13082,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 281 -->\r\n",
       "<g id=\"node282\" class=\"node\"><title>281</title>\r\n",
       "<path fill=\"#ea995f\" stroke=\"black\" d=\"M12743,-68C12743,-68 12642,-68 12642,-68 12636,-68 12630,-62 12630,-56 12630,-56 12630,-12 12630,-12 12630,-6 12636,-0 12642,-0 12642,-0 12743,-0 12743,-0 12749,-0 12755,-6 12755,-12 12755,-12 12755,-56 12755,-56 12755,-62 12749,-68 12743,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12692.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12692.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 99</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12692.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [83, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12692.5\" y=\"-7.8\" 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=\"M12782.3,-103.726C12769.7,-94.1494 12756.4,-83.9611 12744,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12746.1,-71.6004 12736,-68.2996 12741.8,-77.1582 12746.1,-71.6004\"/>\r\n",
       "</g>\r\n",
       "<!-- 282 -->\r\n",
       "<g id=\"node283\" class=\"node\"><title>282</title>\r\n",
       "<path fill=\"#f2be99\" stroke=\"black\" d=\"M12886,-68C12886,-68 12785,-68 12785,-68 12779,-68 12773,-62 12773,-56 12773,-56 12773,-12 12773,-12 12773,-6 12779,-0 12785,-0 12785,-0 12886,-0 12886,-0 12892,-0 12898,-6 12898,-12 12898,-12 12898,-56 12898,-56 12898,-62 12892,-68 12886,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [68, 33]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12835.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 280&#45;&gt;282 -->\r\n",
       "<g id=\"edge282\" class=\"edge\"><title>280&#45;&gt;282</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M12835.5,-103.726C12835.5,-95.5175 12835.5,-86.8595 12835.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"12839,-78.2996 12835.5,-68.2996 12832,-78.2996 12839,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 284 -->\r\n",
       "<g id=\"node285\" class=\"node\"><title>284</title>\r\n",
       "<path fill=\"#f1ba92\" stroke=\"black\" d=\"M13029,-68C13029,-68 12928,-68 12928,-68 12922,-68 12916,-62 12916,-56 12916,-56 12916,-12 12916,-12 12916,-6 12922,-0 12928,-0 12928,-0 13029,-0 13029,-0 13035,-0 13041,-6 13041,-12 13041,-12 13041,-56 13041,-56 13041,-62 13035,-68 13029,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"12978.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12978.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 287</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12978.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [198, 89]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"12978.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 283&#45;&gt;284 -->\r\n",
       "<g id=\"edge284\" class=\"edge\"><title>283&#45;&gt;284</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13041.3,-103.726C13032.9,-94.6054 13024.1,-84.93 13015.8,-75.8078\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13018.2,-73.3235 13008.9,-68.2996 13013.1,-78.044 13018.2,-73.3235\"/>\r\n",
       "</g>\r\n",
       "<!-- 285 -->\r\n",
       "<g id=\"node286\" class=\"node\"><title>285</title>\r\n",
       "<path fill=\"#f7d8c2\" stroke=\"black\" d=\"M13177.5,-68C13177.5,-68 13071.5,-68 13071.5,-68 13065.5,-68 13059.5,-62 13059.5,-56 13059.5,-56 13059.5,-12 13059.5,-12 13059.5,-6 13065.5,-0 13071.5,-0 13071.5,-0 13177.5,-0 13177.5,-0 13183.5,-0 13189.5,-6 13189.5,-12 13189.5,-12 13189.5,-56 13189.5,-56 13189.5,-62 13183.5,-68 13177.5,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13124.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13124.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 357</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13124.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [211, 146]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13124.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 283&#45;&gt;285 -->\r\n",
       "<g id=\"edge285\" class=\"edge\"><title>283&#45;&gt;285</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13095.6,-103.726C13099.2,-95.2439 13103,-86.2819 13106.5,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13109.9,-78.8747 13110.5,-68.2996 13103.4,-76.1635 13109.9,-78.8747\"/>\r\n",
       "</g>\r\n",
       "<!-- 287 -->\r\n",
       "<g id=\"node288\" class=\"node\"><title>287</title>\r\n",
       "<path fill=\"#eeac7c\" stroke=\"black\" d=\"M13408.5,-187C13408.5,-187 13226.5,-187 13226.5,-187 13220.5,-187 13214.5,-181 13214.5,-175 13214.5,-175 13214.5,-116 13214.5,-116 13214.5,-110 13220.5,-104 13226.5,-104 13226.5,-104 13408.5,-104 13408.5,-104 13414.5,-104 13420.5,-110 13420.5,-116 13420.5,-116 13420.5,-175 13420.5,-175 13420.5,-181 13414.5,-187 13408.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">DirectorAssistedCalls &lt;= 8.29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.38</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 732</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [547, 185]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13317.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 286&#45;&gt;287 -->\r\n",
       "<g id=\"edge287\" class=\"edge\"><title>286&#45;&gt;287</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13317.5,-222.907C13317.5,-214.649 13317.5,-205.864 13317.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13321,-197.021 13317.5,-187.021 13314,-197.021 13321,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 290 -->\r\n",
       "<g id=\"node291\" class=\"node\"><title>290</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M13614.5,-187C13614.5,-187 13464.5,-187 13464.5,-187 13458.5,-187 13452.5,-181 13452.5,-175 13452.5,-175 13452.5,-116 13452.5,-116 13452.5,-110 13458.5,-104 13464.5,-104 13464.5,-104 13614.5,-104 13614.5,-104 13620.5,-104 13626.5,-110 13626.5,-116 13626.5,-116 13626.5,-175 13626.5,-175 13626.5,-181 13620.5,-187 13614.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 199.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 286&#45;&gt;290 -->\r\n",
       "<g id=\"edge290\" class=\"edge\"><title>286&#45;&gt;290</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13394.5,-222.907C13413.6,-212.834 13434.2,-201.977 13453.7,-191.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13455.4,-194.78 13462.6,-187.021 13452.1,-188.587 13455.4,-194.78\"/>\r\n",
       "</g>\r\n",
       "<!-- 288 -->\r\n",
       "<g id=\"node289\" class=\"node\"><title>288</title>\r\n",
       "<path fill=\"#eeab7b\" stroke=\"black\" d=\"M13325.5,-68C13325.5,-68 13219.5,-68 13219.5,-68 13213.5,-68 13207.5,-62 13207.5,-56 13207.5,-56 13207.5,-12 13207.5,-12 13207.5,-6 13213.5,-0 13219.5,-0 13219.5,-0 13325.5,-0 13325.5,-0 13331.5,-0 13337.5,-6 13337.5,-12 13337.5,-12 13337.5,-56 13337.5,-56 13337.5,-62 13331.5,-68 13325.5,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13272.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13272.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 729</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13272.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [547, 182]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13272.5\" y=\"-7.8\" 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=\"M13300.7,-103.726C13297.3,-95.2439 13293.6,-86.2819 13290.1,-77.7312\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13293.2,-76.2186 13286.2,-68.2996 13286.7,-78.8794 13293.2,-76.2186\"/>\r\n",
       "</g>\r\n",
       "<!-- 289 -->\r\n",
       "<g id=\"node290\" class=\"node\"><title>289</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13447,-68C13447,-68 13368,-68 13368,-68 13362,-68 13356,-62 13356,-56 13356,-56 13356,-12 13356,-12 13356,-6 13362,-0 13368,-0 13368,-0 13447,-0 13447,-0 13453,-0 13459,-6 13459,-12 13459,-12 13459,-56 13459,-56 13459,-62 13453,-68 13447,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13407.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 287&#45;&gt;289 -->\r\n",
       "<g id=\"edge289\" class=\"edge\"><title>287&#45;&gt;289</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13351,-103.726C13358.4,-94.6966 13366.3,-85.1235 13373.7,-76.0816\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13376.5,-78.2474 13380.1,-68.2996 13371.1,-73.8026 13376.5,-78.2474\"/>\r\n",
       "</g>\r\n",
       "<!-- 291 -->\r\n",
       "<g id=\"node292\" class=\"node\"><title>291</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M13590,-68C13590,-68 13489,-68 13489,-68 13483,-68 13477,-62 13477,-56 13477,-56 13477,-12 13477,-12 13477,-6 13483,-0 13489,-0 13489,-0 13590,-0 13590,-0 13596,-0 13602,-6 13602,-12 13602,-12 13602,-56 13602,-56 13602,-62 13596,-68 13590,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13539.5\" y=\"-7.8\" 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=\"M13539.5,-103.726C13539.5,-95.5175 13539.5,-86.8595 13539.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13543,-78.2996 13539.5,-68.2996 13536,-78.2996 13543,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 292 -->\r\n",
       "<g id=\"node293\" class=\"node\"><title>292</title>\r\n",
       "<path fill=\"#52a9e8\" stroke=\"black\" d=\"M13711,-68C13711,-68 13632,-68 13632,-68 13626,-68 13620,-62 13620,-56 13620,-56 13620,-12 13620,-12 13620,-6 13626,-0 13632,-0 13632,-0 13711,-0 13711,-0 13717,-0 13723,-6 13723,-12 13723,-12 13723,-56 13723,-56 13723,-62 13717,-68 13711,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13671.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13671.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13671.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13671.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 290&#45;&gt;292 -->\r\n",
       "<g id=\"edge292\" class=\"edge\"><title>290&#45;&gt;292</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13588.7,-103.726C13600.1,-94.2406 13612.2,-84.1551 13623.6,-74.7159\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13625.9,-77.3781 13631.4,-68.2996 13621.4,-71.9905 13625.9,-77.3781\"/>\r\n",
       "</g>\r\n",
       "<!-- 294 -->\r\n",
       "<g id=\"node295\" class=\"node\"><title>294</title>\r\n",
       "<path fill=\"#f4cbad\" stroke=\"black\" d=\"M13874.5,-425C13874.5,-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 13874.5,-342 13874.5,-342 13880.5,-342 13886.5,-348 13886.5,-354 13886.5,-354 13886.5,-413 13886.5,-413 13886.5,-419 13880.5,-425 13874.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">UnsweredCalls &lt;= 6.8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13808.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 293&#45;&gt;294 -->\r\n",
       "<g id=\"edge294\" class=\"edge\"><title>293&#45;&gt;294</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13808.5,-460.907C13808.5,-452.649 13808.5,-443.864 13808.5,-435.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13812,-435.021 13808.5,-425.021 13805,-435.021 13812,-435.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 301 -->\r\n",
       "<g id=\"node302\" class=\"node\"><title>301</title>\r\n",
       "<path fill=\"#e99559\" stroke=\"black\" d=\"M14269.5,-425C14269.5,-425 14083.5,-425 14083.5,-425 14077.5,-425 14071.5,-419 14071.5,-413 14071.5,-413 14071.5,-354 14071.5,-354 14071.5,-348 14077.5,-342 14083.5,-342 14083.5,-342 14269.5,-342 14269.5,-342 14275.5,-342 14281.5,-348 14281.5,-354 14281.5,-354 14281.5,-413 14281.5,-413 14281.5,-419 14275.5,-425 14269.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ServiceArea_frequency &lt;= 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 138</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [119, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 293&#45;&gt;301 -->\r\n",
       "<g id=\"edge301\" class=\"edge\"><title>293&#45;&gt;301</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13890.6,-475.389C13940.9,-459.41 14006,-438.723 14061.3,-421.123\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14062.7,-424.354 14071.2,-417.988 14060.6,-417.683 14062.7,-424.354\"/>\r\n",
       "</g>\r\n",
       "<!-- 295 -->\r\n",
       "<g id=\"node296\" class=\"node\"><title>295</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M13773,-298.5C13773,-298.5 13694,-298.5 13694,-298.5 13688,-298.5 13682,-292.5 13682,-286.5 13682,-286.5 13682,-242.5 13682,-242.5 13682,-236.5 13688,-230.5 13694,-230.5 13694,-230.5 13773,-230.5 13773,-230.5 13779,-230.5 13785,-236.5 13785,-242.5 13785,-242.5 13785,-286.5 13785,-286.5 13785,-292.5 13779,-298.5 13773,-298.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13733.5\" y=\"-283.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13733.5\" y=\"-268.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13733.5\" y=\"-253.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13733.5\" y=\"-238.3\" 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=\"M13782.5,-341.907C13775.3,-330.652 13767.4,-318.418 13760.2,-307.106\"/>\r\n",
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       "</g>\r\n",
       "<!-- 296 -->\r\n",
       "<g id=\"node297\" class=\"node\"><title>296</title>\r\n",
       "<path fill=\"#f0b58b\" stroke=\"black\" d=\"M13953.5,-306C13953.5,-306 13815.5,-306 13815.5,-306 13809.5,-306 13803.5,-300 13803.5,-294 13803.5,-294 13803.5,-235 13803.5,-235 13803.5,-229 13809.5,-223 13815.5,-223 13815.5,-223 13953.5,-223 13953.5,-223 13959.5,-223 13965.5,-229 13965.5,-235 13965.5,-235 13965.5,-294 13965.5,-294 13965.5,-300 13959.5,-306 13953.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13884.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ThreewayCalls &lt;= 1.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13884.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13884.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13884.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13884.5\" y=\"-230.8\" 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=\"M13834.9,-341.907C13840.6,-333.105 13846.7,-323.703 13852.6,-314.612\"/>\r\n",
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       "</g>\r\n",
       "<!-- 297 -->\r\n",
       "<g id=\"node298\" class=\"node\"><title>297</title>\r\n",
       "<path fill=\"#eb9f68\" stroke=\"black\" d=\"M13892.5,-187C13892.5,-187 13698.5,-187 13698.5,-187 13692.5,-187 13686.5,-181 13686.5,-175 13686.5,-175 13686.5,-116 13686.5,-116 13686.5,-110 13692.5,-104 13698.5,-104 13698.5,-104 13892.5,-104 13892.5,-104 13898.5,-104 13904.5,-110 13904.5,-116 13904.5,-116 13904.5,-175 13904.5,-175 13904.5,-181 13898.5,-187 13892.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13795.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= &#45;44.9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13795.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13795.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13795.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13795.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 296&#45;&gt;297 -->\r\n",
       "<g id=\"edge297\" class=\"edge\"><title>296&#45;&gt;297</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13853.6,-222.907C13846.8,-213.923 13839.5,-204.315 13832.4,-195.05\"/>\r\n",
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       "</g>\r\n",
       "<!-- 300 -->\r\n",
       "<g id=\"node301\" class=\"node\"><title>300</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14014,-179.5C14014,-179.5 13935,-179.5 13935,-179.5 13929,-179.5 13923,-173.5 13923,-167.5 13923,-167.5 13923,-123.5 13923,-123.5 13923,-117.5 13929,-111.5 13935,-111.5 13935,-111.5 14014,-111.5 14014,-111.5 14020,-111.5 14026,-117.5 14026,-123.5 14026,-123.5 14026,-167.5 14026,-167.5 14026,-173.5 14020,-179.5 14014,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13974.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13974.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13974.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13974.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 296&#45;&gt;300 -->\r\n",
       "<g id=\"edge300\" class=\"edge\"><title>296&#45;&gt;300</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13915.7,-222.907C13924.5,-211.542 13934,-199.178 13942.8,-187.774\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13945.7,-189.727 13949,-179.667 13940.1,-185.459 13945.7,-189.727\"/>\r\n",
       "</g>\r\n",
       "<!-- 298 -->\r\n",
       "<g id=\"node299\" class=\"node\"><title>298</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M13832,-68C13832,-68 13753,-68 13753,-68 13747,-68 13741,-62 13741,-56 13741,-56 13741,-12 13741,-12 13741,-6 13747,-0 13753,-0 13753,-0 13832,-0 13832,-0 13838,-0 13844,-6 13844,-12 13844,-12 13844,-56 13844,-56 13844,-62 13838,-68 13832,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13792.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13792.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13792.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13792.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M13794.4,-103.726C13794.2,-95.5175 13793.9,-86.8595 13793.7,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13797.2,-78.2 13793.4,-68.2996 13790.2,-78.3917 13797.2,-78.2\"/>\r\n",
       "</g>\r\n",
       "<!-- 299 -->\r\n",
       "<g id=\"node300\" class=\"node\"><title>299</title>\r\n",
       "<path fill=\"#e89152\" stroke=\"black\" d=\"M13975,-68C13975,-68 13874,-68 13874,-68 13868,-68 13862,-62 13862,-56 13862,-56 13862,-12 13862,-12 13862,-6 13868,-0 13874,-0 13874,-0 13975,-0 13975,-0 13981,-0 13987,-6 13987,-12 13987,-12 13987,-56 13987,-56 13987,-62 13981,-68 13975,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"13924.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13924.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13924.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"13924.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 297&#45;&gt;299 -->\r\n",
       "<g id=\"edge299\" class=\"edge\"><title>297&#45;&gt;299</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M13843.5,-103.726C13854.6,-94.3318 13866.4,-84.349 13877.4,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"13879.9,-77.4393 13885.3,-68.2996 13875.4,-72.1026 13879.9,-77.4393\"/>\r\n",
       "</g>\r\n",
       "<!-- 302 -->\r\n",
       "<g id=\"node303\" class=\"node\"><title>302</title>\r\n",
       "<path fill=\"#fae6d7\" stroke=\"black\" d=\"M14255.5,-306C14255.5,-306 14097.5,-306 14097.5,-306 14091.5,-306 14085.5,-300 14085.5,-294 14085.5,-294 14085.5,-235 14085.5,-235 14085.5,-229 14091.5,-223 14097.5,-223 14097.5,-223 14255.5,-223 14255.5,-223 14261.5,-223 14267.5,-229 14267.5,-235 14267.5,-235 14267.5,-294 14267.5,-294 14267.5,-300 14261.5,-306 14255.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 1069.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [5, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14176.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 301&#45;&gt;302 -->\r\n",
       "<g id=\"edge302\" class=\"edge\"><title>301&#45;&gt;302</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14176.5,-341.907C14176.5,-333.649 14176.5,-324.864 14176.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14180,-316.021 14176.5,-306.021 14173,-316.021 14180,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 307 -->\r\n",
       "<g id=\"node308\" class=\"node\"><title>307</title>\r\n",
       "<path fill=\"#e89253\" stroke=\"black\" d=\"M14535,-306C14535,-306 14340,-306 14340,-306 14334,-306 14328,-300 14328,-294 14328,-294 14328,-235 14328,-235 14328,-229 14334,-223 14340,-223 14340,-223 14535,-223 14535,-223 14541,-223 14547,-229 14547,-235 14547,-235 14547,-294 14547,-294 14547,-300 14541,-306 14535,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">CreditRating_frequency &lt;= 0.03</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 129</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [114, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 301&#45;&gt;307 -->\r\n",
       "<g id=\"edge307\" class=\"edge\"><title>301&#45;&gt;307</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14267.1,-341.907C14289.9,-331.653 14314.6,-320.585 14337.9,-310.143\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14339.4,-313.305 14347.1,-306.021 14336.6,-306.918 14339.4,-313.305\"/>\r\n",
       "</g>\r\n",
       "<!-- 303 -->\r\n",
       "<g id=\"node304\" class=\"node\"><title>303</title>\r\n",
       "<path fill=\"#6ab6ec\" stroke=\"black\" d=\"M14197,-187C14197,-187 14058,-187 14058,-187 14052,-187 14046,-181 14046,-175 14046,-175 14046,-116 14046,-116 14046,-110 14052,-104 14058,-104 14058,-104 14197,-104 14197,-104 14203,-104 14209,-110 14209,-116 14209,-116 14209,-175 14209,-175 14209,-181 14203,-187 14197,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14127.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">HandsetPrice &lt;= 52.43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14127.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14127.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14127.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14127.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 302&#45;&gt;303 -->\r\n",
       "<g id=\"edge303\" class=\"edge\"><title>302&#45;&gt;303</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14159.5,-222.907C14155.9,-214.377 14152.1,-205.284 14148.4,-196.456\"/>\r\n",
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       "</g>\r\n",
       "<!-- 306 -->\r\n",
       "<g id=\"node307\" class=\"node\"><title>306</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14340,-179.5C14340,-179.5 14239,-179.5 14239,-179.5 14233,-179.5 14227,-173.5 14227,-167.5 14227,-167.5 14227,-123.5 14227,-123.5 14227,-117.5 14233,-111.5 14239,-111.5 14239,-111.5 14340,-111.5 14340,-111.5 14346,-111.5 14352,-117.5 14352,-123.5 14352,-123.5 14352,-167.5 14352,-167.5 14352,-173.5 14346,-179.5 14340,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14289.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14289.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14289.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14289.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 302&#45;&gt;306 -->\r\n",
       "<g id=\"edge306\" class=\"edge\"><title>302&#45;&gt;306</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14215.7,-222.907C14226.9,-211.321 14239.1,-198.698 14250.3,-187.111\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14253,-189.291 14257.5,-179.667 14248,-184.428 14253,-189.291\"/>\r\n",
       "</g>\r\n",
       "<!-- 304 -->\r\n",
       "<g id=\"node305\" class=\"node\"><title>304</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14118,-68C14118,-68 14017,-68 14017,-68 14011,-68 14005,-62 14005,-56 14005,-56 14005,-12 14005,-12 14005,-6 14011,-0 14017,-0 14017,-0 14118,-0 14118,-0 14124,-0 14130,-6 14130,-12 14130,-12 14130,-56 14130,-56 14130,-62 14124,-68 14118,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14067.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14067.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14067.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14067.5\" y=\"-7.8\" 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=\"M14105.2,-103.726C14100.4,-95.0615 14095.4,-85.8962 14090.6,-77.1802\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14093.6,-75.3875 14085.7,-68.2996 14087.5,-78.7513 14093.6,-75.3875\"/>\r\n",
       "</g>\r\n",
       "<!-- 305 -->\r\n",
       "<g id=\"node306\" class=\"node\"><title>305</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14239,-68C14239,-68 14160,-68 14160,-68 14154,-68 14148,-62 14148,-56 14148,-56 14148,-12 14148,-12 14148,-6 14154,-0 14160,-0 14160,-0 14239,-0 14239,-0 14245,-0 14251,-6 14251,-12 14251,-12 14251,-56 14251,-56 14251,-62 14245,-68 14239,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14199.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14199.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14199.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14199.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 303&#45;&gt;305 -->\r\n",
       "<g id=\"edge305\" class=\"edge\"><title>303&#45;&gt;305</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14154.3,-103.726C14160.1,-94.9703 14166.2,-85.7032 14171.9,-76.9051\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14175,-78.5781 14177.6,-68.2996 14169.2,-74.7322 14175,-78.5781\"/>\r\n",
       "</g>\r\n",
       "<!-- 308 -->\r\n",
       "<g id=\"node309\" class=\"node\"><title>308</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M14487,-187C14487,-187 14388,-187 14388,-187 14382,-187 14376,-181 14376,-175 14376,-175 14376,-116 14376,-116 14376,-110 14382,-104 14388,-104 14388,-104 14487,-104 14487,-104 14493,-104 14499,-110 14499,-116 14499,-116 14499,-175 14499,-175 14499,-181 14493,-187 14487,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">AgeHH1 &lt;= 31.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14437.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 307&#45;&gt;308 -->\r\n",
       "<g id=\"edge308\" class=\"edge\"><title>307&#45;&gt;308</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14437.5,-222.907C14437.5,-214.649 14437.5,-205.864 14437.5,-197.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14441,-197.021 14437.5,-187.021 14434,-197.021 14441,-197.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 311 -->\r\n",
       "<g id=\"node312\" class=\"node\"><title>311</title>\r\n",
       "<path fill=\"#e88f50\" stroke=\"black\" d=\"M14660.5,-187C14660.5,-187 14530.5,-187 14530.5,-187 14524.5,-187 14518.5,-181 14518.5,-175 14518.5,-175 14518.5,-116 14518.5,-116 14518.5,-110 14524.5,-104 14530.5,-104 14530.5,-104 14660.5,-104 14660.5,-104 14666.5,-104 14672.5,-110 14672.5,-116 14672.5,-116 14672.5,-175 14672.5,-175 14672.5,-181 14666.5,-187 14660.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">ThreewayCalls &lt;= 2.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 126</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [113, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 307&#45;&gt;311 -->\r\n",
       "<g id=\"edge311\" class=\"edge\"><title>307&#45;&gt;311</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14492.3,-222.907C14505.3,-213.288 14519.3,-202.953 14532.6,-193.09\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14534.8,-195.785 14540.8,-187.021 14530.7,-190.159 14534.8,-195.785\"/>\r\n",
       "</g>\r\n",
       "<!-- 309 -->\r\n",
       "<g id=\"node310\" class=\"node\"><title>309</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M14360,-68C14360,-68 14281,-68 14281,-68 14275,-68 14269,-62 14269,-56 14269,-56 14269,-12 14269,-12 14269,-6 14275,-0 14281,-0 14281,-0 14360,-0 14360,-0 14366,-0 14372,-6 14372,-12 14372,-12 14372,-56 14372,-56 14372,-62 14366,-68 14360,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14320.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14320.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14320.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14320.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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=\"M14393.9,-103.726C14384,-94.423 14373.4,-84.5428 14363.5,-75.2612\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14365.8,-72.5774 14356.1,-68.2996 14361,-77.6882 14365.8,-72.5774\"/>\r\n",
       "</g>\r\n",
       "<!-- 310 -->\r\n",
       "<g id=\"node311\" class=\"node\"><title>310</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14503,-68C14503,-68 14402,-68 14402,-68 14396,-68 14390,-62 14390,-56 14390,-56 14390,-12 14390,-12 14390,-6 14396,-0 14402,-0 14402,-0 14503,-0 14503,-0 14509,-0 14515,-6 14515,-12 14515,-12 14515,-56 14515,-56 14515,-62 14509,-68 14503,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14452.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14452.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14452.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14452.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 308&#45;&gt;310 -->\r\n",
       "<g id=\"edge310\" class=\"edge\"><title>308&#45;&gt;310</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14443.1,-103.726C14444.2,-95.4263 14445.4,-86.6671 14446.6,-78.2834\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14450,-78.6821 14447.9,-68.2996 14443.1,-77.732 14450,-78.6821\"/>\r\n",
       "</g>\r\n",
       "<!-- 312 -->\r\n",
       "<g id=\"node313\" class=\"node\"><title>312</title>\r\n",
       "<path fill=\"#e78c4a\" stroke=\"black\" d=\"M14646,-68C14646,-68 14545,-68 14545,-68 14539,-68 14533,-62 14533,-56 14533,-56 14533,-12 14533,-12 14533,-6 14539,-0 14545,-0 14545,-0 14646,-0 14646,-0 14652,-0 14658,-6 14658,-12 14658,-12 14658,-56 14658,-56 14658,-62 14652,-68 14646,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.14</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 116</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [107, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14595.5\" y=\"-7.8\" 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=\"M14595.5,-103.726C14595.5,-95.5175 14595.5,-86.8595 14595.5,-78.56\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14599,-78.2996 14595.5,-68.2996 14592,-78.2996 14599,-78.2996\"/>\r\n",
       "</g>\r\n",
       "<!-- 313 -->\r\n",
       "<g id=\"node314\" class=\"node\"><title>313</title>\r\n",
       "<path fill=\"#f6d5bd\" stroke=\"black\" d=\"M14789,-68C14789,-68 14688,-68 14688,-68 14682,-68 14676,-62 14676,-56 14676,-56 14676,-12 14676,-12 14676,-6 14682,-0 14688,-0 14688,-0 14789,-0 14789,-0 14795,-0 14801,-6 14801,-12 14801,-12 14801,-56 14801,-56 14801,-62 14795,-68 14789,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14738.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14738.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14738.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [6, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14738.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 311&#45;&gt;313 -->\r\n",
       "<g id=\"edge313\" class=\"edge\"><title>311&#45;&gt;313</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14648.7,-103.726C14661.3,-94.1494 14674.6,-83.9611 14687,-74.4438\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"14689.2,-77.1582 14695,-68.2996 14684.9,-71.6004 14689.2,-77.1582\"/>\r\n",
       "</g>\r\n",
       "<!-- 315 -->\r\n",
       "<g id=\"node316\" class=\"node\"><title>315</title>\r\n",
       "<path fill=\"#f8dcc8\" stroke=\"black\" d=\"M15153.5,-544C15153.5,-544 14989.5,-544 14989.5,-544 14983.5,-544 14977.5,-538 14977.5,-532 14977.5,-532 14977.5,-473 14977.5,-473 14977.5,-467 14983.5,-461 14989.5,-461 14989.5,-461 15153.5,-461 15153.5,-461 15159.5,-461 15165.5,-467 15165.5,-473 15165.5,-473 15165.5,-532 15165.5,-532 15165.5,-538 15159.5,-544 15153.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OffPeakCallsInOut &lt;= 67.8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 198</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [115, 83]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15071.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 314&#45;&gt;315 -->\r\n",
       "<g id=\"edge315\" class=\"edge\"><title>314&#45;&gt;315</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15071.5,-579.907C15071.5,-571.649 15071.5,-562.864 15071.5,-554.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15075,-554.021 15071.5,-544.021 15068,-554.021 15075,-554.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 330 -->\r\n",
       "<g id=\"node331\" class=\"node\"><title>330</title>\r\n",
       "<path fill=\"#4fa8e8\" stroke=\"black\" d=\"M15411.5,-544C15411.5,-544 15233.5,-544 15233.5,-544 15227.5,-544 15221.5,-538 15221.5,-532 15221.5,-532 15221.5,-473 15221.5,-473 15221.5,-467 15227.5,-461 15233.5,-461 15233.5,-461 15411.5,-461 15411.5,-461 15417.5,-461 15423.5,-467 15423.5,-473 15423.5,-473 15423.5,-532 15423.5,-532 15423.5,-538 15417.5,-544 15411.5,-544\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-528.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeMinutes &lt;= &#45;86.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-498.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-483.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-468.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 314&#45;&gt;330 -->\r\n",
       "<g id=\"edge330\" class=\"edge\"><title>314&#45;&gt;330</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15150.6,-583.641C15174.6,-572.426 15201.3,-559.975 15226.4,-548.296\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15228,-551.43 15235.5,-544.032 15225,-545.085 15228,-551.43\"/>\r\n",
       "</g>\r\n",
       "<!-- 316 -->\r\n",
       "<g id=\"node317\" class=\"node\"><title>316</title>\r\n",
       "<path fill=\"#f7d6bf\" stroke=\"black\" d=\"M15108.5,-425C15108.5,-425 14958.5,-425 14958.5,-425 14952.5,-425 14946.5,-419 14946.5,-413 14946.5,-413 14946.5,-354 14946.5,-354 14946.5,-348 14952.5,-342 14958.5,-342 14958.5,-342 15108.5,-342 15108.5,-342 15114.5,-342 15120.5,-348 15120.5,-354 15120.5,-354 15120.5,-413 15120.5,-413 15120.5,-419 15114.5,-425 15108.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-409.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthlyMinutes &lt;= 153.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-394.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-379.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 193</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-364.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [115, 78]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 315&#45;&gt;316 -->\r\n",
       "<g id=\"edge316\" class=\"edge\"><title>315&#45;&gt;316</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15058.3,-460.907C15055.6,-452.468 15052.7,-443.477 15049.8,-434.738\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15053.1,-433.451 15046.7,-425.021 15046.4,-435.613 15053.1,-433.451\"/>\r\n",
       "</g>\r\n",
       "<!-- 329 -->\r\n",
       "<g id=\"node330\" class=\"node\"><title>329</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15230,-417.5C15230,-417.5 15151,-417.5 15151,-417.5 15145,-417.5 15139,-411.5 15139,-405.5 15139,-405.5 15139,-361.5 15139,-361.5 15139,-355.5 15145,-349.5 15151,-349.5 15151,-349.5 15230,-349.5 15230,-349.5 15236,-349.5 15242,-355.5 15242,-361.5 15242,-361.5 15242,-405.5 15242,-405.5 15242,-411.5 15236,-417.5 15230,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15190.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 315&#45;&gt;329 -->\r\n",
       "<g id=\"edge329\" class=\"edge\"><title>315&#45;&gt;329</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15112.8,-460.907C15124.7,-449.211 15137.7,-436.457 15149.5,-424.78\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15152.1,-427.174 15156.8,-417.667 15147.2,-422.182 15152.1,-427.174\"/>\r\n",
       "</g>\r\n",
       "<!-- 317 -->\r\n",
       "<g id=\"node318\" class=\"node\"><title>317</title>\r\n",
       "<path fill=\"#fefaf8\" stroke=\"black\" d=\"M15109,-306C15109,-306 14958,-306 14958,-306 14952,-306 14946,-300 14946,-294 14946,-294 14946,-235 14946,-235 14946,-229 14952,-223 14958,-223 14958,-223 15109,-223 15109,-223 15115,-223 15121,-229 15121,-235 15121,-235 15121,-294 15121,-294 15121,-300 15115,-306 15109,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">MonthsInService &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 110</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [56, 54]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15033.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 316&#45;&gt;317 -->\r\n",
       "<g id=\"edge317\" class=\"edge\"><title>316&#45;&gt;317</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15033.5,-341.907C15033.5,-333.649 15033.5,-324.864 15033.5,-316.302\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15037,-316.021 15033.5,-306.021 15030,-316.021 15037,-316.021\"/>\r\n",
       "</g>\r\n",
       "<!-- 324 -->\r\n",
       "<g id=\"node325\" class=\"node\"><title>324</title>\r\n",
       "<path fill=\"#f0b48a\" stroke=\"black\" d=\"M15505,-306C15505,-306 15316,-306 15316,-306 15310,-306 15304,-300 15304,-294 15304,-294 15304,-235 15304,-235 15304,-229 15310,-223 15316,-223 15316,-223 15505,-223 15505,-223 15511,-223 15517,-229 15517,-235 15517,-235 15517,-294 15517,-294 15517,-300 15511,-306 15505,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-290.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">PercChangeRevenues &lt;= 9.15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-275.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-260.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 83</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 316&#45;&gt;324 -->\r\n",
       "<g id=\"edge324\" class=\"edge\"><title>316&#45;&gt;324</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M15120.5,-345.534C15123.9,-344.31 15127.2,-343.127 15130.5,-342 15183.6,-323.762 15243.4,-306.92 15294.1,-293.708\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15295,-297.094 15303.8,-291.199 15293.3,-290.318 15295,-297.094\"/>\r\n",
       "</g>\r\n",
       "<!-- 318 -->\r\n",
       "<g id=\"node319\" class=\"node\"><title>318</title>\r\n",
       "<path fill=\"#72b9ec\" stroke=\"black\" d=\"M15012,-187C15012,-187 14807,-187 14807,-187 14801,-187 14795,-181 14795,-175 14795,-175 14795,-116 14795,-116 14795,-110 14801,-104 14807,-104 14807,-104 15012,-104 15012,-104 15018,-104 15024,-110 15024,-116 15024,-116 15024,-175 15024,-175 15024,-181 15018,-187 15012,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14909.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">OptOutMailings_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14909.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14909.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 18</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14909.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14909.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 317&#45;&gt;318 -->\r\n",
       "<g id=\"edge318\" class=\"edge\"><title>317&#45;&gt;318</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M14990.5,-222.907C14980.6,-213.56 14970,-203.538 14959.8,-193.929\"/>\r\n",
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       "<g id=\"node322\" class=\"node\"><title>321</title>\r\n",
       "<path fill=\"#f9e2d1\" stroke=\"black\" d=\"M15261,-187C15261,-187 15054,-187 15054,-187 15048,-187 15042,-181 15042,-175 15042,-175 15042,-116 15042,-116 15042,-110 15048,-104 15054,-104 15054,-104 15261,-104 15261,-104 15267,-104 15273,-110 15273,-116 15273,-116 15273,-175 15273,-175 15273,-181 15267,-187 15261,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15157.5\" 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=\"15157.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15157.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 92</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15157.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [52, 40]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15157.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 317&#45;&gt;321 -->\r\n",
       "<g id=\"edge321\" class=\"edge\"><title>317&#45;&gt;321</title>\r\n",
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       "</g>\r\n",
       "<!-- 319 -->\r\n",
       "<g id=\"node320\" class=\"node\"><title>319</title>\r\n",
       "<path fill=\"#e58139\" stroke=\"black\" d=\"M14932,-68C14932,-68 14831,-68 14831,-68 14825,-68 14819,-62 14819,-56 14819,-56 14819,-12 14819,-12 14819,-6 14825,-0 14831,-0 14831,-0 14932,-0 14932,-0 14938,-0 14944,-6 14944,-12 14944,-12 14944,-56 14944,-56 14944,-62 14938,-68 14932,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"14881.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14881.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14881.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"14881.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not 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=\"M14899.1,-103.726C14896.9,-95.3351 14894.7,-86.4745 14892.5,-78.0072\"/>\r\n",
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       "</g>\r\n",
       "<!-- 320 -->\r\n",
       "<g id=\"node321\" class=\"node\"><title>320</title>\r\n",
       "<path fill=\"#55abe9\" stroke=\"black\" d=\"M15055,-68C15055,-68 14974,-68 14974,-68 14968,-68 14962,-62 14962,-56 14962,-56 14962,-12 14962,-12 14962,-6 14968,-0 14974,-0 14974,-0 15055,-0 15055,-0 15061,-0 15067,-6 15067,-12 15067,-12 15067,-56 15067,-56 15067,-62 15061,-68 15055,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15014.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15014.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 16</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15014.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15014.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 318&#45;&gt;320 -->\r\n",
       "<g id=\"edge320\" class=\"edge\"><title>318&#45;&gt;320</title>\r\n",
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       "</g>\r\n",
       "<!-- 322 -->\r\n",
       "<g id=\"node323\" class=\"node\"><title>322</title>\r\n",
       "<path fill=\"#ea995e\" stroke=\"black\" d=\"M15198,-68C15198,-68 15097,-68 15097,-68 15091,-68 15085,-62 15085,-56 15085,-56 15085,-12 15085,-12 15085,-6 15091,-0 15097,-0 15097,-0 15198,-0 15198,-0 15204,-0 15210,-6 15210,-12 15210,-12 15210,-56 15210,-56 15210,-62 15204,-68 15198,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15147.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15147.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15147.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [16, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15147.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
       "</g>\r\n",
       "<!-- 321&#45;&gt;322 -->\r\n",
       "<g id=\"edge322\" class=\"edge\"><title>321&#45;&gt;322</title>\r\n",
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       "<!-- 323 -->\r\n",
       "<g id=\"node324\" class=\"node\"><title>323</title>\r\n",
       "<path fill=\"#fafcfe\" stroke=\"black\" d=\"M15329,-68C15329,-68 15240,-68 15240,-68 15234,-68 15228,-62 15228,-56 15228,-56 15228,-12 15228,-12 15228,-6 15234,-0 15240,-0 15240,-0 15329,-0 15329,-0 15335,-0 15341,-6 15341,-12 15341,-12 15341,-56 15341,-56 15341,-62 15335,-68 15329,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15284.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15284.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 73</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15284.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [36, 37]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15284.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 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",
       "<path fill=\"none\" stroke=\"black\" d=\"M15204.8,-103.726C15215.7,-94.3318 15227.3,-84.349 15238.1,-74.9883\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"15240.6,-77.4804 15245.9,-68.2996 15236,-72.1789 15240.6,-77.4804\"/>\r\n",
       "</g>\r\n",
       "<!-- 325 -->\r\n",
       "<g id=\"node326\" class=\"node\"><title>325</title>\r\n",
       "<path fill=\"#eda775\" stroke=\"black\" d=\"M15506.5,-187C15506.5,-187 15314.5,-187 15314.5,-187 15308.5,-187 15302.5,-181 15302.5,-175 15302.5,-175 15302.5,-116 15302.5,-116 15302.5,-110 15308.5,-104 15314.5,-104 15314.5,-104 15506.5,-104 15506.5,-104 15512.5,-104 15518.5,-110 15518.5,-116 15518.5,-116 15518.5,-175 15518.5,-175 15518.5,-181 15512.5,-187 15506.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-171.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">NonUSTravel_frequency &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-156.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 77</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [59, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-111.8\" 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",
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       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15628,-179.5C15628,-179.5 15549,-179.5 15549,-179.5 15543,-179.5 15537,-173.5 15537,-167.5 15537,-167.5 15537,-123.5 15537,-123.5 15537,-117.5 15543,-111.5 15549,-111.5 15549,-111.5 15628,-111.5 15628,-111.5 15634,-111.5 15640,-117.5 15640,-123.5 15640,-123.5 15640,-167.5 15640,-167.5 15640,-173.5 15634,-179.5 15628,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15588.5\" y=\"-164.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15588.5\" y=\"-149.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15588.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15588.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 324&#45;&gt;328 -->\r\n",
       "<g id=\"edge328\" class=\"edge\"><title>324&#45;&gt;328</title>\r\n",
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       "<g id=\"node327\" class=\"node\"><title>326</title>\r\n",
       "<path fill=\"#9ccef2\" stroke=\"black\" d=\"M15450,-68C15450,-68 15371,-68 15371,-68 15365,-68 15359,-62 15359,-56 15359,-56 15359,-12 15359,-12 15359,-6 15365,-0 15371,-0 15371,-0 15450,-0 15450,-0 15456,-0 15462,-6 15462,-12 15462,-12 15462,-56 15462,-56 15462,-62 15456,-68 15450,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.44</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15410.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
       "</g>\r\n",
       "<!-- 325&#45;&gt;326 -->\r\n",
       "<g id=\"edge326\" class=\"edge\"><title>325&#45;&gt;326</title>\r\n",
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       "<g id=\"node328\" class=\"node\"><title>327</title>\r\n",
       "<path fill=\"#eba06a\" stroke=\"black\" d=\"M15593,-68C15593,-68 15492,-68 15492,-68 15486,-68 15480,-62 15480,-56 15480,-56 15480,-12 15480,-12 15480,-6 15486,-0 15492,-0 15492,-0 15593,-0 15593,-0 15599,-0 15605,-6 15605,-12 15605,-12 15605,-56 15605,-56 15605,-62 15599,-68 15593,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15542.5\" y=\"-52.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15542.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 71</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15542.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [57, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15542.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<!-- 325&#45;&gt;327 -->\r\n",
       "<g id=\"edge327\" class=\"edge\"><title>325&#45;&gt;327</title>\r\n",
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       "<path fill=\"#e58139\" stroke=\"black\" d=\"M15373,-417.5C15373,-417.5 15272,-417.5 15272,-417.5 15266,-417.5 15260,-411.5 15260,-405.5 15260,-405.5 15260,-361.5 15260,-361.5 15260,-355.5 15266,-349.5 15272,-349.5 15272,-349.5 15373,-349.5 15373,-349.5 15379,-349.5 15385,-355.5 15385,-361.5 15385,-361.5 15385,-405.5 15385,-405.5 15385,-411.5 15379,-417.5 15373,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15322.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Not churn</text>\r\n",
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       "<g id=\"node333\" class=\"node\"><title>332</title>\r\n",
       "<path fill=\"#399de5\" stroke=\"black\" d=\"M15494,-417.5C15494,-417.5 15415,-417.5 15415,-417.5 15409,-417.5 15403,-411.5 15403,-405.5 15403,-405.5 15403,-361.5 15403,-361.5 15403,-355.5 15409,-349.5 15415,-349.5 15415,-349.5 15494,-349.5 15494,-349.5 15500,-349.5 15506,-355.5 15506,-361.5 15506,-361.5 15506,-405.5 15506,-405.5 15506,-411.5 15500,-417.5 15494,-417.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"15454.5\" y=\"-402.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15454.5\" y=\"-387.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 9</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15454.5\" y=\"-372.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"15454.5\" y=\"-357.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = Churn</text>\r\n",
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       "<!-- 330&#45;&gt;332 -->\r\n",
       "<g id=\"edge332\" class=\"edge\"><title>330&#45;&gt;332</title>\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2204e3ab348>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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",
    "# 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": "5f3ad88c",
   "metadata": {},
   "source": [
    "## Model performances over the testing dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "68efe28f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# put the model name, model class and used columns in a dictionary\n",
    "models = {'No feature selection': [decision_tree, cols]}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0308f3cb",
   "metadata": {},
   "source": [
    "## Model performance metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c6d1cd86",
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d2332712",
   "metadata": {},
   "outputs": [
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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",
    "py.iplot(table_train)"
   ]
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  {
   "cell_type": "markdown",
   "id": "95f2ec52",
   "metadata": {},
   "source": [
    "<a name=\"select_no_loop\"></a>\n",
    "# 8 Feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b6146799",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get all the features\n",
    "all_features = df.columns\n",
    "all_features = list(all_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c80f8150",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import *\n",
    "from sklearn.model_selection import *\n",
    "# use the Matthews correlation coefficient (MCC)\n",
    "mcc = make_scorer(matthews_corrcoef)\n",
    "# define the X (using all features)\n",
    "X = df[all_features]\n",
    "# define the target y \n",
    "y = df_use[\"Churn\"].values\n",
    "# define the decision tree classifier\n",
    "estimator = DecisionTreeClassifier(max_depth = 9, random_state = 123,\n",
    "                                       splitter = \"best\", criterion = \"gini\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "33004878",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "i =  2\n",
      "Chosen Features:   ['CurrentEquipmentDays', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  3\n",
      "Chosen Features:   ['HandsetModels', 'HandsetRefurbished_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  4\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'CurrentEquipmentDays', 'RetentionCalls']\n",
      "i =  5\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'CurrentEquipmentDays', 'RetentionCalls', 'ReferralsMadeBySubscriber']\n",
      "i =  6\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'CurrentEquipmentDays', 'OwnsComputer_frequency', 'NotNewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  7\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'DroppedBlockedCalls', 'ActiveSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'ReferralsMadeBySubscriber']\n",
      "i =  8\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'DroppedBlockedCalls', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'RetentionOffersAccepted']\n",
      "i =  9\n",
      "Chosen Features:   ['MonthlyMinutes', 'OverageMinutes', 'PercChangeMinutes', 'MonthsInService', 'CurrentEquipmentDays', 'RetentionCalls', 'HandsetRefurbished_frequency', 'OwnsMotorcycle_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  10\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'TruckOwner_frequency', 'OptOutMailings_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  11\n",
      "Chosen Features:   ['MonthlyMinutes', 'PercChangeMinutes', 'PercChangeRevenues', 'MonthsInService', 'ActiveSubs', 'CurrentEquipmentDays', 'HandsetRefurbished_frequency', 'OptOutMailings_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  12\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'PercChangeMinutes', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'AdjustmentsToCreditRating', 'ChildrenInHH_frequency', 'OptOutMailings_frequency', 'NotNewCellphoneUser_frequency']\n",
      "i =  13\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'PercChangeMinutes', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'OwnsComputer_frequency', 'NotNewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency', 'PrizmCode_frequency']\n",
      "i =  14\n",
      "Chosen Features:   ['MonthlyMinutes', 'DirectorAssistedCalls', 'RoamingCalls', 'PercChangeMinutes', 'DroppedBlockedCalls', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'NonUSTravel_frequency', 'NewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency', 'Occupation_frequency']\n",
      "i =  15\n",
      "Chosen Features:   ['MonthlyMinutes', 'DirectorAssistedCalls', 'PercChangeMinutes', 'DroppedCalls', 'CurrentEquipmentDays', 'RetentionCalls', 'OwnsComputer_frequency', 'CreditRating_frequency']\n",
      "i =  16\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'PercChangeMinutes', 'BlockedCalls', 'DroppedBlockedCalls', 'ActiveSubs', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'TruckOwner_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  17\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'DroppedCalls', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'HandsetRefurbished_frequency', 'OptOutMailings_frequency', 'HasCreditCard_frequency']\n",
      "i =  18\n",
      "Chosen Features:   ['MonthlyMinutes', 'DirectorAssistedCalls', 'OverageMinutes', 'PercChangeMinutes', 'BlockedCalls', 'DroppedBlockedCalls', 'UniqueSubs', 'Handsets', 'CurrentEquipmentDays', 'IncomeGroup', 'ChildrenInHH_frequency', 'HandsetRefurbished_frequency', 'RVOwner_frequency', 'OptOutMailings_frequency', 'NonUSTravel_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  19\n",
      "Chosen Features:   ['MonthlyMinutes', 'OverageMinutes', 'PercChangeMinutes', 'DroppedCalls', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'Handsets', 'HandsetModels', 'CurrentEquipmentDays', 'ReferralsMadeBySubscriber', 'HandsetRefurbished_frequency', 'Homeownership_frequency', 'OptOutMailings_frequency', 'OwnsComputer_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  20\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'PercChangeRevenues', 'CallForwardingCalls', 'MonthsInService', 'UniqueSubs', 'Handsets', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'HandsetRefurbished_frequency', 'OptOutMailings_frequency', 'NonUSTravel_frequency', 'OwnsComputer_frequency', 'OwnsMotorcycle_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  21\n",
      "Chosen Features:   ['MonthlyMinutes', 'DirectorAssistedCalls', 'OverageMinutes', 'PercChangeMinutes', 'OffPeakCallsInOut', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'HandsetModels', 'CurrentEquipmentDays', 'RetentionCalls', 'RetentionOffersAccepted', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'BuysViaMailOrder_frequency']\n",
      "i =  22\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'DirectorAssistedCalls', 'PercChangeMinutes', 'BlockedCalls', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'HandsetWebCapable_frequency', 'RVOwner_frequency', 'RespondsToMailOffers_frequency', 'NotNewCellphoneUser_frequency', 'Occupation_frequency']\n",
      "i =  23\n",
      "Chosen Features:   ['MonthlyRevenue', 'MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'CallForwardingCalls', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'HandsetRefurbished_frequency', 'RVOwner_frequency', 'BuysViaMailOrder_frequency', 'OptOutMailings_frequency', 'NonUSTravel_frequency', 'NewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency', 'Occupation_frequency']\n",
      "i =  24\n",
      "Chosen Features:   ['MonthlyMinutes', 'DirectorAssistedCalls', 'OverageMinutes', 'RoamingCalls', 'PercChangeMinutes', 'PercChangeRevenues', 'CallForwardingCalls', 'CallWaitingCalls', 'MonthsInService', 'ActiveSubs', 'CurrentEquipmentDays', 'RetentionCalls', 'AdjustmentsToCreditRating', 'ChildrenInHH_frequency', 'HandsetRefurbished_frequency', 'RespondsToMailOffers_frequency', 'OptOutMailings_frequency', 'NonUSTravel_frequency', 'CreditRating_frequency', 'PrizmCode_frequency', 'MaritalStatus_frequency']\n",
      "i =  25\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'CallForwardingCalls', 'MonthsInService', 'UniqueSubs', 'HandsetModels', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'OwnsMotorcycle_frequency', 'MadeCallToRetentionTeam_frequency', 'CreditRating_frequency']\n",
      "i =  26\n",
      "Chosen Features:   ['MonthlyMinutes', 'OverageMinutes', 'PercChangeMinutes', 'OffPeakCallsInOut', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'HandsetModels', 'CurrentEquipmentDays', 'RetentionCalls', 'RetentionOffersAccepted', 'ReferralsMadeBySubscriber', 'HandsetRefurbished_frequency', 'OptOutMailings_frequency', 'HasCreditCard_frequency', 'OwnsMotorcycle_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  27\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'OverageMinutes', 'PercChangeMinutes', 'MonthsInService', 'HandsetModels', 'CurrentEquipmentDays', 'RetentionCalls', 'HandsetRefurbished_frequency', 'Homeownership_frequency', 'BuysViaMailOrder_frequency', 'RespondsToMailOffers_frequency', 'NonUSTravel_frequency', 'OwnsComputer_frequency', 'OwnsMotorcycle_frequency']\n",
      "i =  28\n",
      "Chosen Features:   ['MonthlyMinutes', 'OverageMinutes', 'PercChangeMinutes', 'CallWaitingCalls', 'MonthsInService', 'UniqueSubs', 'CurrentEquipmentDays', 'ReferralsMadeBySubscriber', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'RVOwner_frequency', 'BuysViaMailOrder_frequency', 'NonUSTravel_frequency', 'OwnsComputer_frequency', 'NewCellphoneUser_frequency', 'MadeCallToRetentionTeam_frequency']\n",
      "i =  29\n",
      "Chosen Features:   ['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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i =  30\n",
      "Chosen Features:   ['MonthlyMinutes', 'TotalRecurringCharge', 'DirectorAssistedCalls', 'PercChangeMinutes', 'PercChangeRevenues', 'BlockedCalls', 'UniqueSubs', 'ActiveSubs', 'CurrentEquipmentDays', 'RetentionOffersAccepted', 'ReferralsMadeBySubscriber', 'AdjustmentsToCreditRating', 'HandsetRefurbished_frequency', 'HandsetWebCapable_frequency', 'TruckOwner_frequency', 'OwnsComputer_frequency', 'HasCreditCard_frequency', 'MadeCallToRetentionTeam_frequency', 'CreditRating_frequency']\n",
      "\n",
      "Feature selection is finished\n"
     ]
    }
   ],
   "source": [
    "# use genetic algorithm and decision tree classifier\n",
    "# by varying the max_features (maximum number of features)\n",
    "# from i = 2 to i = 30\n",
    "# to get a report of the best selected featrues by using Matthews correlation coefficient (MCC)\n",
    "report = pd.DataFrame()\n",
    "n_features = [] \n",
    "chosen_features = [] \n",
    "cv_score = [] \n",
    "rkf = RepeatedStratifiedKFold(n_repeats = 20, n_splits = 5)\n",
    "for i in range(2, 31):\n",
    "  \n",
    "  selector = GeneticSelectionCV(estimator,\n",
    "                                cv = rkf,\n",
    "                                verbose = 0,\n",
    "                                scoring = mcc,\n",
    "                                max_features = i,\n",
    "                                n_population = 200,\n",
    "                                crossover_proba = 0.5,\n",
    "                                mutation_proba = 0.2,\n",
    "                                n_generations = 10,\n",
    "                                crossover_independent_proba=0.5,\n",
    "                                mutation_independent_proba=0.1,\n",
    "                                n_gen_no_change=10,\n",
    "                                caching=True,\n",
    "                                n_jobs=-1)\n",
    "  selector = selector.fit(X, y)\n",
    "  generation_features = X.columns[selector.support_]\n",
    "  generation_features = list(generation_features)\n",
    "  print(\"i = \",i)\n",
    "  print(\"Chosen Features:  \", generation_features)\n",
    "\n",
    "  cv_score = selector.generation_scores_[-1]\n",
    "  n_features.append(len(generation_features)) \n",
    "  chosen_features.append(generation_features) \n",
    "  cv_score.append(cv_score)\n",
    "report[\"Number of Features\"] = n_features\n",
    "report[\"Chosen Features\"] = chosen_features\n",
    "report[\"Scores\"] = cv_score\n",
    "print(\"\\nFeature selection is finished\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5a53a5ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# round the numerical values to 3 decimal places\n",
    "report[\"Scores\"] = np.round(report[\"Scores\"], 3)\n",
    "# sort the table by \"Scores\", in Descending order\n",
    "report.sort_values(by = \"Scores\", ascending = False, inplace = True)\n",
    "GA_features = report.iloc[0][\"Chosen Features\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "7ed8b6e6",
   "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": [
    "print(GA_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "bf7eeb63",
   "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>Number of Features</th>\n",
       "      <th>Chosen Features</th>\n",
       "      <th>Scores</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>18</td>\n",
       "      <td>[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]</td>\n",
       "      <td>0.118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>17</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, PercChangeRevenues, CallForwardingCalls, MonthsInService, UniqueSubs, Handsets, CurrentEquipmentDays, RetentionOffersAccepted, HandsetRefurbished_frequency, OptOutMailings_frequency, NonUSTravel_frequency, OwnsComputer_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>[MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, PercChangeMinutes, BlockedCalls, DroppedBlockedCalls, UniqueSubs, Handsets, CurrentEquipmentDays, IncomeGroup, ChildrenInHH_frequency, HandsetRefurbished_frequency, RVOwner_frequency, OptOutMailings_frequency, NonUSTravel_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>16</td>\n",
       "      <td>[MonthlyMinutes, OverageMinutes, PercChangeMinutes, CallWaitingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, ReferralsMadeBySubscriber, AdjustmentsToCreditRating, HandsetRefurbished_frequency, RVOwner_frequency, BuysViaMailOrder_frequency, NonUSTravel_frequency, OwnsComputer_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>15</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, MonthsInService, HandsetModels, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, Homeownership_frequency, BuysViaMailOrder_frequency, RespondsToMailOffers_frequency, NonUSTravel_frequency, OwnsComputer_frequency, OwnsMotorcycle_frequency]</td>\n",
       "      <td>0.115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, DroppedCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, OptOutMailings_frequency, HasCreditCard_frequency]</td>\n",
       "      <td>0.114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>12</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, BlockedCalls, DroppedBlockedCalls, ActiveSubs, CurrentEquipmentDays, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, TruckOwner_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>[MonthlyMinutes, OverageMinutes, PercChangeMinutes, MonthsInService, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18</td>\n",
       "      <td>[MonthlyRevenue, MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, CallForwardingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionOffersAccepted, HandsetRefurbished_frequency, RVOwner_frequency, BuysViaMailOrder_frequency, OptOutMailings_frequency, NonUSTravel_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, Occupation_frequency]</td>\n",
       "      <td>0.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>16</td>\n",
       "      <td>[MonthlyMinutes, OverageMinutes, PercChangeMinutes, DroppedCalls, CallWaitingCalls, MonthsInService, UniqueSubs, Handsets, HandsetModels, CurrentEquipmentDays, ReferralsMadeBySubscriber, HandsetRefurbished_frequency, Homeownership_frequency, OptOutMailings_frequency, OwnsComputer_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, TruckOwner_frequency, OptOutMailings_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, ChildrenInHH_frequency, OptOutMailings_frequency, NotNewCellphoneUser_frequency]</td>\n",
       "      <td>0.112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>17</td>\n",
       "      <td>[MonthlyMinutes, OverageMinutes, PercChangeMinutes, OffPeakCallsInOut, CallWaitingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted, ReferralsMadeBySubscriber, HandsetRefurbished_frequency, OptOutMailings_frequency, HasCreditCard_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21</td>\n",
       "      <td>[MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, RoamingCalls, PercChangeMinutes, PercChangeRevenues, CallForwardingCalls, CallWaitingCalls, MonthsInService, ActiveSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, ChildrenInHH_frequency, HandsetRefurbished_frequency, RespondsToMailOffers_frequency, OptOutMailings_frequency, NonUSTravel_frequency, CreditRating_frequency, PrizmCode_frequency, MaritalStatus_frequency]</td>\n",
       "      <td>0.111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>15</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, DirectorAssistedCalls, PercChangeMinutes, BlockedCalls, UniqueSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, HandsetRefurbished_frequency, HandsetWebCapable_frequency, RVOwner_frequency, RespondsToMailOffers_frequency, NotNewCellphoneUser_frequency, Occupation_frequency]</td>\n",
       "      <td>0.111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15</td>\n",
       "      <td>[MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, PercChangeMinutes, OffPeakCallsInOut, CallWaitingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, BuysViaMailOrder_frequency]</td>\n",
       "      <td>0.110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>19</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, DirectorAssistedCalls, PercChangeMinutes, PercChangeRevenues, BlockedCalls, UniqueSubs, ActiveSubs, CurrentEquipmentDays, RetentionOffersAccepted, ReferralsMadeBySubscriber, AdjustmentsToCreditRating, HandsetRefurbished_frequency, HandsetWebCapable_frequency, TruckOwner_frequency, OwnsComputer_frequency, HasCreditCard_frequency, MadeCallToRetentionTeam_frequency, CreditRating_frequency]</td>\n",
       "      <td>0.110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>8</td>\n",
       "      <td>[MonthlyMinutes, DirectorAssistedCalls, PercChangeMinutes, DroppedCalls, CurrentEquipmentDays, RetentionCalls, OwnsComputer_frequency, CreditRating_frequency]</td>\n",
       "      <td>0.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, PercChangeRevenues, MonthsInService, ActiveSubs, CurrentEquipmentDays, HandsetRefurbished_frequency, OptOutMailings_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>15</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, CallForwardingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency, CreditRating_frequency]</td>\n",
       "      <td>0.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11</td>\n",
       "      <td>[MonthlyMinutes, DirectorAssistedCalls, RoamingCalls, PercChangeMinutes, DroppedBlockedCalls, CurrentEquipmentDays, RetentionOffersAccepted, NonUSTravel_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, Occupation_frequency]</td>\n",
       "      <td>0.108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>[MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, CallWaitingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, OwnsComputer_frequency, NotNewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, PrizmCode_frequency]</td>\n",
       "      <td>0.108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, DroppedBlockedCalls, UniqueSubs, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted]</td>\n",
       "      <td>0.107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, DroppedBlockedCalls, ActiveSubs, CurrentEquipmentDays, RetentionCalls, ReferralsMadeBySubscriber]</td>\n",
       "      <td>0.107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, OwnsComputer_frequency, NotNewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, RetentionCalls]</td>\n",
       "      <td>0.101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>[MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, RetentionCalls, ReferralsMadeBySubscriber]</td>\n",
       "      <td>0.098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>[CurrentEquipmentDays, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>[HandsetModels, HandsetRefurbished_frequency, MadeCallToRetentionTeam_frequency]</td>\n",
       "      <td>0.084</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Number of Features  \\\n",
       "27                  18   \n",
       "18                  17   \n",
       "16                  16   \n",
       "26                  16   \n",
       "25                  15   \n",
       "15                  12   \n",
       "14                  12   \n",
       "7                    9   \n",
       "21                  18   \n",
       "17                  16   \n",
       "8                    9   \n",
       "10                  11   \n",
       "24                  17   \n",
       "22                  21   \n",
       "20                  15   \n",
       "19                  15   \n",
       "28                  19   \n",
       "13                   8   \n",
       "9                    9   \n",
       "23                  15   \n",
       "12                  11   \n",
       "11                  11   \n",
       "6                    7   \n",
       "5                    7   \n",
       "4                    6   \n",
       "2                    4   \n",
       "3                    5   \n",
       "0                    2   \n",
       "1                    3   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                   Chosen Features  \\\n",
       "27                                                                [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",
       "18                                                                                    [MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, PercChangeRevenues, CallForwardingCalls, MonthsInService, UniqueSubs, Handsets, CurrentEquipmentDays, RetentionOffersAccepted, HandsetRefurbished_frequency, OptOutMailings_frequency, NonUSTravel_frequency, OwnsComputer_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "16                                                                                                                             [MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, PercChangeMinutes, BlockedCalls, DroppedBlockedCalls, UniqueSubs, Handsets, CurrentEquipmentDays, IncomeGroup, ChildrenInHH_frequency, HandsetRefurbished_frequency, RVOwner_frequency, OptOutMailings_frequency, NonUSTravel_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "26                                                                                       [MonthlyMinutes, OverageMinutes, PercChangeMinutes, CallWaitingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, ReferralsMadeBySubscriber, AdjustmentsToCreditRating, HandsetRefurbished_frequency, RVOwner_frequency, BuysViaMailOrder_frequency, NonUSTravel_frequency, OwnsComputer_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "25                                                                                                                     [MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, MonthsInService, HandsetModels, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, Homeownership_frequency, BuysViaMailOrder_frequency, RespondsToMailOffers_frequency, NonUSTravel_frequency, OwnsComputer_frequency, OwnsMotorcycle_frequency]   \n",
       "15                                                                                                                                                                                                                     [MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, DroppedCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, OptOutMailings_frequency, HasCreditCard_frequency]   \n",
       "14                                                                                                                                                                                       [MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, BlockedCalls, DroppedBlockedCalls, ActiveSubs, CurrentEquipmentDays, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, TruckOwner_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "7                                                                                                                                                                                                                                                            [MonthlyMinutes, OverageMinutes, PercChangeMinutes, MonthsInService, CurrentEquipmentDays, RetentionCalls, HandsetRefurbished_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "21                                                   [MonthlyRevenue, MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, CallForwardingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionOffersAccepted, HandsetRefurbished_frequency, RVOwner_frequency, BuysViaMailOrder_frequency, OptOutMailings_frequency, NonUSTravel_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, Occupation_frequency]   \n",
       "17                                                                                                                          [MonthlyMinutes, OverageMinutes, PercChangeMinutes, DroppedCalls, CallWaitingCalls, MonthsInService, UniqueSubs, Handsets, HandsetModels, CurrentEquipmentDays, ReferralsMadeBySubscriber, HandsetRefurbished_frequency, Homeownership_frequency, OptOutMailings_frequency, OwnsComputer_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "8                                                                                                                                                                                                                                                                        [MonthlyMinutes, PercChangeMinutes, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, TruckOwner_frequency, OptOutMailings_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "10                                                                                                                                                                                                                        [MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, MonthsInService, UniqueSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, ChildrenInHH_frequency, OptOutMailings_frequency, NotNewCellphoneUser_frequency]   \n",
       "24                                                                                    [MonthlyMinutes, OverageMinutes, PercChangeMinutes, OffPeakCallsInOut, CallWaitingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted, ReferralsMadeBySubscriber, HandsetRefurbished_frequency, OptOutMailings_frequency, HasCreditCard_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "22  [MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, RoamingCalls, PercChangeMinutes, PercChangeRevenues, CallForwardingCalls, CallWaitingCalls, MonthsInService, ActiveSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, ChildrenInHH_frequency, HandsetRefurbished_frequency, RespondsToMailOffers_frequency, OptOutMailings_frequency, NonUSTravel_frequency, CreditRating_frequency, PrizmCode_frequency, MaritalStatus_frequency]   \n",
       "20                                                                                                                  [MonthlyMinutes, TotalRecurringCharge, DirectorAssistedCalls, PercChangeMinutes, BlockedCalls, UniqueSubs, CurrentEquipmentDays, RetentionCalls, AdjustmentsToCreditRating, HandsetRefurbished_frequency, HandsetWebCapable_frequency, RVOwner_frequency, RespondsToMailOffers_frequency, NotNewCellphoneUser_frequency, Occupation_frequency]   \n",
       "19                                                                                                                                                 [MonthlyMinutes, DirectorAssistedCalls, OverageMinutes, PercChangeMinutes, OffPeakCallsInOut, CallWaitingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, BuysViaMailOrder_frequency]   \n",
       "28                    [MonthlyMinutes, TotalRecurringCharge, DirectorAssistedCalls, PercChangeMinutes, PercChangeRevenues, BlockedCalls, UniqueSubs, ActiveSubs, CurrentEquipmentDays, RetentionOffersAccepted, ReferralsMadeBySubscriber, AdjustmentsToCreditRating, HandsetRefurbished_frequency, HandsetWebCapable_frequency, TruckOwner_frequency, OwnsComputer_frequency, HasCreditCard_frequency, MadeCallToRetentionTeam_frequency, CreditRating_frequency]   \n",
       "13                                                                                                                                                                                                                                                                                                  [MonthlyMinutes, DirectorAssistedCalls, PercChangeMinutes, DroppedCalls, CurrentEquipmentDays, RetentionCalls, OwnsComputer_frequency, CreditRating_frequency]   \n",
       "9                                                                                                                                                                                                                                                            [MonthlyMinutes, PercChangeMinutes, PercChangeRevenues, MonthsInService, ActiveSubs, CurrentEquipmentDays, HandsetRefurbished_frequency, OptOutMailings_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "23                                                                                                                         [MonthlyMinutes, TotalRecurringCharge, OverageMinutes, PercChangeMinutes, CallForwardingCalls, MonthsInService, UniqueSubs, HandsetModels, CurrentEquipmentDays, RetentionOffersAccepted, AdjustmentsToCreditRating, HandsetRefurbished_frequency, OwnsMotorcycle_frequency, MadeCallToRetentionTeam_frequency, CreditRating_frequency]   \n",
       "12                                                                                                                                                                                                        [MonthlyMinutes, DirectorAssistedCalls, RoamingCalls, PercChangeMinutes, DroppedBlockedCalls, CurrentEquipmentDays, RetentionOffersAccepted, NonUSTravel_frequency, NewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, Occupation_frequency]   \n",
       "11                                                                                                                                                                                                                   [MonthlyMinutes, TotalRecurringCharge, PercChangeMinutes, CallWaitingCalls, MonthsInService, UniqueSubs, CurrentEquipmentDays, OwnsComputer_frequency, NotNewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency, PrizmCode_frequency]   \n",
       "6                                                                                                                                                                                                                                                                                                                              [MonthlyMinutes, PercChangeMinutes, DroppedBlockedCalls, UniqueSubs, CurrentEquipmentDays, RetentionCalls, RetentionOffersAccepted]   \n",
       "5                                                                                                                                                                                                                                                                                                                            [MonthlyMinutes, PercChangeMinutes, DroppedBlockedCalls, ActiveSubs, CurrentEquipmentDays, RetentionCalls, ReferralsMadeBySubscriber]   \n",
       "4                                                                                                                                                                                                                                                                                                              [MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, OwnsComputer_frequency, NotNewCellphoneUser_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                        [MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, RetentionCalls]   \n",
       "3                                                                                                                                                                                                                                                                                                                                                             [MonthlyMinutes, PercChangeMinutes, CurrentEquipmentDays, RetentionCalls, ReferralsMadeBySubscriber]   \n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                        [CurrentEquipmentDays, MadeCallToRetentionTeam_frequency]   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                 [HandsetModels, HandsetRefurbished_frequency, MadeCallToRetentionTeam_frequency]   \n",
       "\n",
       "    Scores  \n",
       "27   0.118  \n",
       "18   0.118  \n",
       "16   0.115  \n",
       "26   0.115  \n",
       "25   0.115  \n",
       "15   0.114  \n",
       "14   0.113  \n",
       "7    0.113  \n",
       "21   0.113  \n",
       "17   0.113  \n",
       "8    0.112  \n",
       "10   0.112  \n",
       "24   0.111  \n",
       "22   0.111  \n",
       "20   0.111  \n",
       "19   0.110  \n",
       "28   0.110  \n",
       "13   0.109  \n",
       "9    0.109  \n",
       "23   0.109  \n",
       "12   0.108  \n",
       "11   0.108  \n",
       "6    0.107  \n",
       "5    0.107  \n",
       "4    0.104  \n",
       "2    0.101  \n",
       "3    0.098  \n",
       "0    0.085  \n",
       "1    0.084  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3016c42c",
   "metadata": {},
   "source": [
    "## save selected features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "da134001",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_list = GA_features\n",
    "textfile = open(\"features_selected_new.txt\", \"w\")\n",
    "for element in a_list:\n",
    "    textfile.write(element + \"\\n\")\n",
    "textfile.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfd00fce",
   "metadata": {},
   "source": [
    "<a name='output'></a>\n",
    "# 9 File Output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "245ade9d",
   "metadata": {},
   "source": [
    "## combine df and df_use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "adf11203",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_out = df.join(df_use)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9155602b",
   "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": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3931c1e",
   "metadata": {},
   "source": [
    "## output df_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "92886426",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_out.to_csv('./df_imputed.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd31da95",
   "metadata": {},
   "source": [
    "# End"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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